In [2]:
import numpy as np
import pandas as pd
import scanpy as sc
import leidenalg as leiden
import matplotlib.pyplot as plt

import seaborn as sns
import sceleto2 as scl
import scrublet as scr
import gseapy as gp
import glob
import os
import sys
In [3]:
%matplotlib inline

sc.settings.verbosity = 3 
sc.logging.print_version_and_date()
sc.settings.set_figure_params(dpi=200)

Running Scanpy 1.9.3, on 2023-12-13 13:23.
In [4]:
def again(adata):
    bdata = scl.get_raw(adata)
    bdata = bdata.copy()

    sc.pp.highly_variable_genes(bdata, min_mean=0.0125, max_mean=4, min_disp=0.5)
    sc.pl.highly_variable_genes(bdata)

    scl.sc_process(bdata, 'spku')
    
    return bdata


def leiden_auto(adata):
    for x in np.arange(0.2,2.2,0.2):
        a = format(x, ".1f")
        sc.tl.leiden(adata, resolution=float(a), key_added='leiden_'+str(a))



def harmony_umap(adata, batch, max_harmony=10, max_kmeans=20):
    sc.external.pp.harmony_integrate(adata, batch,  max_iter_harmony=max_harmony, max_iter_kmeans=max_kmeans)

    sc.pp.neighbors(adata, use_rep='X_pca_harmony')

    scl.sc_process(adata, 'u')
In [6]:
final
Out[6]:
AnnData object with n_obs × n_vars = 58006 × 32285
    obs: 'pct_counts_mt', 'n_genes', 'n_counts', 'age', 'status', 'sample', 'DQ', 'age_status', 'annotation_publish', 'subannotation_publish'
    uns: 'DQ_colors', 'age_colors', 'age_status_colors', 'annotation_colors', 'annotation_publish_colors', 'sample_colors', 'sample_refined_colors', 'status_colors', 'subannotation_publish_colors'
    obsm: 'X_pca', 'X_pca_harmony', 'X_umap'
    obsp: 'connectivities', 'distances'
In [7]:
import sklearn
In [8]:
finaldf = final.raw.to_adata().to_df()
In [9]:
nmfdict = {}
for x in [20]:
    nmf = sklearn.decomposition.NMF(init='nndsvd', n_components=x)
    nmfresult = nmf.fit_transform(X=finaldf.T)
    nmfdict[str(x)] = pd.DataFrame(nmfresult)

/home/kytak/.conda/envs/jp24/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:1665: ConvergenceWarning: Maximum number of iterations 200 reached. Increase it to improve convergence.
  warnings.warn(
In [10]:
import sklearn
from sklearn.decomposition import NMF
In [11]:
model = NMF(n_components=20, init='random', random_state=0)
In [12]:
model.fit_transform(finaldf.T)

/home/kytak/.conda/envs/jp24/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:1665: ConvergenceWarning: Maximum number of iterations 200 reached. Increase it to improve convergence.
  warnings.warn(
Out[12]:
array([[0.0000000e+00, 0.0000000e+00, 1.2660074e-02, ..., 2.5664844e-02,
        0.0000000e+00, 5.4456883e-05],
       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,
        0.0000000e+00, 0.0000000e+00],
       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 2.0888863e-02,
        0.0000000e+00, 1.5238501e-04],
       ...,
       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,
        0.0000000e+00, 0.0000000e+00],
       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,
        0.0000000e+00, 0.0000000e+00],
       [9.3748301e-01, 0.0000000e+00, 2.7866969e-01, ..., 4.7481280e-02,
        2.9741955e-01, 3.6854309e-01]], dtype=float32)
In [13]:
model.components_
Out[13]:
array([[0.03876759, 0.0396807 , 0.00763861, ..., 0.07997999, 0.04272166,
        0.06890646],
       [0.12745552, 0.09645508, 0.17587826, ..., 0.09417979, 0.13094069,
        0.06908282],
       [0.03209599, 0.03952086, 0.08323883, ..., 0.        , 0.00694859,
        0.04189011],
       ...,
       [0.        , 0.        , 0.        , ..., 0.        , 0.        ,
        0.        ],
       [0.        , 0.        , 0.        , ..., 0.        , 0.10465273,
        0.        ],
       [0.1536994 , 0.        , 0.        , ..., 0.        , 0.29026052,
        0.4735657 ]], dtype=float32)
In [14]:
finaldf.T.index
Out[14]:
Index(['Xkr4', 'Gm1992', 'Gm19938', 'Gm37381', 'Rp1', 'Sox17', 'Gm37587',
       'Gm37323', 'Mrpl15', 'Lypla1',
       ...
       'Gm16367', 'AC163611.1', 'AC163611.2', 'AC140365.1', 'AC124606.2',
       'AC124606.1', 'AC133095.2', 'AC133095.1', 'AC234645.1', 'AC149090.1'],
      dtype='object', length=32285)
In [15]:
for x in nmfdict:
    nmfdict[x].index = finaldf.T.index
In [17]:
genesortnmf = {}
for col in nmfdict['20']:
    genesortnmf[col] = []
    
for col in nmfdict['20'].T:
    genesortnmf[nmfdict['20'].T[col].idxmax()].append(col)
In [18]:
genesortdict = {}
for comp in ['20']:
    genesortnmf = {}
    for col in nmfdict[comp]:
        genesortnmf[col] = []

    for col in nmfdict[comp].T:
        genesortnmf[nmfdict[comp].T[col].idxmax()].append(col)

    genesortdict[comp] = genesortnmf
In [58]:
genesortdict['20']
Out[58]:
{0: ['Gm1992',
  'Gm16041',
  'Npbwr1',
  'Gm29520',
  'Gm15818',
  'Gm17644',
  'Gm29663',
  'Gm29283',
  'Rpl7',
  'Gm7568',
  'Gm28376',
  'Gm28783',
  'Gm28784',
  'Gm28153',
  'Crisp4',
  'Defb18',
  'Defb41',
  'Gm15825',
  'Tfap2d',
  'Gm28340',
  '4930486I03Rik',
  'Gm28653',
  'Gm28065',
  'Gm29506',
  '4933415F23Rik',
  'Col9a1',
  'Gm28237',
  'Gm29414',
  '4931408C20Rik',
  'Gm597',
  'Gm5698',
  'Gm28644',
  'Lgsn',
  'Pih1d3',
  'Gm5415',
  'Gm37591',
  'Gm37958',
  'Cfc1',
  'Prss40',
  '1700101I19Rik',
  'Amer3',
  'Arhgef4-1',
  'Gm28415',
  'Gm37146',
  'Gm33222',
  '4930535G08Rik',
  'Cox5b',
  'Lyg2',
  'Lyg1',
  'Eif5b',
  'Nms',
  'Gm37821',
  'Rpl31',
  'Gm35801',
  'Gm37623',
  '4930448I06Rik',
  'Gm28634',
  'Gm29260',
  'Gm9915',
  'Gm29664',
  'Gm28175',
  'Gm28140',
  'Pantr1',
  'Gm20646',
  'Pantr2',
  'Dalir',
  'Gm28782',
  'Gm29157',
  'Gm28893',
  '4930521E06Rik',
  'C230029F24Rik',
  'Gm29665',
  'Gm28321',
  'Gm28319',
  'Asdurf',
  'Hspe1',
  '9130227L01Rik',
  '1700003I22Rik',
  'Gm28240',
  'Hsfy2',
  '1700126A01Rik',
  'BC055402',
  'Gm17234',
  'AC169382.1',
  'Gm29018',
  '1700122D07Rik',
  'Gm28083',
  'Gm11587',
  'Gm28449',
  'Pard3bos2',
  'Eef1b2',
  'Platr12',
  'Gm11608',
  '4933402D24Rik',
  'Gm29152',
  'Crygd',
  'Crygc',
  'Crygb',
  'Crygf',
  'Gm15668',
  'Gm15669',
  'Gm15671',
  'Vwc2l',
  '4930556G22Rik',
  'Rpl37a',
  '1700027A15Rik',
  'Tnp1',
  'Gm29185',
  'Pinc',
  'D530049I02Rik',
  'Gm29186',
  'Gm29183',
  'Gm28364',
  'Gm28902',
  'Gm15178',
  'Gm29065',
  'Gm29069',
  'Gm17751',
  'Gm816',
  'Gm28387',
  'Gm28410',
  'BC035947',
  'Gm29611',
  'Gm29187',
  'Gm45261',
  'Nyap2',
  'Gm47791',
  'Gm7544',
  'Gm47959',
  'Krtap28-10',
  'A030005K14Rik',
  '4933436I20Rik',
  '9930111H07Rik',
  'Ncl',
  'Tex44',
  'Ptma',
  'Gm28375',
  'Gm29371',
  'Alppl2',
  'Alpi',
  'Akp3',
  'Gm29374',
  'Ugt1a10',
  'Trpm8',
  '4930453O03Rik',
  'Gm28888',
  'Platr5',
  'Gm29337',
  'Gm28342',
  'C030007H22Rik',
  'Asb18',
  '4930434B07Rik',
  'Gm28721',
  'Gm28199',
  'Gm28380',
  'Gm29099',
  'Olfr1416',
  'Olfr1415',
  'Olfr1414',
  'Olfr1413',
  '1700054K02Rik',
  'Olfr1412',
  'Olfr1411',
  'Olfr1410',
  'Gm29482',
  'Gm29481',
  'Sept2-1',
  '4930440C22Rik',
  '1700063A18Rik',
  'Gm29601',
  '4930533P14Rik',
  'Slco6c1',
  'Gm29461',
  'Slco6d1',
  'Cntnap5b',
  'Gm20268',
  'Gm15699',
  'Gm29012',
  'Serpinb13',
  'Serpinb3a',
  'Serpinb3d',
  'Serpinb3b',
  'Serpinb3c',
  'Serpinb11',
  'Gm15391',
  'Gm15389',
  'Gm29088',
  'Gm28189',
  'Gm19965',
  'Zfp813-ps',
  'Gm28363',
  'B020011L13Rik',
  'Gm28360',
  'Gm28168',
  'Gm7145',
  'Gm29106',
  'Gm29456',
  'C1ql2',
  '1700012E03Rik',
  'En1',
  '2610027F03Rik',
  'Gm29346',
  'Gm29345',
  'Gm29348',
  'Gm29347',
  'Gm29359',
  'Gm28590',
  '4930599A14Rik',
  'Gm16081',
  'Zp3r',
  'Il20',
  'Avpr1b',
  'Lemd1',
  'Gm29695',
  'Gm10188',
  'Gm29630',
  'Gm10538',
  'Gm28040',
  'Snrpe',
  'Zbed6',
  'Gm28441',
  'Mgat4e',
  'Gm10535',
  'Ascl5',
  'Gm26568',
  'Gm37799',
  '4933409D19Rik',
  'Gm26979',
  'Gm26936',
  'Gm28501',
  '1700019P21Rik',
  '4933436E23Rik',
  'Gm34816',
  '4930590L20Rik',
  'Rgs21',
  'Gm15584',
  'Gm29515',
  'Gm29020',
  'Gm29398',
  'Pdc',
  'Tpr',
  'Gm29188',
  '3110040M04Rik',
  'Gm47996',
  'Gm28181',
  'Gm28610',
  'Apobec4',
  'Gm28960',
  'Gm29529',
  'Teddm1a',
  'Gm28286',
  'Zfp648',
  '4930452N14Rik',
  'Gm29282',
  'Gm37571',
  'Nphs2',
  'Gm15486',
  'Gm37679',
  '4930562F17Rik',
  'Gm10530',
  'Gas5',
  'Tex50',
  'Prrc2c',
  'Gm37273',
  'Mroh9',
  'Gm20471',
  'Gm29500',
  'Mettl11b',
  'Gm37754',
  'Gm37853',
  'Gm37184',
  '4930568G15Rik',
  'Gm38325',
  'Gm36972',
  'Gm26665',
  'Gm37923',
  'Gm4846',
  'Gm4847',
  'Fmo9',
  'Lrrc52',
  'Gm37839',
  'Spata46',
  'Dusp12',
  'Pfdn2',
  'Itln1',
  'Gm37950',
  'Olfr1408',
  'Olfr218',
  'Olfr1404',
  'Olfr418',
  'Mptx2',
  'Olfr429',
  'Olfr427',
  'Olfr231',
  'Olfr424',
  'Olfr420',
  'Olfr419',
  'Olfr417',
  'Olfr248',
  'Olfr414',
  'Olfr220',
  'Gm36307',
  'Gm38101',
  'Gm36536',
  'Gm37280',
  'Catspere1',
  'Hnrnpu',
  'Mixl1',
  'H3f3a',
  'Srp9',
  'Vmn1r1',
  'Gm37218',
  'Ccdc185',
  'Gm38108',
  '4930488B22Rik',
  'Gm38251',
  'Gm34732',
  '4930433J02Rik',
  'Gm38093',
  'Gm37134',
  'A730004F24Rik',
  'Gm29491',
  '1700023G09Rik',
  'Gm37912',
  'D1Pas1',
  '9330162B11Rik',
  'Gm38064',
  'Ush2a',
  'Gm29678',
  'Gm30725',
  'Gm30932',
  'Gm31373',
  'Spata45',
  'Gm37432',
  '1700065J18Rik',
  'Gm37650',
  '4930503O07Rik',
  'Gm37525',
  'Gm13180',
  'Gm13191',
  'Gm10862',
  'Gm38085',
  '1700080N15Rik',
  'Gm13189',
  'Gm37814',
  'Gm13175',
  'Ucma',
  'Gm13267',
  'Gm13389',
  'Gm28641',
  'Gm13211',
  'Gm13219',
  'Gm13218',
  '4930412O13Rik',
  'Atp5c1',
  'Gm13291',
  'Gm17490',
  'Gm37565',
  'Gm13266',
  'Gm13322',
  'Gm13324',
  'Gm13330',
  'Gm13344',
  'Ptf1aos',
  '1810010K12Rik',
  '4921504E06Rik',
  'Gm13335',
  'Gm13376',
  'Gm13327',
  'Gpr158',
  'Myo3a',
  '1700092C17Rik',
  'Nxph2',
  'Tbpl2',
  'Il1f8',
  'Il1f5',
  'Il1f10',
  'Gm13411',
  'Gm13417',
  'Tmem210',
  'Edf1',
  'Lcn5',
  'Lcn6',
  'Lcn10',
  'Gm13539',
  'Gm13538',
  'Lcn9',
  'Gm13554',
  'Rpl7a',
  'Fam163b',
  'Dbh',
  'AA645442',
  'Gm13372',
  'Gm13371',
  'Gm13393',
  'Gm13402',
  'Set',
  'Gm16323',
  '4930527E20Rik',
  'Gm13425',
  'Prdm12',
  'Gm13442',
  'Gm13412',
  'Rpl12',
  'Gm13536',
  'Gm13530',
  'Gm38389',
  '4930568D16Rik',
  'Olfr339',
  'Olfr340',
  'Olfr341',
  'Olfr342',
  'Olfr344',
  'Olfr345',
  'Olfr346',
  'Olfr347',
  'Olfr348',
  'Olfr50',
  'Olfr3',
  'Olfr350',
  'Olfr351',
  'Olfr353',
  'Olfr354',
  'Olfr355',
  'Olfr356',
  'Olfr357',
  'Olfr358',
  'Olfr360',
  'Olfr361',
  'Olfr362',
  'Olfr364-ps1',
  'Olfr368',
  'Gm27197',
  'Gm13584',
  'Gm13589',
  'Gm13587',
  'Rpl35',
  'Gm28643',
  '1700019E08Rik',
  'Gm13465',
  'Gm13467',
  'Gm13485',
  'Gm28639',
  'Gm13497',
  'Gm13499',
  '1700057H21Rik',
  'Tas2r134',
  'Gm13490',
  'Rprm',
  'Galnt13',
  'Kcnj3',
  '4930555B11Rik',
  'Gm13544',
  'Gm11099',
  'Gm13580',
  'Gm13569',
  'Gm13575',
  'Gm13619',
  'Gm13617',
  'Gm13618',
  'Gm13630',
  'Gm13598',
  'Gm21830',
  'Gm13601',
  'Gm49462',
  'Gm36002',
  '4933409G03Rik',
  '4932414N04Rik',
  'Gm36231',
  'Gm13613',
  'Ssb',
  'Gm13647',
  'Gm13662',
  'Gm13746',
  'Rapgef4os1',
  '8430437L04Rik',
  'Gm11084',
  'Chn1os1',
  'A630050E04Rik',
  'Gm28640',
  'Gm13667',
  '4930441J16Rik',
  '4930445N08Rik',
  'Hoxd13',
  'Hoxd12',
  'Gm14396',
  'Gm28793',
  'Gm14424',
  'Gm14426',
  'A330043C09Rik',
  'Gm13658',
  'Gm13660',
  'Hnrnpa3',
  'Gm13656',
  'Gm13938',
  'Gm13943',
  'Gm13661',
  'Gm13752',
  'A130030D18Rik',
  'Gm28675',
  'Zswim2',
  'Gm13698',
  'Gm13693',
  'Gm13695',
  'Gm13696',
  'Gm13694',
  'Gm13697',
  'Gm13691',
  'Gm13716',
  'Olfr987',
  'Olfr988',
  'Olfr992',
  'Olfr993',
  'Olfr994',
  'Olfr995',
  'Olfr996',
  'Olfr998',
  'Olfr1000',
  'Olfr1002',
  'Olfr154',
  'Olfr1006',
  'Olfr1008',
  'Olfr1009',
  'Olfr1012',
  'Olfr1013',
  'Olfr1014',
  'Olfr1015',
  'Olfr1016',
  'Olfr1018',
  'Olfr1019',
  'Olfr1020',
  'Olfr1022',
  'Olfr1023',
  'Olfr1024',
  'Olfr1025-ps1',
  'Olfr1026',
  'Olfr1031',
  'Olfr1040',
  'Olfr1042',
  'Olfr1043',
  'Olfr1044',
  'Olfr1045',
  'Olfr1046',
  'Olfr1047',
  'Olfr1048',
  'Olfr1049',
  'Olfr1051',
  'Olfr1052',
  'Olfr1053',
  'Olfr1054',
  'Olfr1055',
  'Olfr1056',
  'Olfr1057',
  'Olfr1058',
  'Olfr1061',
  'Olfr1062',
  'Olfr1065',
  'Olfr1066',
  'Olfr228',
  'Olfr1076',
  'Olfr1079',
  'Olfr1080',
  'Olfr1082',
  'Olfr1084',
  'Olfr1085',
  'Olfr1086',
  'Olfr1087',
  'Olfr1089',
  'Olfr1090',
  'Olfr1093',
  'Olfr141',
  'Olfr1094',
  'Olfr1095',
  'Gm13723',
  'Olfr1097',
  'Olfr1098',
  'Olfr1099',
  'Olfr1100',
  'Olfr1101',
  'Olfr1102',
  'Olfr1104',
  'Olfr1105',
  'Olfr1106',
  'Olfr1107',
  'Olfr1109',
  'Olfr1110',
  'Olfr1111',
  'Olfr1112',
  'Olfr1113',
  'Olfr1115',
  'Olfr1118',
  'Olfr1120',
  'Olfr1121',
  'Olfr1123',
  'Olfr1126',
  'Pramel6',
  'Olfr153',
  'Olfr1128',
  'Olfr1129',
  'Olfr1130',
  'Olfr1131',
  'Olfr1132',
  'Olfr1133',
  'Olfr1134',
  'Olfr1135',
  'Olfr1136',
  'Olfr1137',
  'Olfr1138',
  'Olfr1140',
  'Olfr1141',
  'Olfr152',
  'Olfr1145',
  'Olfr1148',
  'Olfr1150-ps1',
  'Olfr1151',
  'Olfr1153',
  'Olfr1154',
  'Olfr1155',
  'Olfr1157',
  'Olfr74',
  'Olfr1158',
  'Olfr1160',
  'Olfr1161',
  'Olfr73',
  'Olfr1162',
  'Olfr1163',
  'Olfr1164',
  'Olfr1166',
  'Olfr1167',
  'Olfr1168',
  'Olfr1170',
  'Olfr1174-ps',
  'Olfr1175-ps',
  'Olfr1176',
  'Olfr1177-ps',
  'Olfr1179',
  'Olfr1180',
  'Olfr1181',
  'Gm13757',
  'Olfr1183',
  'Olfr1184',
  'Olfr1185-ps1',
  'Olfr1186',
  'Olfr1188',
  'Olfr1189',
  'Olfr1192-ps1',
  'Olfr1195',
  'Olfr1196',
  'Olfr1197',
  'Olfr1198',
  'Olfr1200',
  'Olfr1201',
  'Olfr1202',
  'Olfr1205',
  'Olfr1204',
  'Olfr1206',
  'Olfr1208',
  'Olfr1209',
  'Olfr1211',
  'Olfr1212',
  'Gm13762',
  'Olfr1214',
  'Olfr1215',
  'Olfr1216',
  'Olfr1217',
  'Olfr1218',
  'Olfr1219',
  'Olfr1220',
  'Olfr1221',
  'Olfr1222',
  'Olfr1223',
  'Olfr1224-ps1',
  'Olfr1225',
  'Olfr1226',
  'Olfr1228',
  'Olfr1229',
  'Olfr1230',
  'Olfr1231',
  'Olfr1232',
  'Olfr1234',
  'Olfr1239',
  'Olfr1241',
  'Olfr1242',
  'Olfr1243',
  'Olfr1245',
  'Olfr1246',
  'Olfr1248',
  'Olfr1249',
  'Olfr1251',
  'Olfr1261',
  'Olfr1263',
  'Olfr1264',
  'Olfr1265',
  'Olfr140',
  'Olfr32',
  'Olfr1270',
  'Olfr1506',
  'Olfr142',
  'Olfr1272',
  'Olfr1565',
  'Gm13780',
  'Gm13791',
  'Gm13802',
  'Gm13793',
  'Gm13794',
  'Gm13799',
  '4930445B16Rik',
  'Gm29235',
  'Gm13905',
  'Gm13869',
  '4930547E08Rik',
  'Gm10799',
  'Gm13883',
  'Eif3m',
  'Gm11060',
  '4930527A07Rik',
  'Pax6os1',
  'Gm29053',
  'Gm14015',
  'Gm14014',
  'Fshb',
  'Gm13912',
  'Gm13923',
  'Gm45346',
  'Gm20638',
  'Ccdc34os',
  'Slc5a12',
  'Gm13942',
  'Gm13941',
  'Gm15130',
  '4930430A15Rik',
  'Olfr1275',
  'Gm13962',
  'Olfr1276',
  'Olfr1277',
  'Olfr1278',
  'Olfr1280',
  'Olfr1281',
  'Olfr1282',
  'Olfr1283',
  'Olfr1286',
  'Olfr1287',
  'Olfr1288',
  'Olfr1289',
  'Olfr1290',
  'Olfr1293-ps',
  'Olfr1294',
  'Olfr1297',
  'Olfr1298',
  'Olfr1299',
  'Olfr1301',
  'Olfr1302',
  'Olfr1303',
  'Olfr1305',
  'Olfr1306',
  'Olfr1308',
  'Olfr1309',
  'Olfr1311',
  'Olfr1313',
  'Olfr1314',
  'Olfr1315-ps1',
  'Olfr1317',
  'Chrm5',
  'Tmco5b',
  '4930533B01Rik',
  'Gjd2',
  'A530058N18Rik',
  'Gm29234',
  'Gm13974',
  'Gm28494',
  'Gm28492',
  'Gm28493',
  '4930528P14Rik',
  'Gm13976',
  'Gm13990',
  'Tmco5',
  'Gm13982',
  'Gm13985',
  '4930412B13Rik',
  'Gm29233',
  'A930104D05Rik',
  'Srp14',
  'Gm14089',
  'Gm13997',
  'Gm14978',
  'Serf2',
  'B2m',
  '4930517E11Rik',
  '4930583P06Rik',
  'A530010F05Rik',
  'Fam227b',
  'Gm14244',
  'Gm14012',
  'Vinac1',
  'Gm14024',
  'F830045P16Rik',
  'Gm14041',
  'Tgm6',
  'Snrpb',
  'Gm11037',
  'Gm14233',
  'Gm14280',
  '5330413P13Rik',
  '4921508D12Rik',
  'Gm14095',
  'Gm14104',
  'A430048G15Rik',
  'Gm14100',
  '9630028H03Rik',
  'Gm14218',
  'AL731706.1',
  'AL731706.2',
  'Gm14055',
  'Gm14064',
  'Gm14062',
  'Gm14061',
  'Gm14066',
  'Sptlc3',
  'Gm17374',
  'Sel1l2',
  'Pcsk2os1',
  'Pcsk2os2',
  'Banf2',
  'Pet117',
  'Scp2d1',
  'Gm14093',
  'Gm14092',
  '4933406D12Rik',
  'Gm14114',
  'Nkx2-4',
  'Nkx2-2os',
  '6430503K07Rik',
  'Gm14110',
  'A530006G24Rik',
  'Cstl1',
  'Cst11',
  'Cstdc1',
  'Cst12',
  'Cst8',
  'Cst9',
  'Gm1330',
  'Gm14135',
  'Cst10',
  'Gm10770',
  'Platr15',
  'Gm28450',
  'Gm14151',
  'Gm14147',
  'Gm14145',
  'Gm14144',
  '4930442J19Rik',
  'Gm14152',
  'Gm14146',
  '4930556L07Rik',
  'Gm14155',
  'Rspo4',
  'AA387200',
  'Gm14164',
  'Defb23',
  'Defb20',
  'Defb22',
  'Defb26',
  'Defb28',
  'Defb29',
  'Gm17416',
  'Defb21',
  'Defb19',
  'Defb45',
  '4930404H24Rik',
  'Dnmt3c',
  'Sun5',
  'Bpifb6',
  'Bpifb3',
  'Bpifb4',
  'Bpifa2',
  'Bpifa3',
  'Bpifa1',
  'Bpifa5',
  'Bpifb9a',
  'Bpifb9b',
  'Gm14216',
  'Eif2s2',
  'Gm14257',
  'Gm17581',
  'Gm15557',
  'Rbm39',
  'Scand1',
  'Gm14252',
  'Gm14170',
  'Gm14225',
  'Gm14169',
  'Gm14174',
  'Ghrh',
  'Vstm2l',
  'Gm23925',
  'Gm14204',
  'Gm14205',
  'Gm14223',
  'Gm14222',
  'Gm14243',
  'Gm14242',
  'Gm14241',
  'Gm29229',
  'Ptprtos',
  '9430021M05Rik',
  'Gm14246',
  'Gm14255',
  'Gtsf1l',
  'Gm14254',
  'Kcnk15',
  'Wfdc5',
  'Wfdc15a',
  'Svs2',
  'Svs3b',
  'Svs4',
  'Svs3a',
  'Svs6',
  'Svs5',
  'Trp53tg5',
  'Spint3',
  'Eppin',
  'Wfdc8',
  'Wfdc6b',
  'Spint4',
  'Spint5',
  '1700025C18Rik',
  'Gm14397',
  'Gm14437',
  'Gm28163',
  'Gm11466',
  'Gm11467',
  'Gm11468',
  'Gm14236',
  'Gm14262',
  'Gm14258',
  'Gm14250',
  '4930529I22Rik',
  'Gm14249',
  'Gm11011',
  'Bcas1os1',
  'Gm14637',
  '4930470P17Rik',
  'Gm14264',
  'Gm14266',
  'Gm14640',
  '1700007M16Rik',
  '1700028P15Rik',
  'Gm14272',
  'Gm14641',
  'Cbln4',
  'Gm14271',
  'Mc3r',
  'Gm20490',
  'Gm14642',
  '1700021F07Rik',
  'Gm10714',
  'Gnas',
  'Gm20721',
  'Atp5e',
  'Gm14617',
  'Gm14618',
  'Gm14616',
  'Gm14440',
  'Gm11007',
  'Zfp969',
  'Gm2007',
  '2210418O10Rik',
  'Gm11009',
  'Gm14408',
  'Gm14406',
  '4930591A17Rik',
  'Psma7',
  'Gm17180',
  'Rps21',
  'Ntsr1',
  'Gm14343',
  'Bhlhe23',
  'Gm14340',
  'Gm14344',
  'Gm14339',
  'Birc7',
  'Gm29797',
  'Lkaaear1',
  '1110015O18Rik',
  '4930555M17Rik',
  '1700008P02Rik',
  '1700010I02Rik',
  'Gm32496',
  'C230057A21Rik',
  '4930539M17Rik',
  'Gm10745',
  'Slc7a12',
  'Mir124-2hg',
  'Cypt12',
  'Gm30667',
  '4930433B08Rik',
  'Dnajc5b',
  'BC002189',
  'Crh',
  'Gm43525',
  ...],
 1: ['Sox17',
  'Gm37587',
  'Gm37323',
  'Lypla1',
  'Tcea1',
  'Pcmtd1',
  '2610203C22Rik',
  'Vxn',
  'Vcpip1',
  'Sgk3',
  'Prex2',
  'Tram1',
  'Terf1',
  'D030040B21Rik',
  'Ly96',
  'Mcm3',
  'Paqr8',
  'Tram2',
  'Smap1',
  'Fam135a',
  'Lmbrd1',
  'Gm37724',
  'Gm26788',
  'Gm37233',
  'Ccdc115',
  'Fam168b',
  'Hs6st1',
  'Uggt1',
  'Kansl3',
  'Gm38033',
  'Ankrd39',
  'Sema4c',
  'D430040D24Rik',
  'Actr1b',
  'Tmem131',
  'Unc50',
  'Gm26805',
  'Mitd1',
  'Rev1',
  'Pdcl3',
  'Rfx8',
  'Map4k4',
  'Gm37915',
  'Mfsd9',
  'Tgfbrap1',
  'AI597479',
  'Gm29156',
  'Uxs1',
  'Poglut2',
  'Slc40a1',
  'Slc39a10',
  'Gm28151',
  'Gm28826',
  '4933411E06Rik',
  '9330175M20Rik',
  'Cavin2',
  'Mstn',
  'Hecw2',
  'Ccdc150',
  'Gtf3c3',
  'Mob4',
  'Rftn2',
  'Gm10561',
  'Satb2',
  '9130024F11Rik',
  '1700066M21Rik',
  'Tyw5',
  'Spats2l',
  'Kctd18',
  'Aox1',
  'Nif3l1',
  'Fam126b',
  'Ndufb3',
  'Cflar',
  'Casp8',
  'Bmpr2',
  'Carf',
  'Nbeal1',
  'Cyp20a1',
  'Abi2',
  'Raph1',
  'Gm11588',
  'Pard3b',
  'Pard3bos1',
  'Pard3bos3',
  'Nrp2',
  'Gm29083',
  'Ino80d',
  'Ndufs1',
  'Adam23',
  'Gm39653',
  'Klf7',
  'Creb1',
  'Gm28982',
  'Ccnyl1',
  'Pikfyve',
  'Rpe',
  'Bard1',
  'Gm39662',
  'Aamp',
  'Tmbim1',
  'Gm29358',
  'Ctdsp1',
  'Cnot9',
  'Bcs1l',
  'Rnf25',
  'Fev',
  'Gm15841',
  'Retreg2',
  'Atg9a',
  'Glb1l',
  'Col4a4',
  'Col4a3',
  'Mff',
  'Gm28941',
  'Agfg1',
  'A030005L19Rik',
  'A030014E15Rik',
  'Gm6217',
  'A030003K21Rik',
  'Gm47955',
  'Krtap28-13',
  'Trip12',
  'Gm16025',
  'Gm16092',
  'Gm17017',
  'Cab39',
  'Itm2c',
  'Psmd1',
  'C130036L24Rik',
  'Pde6d',
  'Cops7b',
  'Dis3l2',
  'Gigyf2',
  'Usp40',
  'Agap1',
  'Cops8',
  'Scly',
  'Ilkap',
  'Gm28382',
  'Traf3ip1',
  'Asb1',
  'Cops9',
  'Rnpepl1',
  'Gm28086',
  'Ppp1r7',
  'Sept2',
  'Stk25',
  'Bok',
  'Atg4b',
  'Fam174a',
  'Pam',
  'B230216N24Rik',
  'Gm20753',
  'Phlpp1',
  'Kdsr',
  'Vps4b',
  'Cdh19',
  'Dsel',
  'Tsn',
  'Inhbb',
  'Ralb',
  'Tmem185b',
  'Tmem177',
  'Insig2',
  'Ccdc93',
  'Rab3gap1',
  'Dars',
  'Cd55b',
  'Gm15675',
  'Cd55',
  'Gm16083',
  'Yod1',
  'Gm28857',
  'Srgap2',
  'Gm29488',
  'Fam72a',
  'Rab29',
  'Nucks1',
  'Elk4',
  'Cdk18',
  'Gm29629',
  'Klhdc8a',
  'Tmcc2',
  'Gm15849',
  'Dstyk',
  'Rbbp5',
  'Tmem81',
  'Pik3c2b',
  'Gm28609',
  'Gm19461',
  'Zc3h11a',
  'Atp2b4',
  'Gm1627',
  '4933406M09Rik',
  'Cyb5r1',
  'Adipor1',
  'Platr1',
  'Arl8a',
  'Rnpep',
  'Ipo9',
  'Nav1',
  'Csrp1',
  'Camsap2',
  'Platr23',
  'Nr5a2',
  'Nek7',
  'Zbtb41',
  'Cdc73',
  'Ro60',
  'Odr4',
  'Hmcn1',
  'Gm10138',
  'Ivns1abp',
  'Swt1',
  'Trmt1l',
  'Rnf2',
  'Edem3',
  '1700025G04Rik',
  'Tsen15',
  'Colgalt2',
  'Rgl1',
  'Gm15479',
  'Npl',
  'Rnasel',
  'Gm28512',
  'Glul',
  'Mr1',
  'Stx6',
  'Qsox1',
  'Tor1aip1',
  'Tor3a',
  'Tex35',
  'Rasal2',
  'Rc3h1',
  'Zbtb37',
  'Gm37634',
  'Klhl20',
  'Pigc',
  '2810442N19Rik',
  'Dnm3os',
  'Eef1aknmt',
  'Vamp4',
  'Fmo1',
  'Gorab',
  'Kifap3',
  'Scyl3',
  'Mettl18',
  'Blzf1',
  'Sft2d2',
  'Gm37073',
  'Tada1',
  'Gm16701-1',
  'Tmco1',
  'Rxrg',
  'Uhmk1',
  'Atf6',
  'Fcgr2b',
  'Gm38204',
  'Sdhc',
  'Tomm40l',
  'Ndufs2',
  'B4galt3',
  'Usp21',
  'Gm20045',
  'Dedd',
  'Usf1',
  'F11r',
  'Cd84',
  'Gm10521',
  'Vangl2',
  'Ncstn',
  'Copa',
  'Pex19',
  'Dcaf8',
  'Pea15a',
  'Atp1a4',
  'Pigm',
  'Tagln2',
  'Cfap45',
  'Dusp23',
  'Ackr1',
  'Ifi204',
  'Mndal',
  'Ifi203',
  'Rbm8a2',
  'Cep170',
  'Akt3',
  'Catspere2',
  'Desi2',
  'Cnst',
  'Sccpdh',
  'Cdc42bpa',
  'Gm37336',
  'Psen2',
  'Itpkb',
  'Lefty2',
  'Lefty1',
  'Tmem63a',
  'Nvl',
  'Cnih4',
  'A430110L20Rik',
  'Degs1',
  '1700047M11Rik',
  'Fbxo28',
  'Capn2',
  'Susd4',
  'Brox',
  'Aida',
  'Mia3',
  'Hlx',
  'Gm34342',
  'Marc2',
  'Rab3gap2',
  'Gm34882',
  'Iars2',
  'A430105J06Rik',
  'Gpatch2',
  'Gm37896',
  'Esrrg',
  'Angel2',
  'A230020J21Rik',
  'Tatdn3',
  'Nsl1',
  'Nenf',
  'Lpgat1',
  'Rd3',
  'Rcor3',
  'Plxna2',
  'A330023F24Rik',
  'Cd46',
  'Cr1l',
  'Fam171a1',
  'Frmd4a',
  'Gm13179',
  'Prpf18',
  'Bend7',
  'Sephs1',
  'Optn',
  'Gm13199',
  'Taf3',
  'Pfkfb3',
  'Rbm17',
  'Il15ra',
  'Fbh1',
  'Itga8',
  'E030013I19Rik',
  'Mindy3',
  'Rsu1',
  'Trdmt1',
  'Mrc1',
  'Slc39a12',
  'A930004D18Rik',
  'Skida1',
  'Mllt10',
  'Bmi1',
  'Gm20539',
  '4930447M23Rik',
  'Msrb2',
  'Pdss1',
  'Abi1',
  'Yme1l1',
  'Spopl',
  'Dph7',
  'Gm13387',
  'Nrarp',
  'Gm38287',
  'Tor4a',
  'Nelfb',
  'Tubb4b',
  'Ndor1',
  'Man1b1',
  'Dpp7',
  'Uap1l1',
  'Npdc1',
  'Fbxw5',
  'Traf2',
  'Mamdc4',
  'Rabl6',
  'Ccdc183',
  'Nacc2',
  'Tmem250-ps',
  'Qsox2',
  'Entr1',
  'Pmpca',
  'Sec16a',
  '0610009E02Rik',
  'Gm13568',
  'Notch1',
  'Egfl7',
  'Med22',
  'Brd3',
  'Wdr5',
  'Rxra',
  'Olfm1',
  'Mrps2',
  'Ralgds',
  'Gtf3c5',
  'Tsc1',
  'Ttf1',
  'Ntng2',
  '6530402F18Rik',
  'Med27',
  'Rapgef1',
  'Trub2',
  'Odf2',
  'Gle1',
  'Sptan1',
  'Tbc1d13',
  '1700084E18Rik',
  'Lrrc8a',
  'Dolk',
  'Sh3glb2',
  'Miga2',
  'Dolpp1',
  'Crat',
  'Ptpa',
  '9330198N18Rik',
  'Asb6',
  'Tor1b',
  'Gpr107',
  'Fubp3',
  'Gm13427',
  'Abl1',
  'Prrc2b',
  'Golga2',
  'Ciz1',
  'Naif1',
  'Eng',
  'Sh2d3c',
  '6330409D20Rik',
  'Stxbp1',
  'Gm13524',
  'Slc2a8',
  'Zbtb34',
  'Pbx3',
  'Mapkap1',
  'Gapvd1',
  'Psmd5',
  'Rab14',
  '4930402F06Rik',
  'Ggta1',
  'Dab2ip',
  'Ttll11',
  'Rbm18',
  'Mrrf',
  'Gm13431',
  'Ptgs1',
  'Olfr366',
  'Pdcl',
  'Rc3h2',
  'Zbtb6',
  'Zbtb26',
  'Rabgap1',
  'Dennd1a',
  'Gm13496',
  'Golga1',
  'Ppp6c',
  'Acvr2a',
  'Mbd5',
  'Lypd6',
  'Mmadhc',
  'Gm13483',
  'Rnd3',
  'Rbm43',
  'Stam2',
  'Fmnl2',
  'Arl6ip6',
  'Acvr1',
  'Tanc1',
  'Wdsub1',
  'Gm13620',
  'Cd302',
  'Pla2r1',
  'Rbms1',
  'Gm13582',
  'Dpp4',
  'Ifih1',
  'Ttc21b',
  'Xirp2',
  'B3galt1',
  'Nostrin',
  'Bbs5',
  'Phospho2',
  'Ubr3',
  'Gm26558',
  'Gorasp2',
  'Mettl8',
  'Dcaf17',
  'Dync1i2',
  'Slc25a12',
  'Dlx1',
  'Scrn3',
  'Gpr155',
  'D230022J07Rik',
  'Atp5g3',
  'Nfe2l2',
  'Ttc30a2',
  'Ttc30a1',
  'Rbm45',
  'Fkbp7',
  'Plekha3',
  'Gm13727',
  'Itprid2',
  'Dnajc10',
  'Nckap1',
  'Dusp19',
  'Calcrl',
  'Tfpi',
  'Ctnnd1',
  'Btbd18',
  'Tmx2',
  'Zdhhc5',
  'Slc43a3',
  'Ssrp1',
  'Olfr1191-ps1',
  'Olfr1238',
  'Kbtbd4',
  'Celf1',
  'Slc39a13',
  'Arfgap2',
  'Ckap5',
  'Zfp408',
  'Arhgap1',
  'Atg13',
  'Ambra1',
  'Dgkz',
  'Phf21a',
  'D930015M05Rik',
  'Gm13816',
  'Trp53i11',
  'Tspan18',
  'Ext2',
  'Accs',
  'Gm13889',
  'Hsd17b12',
  'Ttc17',
  '2810002D19Rik',
  'Api5',
  'Gm10801',
  'Prr5l',
  'Pdhx',
  'Caprin1',
  'Lmo2',
  'Fbxo3',
  'Cd59a',
  'Hipk3',
  'Qser1',
  'Rcn1',
  'Arl14ep',
  'Olfr1284',
  'Olfr1310',
  'Olfr1312',
  'Emc7',
  'Fmn1',
  'Gm13963',
  'Zfp770',
  'Dph6',
  'Gm13972',
  'Meis2',
  '2700033N17Rik',
  'G630016G05Rik',
  'Spred1',
  'Bub1b',
  'Inafm2',
  'Ccdc9b',
  'Disp2',
  'Bahd1',
  'Chst14',
  'Ccdc32',
  'Rmdn3',
  'Gchfr',
  'Dnajc17',
  'Gm14207',
  'Dll4',
  'Chac1',
  'Exd1',
  'Oip5os1',
  'Rtf1',
  'Mga',
  'Vps39',
  'Ganc',
  'Capn3',
  'Zfp106',
  'Snap23',
  'Lrrc57',
  'Stard9',
  'Cdan1',
  'Ubr1',
  'Adal',
  'Ppip5k1',
  'Pdia3',
  'Mfap1b',
  'Mfap1a',
  'Wdr76',
  'Mageb3',
  'Sord',
  'Shf',
  'Gatm',
  'Spata5l1',
  'Slc30a4',
  'Bloc1s6',
  'Sqor',
  'Sema6d',
  'Slc24a5',
  'Myef2',
  'Gm14004',
  'Ctxn2',
  'Dut',
  'Eid1',
  'Secisbp2l',
  'Cops2',
  'Galk2',
  'Gm27003',
  'Usp8',
  'Trpm7',
  'Ciao1',
  'Tmem127',
  'Stard7',
  'Zfp661',
  'Morrbid',
  'Anapc1',
  'Mertk',
  'Gm14011',
  'Tmem87b',
  'Zc3h8',
  'Gm10762',
  'Ttl',
  'Ckap2l',
  'Il1a',
  'Stk35',
  'Pced1a',
  'Vps16',
  'Ptpra',
  'Fastkd5',
  'Itpa',
  '4930402H24Rik',
  'A730017L22Rik',
  'Atrn',
  'Spef1',
  'Cenpb',
  'Ap5s1',
  'Mavs',
  'Pank2',
  'Slc23a2',
  'Cds2',
  'Prokr2',
  'Bmp2',
  '4930545L23Rik',
  'Plcb4',
  'Gm14211',
  'Pak7',
  'Mkks',
  'Btbd3',
  'Macrod2',
  'Macrod2os2',
  'Snrpb2',
  'Dstn',
  'Rrbp1',
  'Snx5',
  'Mgme1',
  'Kat14',
  'Polr3f',
  'Rbbp9',
  'Sec23b',
  'Rin2',
  'Naa20',
  'Ralgapa2',
  'A930019D19Rik',
  'Cd93',
  'Napb',
  'Zfp120',
  'Apmap',
  'Nsfl1c',
  'Fkbp1a',
  'Csnk2a1',
  'Tbc1d20',
  'Rbck1',
  'Trib3',
  'Sox12',
  'Defb25',
  'Mcts2',
  'Pdrg1',
  'Ccm2l',
  'Tm9sf4',
  'Pofut1',
  '2500004C02Rik',
  'Asxl1',
  'Nol4l',
  'Mapre1',
  'Pxmp4',
  'Gm14198',
  'Gm14226',
  'Itch',
  'Dynlrb1',
  'Pigu',
  'Ncoa6',
  'Trpc4ap',
  'BC029722',
  'Fer1l4',
  'Cpne1',
  'Phf20',
  'Cnbd2',
  '2900097C17Rik',
  'Aar2',
  'Dlgap4',
  '4930405A21Rik',
  'Ndrg3',
  'Soga1',
  'Mroh8',
  'Rpn2',
  'Blcap',
  'Rprd1b',
  'Tgm2',
  'Lbp',
  'Ralgapb',
  'Ppp1r16b',
  'Dhx35',
  'Plcg1',
  'Zhx3',
  'Gm16751',
  'Lpin3',
  '2900093K20Rik',
  'Ada',
  'Ywhab',
  'Dbndd2',
  'Pigt',
  'Wfdc9',
  'Snx21',
  'Zswim3',
  'Zswim1',
  'Zfp335os',
  'Slc12a5',
  'Zfp334',
  'Trp53rka',
  'Zmynd8',
  'Gm11465',
  'Platr29',
  'Gm11464',
  'Ncoa3',
  'Arfgef2',
  'Stau1',
  'Znfx1',
  'Kcnb1',
  '1110018N20Rik',
  'Rnf114',
  'Ube2v1',
  'Gm14319',
  'Ripor3',
  'Tshz2',
  'Zfp217',
  'Cstf1',
  'Tfap2c',
  'Rab22a',
  'Vapb',
  'Npepl1',
  'Nelfcd',
  'Gm14393',
  'Gm14443',
  'Gm4631',
  'Gm11008',
  'Gm14308',
  'Zfp973',
  'Gm14296',
  'Zfp970',
  'Gm14322',
  'Gm14326',
  'Zfp931',
  'Fam217b',
  'Cdh4',
  '4921531C22Rik',
  'Lsm14b',
  'Osbpl2',
  'Ogfr',
  'Gid8',
  'Gm14342',
  'Arfgap1',
  '9230112E08Rik',
  'Zbtb46',
  'Tpd52l2',
  'Uckl1',
  'Prpf6',
  'Sox18',
  'Tcea2',
  'Pcmtd2',
  'Fabp5',
  'Gm9833',
  'Lrrcc1',
  'Armc1',
  'Tnfsf10',
  'Fndc3b',
  'Eif5a2',
  'Mynn',
  'Sec62',
  'Phc3',
  'Slc7a14',
  'Zmat3',
  'Pik3ca',
  'Zfp639',
  'Mfn1',
  'Gnb4',
  'Mrpl47',
  'Gm43666',
  'Gm15952',
  'Gm11549',
  'Exosc9',
  'Bbs7',
  'Trpc3',
  'Gm36823',
  'Ankrd50',
  'Fat4',
  'Gm43539',
  'Mfsd8',
  'Abhd18',
  'Pgrmc2',
  '1700052H01Rik',
  'Sclt1',
  'Pabpc4l',
  'Gm37854',
  'Elf2',
  'Ndufc1',
  'Setd7',
  'Maml3',
  'Foxo1',
  'Cog6',
  'Nhlrc3',
  'Proser1',
  'Spg20',
  'Nbea',
  'Tm4sf1',
  'Wwtr1',
  'Rnf13',
  'Eif2a',
  'Selenot',
  'Gm37035',
  'P2ry1',
  'E130311K13Rik',
  'Slc33a1',
  'Vmn2r3',
  'A730090N16Rik',
  'Ssr3',
  'Mlf1',
  'Gfm1',
  'Lxn',
  'Mfsd1',
  'Schip1',
  'Gm35584',
  'Golim4',
  'Rapgef2',
  '4921511C10Rik',
  '6430573P05Rik',
  'Fnip2',
  'Rxfp1',
  'Ctso',
  'Plrg1',
  'Trim2',
  'Arfip1',
  'Dclk2',
  'Arhgef11',
  'Lrrc71',
  'Pear1',
  'Prcc',
  'Nes',
  'Bcan',
  'Hapln2',
  'Glmp',
  'Arhgef2',
  'Gm43714',
  'Rit1',
  'Scamp3',
  'Gba',
  'Slc50a1',
  'Efna1',
  'Dcst1',
  'Lenep',
  'Shc1',
  'Pygo2',
  'Adar',
  '4632404H12Rik',
  'Ube2q1',
  'She',
  'Ubap2l',
  '4933434E20Rik',
  'Gm16540',
  '1700094D03Rik',
  'Rab13',
  'Slc39a1',
  'Gatad2b',
  'Ints3',
  'Npr1',
  'Snapin',
  'Chtop',
  'S100a1',
  'S100a13',
  'S100a16',
  'Lor',
  'Gm35439',
  'Snx27',
  'Rfx5',
  'Pi4kb',
  'Pip5k1a',
  'Tmod4',
  'Lysmd1',
  'Mindy1',
  'Cers2',
  'Setdb1',
  'Arnt',
  'Ensa',
  'Gm26594',
  'BC028528',
  'Aph1a',
  'Plekho1',
  'Vps45',
  'Otud7b',
  'Mtmr11',
  'Gm17690',
  'Gm20632',
  'Hist2h3c1',
  'Gm42743',
  'Gm15441',
  'Txnip',
  'Polr3gl',
  'Lix1l',
  'Pex11b',
  'Pias3',
  'Rnf115',
  'Gpr89',
  'Sec22b',
  'Zfp697',
  'Gm43190',
  'Wars2',
  'Gm43024',
  'Gm42717',
  'Gm43464',
  'Ttf2',
  'Igsf3',
  'Vangl1',
  'Tspan2os',
  'Tspan2',
  'Tshb',
  'Sike1',
  'Csde1',
  'Nras',
  'Dennd2c',
  'Atg4a-ps',
  'Gm43256',
  'Lrig2',
  'Gm43696',
  'A530041M06Rik',
  '4930509H03Rik',
  'Tafa3',
  'Rhoc',
  'Capza1',
  'St7l',
  'Gm40117',
  'Cttnbp2nl',
  'Chil4',
  'Cept1',
  'Dram2',
  'Lrif1',
  'Strip1',
  'Csf1',
  'Gstm2',
  'Gm12500',
  'Amigo1',
  'Cyb561d1',
  'Tmem167b',
  'Clcc1',
  'Stxbp3',
  'Fam102b',
  'Vav3',
  'Amy2a5',
  'Amy2a3',
  'Slc30a7',
  'Extl2',
  'Cdc14a',
  'Lrrc39',
  'Slc35a3',
  'Alg14',
  'Cnn3',
  'Arhgap29',
  'Abca4',
  'Fnbp1l',
  'Gm43568',
  '1810037I17Rik',
  'Sec24d',
  'Mettl14',
  'Tifa',
  'Enpep',
  'Pla2g12a',
  'Sec24b',
  'Gm42997',
  'Tbck',
  'Gm29811',
  'Gm43254',
  'Gm26691',
  'Gm30648',
  'Cxxc4',
  'Slc9b1',
  'Manba',
  ...],
 2: ['Rp1',
  'Oprk1',
  'Mybl1',
  'Tcf24',
  'Arfgef1',
  'A830018L16Rik',
  'Prdm14',
  'Sbspon',
  'Rdh10',
  'Stau2',
  'Ube2w',
  'Jph1',
  'Pkhd1',
  'Efhc1',
  'Gm28287',
  'Tmem14a',
  'Gsta3',
  'Gm27028',
  'Gm29107',
  'Ptp4a1',
  'Ptp4a1-1',
  '4931428L18Rik',
  'Gm29128',
  'Rab23',
  'Bag2',
  '1110002O04Rik',
  'Fer1l5',
  'Lman2l',
  'Cnnm3',
  'Ankrd23',
  'Gm33533',
  '2010300C02Rik',
  'Lipt1',
  'Npas2',
  'Slc9a2',
  'Nck2',
  'Bivm',
  'Ercc5',
  'Dnah7b',
  'Dnah7c',
  'Tmeff2',
  'Gm28320',
  'Gm29325',
  'Gm17767',
  'Myo1b',
  'Gm29453',
  'Gm28323',
  'Gm31812',
  '1700019A02Rik',
  'Pms1',
  'Aox2',
  'Gm15834',
  'Trak2',
  'Tmem237',
  'G730003C15Rik',
  'Fzd7',
  'Gm973',
  '4930587A21Rik',
  'Ino80dos',
  'Dytn',
  'Mdh1b',
  'Fastkd2',
  'Fzd5',
  'Akr1cl',
  'Map2',
  'Gm10558',
  'Unc80',
  'Kansl1l',
  'Acadl',
  'Lancl1',
  'Erbb4',
  'Gm16076',
  'Gm28497',
  'Spag16',
  'Apol7d',
  'Xrcc5',
  'Smarcal1',
  'C530043A13Rik',
  '6030407O03Rik',
  'Tns1',
  'Pnkd',
  'Vil1',
  'Stk36',
  'Prkag3',
  'Cryba2',
  'Cfap65',
  'Ihh',
  'Abcb6',
  'Ankzf1',
  'Dnajb2',
  'Ptprn',
  'Gm28294',
  'Obsl1',
  'Inha',
  'Slc4a3',
  'Sgpp2',
  '5730419F03Rik',
  'Acsl3',
  'Utp14b',
  '2310015K22Rik',
  'Rhbdd1',
  'Tm4sf20',
  'Gm47969',
  'Ccl20',
  'Daw1',
  'Fbxo36',
  '2810459M11Rik',
  'Armc9',
  'Nppc',
  'Efhd1',
  'Efhd1os',
  'Snorc',
  'Ngef',
  'Neu2',
  'Dnajb3',
  'Hjurp',
  'Gm29538',
  'Sh3bp4',
  'Iqca',
  'Gm28722',
  'Mlph',
  'Prlh',
  'Rab17',
  'Espnl',
  'Per2',
  'Capn10',
  'Kif1a',
  'Mab21l4',
  'Crocc2',
  'Sned1',
  'Mterf4',
  'Gm28535',
  'Pask',
  'Farp2',
  'Gm28536',
  'Thap4',
  'D2hgdh',
  'Gal3st2',
  'Gal3st2b',
  'Gal3st2c',
  'Slco4c1',
  'Panct2',
  'Ppip5k2',
  'Rnf152',
  'Pign',
  'Relch',
  'Serpinb5',
  '9330185C12Rik',
  'Tfcp2l1',
  'Gm29455',
  'Gm27184',
  '3830432H09Rik',
  'Epb41l5',
  'Gm28209',
  'Cfap221',
  'Sctr',
  'Dbi',
  'Slc35f5',
  'Gpr39',
  'Zranb3',
  'C4bp',
  'Pfkfb2',
  'AA986860',
  'Gm28856',
  'Fcamr',
  'Pigr',
  'Il24',
  'Pm20d1',
  'Slc45a3',
  'Plekha6',
  'Kiss1',
  'Adora1',
  'Myog',
  'Klhl12',
  'Kdm5b',
  'Gpr37l1',
  'Elf3',
  'Shisa4',
  'Lad1',
  'Pkp1',
  'Tmem9',
  'Mroh3',
  'Inava',
  'Ddx59',
  'Platr22',
  'Gm5833',
  'Kcnt2',
  'Gm29514',
  'Brinp3',
  '2810414N06Rik',
  'Gm28792',
  'Lamc2',
  'BC034090',
  'Fam163a',
  'Fam20b',
  'Angptl1',
  'Cryzl2',
  'Ankrd45',
  'Fmo2',
  'BC055324',
  'Slc19a2',
  'Ccdc181',
  'Nme7',
  'Atp1b1',
  'Gm32391',
  'Gm26685',
  'Dcaf6',
  'Mpc2',
  'Adcy10',
  'Mpzl1',
  'Gpa33',
  'Mael',
  'Pogk',
  'Mgst3',
  'Pbx1',
  'Rgs5',
  'Ccdc190',
  'Gm15852',
  'Hsd17b7',
  '3110045C21Rik',
  'Gm7694',
  'Nos1ap',
  'Cfap126',
  'Mpz',
  'Ppox',
  'Nit1',
  'Klhdc9',
  'Nectin4',
  'Tstd1',
  'Igsf9',
  'Crp',
  'Apcs',
  'Olfr16',
  'Ifi202b',
  'Opn3',
  'Gm38100',
  'Sdccag8',
  'Gm29856',
  '1700016C15Rik',
  '4930527J03Rik',
  'Efcab2',
  'Gm16564',
  'Gm38293',
  'Ephx1',
  'Enah',
  'Trp53bp2',
  'Tlr5',
  'Gm38079',
  'Taf1a',
  'Gm37986',
  'Lyplal1',
  'Tgfb2',
  'Spata17',
  'Gm15509',
  '1700007P06Rik',
  'Gm36388',
  'Kctd3',
  'Ptpn14',
  'Gm37422',
  'Smyd2',
  'Prox1',
  'Prox1os',
  'Rps6kc1',
  'Vash2',
  'Gm38188',
  'Gm38161',
  'Gm38037',
  'Gm26670',
  'Gm26879',
  'Gm10516',
  'Hhat',
  'Sertad4',
  'Syt14',
  'Irf6',
  'A130010J15Rik',
  'Gm15872',
  'Mir205hg',
  'Nmt2',
  'Proser2',
  'Gm10857',
  'AL845275.1',
  'Usp6nl',
  'Itih2',
  'Itih5',
  '8030442B05Rik',
  'Gm13293',
  'Pter',
  'C1ql3',
  'Gm13270',
  'Hacd1',
  'Stamos',
  'Stam',
  'Malrd1',
  'Nebl',
  'Dnajc1',
  'Gm13348',
  'Otud1',
  'Gm13346',
  'Etl4',
  'Gm17171',
  'Gm13362',
  'Arhgap21',
  'Enkur',
  'Thnsl1',
  'Hnmt',
  'Il1f6',
  'Pax8',
  'Gm13415',
  'Ehmt1',
  'Arrdc1',
  'Nsmf',
  'Noxa1',
  'Fam166a',
  'Cysrt1',
  'Rnf208',
  'Anapc2',
  'Lrrc26',
  'Abca2',
  'Paxx',
  'Clic3',
  'Ptgds',
  'Lcn12',
  'Phpt1',
  'A230005M16Rik',
  'Bmyc',
  'Obp2b',
  'Lcn3',
  'Glt6d1',
  'Camsap1',
  'Gm13553',
  'Lhx3',
  'Gm27196',
  'Ccdc187',
  'Gpsm1',
  'Gm13562',
  'Snapc4',
  'Gm13563',
  'Inpp5e',
  'Agpat2',
  'Dipk1b',
  'Abo',
  'Cacfd1',
  'Gm13398',
  'Brd3os',
  'Gm13421',
  'Ppp1r26',
  '1700007K13Rik',
  'Gtf3c4',
  'Cfap77',
  'Gm13420',
  'Coq4',
  'Slc27a4',
  'Wdr34',
  'Phyhd1',
  'Gm14487',
  'Ntmt1',
  'Usp20',
  'D330023K18Rik',
  'Gm13441',
  'Lamc3',
  'Aif1l',
  'Gm13609',
  'Plpp7',
  'Pomt1',
  'Lcn2',
  '9430097D07Rik',
  'Pip5kl1',
  'Ttc16',
  'Ptrh1',
  'Cfap157',
  'Lrsam1',
  'Ralgps1',
  'Mvb12b',
  'Cutal',
  'Morn5',
  'Crb2',
  'Nek6',
  'Nr5a1',
  'Nr5a1os',
  'Nr6a1',
  'Nr6a1os',
  'Scai',
  'Neb',
  'Arl5a',
  'A430018G15Rik',
  'BB557941',
  'Pkp4',
  'Gm13572',
  'Itgb6',
  'Gca',
  'Kcnh7',
  'Fign',
  'Grb14',
  'Cobll1',
  'Gm13594',
  'Galnt3',
  'Gm13629',
  'Scn9a',
  'Gm13599',
  'Lrp2',
  'Fastkd1',
  'Ccdc173',
  'Mettl5os',
  'Gad1os',
  'Erich2os',
  'Erich2',
  'Gm13632',
  'Metap1d',
  'Dlx1as',
  'Sp3os',
  'Cir1',
  'Chrna1os',
  'Chn1os3',
  'Chn1',
  'Agps',
  'Ttc30b',
  'Cyct',
  'Osbpl6',
  'Prkra',
  'Ccdc141',
  'Sestd1',
  'Zfp385b',
  'Gm13944',
  '4930440I19Rik',
  'Ube2e3',
  'Prdx6b',
  'Fsip2',
  'Itgav',
  'Gm19426',
  'P2rx3',
  'Tnks1bp1',
  'Gm13713',
  '4833423E24Rik',
  'Olfr1116',
  'Agbl2',
  'C1qtnf4',
  'Gm13778',
  'Pacsin3',
  '1110051M20Rik',
  'Harbi1',
  'Mdk',
  'Large2',
  'Mapk8ip1',
  'Cry2',
  'B230118H07Rik',
  'Trim44',
  'Fjx1',
  'Pamr1',
  'Gm13874',
  'Ehf',
  'BC016548',
  'Elf5',
  'Cat',
  'Cd59b',
  'Prrg4',
  'Elp4',
  'BB218582',
  'Mpped2',
  'Mettl15',
  'Bdnf',
  'Lgr4',
  'Ccdc34',
  'Gm13966',
  'Gm13964',
  '3110099E03Rik',
  'BC052040',
  'Gm28183',
  'Eif2ak4',
  'Bmf',
  'Pak6',
  'Ankrd63',
  'Phgr1',
  'Gm14091',
  'Ppp1r14d',
  'Spint1',
  'Rhov',
  'Chp1',
  'Itpka',
  'Ltk',
  'Rpap1',
  'Tyro3',
  'Mapkbp1',
  'Jmjd7',
  'Ttbk2',
  'AV039307',
  'Tmem62',
  'Tgm5',
  'Tgm7',
  'Lcmt2',
  'Zscan29',
  'Trp53bp1',
  'Ckmt1',
  'Catsper2',
  'Ell3',
  'Casc4',
  'Spg11',
  'Duox2',
  'Duoxa2',
  'Dtwd1',
  'Sppl2a',
  'Fahd2a',
  'Prom2',
  'Mal',
  'Nphp1',
  'Mtln',
  'Zc3h6',
  'Polr1b',
  'Chchd5',
  'Ebf4',
  'Ubox5',
  'Lzts3',
  'Slc4a11',
  'Gfra4',
  'Adam33',
  '1700037H04Rik',
  'AV099323',
  'Crls1',
  'Fermt1',
  'Gm14102',
  'Gm14210',
  'Ankef1',
  'Jag1',
  'Esf1',
  'Flrt3',
  'Macrod2os1',
  'Kif16b',
  'Ovol2',
  '1700108N11Rik',
  'Dzank1',
  'Dtd1',
  'Cfap61',
  'Insm1',
  'Kiz',
  'Nkx2-2',
  'AI646519',
  'Pax1',
  '9030622O22Rik',
  'Foxa2',
  'Gzf1',
  'Gm14133',
  'C530025M09Rik',
  'Syndig1',
  'Zfp937',
  '3300002I08Rik',
  'Zfp442',
  'Pygb',
  'Ninl',
  'Tmem74bos',
  'Tmem74b',
  'Zcchc3',
  'Defb36',
  'Id1',
  'Bcl2l1',
  'Dusp15',
  'Kif3b',
  'Dnmt3bos',
  'Bpifb5',
  'Cdk5rap1',
  'Snta1',
  'Cbfa2t2',
  '1700003F12Rik',
  'Zfp341',
  'Map1lc3a',
  'Ggt7',
  'Acss2',
  'Acss2os',
  'Gss',
  'Gssos1',
  'Mmp24',
  'Gm16098',
  'Fam83c',
  'Uqcc1',
  '6430550D23Rik',
  'Ergic3',
  'Nfs1',
  'Epb41l1',
  'Gm14224',
  'Gm14168',
  'Gm14230',
  'Src',
  'Tti1',
  'D630003M21Rik',
  'Snhg11',
  'Adig',
  'Arhgap40',
  '4933416E03Rik',
  'Chd6',
  'Gm45447',
  'Gm11454',
  'Tox2',
  'Fitm2',
  '2310001K24Rik',
  'R3hdml',
  'Pabpc1l',
  'Wfdc15b',
  'Sdc4',
  'Gm14317',
  'Wfdc2',
  'Wfdc16',
  'Wfdc10',
  'Wfdc3',
  'Ncoa5',
  'Zfp663',
  'BC046401',
  'Gm14268',
  'Pard6b',
  'Gm14235',
  'Adnp',
  'Atp9a',
  'Sall4',
  'Gm14261',
  '9430093N23Rik',
  'Cyp24a1',
  'Gm16796',
  'Bmp7',
  'Gnasas1',
  'Edn3',
  'Gm14399',
  'Gm14434',
  'Zfp967',
  'Gm14419',
  'Gm14418',
  'Hrh3',
  'Lama5',
  'Rbbp8nl',
  'Gata5',
  'Gata5os',
  'Col9a3',
  'Gm27032',
  'Nkain4',
  'Gm14341',
  'Col20a1',
  'Kcnq2',
  'Fndc11',
  'Uckl1os',
  'Zfp512b',
  'Samd10',
  'Hnf4g',
  '2700069I18Rik',
  'Zfhx4',
  'Pex2',
  'Gm37350',
  'Pkia',
  'Zc2hc1a',
  'Il7',
  'Gm16685',
  'Zfp704',
  'Zfand1',
  'Chmp4c',
  'Snx16',
  'E2f5',
  'Car13',
  'Car2',
  'A930001A20Rik',
  'Gm33819',
  'Gm30340',
  'Mtfr1',
  'Cp',
  'Gm43672',
  'Tbl1xr1',
  'Naaladl2',
  '1700125G22Rik',
  'Tmem212',
  'Pld1',
  'Slc2a2',
  '1700112D23Rik',
  'Gm32950',
  'Lrrc34',
  'Lrrc31',
  'Samd7',
  '4933429H19Rik',
  'Prkci',
  'Cldn11',
  'Kcnmb2',
  'Ccdc39',
  'Dcun1d1',
  'Mccc1',
  'Acad9',
  'Zfp267',
  'Gm43255',
  'Anxa5',
  '1810062G17Rik',
  'Cetn4',
  'Bbs12',
  'Spry1',
  'Gm5148',
  'Gm20755',
  '5430434I15Rik',
  'Intu',
  '2400006E01Rik',
  'Jade1',
  'D3Ertd751e',
  'Gm42901',
  'Frem2',
  'Ccdc169',
  'Sohlh2',
  'Tm4sf4',
  'Gm26671',
  'Pfn2',
  'Clrn1',
  'Gm43570',
  'Med12l',
  'Aadac',
  'Sucnr1',
  '9330121J05Rik',
  'Arhgef26',
  'Mme',
  'Plch1',
  'Vmn2r1',
  'Vmn2r2',
  'Vmn2r4',
  'Kcnab1',
  'A330015K06Rik',
  'Lekr1',
  'Veph1',
  'Arl14',
  'Ppm1l',
  'Sptssb',
  'Gm20754',
  'Bche',
  'Zbbx',
  'Gm17359',
  'Etfdh',
  '4930579G24Rik',
  'Tmem144',
  'Gria2',
  'Gm42476',
  'Pdgfc',
  'Map9',
  'Fga',
  'Gm37240',
  'Fam160a1',
  'Glt28d2',
  'Sh3d19',
  'Prss48',
  'Lrba',
  'Hdgf',
  'Naxe',
  '1700113A16Rik',
  'Tsacc',
  'Tmem79',
  'Paqr6',
  'Mex3a',
  'Rab25',
  'Ubqln4',
  'Syt11',
  'Gon4l',
  'Msto1',
  'Dap3',
  'Fdps',
  'Muc1',
  'Trim46',
  'Efna4',
  '4731419I09Rik',
  'Cks1b',
  'Pbxip1',
  'Pmvk',
  'Hax1',
  'Gm19710',
  'Creb3l4',
  'Ilf2',
  'S100a14',
  'Sprr1a',
  'Ivl',
  'Smcp',
  '2210017I01Rik',
  'Lce6a',
  'Lce1c',
  'Lce1f',
  'Them4',
  'Them5',
  'C2cd4d',
  'Tdrkh',
  'Gm43773',
  'Tuft1',
  'Gm15234',
  'Selenbp2',
  'Cgn',
  'Pogz',
  'Selenbp1',
  'B230398E01Rik',
  'A730011C13Rik',
  'Gm15265',
  'Zfp687',
  'Prune1',
  'Anxa9',
  '6330562C20Rik',
  'Golph3l',
  'Adamtsl4',
  'Rprd2',
  'BC107364',
  'Gm10685',
  '4930442L01Rik',
  'Acp6',
  'Bcl9',
  'Pde4dip',
  'Gm15999',
  'Gm5544',
  'Notch2',
  'Reg4',
  'Hmgcs2',
  'Gm43189',
  'Hao2',
  'Spag17os',
  'Man1a2',
  'Vtcn1',
  'Trim45',
  'Gm43465',
  'Gm42939',
  'Gm42938',
  'Gm42538',
  'Atp1a1',
  'Gm42937',
  'Mab21l3',
  '4632404M16Rik',
  'Gm43241',
  'A230001M10Rik',
  'Gm43242',
  'Ngf',
  'Gm42679',
  'Sycp1',
  'Trim33',
  'Ap4b1',
  'Phtf1',
  'Magi3',
  'Gm42696',
  '9530097N15Rik',
  'Gm42700',
  'Gm42699',
  'Gm42702',
  'Gm42701',
  'Gm43258',
  'C030032O16Rik',
  'Gm43259',
  'Gm43260',
  'Gm5546',
  'Chia1',
  'A630076J17Rik',
  'Alx3',
  'Ahcyl1',
  'Eps8l3',
  '4933431E20Rik',
  'Gstm5',
  'Gstm7',
  'Gstm1',
  'Sypl2',
  'Sort1',
  'Gm12525',
  'Gm12522',
  'Celsr2',
  '5330417C22Rik',
  '1700013F07Rik',
  'Wdr47',
  'Gm9857',
  'Slc25a54',
  'Gm19391',
  'Slc25a24',
  'Amy1',
  'Dbt',
  'Agl',
  'Frrs1',
  'Palmd',
  'Plppr4',
  'Snx7',
  'Rwdd3',
  'Tmem56',
  'Slc44a3',
  'A530020G20Rik',
  'A730020M07Rik',
  'Gm43608',
  'F3',
  'Abcd3',
  'Gclm',
  '4933405D12Rik',
  'Usp53',
  'Ugt8a',
  'Ank2',
  'Elovl6',
  'Cfi',
  'Casp6',
  'Hadh',
  'Cyp2u1',
  'Sgms2',
  'Papss1',
  'Gimd1',
  'Arhgef38',
  'Ppa2',
  'Gm30484',
  'Slc9b2',
  'Gm4861',
  'Ddit4l',
  'Gm15540',
  'Pkn2',
  'Gm43646',
  '9530052C20Rik',
  'Gm42705',
  'Gm42706',
  'Clca3a2',
  'Clca3b',
  'Clca4a',
  'Odf2l',
  'Znhit6',
  'Ccn1',
  'Gm17501',
  'Syde2',
  'Wdr63',
  'Gm10636',
  'Spata1',
  'Gm16325',
  'Samd13',
  'Ifi44l',
  'Ptgfr',
  'Gm43617',
  'Gipc2',
  'Gm31881',
  'Dnajb4',
  'Miga1',
  'Usp33',
  'Asb17os',
  'Rabggtb',
  'Acadm',
  'Gm38139',
  'Erich3',
  'Lrriq3',
  'Lrrc40',
  'AI838599',
  'Fam110b',
  'Ubxn2b',
  'Gm11817',
  'Asph',
  '4930412C18Rik',
  '2610301B20Rik',
  'Trp53inp1',
  'Esrp1',
  'Fsbp',
  '1700123M08Rik',
  'Tmem67',
  'Triqk',
  'Slc26a7',
  'Lrrc69',
  'Decr1',
  'Wwp1',
  'Slc7a13',
  'Fbxl4',
  'C230012O17Rik',
  'Gpr63',
  'Fut9',
  'Epha7',
  'Gm11915',
  'Ankrd6',
  'Rragd',
  'Pm20d2',
  'Srsf12',
  'Gm11934',
  'Cnr1',
  'Slc35a1',
  'Cfap206',
  'Platr9',
  'Mob3b',
  'Gm12364',
  'Aco1',
  'Spink4',
  'Bag1',
  'Kif24',
  'Nudt2',
  '1110017D15Rik',
  'Arid3c',
  'Ccl27a',
  'Pigo',
  'Gm26881',
  'Atp8b5',
  'Fam166b',
  'Tesk1',
  'Gm12454',
  'Msmp',
  'Spag8',
  'Hint2',
  'Tmem8b',
  'Rnf38',
  'Gm12679',
  'Frmpd1',
  'Frmpd1os',
  'Trmt10b',
  'Shb',
  'Igfbpl1',
  'Stra6l',
  'Tmod1',
  'Gm12446',
  'Tbc1d2',
  'Anks6',
  'Tmeff1',
  'Plppr1',
  'Acnat1',
  'Mrpl50',
  'Smc2os',
  'Zfp462',
  'Actl7a',
  'Tmem245',
  'Epb41l4b',
  'Ptpn3',
  ...],
 3: ['Ogfrl1',
  'Gm28822',
  'Gm9898',
  'Tsga10',
  'D930019O06Rik',
  'Slc9a4',
  'Gm29155',
  'Mettl21e',
  'Gm15759',
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  'Plekhm3',
  'Cryga',
  'D630023F18Rik',
  'Idh1',
  'Fn1',
  '4933417E11Rik',
  'Gm4319',
  'Arpc2',
  'Slc11a1',
  'Cnppd1',
  'Pid1',
  'Gm20528',
  'Ugt1a7c',
  'Ugt1a6a',
  'Ugt1a5',
  'Ugt1a2',
  'Gm29336',
  'Lrrfip1',
  'Gpr35',
  'Aqp12',
  'D1Ertd622e',
  'Serpinb12',
  'Serpinb2',
  'Serpinb8',
  'Actr3',
  'Mapkapk2',
  'Dyrk3',
  'Gm26642',
  'Gpr25',
  'Gm47985',
  'Gm47995',
  'Fam129a',
  'Arpc5',
  'Ncf2',
  '4930532M18Rik',
  'Xpr1',
  'Axdnd1',
  'Soat1',
  'F5',
  'Gm16701',
  'Fam78b',
  'Gm20711',
  'Sh2d1b1',
  'Fcgr3',
  'Fcer1g',
  'Cd244a',
  'Vsig8',
  'Ifi207',
  'Ifi211',
  'Wdr26',
  'Dnah14',
  'Gm33973',
  'Flvcr1',
  'Ppp2r5a',
  '1700034H15Rik',
  'Gm13184',
  'Vim',
  'Armc3',
  'Apbb1ip',
  'Fut7',
  'Card9',
  'Slc2a6',
  'Fcnb',
  'F730016J06Rik',
  'Gfi1b',
  'Ak8',
  'Cdk9',
  'Gm13523',
  'Fam129b',
  'Stom',
  'Gm13556',
  'Zeb2',
  'Zeb2os',
  'Gm13479',
  'Gm13480',
  'Cers6',
  'E030042O20Rik',
  'Itga4',
  'Olfr1274-ps',
  'Ptprj',
  'Spi1',
  'Gm13783',
  'Gm13814',
  'Ldlrad3',
  'Gm13872',
  'Cd44',
  'Pin1rt1',
  'Olfr1291-ps1',
  'Arhgap11a',
  'Thbs1',
  'Sirpa',
  'Tgm3',
  'Gpcpd1',
  'Plcb1',
  'Sstr4',
  'Hck',
  'Gssos2',
  'Samhd1',
  'Gm16316',
  'Neurl2',
  'Ctsa',
  'Elmo2',
  'Slc13a3',
  'Sulf2',
  'B4galt5',
  'Cebpb',
  'Gm14321',
  'Ptpn1',
  'Zbp1',
  'Ctsz',
  'Gm14409',
  'Zfp971',
  'Rgs19',
  'Tpd52',
  'Gm38335',
  'Gm9733',
  'Sirpb1a',
  'Sirpb1b',
  'Gm37468',
  'Sirpb1c',
  'Gm5150',
  'Hps3',
  'Gyg',
  'Gm43077',
  'Gm37229',
  'Gm30074',
  'Sertm1',
  'Rap2b',
  'Shox2',
  'Tlr2',
  'Gm45790',
  'Zbtb7b',
  'Il6ra',
  'S100a4',
  'S100a6',
  'Tnfaip8l2',
  'Ctss',
  'Hormad1',
  'Wdr3',
  'Dclre1b',
  'Gm43848',
  'Rap1a',
  'Gm43328',
  'Gm43329',
  'Gm43331',
  'Gm5547',
  'I830077J02Rik',
  'Chil3',
  'Gm43221',
  'Alpk1',
  'Mcub',
  'Ints12',
  'Gm42567',
  'Gm6260',
  '4930503B20Rik',
  'Gm5149',
  'Lyn',
  'Mos',
  'Ccin',
  'Ccdc180',
  'Tmem38b',
  'Plin2',
  'Hacd4',
  'Tusc1',
  'Atg4c',
  'Gm12689',
  'Gm17354',
  'Zfyve9',
  'Skint3',
  'Cmpk1',
  'Mknk1',
  'Tesk2',
  'Atp6v0b',
  'Gm12867',
  'Gm15904',
  'Spocd1',
  'Smpdl3b',
  'Fgr',
  'E2f2',
  'Capzb',
  'Arhgef10l',
  '4921514A10Rik',
  'Clcnkb',
  'Gm13212',
  'Gm13166',
  'Zfp992',
  'Zfp993',
  'Zfp989',
  'Zfp991',
  'Pgd',
  'Eno1',
  'Mmel1',
  'Nadk',
  'Gnat3',
  'Gsap',
  'Prkag2',
  '1500035N22Rik',
  'Otof',
  'Trim54',
  'AI839979',
  'Mrpl33',
  'Rbks',
  'Nat8l',
  'Gm15513',
  'Sh3bp2',
  'Gm15650',
  'Bst1',
  'Spink2',
  'Gm16054',
  'Odaph',
  'Gm6509',
  'Plac8',
  'Cds1',
  'Gm32051',
  'Gm17202',
  'Ube2d2b',
  'Dr1',
  'Mfsd7a',
  'Crlf2',
  'Ankle2',
  'Galnt9',
  'Crybb1',
  'Grk3',
  'Gm15736',
  'Myo1h',
  'Taok3',
  'Lhx5',
  'Oas3',
  'Gm43069',
  'Erp29',
  'Camkk2',
  'Kmt5a',
  'Rilpl2',
  'Ywhag',
  'Ssc4d',
  'Rasa4',
  'Lrwd1',
  'Gm16599',
  'Plod3',
  'Lrch4',
  'Nxpe5',
  'Lamtor4',
  'Adap1',
  '3110082I17Rik',
  'C130050O18Rik',
  'Gm16121',
  'Gm16120',
  'Chst12',
  'Daglb',
  'Bri3',
  'Dmrt1i',
  'Arpc1b',
  'Alox5ap',
  'Gm19719',
  'Sem1',
  'Capza2',
  'Arf5',
  'Irf5',
  'Gm13853',
  'Kdm7a',
  'Gm49041',
  'Clec5a',
  'Zyx',
  'Snx10',
  'Qrfprl',
  'Igkv14-130',
  'Gm32591',
  'Gm839',
  'Gm26811',
  'Chst13',
  'Gm15756',
  'Slc41a3',
  'Tmem43',
  'Gm45218',
  'Gm20705',
  'Cntn3',
  'Brpf1',
  'Arpc4',
  'Brk1',
  'Atg7',
  'Pparg',
  'Raf1',
  'Tmcc1',
  'Olfr212',
  'Rassf4',
  'Csgalnact2',
  'Il17ra',
  'Bid',
  'Apobec1',
  'Clec4a1',
  'Clec4a3',
  'Clec4a2',
  'Clec2f',
  'Clec12a',
  'Klra2',
  'Ptpro',
  'Gm44258',
  '4930434O05Rik',
  'Myadm',
  'Mboat7',
  'Pirb',
  'Gm15448',
  'Pira2',
  'Gm44581',
  'Gp6',
  'Zfp524',
  'Vmn1r89',
  'Zfp541',
  'Ptgir',
  'Apoc2',
  'Bcl3',
  'Ceacam19',
  'Plaur',
  'Cd177',
  'Atp1a3',
  '4933430L12Rik',
  'Ceacam1',
  'B3gnt8',
  '2310022A10Rik',
  'Rasgrp4',
  'Tyrobp',
  'Dmkn',
  'Usf2',
  'Gm17077',
  'Gpi1',
  'Gm45096',
  'Gm45091',
  '1600014C10Rik',
  'Gm36546',
  'Klk1b11',
  'Gm36864',
  'Emp3',
  'Saa3',
  'E2f8',
  'Klf13',
  'Gm32633',
  'Gm7580',
  '4930533N22Rik',
  'Gm44706',
  'Fes',
  'Gm44649',
  'E230029C05Rik',
  'Picalm',
  'Gm15413',
  'Gm45591',
  'Ucp3',
  'Ucp2',
  'Relt',
  'Arap1',
  'Rhog',
  'Olfr571',
  'Olfr655',
  'Olfr700',
  'Olfr506',
  '1600010M07Rik',
  'Xylt1',
  'Gm5737',
  'Igsf6',
  'Cln3',
  'Apobr',
  'Il27',
  '4930448A20Rik',
  'Gdpd3',
  'Ypel3',
  'Tbc1d10b',
  'Pycard',
  'Itgam',
  'Mcmbp',
  'Ptpre',
  'Olfr539',
  'Ifitm3',
  'Ifitm6',
  'Rnh1',
  'Taldo1',
  'Ascl2',
  'Faddos',
  'Gm44930',
  'Pcp2',
  'Stxbp2',
  'Mcemp1',
  'Gm15418',
  'F7',
  'F10',
  'Gm17023',
  'Rasa3',
  'Cln8',
  'Xkr5',
  'Spag11b',
  'Polb',
  'Ikbkb',
  'Gm32098',
  'Gsr',
  'Gm34853',
  'Gm45479',
  'Sap30',
  '2500002B13Rik',
  'Gm34730',
  'Mfap3l',
  'Gm45345',
  'Atp6v1b2',
  'Lrrc25',
  'Myo9b',
  'Cyp4f18',
  'Adgre5',
  'Lyl1',
  'G430095P16Rik',
  'N4bp1',
  'Gm27167',
  'Gm27168',
  'Plekhg4',
  'Kctd19',
  'Tppp3',
  'Thap11',
  'Gm45752',
  'Dpep3',
  'Dpep2',
  'Ddx28',
  'Hp',
  'Syce1l',
  'Gm15395',
  'Aprt',
  'Galns',
  'Gm45805',
  'A630001O12Rik',
  'Mmp8',
  'Fut4',
  '1700012B09Rik',
  'S1pr5',
  'Atg4d',
  'Cdkn2d',
  'Gm39302',
  'AB124611',
  'Gm16845',
  'Gm48277',
  'Cbl',
  'Nlrx1',
  'Il10ra',
  'Nxpe4',
  'Cib2',
  'Pkm',
  'Gm10655',
  'Gm34322',
  'Ankdd1a',
  'Ciao2a',
  'Gm17098',
  'Gm47047',
  'Gm20745',
  'Anxa2',
  'Tent5a',
  'Rwdd2a',
  'Ctsh',
  'Gm19667',
  'Twf2',
  '4930535L15Rik',
  'Gpx1',
  'Celsr3',
  'Pfkfb4',
  'Prss45',
  'Prss46',
  'Lrrfip2',
  'Cmtm7',
  'Myd88',
  'Cx3cr1',
  'Gm47043',
  'Gm33858',
  'Ccr2',
  'Gm48614',
  'Gm20125',
  'Map3k5',
  'Mfsd4b5',
  'Slc16a10',
  'Gm35028',
  'Gm48065',
  'Gm35154',
  'Gm48066',
  'Gm47389',
  '4930431F10Rik',
  'Gm47392',
  'Lilrb4a',
  'Smpdl3a',
  'Sowahc',
  'Psap',
  'Vsir',
  'Dna2',
  'Herc4',
  'Plppr3',
  'Prtn3',
  'Elane',
  'Cfd',
  'Arid3a',
  'Abca7',
  'Gm16315',
  'Gm38575',
  'Dram1',
  '4930534H03Rik',
  'Atp2b1',
  'Gm34921',
  'Gm40761',
  'Glipr1',
  'A930009A15Rik',
  'Myrfl',
  'Lyz2',
  'Lyz1',
  'Rap1b',
  '5330439M10Rik',
  'Mdm1',
  'Irak3',
  'Lrp1',
  'Mmp19',
  'Slc35e4',
  'Myo1g',
  'Gm12089',
  'Efcab9',
  'Stk10',
  'Lcp2',
  'Olfr1381',
  'Olfr51',
  '1700007J10Rik',
  'Gm16062',
  'Adora2b',
  'Trim16',
  'Tmem238l',
  'Rcvrn',
  'Aurkb',
  'Cd68',
  'Tnfsf13os',
  'Tnfsf13',
  'Eno3',
  'Nlrp1a',
  'Olfr411',
  'Rap1gap2',
  'Efcab5',
  'Pigs',
  'Evi2',
  'Evi2a',
  'Ccl2',
  '1190001M18Rik',
  'Slfn2',
  'Ccl9',
  'E230016K23Rik',
  'Ccl6',
  'Mpo',
  'Phospho1',
  '4833417C18Rik',
  'Arl5c',
  'Rara',
  'Nkiras2',
  'Dhx58',
  'Fmnl1',
  'Ace',
  'Milr1',
  'Abca9',
  'Cd300a',
  'Cd300lb',
  'Cd300c2',
  'Cd300e',
  'Mgat5b',
  'Tmc6',
  'Gm11753',
  'Cbr2',
  'Narf',
  'Metrnl',
  'Gm12589',
  'Fkbp1b',
  'Fam49a',
  '4921511I17Rik',
  'Pqlc3',
  '2410004P03Rik',
  'Adam17',
  'Pik3cg',
  'Gm15902',
  'Gm46328',
  'Gm20403',
  'Nin',
  'Pygl',
  'Plekhg3',
  'Npc2',
  'Dlst',
  'Gpatch2l',
  '5430427M07Rik',
  'Efcab11',
  'Rin3',
  'Gm30198',
  'Ifi27l2a',
  'Gm47796',
  'Adssl1',
  'Siva1',
  'Pld4',
  'Crip1',
  'Gm20658',
  'Calm4',
  'Akr1c18',
  'Gm35330',
  'Gm47507',
  'Gm48799',
  'Nme8',
  'Gpr141',
  'Hist1h1b',
  'Vmn1r218',
  'Prl8a2',
  'Dusp22',
  'Gm47675',
  'F13a1',
  'Gm46411',
  'Jarid2',
  'Card19',
  'Susd3',
  'Sema4d',
  'Gm16578',
  'Rgs14',
  'Tifab',
  'Tgfbi',
  'Gm34672',
  'Gm48228',
  '9330111N05Rik',
  'Edil3',
  'Vcan',
  'Gm32089',
  'Hexb',
  'Gm9465',
  'Naip2',
  'Naip5',
  'Naip6',
  'Gapt',
  'Il31ra',
  'Ddx4',
  '4921509O07Rik',
  'Gm36161',
  'Gm21188',
  'Tcstv3',
  'Myoz1',
  'Dusp13',
  'Gm47920',
  'Gm47921',
  'Dnah12',
  'Tkt',
  'Prkcd',
  'Gm7644',
  'Glud1',
  'Ear1',
  'Ear2',
  'Lgals3',
  'Tep1',
  'Rnase2b',
  'Rnase2a',
  'Olfr1509',
  'Ltb4r2',
  'Ctsg',
  'Arl11',
  'Dleu2',
  'Prss52',
  'Gm30806',
  'Lrrc63',
  'Gm30246',
  'Gm26679',
  'Gm15632',
  'Trps1',
  'Gm9920',
  'Gm36617',
  'Fam49b',
  'Kcnq3',
  'Ly6i',
  'Gm28502',
  'Gsdmd',
  'Plec',
  'Arhgap39',
  'Ncf4',
  '1700027A07Rik',
  'Fam83f',
  'Nfam1',
  'Abcd2',
  'Gm35853',
  'Krt80',
  'Nfe2',
  'Gpr84',
  'Gtsf1',
  'Mefv',
  'Prm1',
  'Fgd4',
  'Cyp2ab1',
  'Dgkg',
  'Gm31814',
  'A230028O05Rik',
  'Gm1968',
  'Nrros',
  'Hspbap1',
  'Olfr172',
  'Bach1',
  '2810407A14Rik',
  'Gm15966',
  'Runx1',
  'Gm26626',
  'Gm30881',
  'Morc3',
  'Tiam2',
  'Cldn20',
  '1700110C19Rik',
  'Agpat4',
  'Gm3417',
  'Rpl3l',
  'Msrb1',
  'Gm16278',
  '1700022N22Rik',
  'Fam234a',
  'Bak1',
  'Ip6k3',
  'Mapk14',
  'Pi16',
  'Cyp4f16',
  'Cyp4f37',
  'Myo1f',
  'Smim40',
  'Daxx',
  'B3galt4',
  'Gpsm3',
  'Lst1',
  '4833427F10Rik',
  'Olfr128',
  'Tnfrsf21',
  'E130008D07Rik',
  'Ankrd66',
  'Pla2g7',
  'Runx2os2',
  'Gm36200',
  'Guca1a',
  'Tfeb',
  'Gm20540',
  'Gm16555',
  'Pot1b',
  'Adgre4',
  'Rfx2',
  'Acsbg2',
  '1700061G19Rik',
  'Vav1',
  'Gm20703',
  'Emilin2',
  'Ndufaf7',
  '4833418N02Rik',
  'Ttc7',
  'Kcnk12',
  'Foxn2',
  'Gm26865',
  'Svil',
  'Gm50035',
  'Gm15972',
  'Wnt8a',
  'Cd14',
  'Diaph1',
  'Arhgap26',
  'Ticam2',
  'Ccdc192',
  'Csf1r',
  'Lncbate10',
  'Arhgef37',
  'Gm9949',
  'Grp',
  'Pstpip2',
  'Gm30889',
  'Tesmin',
  'Gal',
  'Tcirg1',
  'Aldh3b1',
  'Ppp1ca',
  'Ehbp1l1',
  'Slc25a45',
  'Prdx5',
  'Fermt3',
  'Bscl2',
  'Ahnak',
  'Scgb1a1',
  'Ms4a8a',
  '1700017D01Rik',
  'Ms4a5',
  'Ms4a4a',
  'Ms4a4c',
  'Ms4a6c',
  'Ms4a3',
  'Mpeg1',
  'Fam111a',
  'Cep78',
  'Anxa1',
  'Gda',
  'Apba1',
  'Dock8',
  'Gm50210',
  'Ubtd1',
  'Entpd7',
  'Gsto1',
  'Grk5',
  'Gm7102',
  'Csf2ra',
  'Cybb',
  'Nyx',
  'Spaca5',
  'Elf4',
  'Ints6l',
  'Abcd1',
  'L1cam',
  'Flna',
  'Dnase1l1',
  'G6pdx',
  'Gm14764',
  'Gm14902',
  '8030474K03Rik',
  'Abcb7',
  '5530601H04Rik',
  'Atp7a',
  'Tlr13',
  'Pgk1',
  'P2ry10b',
  'Sh3bgrl',
  'Diaph2',
  'Sat1',
  'Smpx',
  'Map3k15',
  'Phka2',
  'Ap1s2',
  'Tlr8',
  'Tlr7'],
 4: ['Gm553',
  'Gm10550',
  '2310030A07Rik',
  'Olfr1406',
  'Olfr352',
  'Gm26743',
  'Gm13703',
  'Olfr1173',
  'Olfr1193',
  'Gm10800',
  'Olfr1316',
  'Sprr2e',
  '4930519L02Rik',
  'Clca3a1',
  '1700060J05Rik',
  'Gm13271',
  'Gm13206',
  '4930589P08Rik',
  'Slc26a5',
  'Gm43532',
  'Gm19272',
  'Hyal6',
  'Gm44202',
  'Trh',
  'Depp1',
  'A830011K09Rik',
  'Vmn2r42',
  'Gm29638',
  'Sult2a1',
  'Cyp2b10',
  'Cyp2b9',
  'Slc6a16',
  'Gm44876',
  'Gm6249',
  'Gfral',
  'Gm27227',
  'Fbxw20',
  'Gm17178',
  'Gm2912',
  'Ptprn2',
  'Gm11290',
  'Gm11351',
  'Gm31600',
  'Gm48116',
  'Esm1',
  'Gm8050',
  '4930474N05Rik',
  'Gm5142',
  'Nkx2-6',
  'Gm41300',
  '4930548G14Rik',
  'Gm10856',
  'Gm16031',
  'Krt75',
  'Gm49587',
  'AU016765',
  'Alk',
  'Gm41757',
  'Slc22a27',
  'Cyp2c69',
  'Cnga2',
  'Gm21693',
  'mt-Nd3',
  'mt-Nd5'],
 5: ['Atp6v1h',
  'Rb1cc1',
  '4732440D04Rik',
  'Phf3',
  'Prim2',
  'Zfp451',
  'Imp4',
  'Prss39',
  'Neurl3',
  'Arid5a',
  'Cnnm4',
  'Gm37062',
  'Cnot11',
  'Tpp2',
  'Mettl21c',
  'Tex30',
  'Nab1',
  'Sf3b1',
  'Coq10b',
  'Hspd1',
  'Bzw1',
  'Als2',
  'Nop58',
  'Fam117b',
  'Ica1l',
  'Zdbf2',
  'Usp37',
  'Zfp142',
  'Tuba4a',
  'Resp18',
  'Cul3',
  'C430014B12Rik',
  'Atg16l1',
  'Mroh2a',
  'Hdlbp',
  'Ing5',
  'Zcchc2',
  'Ccnt2',
  'Gm28800',
  'Ubxn4',
  'Cxcr4',
  'Gm26686',
  'Il10',
  'Slc41a1',
  'Cntn2',
  'Ppp1r15b',
  'Tmem183a',
  'Gm15445',
  'Zfp281',
  'A430106G13Rik',
  'Smg7',
  'Gm28791',
  'Dhx9',
  'Tor1aip2',
  'Tdrd5',
  'Abl2',
  'Cop1',
  'Cenpl',
  'Tnfsf4',
  'Suco',
  'Tiprl',
  'Gm38190',
  'Gm37864',
  'Uck2',
  'Uap1',
  'Gm36937',
  'Adss',
  'Tfb2m',
  'Ahctf1',
  'Acbd3',
  'Sde2',
  'Eprs',
  'Dtl',
  'Ints7',
  'Slc30a1',
  'Suv39h2',
  'Fam107b',
  'Sec61a2',
  'A230108P19Rik',
  'Sapcd2',
  'Gm14471',
  'Gm13405',
  'Fibcd1',
  'Nup214',
  'Zbtb43',
  'Hspa5',
  'Fbxw2',
  'Traf1',
  'Gm13449',
  'Orc4',
  'Epc2',
  'Prpf40a',
  'Nr4a2',
  'Gpd2',
  'March7',
  'Tank',
  'Ppig',
  'Gm13625',
  'Atf2',
  'Lnpk',
  'Zc3h15',
  'Gm13686',
  'Clp1',
  'Fnbp4',
  '1700029I15Rik',
  'Traf6',
  'Cstf3',
  'Lin7c',
  'Platr8',
  'Katnbl1',
  'Vps18',
  'Ino80',
  'Nusap1',
  'Haus2',
  'Ctdspl2',
  'Eif3j1',
  'Gabpb1',
  'Ncaph',
  'Snrnp200',
  'Bcl2l11',
  'Slc20a1',
  'Rnf24',
  'Pcna',
  'Srxn1',
  'Plagl2',
  'Efcab8',
  'Bpifa6',
  'Raly',
  '2310005A03Rik',
  'Trp53inp2',
  'Tgif2',
  'Dsn1',
  'Gm14286',
  'Nnat',
  'Top1',
  'Srsf6',
  'Trp53rkb',
  'Cse1l',
  'Gm17096',
  'Slc9a8',
  'Spata2',
  'Tmem189',
  'Gm9873',
  'Aurka',
  'Fam209',
  'Pmepa1',
  'Prelid3b',
  'Slco4a1',
  'Dido1',
  'Ythdf1',
  'Gmeb2',
  'Dnajc5',
  'Ythdf3',
  'Skil',
  'Ttc14',
  'Fxr1',
  '4932438A13Rik',
  'Gm12531',
  'Noct',
  'Naa15',
  'Rab33b',
  'Gm21958',
  'Gmps',
  'Kpna4',
  'Nmd3',
  'Pdcd10',
  'Fbxw7',
  'Isg20l2',
  'Mef2d',
  'Smg5',
  'Slc25a44',
  'Khdc4',
  'Gm43774',
  'Prpf3',
  'Anp32e',
  'Rbm8a',
  'Gm31305',
  'Gdap2',
  'Tent5c',
  'Gm43062',
  'Phtf1os',
  'Gm29561',
  'Gm42658',
  'Gm42659',
  'Ddx20',
  'Olfr266',
  'Slc16a4',
  'Rbm15',
  'Gnai3',
  'Atxn7l2',
  'Prmt6',
  'Rnpc3',
  'Gm31651',
  'Mfsd14a',
  'Ptbp2',
  'Gm42664',
  'Dnttip2',
  'Larp7',
  'Zgrf1',
  'Tet2',
  'Cisd2',
  'Ube2d3',
  'Nfkb1',
  'Metap1',
  'Eif4e',
  'Gtf2b',
  'Bcl10',
  'Rpf1',
  'Fubp1',
  'Zzz3',
  'Msh4',
  'Ankrd13c',
  'Srsf11',
  'Chd7',
  'Gm11815',
  'Ccne2',
  'Gm11831',
  'Pdp1',
  'Osgin2',
  'Ripk2',
  'Ccnc',
  'Casp8ap2',
  'Mdn1',
  'Ube2j1',
  'Gabrr1',
  'B4galt1',
  'Nfx1',
  'Ubap2',
  'Ubap1',
  'Nr4a3',
  'Aknaos',
  'Haus6',
  'Plaa',
  'Eqtn',
  'Mysm1',
  'Usp1',
  'Pde4b',
  'Slc35d1',
  'Magoh',
  'Zyg11b',
  'Coa7',
  'Tut4',
  'Gm12737',
  'Prpf38a',
  'Orc1',
  'Dmbx1',
  'Nsun4',
  'Toe1',
  'Slc2a1',
  'Foxj3',
  'Guca2a',
  'Nfyc',
  'Rlf',
  'Pabpc4',
  'Akirin1',
  'Yrdc',
  'Snip1',
  'Thrap3',
  'Sfpq',
  'Khdrbs1',
  'Ptp4a2',
  'Gm12971',
  'Matn1',
  'Epb41',
  'Ythdf2',
  'Gmeb1',
  'Sesn2',
  'Ppp1r8',
  'Gpatch3',
  'Maco1',
  'Srrm1',
  'Gm13008',
  'Hnrnpr',
  '2310026L22Rik',
  'Mul1',
  'Zbtb17',
  'Cela2a',
  'Tnfrsf1b',
  'Nppa',
  'Gm13054',
  'Slc25a33',
  'Klhl21',
  'Cdk11b',
  'Ccnl2',
  'Ube2j2',
  'Tnfrsf4',
  'Noc2l',
  'Fam133b',
  '1700109H08Rik',
  '2510017J16Rik',
  'Krit1',
  'Abcb1b',
  'Gm32554',
  'Gbx1',
  'Nub1',
  'Rheb',
  'Paxip1',
  'Nom1',
  'Dnajb6',
  'Cenpa',
  'Gtf3c2',
  'Ppm1g',
  'Nrbp1',
  'Gm17130',
  'Fosl2',
  'Slbp',
  'Rnf4',
  'Bloc1s4',
  'Cpeb2',
  'Dhx15',
  'Arap2',
  'Ube2k',
  'C330024D21Rik',
  'Fip1l1',
  'Chic2',
  'Uba6',
  'Gm16579',
  'Ythdc1',
  'Mob1b',
  'Ankrd17',
  'Areg',
  'Hnrnpdl',
  'Lin54',
  'Aff1',
  'Lrrc8d',
  'Zfp326',
  'Mtf2',
  'Tmed5',
  'Gm42595',
  'Tfip11',
  'Srrd',
  'Hps4',
  'Gm20636',
  'Sart3',
  'Gm10401',
  'Pla2g1b',
  '2410131K14Rik',
  'Med13l',
  'Ddx54',
  'Brap',
  'Pptc7',
  'Kdm2b',
  'Orai1',
  'Vps37b',
  'Sbno1',
  'Ncor2',
  'Sfswap',
  'Rabgef1',
  'Tmem248',
  'Pom121',
  'Tmem120a',
  'Srrm3',
  'Pop7',
  'Mepce',
  'Zfand2a',
  'E130309D02Rik',
  'Usp42',
  'Ankrd61',
  'Bud31',
  'Zfp655',
  'Gm43625',
  'Gsx1',
  'Pan3',
  'Slc7a1',
  '4930500F04Rik',
  'N4bp2l2',
  'Gm36447',
  'Vwde',
  'Bmt2',
  'Ing3',
  'Hilpda',
  'Fam71f2',
  'Tnpo3',
  'Zc3hc1',
  'Cpa5',
  'Gm27019',
  'Mkln1',
  'Cnot4',
  'Zc3hav1l',
  'Zc3hav1',
  'Luc7l2',
  'Mkrn1',
  'Braf',
  'Trbv21',
  'Try4',
  'Zfp212',
  'Vmn1r21',
  'Snca',
  'Igkv3-12-1',
  'Mat2a',
  'Gm43904',
  'Isy1',
  'Cnbp',
  'Hmces',
  'Ccdc174',
  'Rybp',
  'Ppp4r2',
  'Cntn4',
  'Bhlhe40',
  'Edem1',
  'Irak2',
  'Tatdn2',
  'Gm26982',
  'Ghrl',
  'Gm44053',
  'Wnk1',
  'Kdm5a',
  'Chd4',
  'Gm43126',
  'Foxm1',
  '4922502D21Rik',
  'Wbp11',
  'Strap',
  'Golt1b',
  'Cmas',
  'Casc1',
  'Kras',
  'Stk38l',
  'Ergic2',
  'Gm44257',
  'Leng8',
  'Ube2s',
  'Zfp628',
  'Fiz1',
  'U2af2',
  'Zfp667',
  'Zfp954',
  'Obox6',
  'Ccdc9',
  'Ceacam12',
  'Opa3',
  'Relb',
  'B9d2',
  'Egln2',
  'Paf1',
  'Nfkbib',
  'Hnrnpl',
  'Zfp84',
  'Zfp146',
  'Gm44836',
  'Zfp619',
  'EU599041',
  'Klk1b26',
  'Klk1b16',
  '1700028J19Rik',
  'Acp4',
  'Nup62',
  'Spaca4',
  'Grwd1',
  'Spty2d1',
  'Ptpn5',
  'Dbx1',
  'Slc17a6',
  'Nipa2',
  'Chd2',
  '5430400D12Rik',
  'Unc45a',
  'Eed',
  'Ddias',
  'Ppme1',
  'Nup98',
  'Hbb-bt',
  'Hbb-bs',
  'Olfr639',
  'Olfr716',
  'Ipo7',
  'Eif4g2',
  'Usp47',
  'Dnah3',
  'Hs3st2',
  'Rbbp6',
  'Il4ra',
  'Il21r',
  'Ppp4c',
  'Zfp747',
  'Srcap',
  'Phkg2',
  'Setd1a',
  'Zranb1',
  'Edrf1',
  'Ppp2r2d',
  'Phrf1',
  'Mob2',
  'Kcnq1ot1',
  'Cars',
  'Ppfia1',
  'Ccl25',
  'Irs2',
  'Rab20',
  'Grk1',
  'Gm35934',
  'Ckap2',
  'Tm2d2',
  'Plekha2',
  'Nsd3',
  'Zfp703',
  'Gm45371',
  'Unc5d',
  'Gm16793',
  'Cnot7',
  'Vps37a',
  'Gm45650',
  'Zfp868',
  'Mau2',
  'Ell',
  'Dda1',
  'Tpm4',
  'Slc35e1',
  'Med26',
  'Gm45406',
  'Abce1',
  'Gypa',
  'Smarca5',
  'Usp38',
  'Zswim4',
  'Calr',
  'Farsa',
  'Dnaja2',
  'Heatr3',
  '9430002A10Rik',
  'Tent4b',
  'Herpud1',
  'Ciapin1',
  'Cnot1',
  'Pdp2',
  'Rrad',
  'Slc7a6',
  'Nip7',
  'Nfat5',
  'Dhx38',
  'Ist1',
  'Ap1g1',
  'Cmtr2',
  'Sf3b3',
  'Ddx19b',
  'Aars',
  'Gan',
  'Cmip',
  'Mphosph6',
  'Zc3h18',
  'Ankrd11',
  'Tcf25',
  'Taf5l',
  '1810008B01Rik',
  'Cog2',
  'Sprtn',
  'Sipa1l2',
  'Tomm20',
  'Rbm34',
  'Birc2',
  'Ppan',
  'Ilf3',
  'Gm48796',
  'Gm48081',
  'Olfr160',
  'Olfr905',
  '1700063D05Rik',
  'H2afx',
  'Arcn1',
  'Sidt2',
  'Sik3',
  'Rbm7',
  'Sik2',
  '4930563M21Rik',
  '1700017B05Rik',
  'Clk3',
  'Arih1',
  'Dennd4a',
  'Slc24a1',
  'Hacd3',
  'Rab8b',
  'Sltm',
  'Mapk6',
  'Gm28229',
  'Syncrip',
  'Trim43a',
  'Gm47403',
  'U2surp',
  'Rasa2',
  'Slc25a36',
  'Dbr1',
  'Il20rb',
  'Msl2',
  'Cdv3',
  'Tmem115',
  'Rassf1',
  'Gm37850',
  'Gm38134',
  'Amigo3',
  'Qrich1',
  'Impdh2',
  'Arih2',
  'Prss44',
  'AU023762',
  'Ubp1',
  'Scn11a',
  'Nktr',
  'E530011L22Rik',
  'A730085K08Rik',
  'Gm21781',
  'Gm16153',
  'Katna1',
  'Ppil4',
  'Hivep2',
  'Tnfaip3',
  'Gm33056',
  'Bclaf1',
  'Hbs1l',
  '4930455C13Rik',
  'Tbpl1',
  'Gm48893',
  'Rev3l',
  'Amd1',
  'Cdc40',
  'Bend3',
  'Gm40638',
  'Ascc3',
  'Ranbp2',
  'Cdh23',
  'Sar1a',
  'Supv3l1',
  'Ddx21',
  'Ddx50',
  'Ccar1',
  'Dnajc12',
  'Jmjd1c',
  'Specc1l',
  'Pofut2',
  'Rrp1',
  'Pdxk',
  'Cdc34',
  'Ptbp1',
  'Gm17134',
  'Grin3b',
  'Stk11',
  'Rexo1',
  'Klf16',
  'Mknk2',
  'Dot1l',
  'Tdg',
  'Txnrd1',
  'Eid3',
  'D10Wsu102e',
  'Nt5dc3',
  'Slc25a3',
  'Usp44',
  'Btg1',
  'Kera',
  'Osbpl8',
  'Krr1',
  'Kcnc2',
  'Tbc1d15',
  'Cpsf6',
  'Mdm2',
  'Cand1',
  '4930477N07Rik',
  'Gm15910',
  'Lemd3',
  'Gm48591',
  'Tbk1',
  'Usp15',
  'Nab2',
  'Ptges3',
  'Tbc1d10a',
  'Ewsr1',
  'Purb',
  'Tbrg4',
  'Otx1',
  'Usp34',
  'Rel',
  'Hba-a1',
  'Hba-a2',
  'Hbq1a',
  'Foxi1',
  'Pwwp2a',
  'Sqstm1',
  'Maml1',
  'Clk4',
  'Hnrnpab',
  'Sec24a',
  'Ube2b',
  'Ppp2ca',
  'Hspa4',
  'Zcchc10',
  'Aff4',
  'Fnip1',
  'Tnip1',
  'G3bp1',
  'Gm12248',
  'Iba57',
  'Top3a',
  'Smcr8',
  'Tmem11',
  'Map2k3',
  'Ttc19',
  'Per1',
  'Kdm6b',
  'Eif4a1',
  'Polr2a',
  'Gm12316',
  'Chrne',
  'Dhx33',
  'Ube2g1',
  'Pafah1b1',
  'Mnt',
  'Tsr1',
  'Mir22hg',
  'Mrm3',
  'Traf4',
  'Supt6',
  'Suz12',
  'Psmd11',
  'Zfp830',
  'Appbp2',
  'Ppm1d',
  'Med13',
  'Rps6kb1',
  'Dhx40',
  'Smg8',
  'Mir142hg',
  'Ccdc182',
  'Gm45716',
  'Utp18',
  'Mbtd1',
  'Spag9',
  'Lrrc59',
  'D030028A08Rik',
  'Socs7',
  '1700001P01Rik',
  'Med1',
  'Cdk12',
  'Gm20644',
  'Neurod2',
  'Krt16',
  'Stat5a',
  'Stat3',
  'Slc4a1',
  'Map3k14',
  'Mettl2',
  'Tlk2',
  'Ftsj3',
  'Kpna2',
  'Gm11715',
  'Gna13',
  'Amz2',
  'Slc9a3r1',
  'Jpt1',
  'Slc25a19',
  'Rnf157',
  'Ubald2',
  'Ube2o',
  'Snhg16',
  'Dnah17',
  'Usp36',
  'Nptx1',
  'Baiap2',
  'Faap100',
  'Alyref',
  'Csnk1d',
  'Ptchd3',
  'Rab10os',
  'Rab10',
  'Dnajc27',
  '2900045O20Rik',
  'Kcnf1',
  'Nol10',
  'Gm36752',
  'Odc1',
  '6030469F06Rik',
  'Dld',
  'Cbll1',
  'Hbp1',
  'Twistnb',
  'Ifrd1',
  'Gm46348',
  'Pnpla8',
  'Hectd1',
  '2700097O09Rik',
  'Fbxo33',
  'Gm527',
  'Prpf39',
  'Nemf',
  'Psma3',
  'Gm15283',
  'Hif1a',
  'Snapc1',
  'Gm34868',
  'Zbtb1',
  'Gm48780',
  'Srsf5',
  'Rbm25',
  'Gm29361',
  'Elmsan1',
  'Alkbh1',
  'Ppp4r3a',
  'Tmem251',
  'Ccnk',
  'Yy1',
  'Wdr20',
  'Ankrd9',
  'Traf3',
  'Amn',
  'Eif5',
  'Gm15996',
  'Gpr132',
  'Ighv1-58',
  '2810429I04Rik',
  'Tasor2',
  'Gtpbp4',
  'Heatr1',
  'Tbce',
  'Arid4b',
  'Gm48027',
  'Cdk13',
  'Vmn1r209',
  'Abt1',
  'BC005537',
  'Riok1',
  'Snrnp48',
  'Hivep1',
  'Gfod1',
  'Mcur1',
  'A330076C08Rik',
  'Nup153',
  'Ninj1',
  'Cks2',
  'Nfil3',
  'Simc1',
  'Mxd3',
  'Isca1',
  'Gm48194',
  'Zfp729b',
  'Fastkd3',
  'Irx4',
  'Ell2',
  'Gm48302',
  'Lysmd3',
  'Ankrd34b',
  'Homer1',
  'Jmy',
  'Aggf1',
  'Utp15',
  'Bdp1',
  'Erbin',
  'Shld3',
  'Ercc8',
  'Gpbp1',
  'Map3k1',
  'Snx18',
  'Gm5796',
  'Gm3164',
  'Gm3252',
  'Gm26650',
  'Gm8281',
  'Gm3500',
  'Gm3488',
  'Gm8237',
  'Gm3667',
  'Gm10406',
  'Pdhb',
  'Atxn7',
  'Nek10',
  'Nr1d2',
  'Samd8',
  'Gm31392',
  'Gm47814',
  'Arf4',
  'Dcp1a',
  'Gnl3',
  'Bap1',
  'Capn7',
  'Mettl6',
  'Dph3',
  'Parg',
  'Gm48914',
  'Wapl',
  'Sh2d4b',
  'Gm7945',
  'Gch1',
  'Mapk1ip1l',
  'Fbxo34',
  'Hnrnpc',
  'Tox4',
  'Trav10d',
  'Trav13d-3',
  'Acin1',
  'Gm15932',
  'Gm49747',
  'Tinf2',
  'Nop9',
  'Mcpt2',
  'Pspc1',
  'Xpo4',
  'Ska3',
  'Kpna3',
  'Defb47',
  'Ppp2r2a',
  'Piwil2',
  'Polr3d',
  'Gm4251',
  'Med4',
  'Zc3h13',
  'Nufip1',
  'Kbtbd6',
  'Gm49018',
  'Rictor',
  'Nipbl',
  'Dnajc21',
  'Brix1',
  'Sub1',
  'Golph3',
  'Ywhaz',
  'Ubr5',
  'Azin1',
  'Gm45924',
  'Dcaf13',
  'Gm16291',
  'Gm41335',
  'Zfat',
  'Ago2',
  'Hsf1',
  'Tmem249',
  'Recql4',
  'Apol11b',
  'Gm17638',
  'Sstr3',
  'Tob2',
  'Snu13',
  'Poldip3',
  'Nup50',
  'Brd1',
  'Zcrb1',
  'Gm30564',
  'Vdr',
  'Ccnt1',
  'Tuba1c',
  'Asic1',
  'Larp4',
  'Atf1',
  'Atg101',
  'Hnrnpa1',
  'Gm49482',
  'Mucl1',
  'Zfp263',
  'Gm41409',
  'Zfp597',
  'Crebbp',
  'Cdip1',
  'Ubald1',
  'Ubn1',
  'Usp7',
  'Litaf',
  'Txndc11',
  'Zc3h7a',
  'Rsl1d1',
  'Gspt1',
  '3110001I22Rik',
  'Rrn3',
  'Abcc1',
  '1700056N10Rik',
  'Lsg1',
  'Gm49733',
  'Tm4sf19',
  'Slc51a',
  'Tfrc',
  'Kpna1',
  'Naa50',
  'Nepro',
  'Cip2a',
  'Trmt10c',
  'Btg3',
  'Mir155hg',
  'Usp16',
  'Scaf4',
  'Ifnar1',
  'Dyrk1a',
  'Dscam',
  'Gm32509',
  'Zbtb21',
  'Unc93a2',
  '4930506C21Rik',
  'Tcp1',
  'Sod2',
  'Gm3448',
  'Chd1',
  'Riok2',
  'Zfp52',
  'Atp6v0c',
  'Ccnf',
  'Rnps1',
  'Rab26',
  'Rnf151',
  'Mapk8ip3',
  'Ube2i',
  'Luc7l',
  'Pim1',
  'Rnf8',
  'Btbd9',
  'Sik1',
  'Brd4',
  ...],
 6: ['Gm28756',
  'Kcnq5',
  'Gm38336',
  'Gm5099',
  'Aff3',
  'Gm16150',
  'Gm16151',
  'Gm16152',
  'Chst10',
  'Gm37707',
  'Nemp2',
  'Asnsd1',
  'Stk17b',
  'Pgap1',
  '4930444A19Rik',
  'Mars2',
  '4930558J18Rik',
  'Gm13748',
  'Stk11ip',
  'Farsb',
  'C130026I21Rik',
  'A530032D15Rik',
  'Gm10553',
  'A530040E14Rik',
  'Gm16028',
  'Gm16094',
  'Sp140',
  'Gm10552',
  'A630001G21Rik',
  'Gm28884',
  'Gpr55',
  'Gm16341',
  'B3gnt7',
  'Chrng',
  'Kcnj13',
  'Inpp5d',
  'Dgkd',
  'Gm19582',
  'D630008O14Rik',
  'Serpinb7',
  'Clasp1',
  'Tmem163',
  'Map3k19',
  'Gm15674',
  'Gm15848',
  'Fcmr',
  'Ctse',
  'Mfsd4a',
  'F730311O21Rik',
  'Gm15850',
  'Aspm',
  'Rgs13',
  'A230059L01Rik',
  'E330020D12Rik',
  'Cacna1e',
  'Ralgps2',
  '4930439D14Rik',
  'Gm28694',
  '4930562F07Rik',
  'Rabgap1l',
  'Sell',
  'Rcsd1',
  'Pou2f1',
  'Gm9929',
  'Fcrlb',
  'Fcrla',
  'Arhgap30',
  'Ifi209',
  'Parp1',
  'Gm37768',
  'H3f3aos',
  'Gm5533',
  '2010103J01Rik',
  'Nek2',
  'Traf5',
  '4930570N18Rik',
  'Lamb3',
  'Cr2',
  'Dclre1c',
  'Gm13383',
  'St8sia6',
  'Vav2',
  'Spaca9',
  'Strbp',
  'Gtdc1',
  'Cytip',
  'Baz2b',
  'Csrnp3',
  'Klhl41',
  'Gad1',
  'Rapgef4os2',
  'Olfr52',
  'Olfr1247',
  'Olfr1250',
  '4933423P22Rik',
  'Nup160',
  'Prdm11',
  'Rag1',
  'Gm13919',
  'Gm13920',
  'Platr14',
  'Pax6',
  'Kif18a',
  'Slc12a6',
  'Fsip1',
  'Knl1',
  'Gm14137',
  'Serinc4',
  'Gm14040',
  '4930473A02Rik',
  'Cdc25b',
  'Rassf2',
  'Platr3',
  '4930444E06Rik',
  'Acss1',
  'E130215H24Rik',
  'Vsx1',
  'Bpifb2',
  'Bpi',
  'Ttpal',
  'Serinc3',
  '0610039K10Rik',
  'Pkig',
  'Kcns1',
  'Gm14302',
  'Pcif1',
  'Cd40',
  'Gm14260',
  'Gm14455',
  'Zfp831',
  'Cables2',
  'Ppdpf',
  'Srms',
  'Helz2',
  'Pag1',
  'Gm16337',
  'Gm16093',
  'Gm33051',
  'Kcnmb3',
  'Gm37592',
  'Gm43140',
  'Gm2447',
  'Supt20',
  'Ankub1',
  'Serp1',
  'Gpr171',
  'Il12a',
  'Platr10',
  'Gm9989',
  'Tmem131l',
  'Gm37876',
  'Fcrl1',
  'Fcrl5',
  'Pmf1',
  'Gm16048',
  'Hist2h2aa1',
  'Gm42681',
  'Pifo',
  'Kcna3',
  'AI504432',
  'Bcar3',
  'Gm4610',
  'Gm42836',
  'Camk2d',
  'Egf',
  'Rrh',
  'Gm31243',
  'Bank1',
  'Ppp3ca',
  'Mcoln2',
  'Gm10287',
  'Gm30382',
  'Gm33466',
  'Depdc1a',
  '2210414B05Rik',
  'Cdh17',
  'Bach2',
  'Gja10',
  'Gm12753',
  'Cd72',
  'Pax5',
  'Gm12462',
  'Gm12678',
  'Gm12493',
  'Trmo',
  'Gm568',
  '4930412L05Rik',
  'Shoc1',
  'Susd1',
  'Snx30',
  'Slc46a2',
  'Whrn',
  'Gm28096',
  'Gm12708',
  'Ldlrad1',
  'Gm12829',
  'Tex38',
  'Mutyh',
  'Olfr1341',
  'Olfr1328',
  'Gm12861',
  'Gm12862',
  'Gm12973',
  'Cd52',
  'Extl1',
  'Srsf10',
  'Gm13012',
  'Spata21',
  'Tnfrsf8',
  'Rex2',
  'Cort',
  'Hes3',
  'Gm16333',
  'Hes5',
  'Mxra8os',
  '9430015G10Rik',
  'Tmem243',
  'Phtf2',
  '4930580E04Rik',
  'Kmt2e',
  'Gm43972',
  'Rbm33',
  'Gm15469',
  'Depdc5',
  'Gm40289',
  '4930513D17Rik',
  'Hs3st1',
  'Tlr1',
  'Smim14',
  'N4bp2',
  'Gm5108',
  'Tec',
  'Stap1',
  'Rchy1',
  'U90926',
  'Bmp2k',
  'Gm26692',
  'Dipk1a',
  'A430073D23Rik',
  'Gm15446',
  'Plcxd1',
  'Chfr',
  'Gm43137',
  'Gm15559',
  'Git2',
  '4930401G09Rik',
  'Dtx1',
  'Hvcn1',
  'Gm49027',
  'Hip1r',
  'Pitpnm2os1',
  'Slc15a4',
  'Gm42495',
  'Ncf1',
  'Lat2',
  'Cldn13',
  'Gm20485',
  'Muc3a',
  'Zcwpw1',
  '4930520M14Rik',
  'Gm4869',
  'Card11',
  'Gm43378',
  'Rbakdn',
  '0610040B10Rik',
  'Gm15411',
  'Mm2pr',
  'Gm42787',
  'Fry',
  'Gm42529',
  'Gm20559',
  'Samd9l',
  '4930528H21Rik',
  'C1galt1',
  'Gm16043',
  'A430035B10Rik',
  'Glcci1',
  'Cpa2',
  'Tas2r137',
  'Gm5771',
  'Clcn1',
  'Lrrc61',
  'Igf2bp3',
  'Stk31',
  'Gm44026',
  'Avl9',
  'Vmn1r12',
  'Igkv2-137',
  'Igkv1-135',
  'Igkv1-133',
  'Igkv1-132',
  'Igkv9-129',
  'Igkv17-127',
  'Igkv14-126-1',
  'Igkv14-126',
  'Igkv9-124',
  'Igkv1-122',
  'Igkv17-121',
  'Igkv9-120',
  'Igkv1-117',
  'Igkv2-116',
  'Igkv2-112',
  'Igkv14-111',
  'Igkv1-110',
  'Igkv2-109',
  'Igkv1-108',
  'Igkv2-107',
  'Igkv16-104',
  'Igkv15-103',
  'Igkv14-100',
  'Igkv1-99',
  'Igkv12-98',
  'Igkv10-96',
  'Igkv10-95',
  'Igkv10-94',
  'Igkv19-93',
  'Igkv4-91',
  'Igkv12-89',
  'Igkv1-88',
  'Igkv4-86',
  'Igkv13-84',
  'Igkv13-82',
  'Igkv4-80',
  'Igkv4-79',
  'Igkv4-78',
  'Igkv4-77',
  'Igkv4-74',
  'Igkv4-72',
  'Igkv4-71',
  'Igkv4-70',
  'Igkv4-69',
  'Igkv4-68',
  'Igkv4-63',
  'Igkv4-61',
  'Igkv4-59',
  'Igkv4-60',
  'Igkv4-58',
  'Igkv4-57-1',
  'Igkv4-57',
  'Igkv13-56-1',
  'Igkv4-55',
  'Igkv4-53',
  'Igkv4-51',
  'Gm42958',
  'Igkv4-50',
  'Igkv12-49',
  'Igkv5-48',
  'Igkv12-46',
  'Igkv12-44',
  'Igkv5-43',
  'Igkv12-41',
  'Igkv5-39',
  'Igkv18-36',
  'Igkv8-34',
  'Igkv6-32',
  'Igkv8-30',
  'Igkv6-29',
  'Igkv8-28',
  'Igkv8-27',
  'Igkv6-25',
  'Igkv8-24',
  'Igkv6-23',
  'Igkv8-21',
  'Igkv6-20',
  'Igkv8-19',
  'Igkv8-18',
  'Igkv6-17',
  'Igkv6-15',
  'Igkv6-14',
  'Igkv6-13',
  'Igkv3-12',
  'Igkv3-10',
  'Igkv3-7',
  'Igkv3-5',
  'Igkv3-4',
  'Igkv3-3',
  'Igkv3-2',
  'Gm30211',
  'Igkc',
  'Eif2ak3',
  '0610030E20Rik',
  'Sh2d6',
  'Reg3d',
  'Gm44287',
  'Gm19265',
  'Gm44941',
  'Arhgap25',
  'Vmn1r49',
  'Gm44123',
  '4930511E03Rik',
  'Foxp1',
  'Il5ra',
  'Gm20404',
  'Gm5580',
  'Cecr2',
  'Gm43916',
  'Aicda',
  'Gm26826',
  'Ptpn6',
  'Gnb3',
  '4930557K07Rik',
  'Clec2i',
  'Clec2g',
  'Gm15987',
  'Cd69',
  'E330021D16Rik',
  'Erp27',
  'A930014E10Rik',
  'Etnk1',
  'Sox5os3',
  'Lrmp',
  'Gm15706',
  'Bhlhe41',
  'Sspnos',
  'Gm44020',
  'Gm43913',
  'Dennd5b',
  'Gm45631',
  'Gm31152',
  'Bicra',
  'Nkpd1',
  'Ceacam16',
  'Gm44659',
  'Irgc1',
  'Pinlyp',
  'Cd79a',
  'Arhgef1',
  'Pou2f2',
  'Dmac2',
  'Map4k1',
  'Zbtb32',
  'Upk1a',
  'Ffar3',
  'Ffar1',
  'Cd22',
  'Gm29439',
  'Gm6871',
  'Siglecg',
  'Gm44756',
  'Shank1',
  '5430431A17Rik',
  'Mybpc2',
  'Spib',
  'Pold1',
  'Napsa',
  'Gm15396',
  'Kcnc3',
  'Gm45669',
  'Cd37',
  'Slc6a21',
  'Gm45619',
  'Gm45311',
  'Gm16158',
  'Gm44739',
  'Sv2b',
  'Agbl1',
  'Sema4b',
  'Iqgap1',
  'Zfp592',
  'Rab30',
  'Tenm4',
  'Gm44633',
  'Ints4',
  'Fchsd2',
  'Atg16l2',
  'Gm45620',
  'Art5',
  'Olfr552',
  'Olfr243',
  'Olfr633',
  'Gm15133',
  'Trim34b',
  'Nlrp10',
  'Tub',
  'Swap70',
  'Gm45515',
  '1700012D14Rik',
  'Far1',
  'Far1os',
  '4933406I18Rik',
  'A730082K24Rik',
  'Gm34225',
  'Smg1',
  '4930583K01Rik',
  '4930588G17Rik',
  '4933432K03Rik',
  'Gm44987',
  'Gga2',
  'Prkcb',
  'Arhgap17',
  'Xpo6',
  'Sbk1',
  'Cd19',
  'Rabep2',
  'Tbx6',
  'AI467606',
  'Inpp5f',
  'Gm34908',
  '9430038I01Rik',
  'Tcerg1l',
  'Lsp1',
  'Prr33',
  'Nctc1',
  'Tspan32',
  'Arhgef18',
  'Fcer2a',
  'Fam155a',
  '9530052E02Rik',
  'B830042I05Rik',
  'Gm5608',
  'Gm16933',
  '5830408C22Rik',
  '2310008N11Rik',
  'Gm45301',
  'Gm15634',
  'Irf2',
  'Gm31172',
  'Trim75',
  'March1',
  'Gm15354',
  'Gm15356',
  'Gm15991',
  'D130040H23Rik',
  'Zfp869',
  'Gmip',
  'Mef2b',
  'Fam129c',
  'Hsh2d',
  'Ap1m1',
  '1700030K09Rik',
  'D830024N08Rik',
  '1700122E12Rik',
  'C78859',
  'Slc12a3',
  'Gm15890',
  'Cklf',
  'Gm5914',
  'Tsnaxip1',
  'Dus2',
  'Nfatc3',
  'Zfp1',
  'Plcg2',
  'Irf8',
  'Cdt1',
  'Gm45894',
  'Gm4316',
  'Gm45890',
  'Ccdc7b',
  'Tmem123',
  'Birc3',
  'Cep57',
  'Fam76b',
  'Gm34069',
  'Fbxl12',
  'Gm16853',
  'Gm29642',
  'Kcnj1',
  'Gm47680',
  'Gm47777',
  'Ddx25',
  'Hyls1',
  'Gm47633',
  'Gm48742',
  'Sorl1',
  'Cxcr5',
  'Gm47230',
  'Gm47231',
  'Gm47232',
  'Ddx6',
  'Tmprss13',
  'Gm31614',
  'Fdxacb1',
  'Pou2af1',
  'Gm47828',
  '2010007H06Rik',
  '1810046K07Rik',
  'Gm47957',
  'Neil1',
  'Ppcdc',
  'Csk',
  'Arid3b',
  'Gm17322',
  'Pml',
  'Gm48855',
  'Uchl4',
  'Myo1e',
  'Rfx7',
  'Fam214a',
  'Myo5a',
  'Tmod3',
  'Hcrtr2',
  'Ooep',
  'Gm27224',
  'Phip',
  'Gm39383',
  'Lca5',
  'Gm36120',
  'Gm46124',
  '5830418P13Rik',
  'Bfsp2',
  'Tmem108',
  'Tlr9',
  'Gm29123',
  'Fbxw13',
  'Gm48038',
  '1700048O20Rik',
  'Limd1',
  'Armt1',
  'Zc3h12d',
  'L3mbtl3',
  'Gm47926',
  'Gm40634',
  '1700027J07Rik',
  'Qrsl1',
  'Fam162b',
  'Man1a',
  'Chst3',
  'Npffr1',
  'Tfam',
  'Gucd1',
  'Vpreb3',
  'Gm5134',
  'Gm16240',
  'Aire',
  'Icosl',
  'Theg',
  'Gm26602',
  'Gm15122',
  'Tcf3',
  '1700028I16Rik',
  'Tcp11l2',
  'Anks1b',
  'Gm48505',
  'Gm33843',
  'Phxr2',
  'Gm34983',
  'Gm47578',
  'Gm29674',
  'Nap1l1',
  'Cnot2',
  '5330438D12Rik',
  'Yeats4',
  'Gm32235',
  'Neurod4',
  'Gm12592',
  'Polm',
  'Ccm2',
  'Gm11998',
  'Bcl11a',
  '4930538E20Rik',
  'Gm12065',
  'Gm12069',
  'Il9r',
  'Insyn2b',
  'Ublcp1',
  'Ebf1',
  'Gm12158',
  'Gm12160',
  'Havcr1',
  'Trim7',
  'Gm16170',
  'Psme2b',
  '9930111J21Rik2',
  'Olfr1385',
  'Cdc42se2',
  'Olfr328',
  'Olfr314',
  'Olfr313',
  'Hist3h2ba',
  'Trim11',
  'Gm10435',
  'Tnfrsf13b',
  'Gm26964',
  'C78197',
  'Atp2a3',
  '4732414G09Rik',
  '4931413K12Rik',
  'Evi2b',
  'Rad51c',
  'Tac4',
  'Hoxb13',
  'Gm11614',
  'Stac2',
  'Zpbp2',
  'Ccr7',
  'Krt222',
  'Cnp',
  'Dnajc7',
  'Brca1',
  'Plekhm1',
  'Nsf',
  'Kansl1',
  'Gh',
  'Cd79b',
  'Scn4a',
  'Bptf',
  'Gm11690',
  'Mif4gd',
  'Grb2',
  'Recql5',
  'Gm11738',
  'Cyth1',
  'Myadml2os',
  'Cybc1',
  'Cenpo',
  'AC241534.1',
  'Itsn2',
  'Gm48678',
  'Gen1',
  'Gm48605',
  'Gm48538',
  'Atp6v1c2',
  '4930549C15Rik',
  'Allc',
  'Gpr22',
  'Gm34215',
  'Gm47376',
  'Gm47373',
  'Gm47368',
  'Baz1a',
  'Gm48422',
  'Fancm',
  '5830428M24Rik',
  'Zfyve26',
  '1300014J16Rik',
  '2310015A10Rik',
  'Gm49654',
  'Map3k9',
  'Gm47447',
  'Gm26531',
  'Gm6566',
  'Tmed8',
  'Samd15',
  'Noxred1',
  'Kcnk10',
  'Gm20682',
  'Gm26839',
  'Gm19951',
  'Rps6ka5',
  'Gm36756',
  'Cpsf2',
  'Begain',
  'Gm17111',
  'Ighg2b',
  'Ighg3',
  'Ighd',
  'Ighm',
  'Adam6b',
  'Ighv5-2',
  'Ighv2-2',
  'Ighv5-4',
  'Ighv2-3',
  'Ighv5-6',
  'Ighv2-4',
  'Ighv5-9',
  'Ighv2-5',
  'Ighv5-12',
  'Ighv2-6',
  'Ighv5-9-1',
  'Ighv2-9-1',
  'Ighv2-6-8',
  'Ighv5-15',
  'Ighv5-16',
  'Ighv5-17',
  'Ighv2-9',
  'Ighv7-1',
  'Ighv14-1',
  'Ighv4-1',
  'Ighv3-1',
  'Ighv11-1',
  'Ighv14-2',
  'Ighv4-2',
  'Ighv3-2',
  'Ighv11-2',
  'Ighv14-3',
  'Ighv9-1',
  'Ighv9-3',
  'Ighv7-3',
  'Ighv14-4',
  'Ighv3-3',
  'Ighv7-4',
  'Ighv3-4',
  'Ighv3-6',
  'Ighv9-4',
  'Ighv3-8',
  'Ighv13-2',
  'Ighv12-3',
  'Ighv6-3',
  'Ighv6-6',
  'Ighv1-2',
  'Ighv10-1',
  'Ighv1-4',
  'Ighv1-5',
  'Ighv10-3',
  'Ighv1-7',
  'Ighv15-2',
  'Ighv1-9',
  'Ighv1-11',
  'Ighv1-12',
  'Ighv1-15',
  'Ighv1-18',
  'Ighv1-19',
  'Ighv1-20',
  'Ighv1-22',
  'Ighv1-26',
  'Ighv1-31',
  'Ighv1-37',
  'Ighv1-39',
  'Ighv1-41',
  'Ighv1-42',
  'Ighv1-47',
  'Ighv1-49',
  'Ighv8-5',
  'Ighv1-50',
  'Ighv1-52',
  'Ighv1-53',
  'Ighv8-6',
  'Ighv1-54',
  'Ighv1-55',
  'Ighv8-8',
  'Ighv1-59',
  'Ighv1-61',
  'Ighv1-63',
  'Ighv1-64',
  'Ighv8-11',
  'Ighv1-66',
  'Ighv1-67',
  'Ighv1-69',
  'Ighv8-12',
  'Ighv1-72',
  'Ighv1-74',
  'Ighv1-75',
  'Ighv1-76',
  'Ighv1-77',
  'Ighv1-78',
  'Ighv1-79',
  'Ighv1-80',
  'Ighv1-81',
  'Ighv1-82',
  'Ighv1-83',
  'Ighv1-84',
  'Ighv1-85',
  'Gm40653',
  'Gm47802',
  'Gm30239',
  'Ero1lb',
  'Hist1h2ai',
  'Hist1h2ap',
  'Hist1h2ah',
  'Vmn1r221',
  'Btn2a2',
  'Hist1h2ae',
  'Hist1h2bf',
  'Hist1h2ad',
  'Hist1h2bb',
  'Cmah',
  'Gm11342',
  'Ripor2',
  'Armh2',
  'Gm11365',
  'Irf4',
  'Gm29675',
  'Gm47150',
  '4933417A18Rik',
  'Ly86',
  'Gm47730',
  'Gm29458',
  'Gm48570',
  'Gm32401',
  'Gm10790',
  'Cd83',
  'Gm5083',
  'Gm47792',
  'Gm10113',
  'Gm36550',
  'Gm48190',
  'Diras2',
  'Syk',
  'Slc34a1',
  'Grk6',
  'Dok3',
  'Gm47071',
  'Gm48357',
  'Gm47918',
  'Gm47418',
  'Gm47424',
  'Cep72',
  '2310067P03Rik',
  'Mef2c',
  'C130071C03Rik',
  'Msh3',
  'Gm21976',
  'Taf9',
  'Gm29927',
  'Cd180',
  'Gm17160',
  'Adamts6',
  'Rab3c',
  'Gm15326',
  'Slc38a9',
  'B020031M17Rik',
  'Gm20767',
  'AF067061',
  'Gm11100',
  'Slc4a7',
  'Gm47782',
  'Gm31804',
  'Gm30054',
  'Dupd1',
  'Colq',
  'Chat',
  '3425401B19Rik',
  'Txndc16',
  'Gpr137c',
  'Gm49194',
  'Wdhd1',
  'Gm49303',
  'Otx2os1',
  'Rnase13',
  'Rpgrip1',
  'Olfr49',
  '5330426L24Rik',
  '4930579G18Rik',
  'Dhrs2',
  'Blk',
  'Fam167a',
  'Gm17232',
  'Chrna2',
  'Adam28',
  '1700092C10Rik',
  'Rhobtb2',
  'Pebp4',
  'Gm17233',
  'Nudt15',
  'Rubcnl',
  '4930517O19Rik',
  '1700087I21Rik',
  'Gpr18',
  'Card6',
  'Otulin',
  '4930465K09Rik',
  'Gm48960',
  'Zfp706',
  'Gm49085',
  'Gm26704',
  'Gm49439',
  'Myc',
  'Ptp4a3',
  'Ly6d',
  'Ly6k',
  'Gml',
  'Ly6m',
  'Gm39556',
  'Ly6e',
  'Gm15945',
  'Puf60',
  'Gm48952',
  'AC113595.1',
  'Apobec3',
  'Cbx7',
  'Cacna1i',
  'Shisa8',
  'Tnfrsf13c',
  '1500009C09Rik',
  'Gm29019',
  'Gm34095',
  'Prr5',
  'Gm15722',
  'Cerk',
  'Hdac10',
  'Lrrk2',
  'Pdzrn4',
  'Dbx2',
  'Scaf11',
  'Slc38a1',
  'B130046B21Rik',
  '1700120C14Rik',
  'Gm49475',
  'Gm49504',
  'Mgrn1',
  'Snn',
  'Snx29',
  'Gm4279',
  'Gm21897',
  'Gm49584',
  'Rtl10',
  '2010309G21Rik',
  'Iglc1',
  'Iglc3',
  'Iglv1',
  'Iglc4',
  'Iglc2',
  'Gm43388',
  'Iglv3',
  'Iglv2',
  'Olfr164',
  'Olfr165',
  'Olfr166',
  'Olfr167',
  'Olfr168',
  ...],
 7: ['Ppp1r42',
  'Cpa6',
  'Gm15832',
  'Rnf149',
  'Il1r2',
  'Gm16894',
  'C2cd6',
  'Gm28981',
  'Rufy4',
  'Cxcr2',
  'Cxcr1',
  'Gm28499',
  'Il19',
  'Chil1',
  'Mybph',
  'Gm28556',
  'Ptgs2',
  'Ptgs2os2',
  'Gm37362',
  'Gm16587',
  'Fcer1a',
  'Gm37800',
  'Gm37168',
  'G0s2',
  'Meig1',
  '4930551O13Rik',
  'Gm38171',
  'Il1f9',
  'Il1rn',
  'Dhrs9',
  'Platr26',
  'Smtnl1',
  'Olfr1143',
  'Olfr1233',
  'Olfr1262',
  'Hdc',
  'Gm14010',
  'Gm29010',
  'Il1b',
  'Gm14285',
  'AU019990',
  'Gm21994',
  'Rspo4os',
  'Slpi',
  'Mmp9',
  'A530013C23Rik',
  '9230111E07Rik',
  'Cass4',
  'Tubb1',
  'Sycp2',
  'Ppp1r3d',
  'Cpa3',
  'Gm43674',
  'Gm6639',
  '1700017G19Rik',
  'Hspa4l',
  'Slc7a11',
  'Gm6209',
  'S100a2',
  'S100a8',
  'S100a9',
  'Pglyrp4',
  'S100a11',
  'Cd101',
  '4930534D22Rik',
  '5730460C07Rik',
  '1700123O12Rik',
  'Gm11827',
  '4930509K18Rik',
  'Gm12496',
  'Gm11210',
  'Csf3r',
  'Ptafr',
  'Themis2',
  'Lin28a',
  'Selenon',
  'Padi4',
  'Gm13209',
  'Ccdc146',
  'Prkag2os2',
  'Gm42450',
  'A230098N10Rik',
  'Gm43660',
  'Gm42711',
  'Gm43177',
  'Tlr6',
  'Cxcl3',
  'Cxcl2',
  'Gm43688',
  'Gm8013',
  'Antxr2',
  '4930519G04Rik',
  'Gm9936',
  'Gm13822',
  'Oas1e',
  'Myl2',
  'Hcar2',
  'Tmem132b',
  'Gm43156',
  'Gm29264',
  'Gm26807',
  'Olfr461',
  'Olfr460',
  'Tas2r135',
  'Gm38811',
  '4921529L05Rik',
  'Vmn1r28',
  '4933431G14Rik',
  'Sfxn5',
  'Asprv1',
  'Mxd1',
  'Abtb1',
  'Vmn1r54',
  'Prok2',
  'Tmem40',
  '9530062K07Rik',
  'Alox5',
  'Gm16556',
  'Slc2a3',
  'Clec4d',
  'Clec4e',
  'Vmn2r19',
  'Scnn1a',
  'Gm28809',
  'Gm26728',
  '2310001H17Rik',
  'Olr1',
  'Gm44140',
  'Gm7457',
  'Gm31108',
  'Far2',
  '1700003I16Rik',
  'AU018091',
  'Nlrp12',
  'Tarm1',
  'Gm14548',
  'Lilra6',
  'Vmn1r60',
  'Sult2a2',
  'C5ar1',
  'Pglyrp1',
  'Gm44698',
  'Gm44658',
  'Gm36159',
  'Ceacam10',
  'Dedd2',
  'Siglecf',
  '4931406B18Rik',
  'Gm2511',
  'Cd33',
  'Ldhc',
  'Mrgpra2a',
  'Mrgpra2b',
  'Gm44734',
  'Gm45014',
  'Ubqlnl',
  'Olfm5',
  'Trim30b',
  'Gm35147',
  'Adam8',
  'Ifitm1',
  'Retn',
  'Gm39121',
  'Defb40',
  'Defb12',
  'Gm31045',
  'B930018H19Rik',
  'Gm39168',
  'Gm45253',
  'Cenpu',
  'Gm45607',
  'Neil3',
  'Scrg1',
  'Gm35368',
  'Olfr372',
  'Il15',
  'Capns2',
  'Jph3',
  'Gm20406',
  'Il17c',
  'Pate1',
  'Gm39321',
  'Dmxl2',
  'Cyp11a1',
  'Gm33180',
  'Tmem202',
  '4933433G08Rik',
  'Kif23',
  'Aqp9',
  'Gm32511',
  'D430036J16Rik',
  '4930579C12Rik',
  'Zic4',
  'Camp',
  'Ngp',
  'Ltf',
  'Ccrl2',
  'Entpd3',
  'Ccr1',
  'B230208H11Rik',
  'Stx11',
  'Gm48483',
  'Vnn3',
  'Gm26535',
  'Lilr4b',
  'Gm17455',
  'Srgn',
  'Gm32515',
  '1700025N21Rik',
  'E230014E18Rik',
  'Platr7',
  'Gm47599',
  '1110019B22Rik',
  'Gm47708',
  'Gm47719',
  'Gm5426',
  '4930459C07Rik',
  'Gm35035',
  'Gm29685',
  'Glipr1l3',
  'Gm3942',
  'Taf7l2',
  'Gm47958',
  'Gm40787',
  'Olfr777',
  'Osm',
  'Abca13',
  'Plek',
  '4930524B15Rik',
  '4930438A08Rik',
  'Nlrp3',
  'Rnf112',
  'Myh4',
  'Ndel1',
  'Alox15',
  'Slc6a4',
  'Slfn4',
  'Rpl9-ps1',
  'Lhx1',
  'Lhx1os',
  'Gm11626',
  'Cd300lf',
  'Gm11752',
  'Slc16a3',
  'Gm28192',
  '4930511A02Rik',
  'Gm47808',
  '4930480M12Rik',
  'Prps1l1',
  'F730035M05Rik',
  'Arg2',
  'Rdh12',
  'Gm20036',
  'Gm16596',
  'Tnfaip2',
  'Ighv8-10',
  'Gm5441',
  'Gm40663',
  'Gm47408',
  'Gpx5',
  'Gpx6',
  'Gm48707',
  'Gm40915',
  'Ofcc1',
  'Gm31683',
  'Gm32184',
  'Gm36101',
  'Gm48051',
  'Gm47359',
  '5430425K12Rik',
  'Gm49375',
  'Gm34388',
  '4930526H09Rik',
  'Gm34471',
  'Gm3411',
  'Anxa11',
  'Anxa11os',
  'Ptgdr',
  'Cebpe',
  'Mcpt8',
  'Amer2',
  'Gm17116',
  'Sftpc',
  'Gm34589',
  '4933432I03Rik',
  'Gm34643',
  'Acod1',
  'Ankrd33b',
  'Gm49224',
  '2310043O21Rik',
  'Trib1',
  'Gsdmc4',
  'Gm17140',
  'Ly6g',
  'Grina',
  'Mirt2',
  'Spatc1',
  'Gm49476',
  'Krt81',
  'Olfr15',
  'Gm21859',
  'A930003A15Rik',
  'Il1rap',
  'Gm15729',
  'Gm15657',
  'Stfa2l1',
  'Cstdc4',
  'Csta3',
  'Csta2',
  'Stfa1',
  'Cstdc6',
  'Cstdc5',
  'Gm15845',
  'Stfa2',
  'Stfa3',
  'Cd200r3',
  'Retnlb',
  'Retnlg',
  '1700041M19Rik',
  '2310043M15Rik',
  '1600002D24Rik',
  '2810404F17Rik',
  'Itgb2l',
  'Gm1604a',
  'Gm16169',
  'Unc93a',
  'Fpr2',
  'Vmn2r108',
  'Gm50022',
  'Prss34',
  'Prss28',
  'Armc12',
  'Pnpla1',
  'Rab44',
  '4833413E03Rik',
  'Pram1',
  '1700071M16Rik',
  '9830107B12Rik',
  'A530064D06Rik',
  'Trem1',
  'Trem3',
  'Gm49888',
  '1600022D10Rik',
  'Gm19696',
  'Lmnb1',
  'Gm15345',
  'Gm50221',
  'F830208F22Rik',
  'Aldh3b2',
  'Slc22a20',
  '9830166K06Rik',
  'Gm36913',
  'Ms4a2',
  'Gm50276',
  'Gm50341',
  'Foxd4',
  'Ankrd22',
  'Ifit1bl2',
  'Entpd1',
  'Cc2d2b',
  'Mirt1',
  '4833407H14Rik',
  'Gata1',
  'F630028O10Rik',
  'Gm29554'],
 8: ['St18',
  'Bend6',
  'Gm28417',
  '4930568A12Rik',
  'Plekhb2',
  'Gm33280',
  'Creg2',
  'Il1rl2',
  'Gm5269',
  'Cryge',
  'March4',
  'Ankar',
  'Gm28100',
  'Glrp1',
  'Tnfrsf11a',
  'Gm7160',
  'Tmem37',
  'Marco',
  'Kif14',
  'Pla2g4a',
  'Gm29291',
  'A830008E24Rik',
  'Creg1',
  'Nuf2',
  'Fcgr4',
  'Igsf8',
  'Kcnj9',
  'Kcnj10',
  'Gm31728',
  '1700112H15Rik',
  'Pacc1',
  'Gm13391',
  'Tmem141',
  'Fcna',
  'Gbgt1',
  'Gm10134',
  'St6galnac4',
  'Gm13404',
  '9030204H09Rik',
  'Ccdc148',
  '5330411J11Rik',
  'Gm13663',
  'Gm13708',
  'Gm13657',
  'Gm14461',
  'Gm13710',
  'Ube2l6',
  'Nr1h3',
  'Acp2',
  'Slc1a2',
  '4931422A03Rik',
  '1700054M17Rik',
  'Gm13994',
  'Slc12a1',
  'Gm17555',
  'Blvra',
  'Bub1',
  'Siglec1',
  'Abhd12',
  'E2f1',
  '9130015L21Rik',
  'Mafb',
  'Gm14221',
  'Rims4',
  'Pltp',
  '5031425F14Rik',
  '1700017J07Rik',
  'Bcas1',
  'Nceh1',
  'Ccna2',
  'Gm43821',
  'Slc25a31',
  'P2ry13',
  'P2ry12',
  'Gm37696',
  'B430305J03Rik',
  'B3galnt1',
  'Gm3513',
  '4930589L23Rik',
  'Gm16000',
  'Cd1d1',
  'Fcrls',
  'Cd5l',
  'Iqgap3',
  'Gm15444',
  'Fcgr1',
  'Kcna2',
  'Gpr61',
  'Gm12523',
  'Gm43109',
  'Gm26544',
  'Sass6',
  'Gm43569',
  'Gbp3',
  'Gbp2b',
  'AI606473',
  'Gm15577',
  '4930430E12Rik',
  'Rad54b',
  'Gm11846',
  'Atp6v0d2',
  'Pou3f2',
  'Bach2os',
  'Tgfbr1',
  'Abca1',
  'AI427809',
  'Tmem268',
  'Gm11261',
  'Ifnb1',
  'Ifna2',
  'Gm12606',
  'C130073F10Rik',
  'Tctex1d4',
  'Kif2c',
  'Ermap',
  'Rims3',
  '4933435F18Rik',
  'Tlr12',
  'Gm12958',
  'Gm12970',
  'Gm26716',
  'Gm12977',
  'C1qb',
  'C1qc',
  'C1qa',
  'Pla2g2d',
  'Atp13a2',
  'Plekhm2',
  '4930455G09Rik',
  'Gm13073',
  'Car6',
  'Hes2',
  'Asb10',
  'En2',
  'Cnpy1',
  'Cfap99',
  'Nfxl1',
  'Adgrl3',
  'Dck',
  'Pf4',
  'Gm42530',
  'Cxcl13',
  'Rasgef1b',
  'Gm29707',
  'Zfp951',
  'Abcg3',
  'Gbp8',
  'Vmn2r12',
  'Cmklr1',
  'Oasl1',
  'Ksr2',
  'Oas2',
  'Oas1g',
  'Trafd1',
  'Gm38102',
  'Ccl24',
  'Pilra',
  'Pilrb1',
  'Pilrb2',
  'Map11',
  'Stag3',
  'Usp12',
  '1700041I07Rik',
  'Gm20005',
  'Dync1i1',
  'Kcp',
  'Plxna4os1',
  'Gm14546',
  'Tbxas1',
  '8030453O22Rik',
  'Trbv6',
  'Gpnmb',
  '1700094M24Rik',
  'Hpgds',
  'Gm44271',
  'Gm38843',
  'Clec4f',
  'Cd207',
  'Gm34312',
  'Tafa1',
  'Mitf',
  'Slc6a1',
  'Gm44206',
  'Gm44957',
  'Rimklb',
  'Gdf3',
  'Dppa3',
  'C3ar1',
  'Clec4b1',
  'Clec4n',
  'Gm43971',
  'Cd163',
  'Gm19434',
  'Gm44275',
  'Smco3',
  'Lair1',
  '9430041J12Rik',
  'Lilra5',
  'Olfr1348',
  'Vmn1r80',
  'Vmn2r53',
  'Pla2g4c',
  'Dmpk',
  'Gm4598',
  'Axl',
  'Vmn1r184',
  'Pld3',
  'Gm26604',
  'D7Ertd128e',
  'Mag',
  'Siglece',
  'Klk1b1',
  'Gm9999',
  'Gm45474',
  'Tmem86a',
  'Gm44968',
  'Tmc3',
  'Ctsc',
  'Gm44751',
  'Gm19656',
  'P2ry6',
  'Folr2',
  'Tomt',
  'Il18bp',
  'Olfr69',
  'Trim30c',
  'Abca14',
  'Plk1',
  'Chp2',
  'Slc5a11',
  'Gm44850',
  'Gm33027',
  'Paox',
  'Irf7',
  'Tspan32os',
  'Tpcn2',
  'Cd209f',
  'Cd209g',
  'AF366264',
  'Gm15056',
  'Gm45572',
  '4930512H18Rik',
  'Ddx60',
  'Lpl',
  'Gm33103',
  'Unc13a',
  'Hmox1',
  '1700011L22Rik',
  'Gm30329',
  'Gm45823',
  'Dnase2a',
  'Gm45472',
  'Lpcat2',
  'Pla2g15',
  'Zfp90',
  '1110028F18Rik',
  'Ntpcr',
  'Mmp13',
  'Mmp12',
  'Mmp27',
  'Gm47557',
  'Slc37a2',
  'Gm48284',
  'Trim29',
  'Gm36855',
  'BC049352',
  'Fxyd2',
  'Bco2',
  'Rab39',
  'Myo9a',
  'Gm10642',
  'Sh3bgrl2',
  'Ttk',
  'Gm48832',
  'Paqr9',
  'Gm35025',
  'Prss42',
  'Gm31410',
  'Gm34425',
  'Ccr3',
  'Adgb',
  'Rab32',
  'Gm28289',
  '1700020N01Rik',
  'Platr6',
  'Eya4',
  'Gm15199',
  'Gm47815',
  'Gm48061',
  'Gm36065',
  'Fabp7',
  'Gm4981',
  'Sgpl1',
  'Tmem26',
  'Slc16a9',
  'Trpm2',
  'Mfsd12',
  'Gm6729',
  'Igf1',
  'Spic',
  'Gas2l3',
  'Gm5427',
  'Gm16239',
  'Gm32552',
  'Gm46204',
  'A130077B15Rik',
  'Gm16217',
  'Hmmr',
  'Gm12146',
  'Timd4',
  'Gm5431',
  'Pdlim4',
  'Gm12257',
  'Tekt3',
  'Hes7',
  'Pimreg',
  'Aspa',
  'Nos2',
  'Rab11fip4os1',
  'Adap2',
  'Adap2os',
  'Ccl12',
  'Ccl8',
  'Wfdc17',
  'Wfdc18',
  'Tex14',
  'Eme1',
  'Cdc34b',
  'Srcin1',
  'Tns4',
  'Hap1',
  'Gm20394',
  'Tanc2',
  'Tcam1',
  'Kcnj16',
  'Ttyh2',
  'Cd300ld',
  'Cd300ld4',
  'Cd300ld3',
  'Qrich2',
  'Tk1',
  'Engase',
  'Tspan10',
  'Sectm1a',
  'Gm26520',
  'Dnmt3aos',
  'Gm33111',
  'Nampt',
  'Hdac9',
  'Gm47375',
  'Mis18bp1',
  'Lrr1',
  'Gm50278',
  'Heatr4',
  'Gm8378',
  'Kcnk13',
  '4930477G07Rik',
  'Gm15523',
  'Otub2',
  '4921507G05Rik',
  'Gm26912',
  'Gm10425',
  'Ncapg2',
  'Aoah',
  'Hist1h2af',
  'Hist1h3d',
  'Hist1h3b',
  '4930447K03Rik',
  'Gm47754',
  'Gm34466',
  'Hk3',
  'Cxcl14',
  'Gm10782',
  'Gm19866',
  'Ctla2b',
  '6720489N17Rik',
  '1700084F23Rik',
  'Trip13',
  'Ahrr',
  'Ftl1-ps1',
  'Gm48102',
  'Wdr41',
  'Pde8b',
  'Gm5086',
  'Naip1',
  'Gm33045',
  'Hesx1',
  'Gm35823',
  'Ncoa4',
  'Tmem273',
  'Rgr',
  'Nrg3',
  'Gm8113',
  'Gm49099',
  'Ptger2',
  'Ddhd1',
  'A530076I17Rik',
  'Slc7a8',
  'Tgm1',
  'Dhrs1',
  'Rnf17',
  'Defb30',
  'Ctsb',
  'Pbk',
  'Adam2',
  'Adamdec1',
  'Rcbtb2',
  'Lacc1',
  'D130079A08Rik',
  'D130009I18Rik',
  '5430440P10Rik',
  'C6',
  'Slc1a3',
  'Skp2',
  'Lrp12',
  'AU022793',
  'Tbc1d31',
  'Gm15943',
  'Fer1l6',
  'Gm20717',
  'Gm27153',
  'Gm26634',
  '7530414M10Rik',
  'Smc1b',
  'Ribc2',
  'Tmem117',
  'Gm49169',
  'Lalba',
  'Troap',
  'Gm16537',
  'Gm5478',
  'Itgb5',
  'Retnla',
  'G730013B05Rik',
  'Gm49617',
  'Zdhhc14',
  'A230009B12Rik',
  'Gpr31b',
  'Fpr1',
  'Prss29',
  'Mdga1',
  'Umodl1',
  'Gm50105',
  'Col11a2',
  'Btnl6',
  'Ppt2',
  'Hspa1l',
  'Aif1',
  'H2-M2',
  'Olfr110',
  'Olfr111',
  'Gm17080',
  'Gm35692',
  'Treml4',
  'B430306N03Rik',
  'Trem2',
  'Adgre1',
  'Gm47471',
  'Epb41l3',
  'Gm41611',
  'Cabyr',
  'Gm44577',
  'Pcdhac2',
  '2010320O07Rik',
  'Gm31087',
  'Gm50227',
  'Gm46637',
  'Gm41750',
  'Ska1',
  'Kcng2',
  '4933401L05Rik',
  'Cndp2',
  'Gm41804',
  'Gm30042',
  'Slc15a3',
  'Gm10802',
  'Ms4a14',
  'Ms4a7',
  'Ms4a6d',
  'Olfr1450',
  'Prune2',
  'Cep55',
  'Arhgap19',
  'Gm50334',
  'Neurl1a',
  'Tcf7l2',
  'Ppnr',
  'Nrap',
  'Adrb1',
  'Gm50100',
  'Cacna1f',
  'Syn1',
  'Cfp',
  'Slc25a43',
  'Atp1b4',
  'A630012P03Rik',
  '4930502E18Rik',
  'Xlr',
  'Mcf2',
  'Mtm1',
  'Plxnb3',
  'Pet2',
  'Vsig4',
  'Tex16',
  'Nxf7',
  'Tcp11x2',
  'Cldn34b2'],
 9: ['Xkr4',
  'Gm19938',
  'Sntg1',
  'Sulf1',
  'Gm9947',
  'Msc',
  'Kcnb2',
  'Gdap1',
  'Pi15',
  'Tfap2b',
  'Rims1',
  'Col19a1',
  'Khdrbs2',
  'Dst',
  'Vwa3b',
  'Lonrf2',
  'Gm3646',
  'Pou3f3',
  'Fhl2',
  'Ecrg4',
  'Gulp1',
  'Col3a1',
  'Col5a2',
  'Gm28322',
  'Gm28055',
  '1700019D03Rik',
  'Dnah7a',
  'Plcl1',
  'Sgo2a',
  'Aox4',
  'Cdk15',
  'Gm29016',
  'Gpr1',
  'Gm13749',
  'Mettl21a',
  'Myl1',
  'Tmem169',
  'Igfbp5',
  'Gpbar1',
  'Catip',
  'Wnt6',
  'Cdk5r2',
  'Des',
  'Gm15179',
  'Speg',
  'Asic4',
  'Chpf',
  'Gm28386',
  'Gm29536',
  'Kcne4',
  'Serpine2',
  'Irs1',
  'Gm9747',
  'Slc19a3',
  'Sphkap',
  'Dner',
  'Gbx2',
  'D130058E05Rik',
  'Ackr3',
  'Col6a3',
  'Klhl30',
  'Erfe',
  'Gm29100',
  'Twist2',
  'Gm29101',
  'Cdh7',
  'Cntnap5a',
  'Gli2',
  'Gm26831',
  'Steap3',
  'Celrr',
  '2210011K15Rik',
  'Nckap5',
  'Nfasc',
  'Ren1',
  'Optc',
  'Prelp',
  'Fmod',
  'Gm26783',
  'Syt2',
  'Ppp1r12b',
  'Lgr6',
  'Lmod1',
  'Phlda3',
  'Tnni1',
  'Tnnt2',
  'Crb1',
  'Cfh',
  'Prg4',
  'Lamc1',
  'Rgsl1',
  'Gm5532',
  'Lhx4',
  'Brinp2',
  'Astn1',
  'Pappa2',
  'Gm38039',
  'Tnn',
  'Gm38304',
  'Myoc',
  'Prrx1',
  'Dpt',
  'Gpr161',
  'Dusp27',
  'Ildr2',
  '5330438I03Rik',
  'Lmx1a',
  'Rgs4',
  'Ddr2',
  'Gm37502',
  'Olfml2b',
  'Pcp4l1',
  'Adamts4',
  'Atp1a2',
  'Cadm3',
  'Spta1',
  'Fmn2',
  'Grem2',
  'Rgs7',
  'Kif26b',
  'Stum',
  'Gm37885',
  'Mark1',
  'Gm37662',
  'Kcnk2',
  '2900042K21Rik',
  'A430027H14Rik',
  'Gm26574',
  'Gm15867',
  'Hsd11b1',
  'Camk1g',
  'Cd34',
  'Gm37027',
  'Gm13187',
  'Ccdc3',
  'Gm10855',
  'Gm10115',
  'Cubn',
  'Cacnb2',
  'Gm10848',
  'Plxdc2',
  'H2al2a',
  'Carlr',
  'Gm33940',
  'Entpd2',
  'Ajm1',
  'Lcn8',
  'Lcn11',
  'Kcnt1',
  'Adamts13',
  'Adamtsl2',
  'Dbhos',
  'Sardhos',
  '2810430I11Rik',
  'Col5a1',
  'Cercam',
  'Gm14488',
  'Prrx2',
  'Ptges',
  'Ncs1',
  'Hmcn2',
  'Dnm1',
  'St6galnac6',
  'Ak1',
  'Garnl3',
  'Angptl2',
  'C130021I20Rik',
  'Gsn',
  'Gm13446',
  'Lhx2',
  'Olfml2a',
  'Gm13470',
  'Tnfaip6',
  'Cacnb4',
  'Galnt5',
  'Acvr1c',
  'Gm13558',
  'Gm13583',
  'Slc4a10',
  'Fap',
  'Slc38a11',
  'Scn2a',
  'Scn1a',
  'Scn7a',
  'Klhl23',
  'Sp5',
  'Cybrd1',
  'Map3k20',
  'Gm13707',
  'Hoxd3os1',
  'Hoxd8',
  'Gm13652',
  'Ppp1r1c',
  'Pde1a',
  'Frzb',
  'Fam171b',
  'Ypel4',
  'Serping1',
  'Slc43a1',
  'Rtn4rl2',
  'Lrrc55',
  'Gm13715',
  'Olfr1029',
  'Olfr1030',
  'Olfr1032',
  'Olfr1033',
  'Olfr1034',
  'Olfr1036',
  'Olfr1037',
  'Olfr1039',
  'Olfr1122',
  'Olfr1152',
  'Creb3l1',
  'Syt13',
  '4631405J19Rik',
  'Alx4',
  'Mir670hg',
  'Lrrc4c',
  'Rag2',
  'Gm13881',
  'D430041D05Rik',
  'Wt1os',
  'Wt1',
  'Paupar',
  'Fibin',
  'Ano3',
  'Muc15',
  'Nutm1',
  'Grem1',
  'Actc1',
  'Gm13986',
  'Gpr176',
  'Epb42',
  'Map1a',
  'Terb2',
  'Duoxa1',
  'Duox1',
  'Gm14003',
  'Fbn1',
  'Gm9913',
  'Shc4',
  'Fgf7',
  'Adra2b',
  'Gpat2',
  'Fbln7',
  '4933427J07Rik',
  'Gm28196',
  'Cpxm1',
  '1700020A23Rik',
  'Erv3',
  'Prnp',
  'Chgb',
  'Lamp5',
  'Pcsk2',
  'Bfsp1',
  'Slc24a3',
  '4921509C19Rik',
  'Angpt4',
  'Rem1',
  'Cox4i2',
  'Mylk2',
  'Foxs1',
  'Bpifb1',
  'Necab3',
  'a',
  'Myl9',
  'Gm20412',
  '1700060C20Rik',
  'Emilin3',
  'Gm14228',
  'Ptprt',
  'Jph2',
  'Gdap1l1',
  'Ccn5',
  'Matn4',
  'Rbpjl',
  'Wfdc6a',
  'Wfdc13',
  'Slc2a10',
  'Ptgis',
  'Gm14291',
  'Snai1',
  'Gm11476',
  '1200007C13Rik',
  'Kcng1',
  'Dok5',
  'Gm14273',
  'Pmepa1os',
  'Gm14412',
  'Cdh26',
  'B230312C02Rik',
  'Eef1a2',
  'Myt1',
  'Gm17308',
  'Cyp7b1',
  'Nlgn1',
  'Ghsr',
  'Usp13',
  'Pex5l',
  'Sox2',
  'Fgf2',
  'Pcdh10',
  'Pcdh18',
  'Lhfp',
  'Gm43803',
  'Trpc4',
  'Postn',
  'Dclk1',
  'Mab21l1',
  'Gm43376',
  'Igsf10',
  'Vmn2r7',
  'Ptx3',
  'Gm37971',
  'Glrb',
  'Gucy1b1',
  'Gucy1a1',
  'Rbm46',
  'Lrat',
  'Gm10710',
  'Dchs2',
  'Gm38096',
  'Sfrp2',
  'Gm6525',
  'Tigd4',
  'Mab21l2',
  'Kirrel',
  'Gm37855',
  'Ntrk1',
  'Lmna',
  'Gm43713',
  'Thbs3',
  'Dcst2',
  'Kcnn3',
  'S100a7a',
  'Tchh',
  'Gm43401',
  'Riiad1',
  'Sema6c',
  'Gm128',
  'Ctsk',
  'Ecm1',
  'Sv2a',
  '4930477E14Rik',
  'Ankrd34a',
  'Itga10',
  'Ankrd35',
  'Prkab2',
  'Tbx15',
  'Spag17',
  'Ptgfrn',
  'Casq2',
  'Gm42678',
  'Nr1h5',
  'Olfml3',
  'Wnt2b',
  'Gm43846',
  'Kcnd3os',
  'Kcnd3',
  'Gm43847',
  'Inka2',
  'Kcnc4',
  'Slc6a17',
  'Aknad1',
  'Col11a1',
  'Gpr88',
  'Pde5a',
  '4930447N08Rik',
  'Myoz2',
  'Synpo2',
  'Ndst3',
  'Tram1l1',
  'Arsj',
  'Gm15551',
  'Gm16958',
  'Pitx2',
  'Col25a1',
  'Dkk2',
  'Npnt',
  'Tacr3',
  'Gm5105',
  '1110002E22Rik',
  'Gm15688',
  'Unc5c',
  'Bmpr1b',
  'Col24a1',
  'Ak5',
  'AI115009',
  'St6galnac5',
  'Lhx8',
  '4930570G19Rik',
  'Negr1',
  'Ptger3',
  'Penk',
  'A830012C17Rik',
  'Gdf6',
  'Runx1t1',
  'Calb1',
  'Mmp16',
  'Nkain3',
  'Fhl5',
  'Gm12381',
  'Tmem215',
  'Myorg',
  'Gm12404',
  'Il11ra1',
  'Gm13307',
  'Gm20878',
  'Gm13306',
  'Gm12395',
  'Ccl19',
  'Gm12394',
  'Fam205a1',
  'Phf24',
  '1700022I11Rik',
  'Arhgef39',
  'Tpm2',
  'Reck',
  'Col15a1',
  'Grin3a',
  'Tal2',
  '2310081O03Rik',
  'Pakap',
  'Svep1',
  'Musk',
  'Lpar1',
  'Gm12580',
  'Olfr267',
  'Tnc',
  'Pappa',
  'Astn2',
  'Cer1',
  'Frem1',
  'Bnc2',
  'Adamtsl1',
  'Saxo1',
  'E130114P18Rik',
  'Cachd1',
  'Sgip1',
  'Gm12709',
  'Tmem61',
  'Glis1',
  'Slc1a7',
  'Podn',
  'Gm12830',
  'Slc6a9',
  'Ccdc24',
  'Artn',
  '9530034E10Rik',
  'Gm12863',
  'Tmem269',
  'P3h1',
  'Kcnq4',
  'Heyl',
  '4933427I04Rik',
  'Rspo1',
  'Grik3',
  '2610028E06Rik',
  'Col8a2',
  'Gjb5',
  'Hpca',
  'Fndc5',
  'Gm12976',
  'Sync',
  'Gm12963',
  'Col16a1',
  'Hcrtr1',
  'Gm12992',
  'Map3k6',
  'Trnp1',
  'Trim63',
  'Myom3',
  'Asap3',
  'Htr1d',
  'Ephb2',
  'Epha8',
  'Gm13010',
  'Pla2g2e',
  'Htr6',
  'Nbl1',
  'Pax7',
  'Igsf21',
  'Mfap2',
  'Hspb7',
  'Fblim1',
  'Pdpn',
  'Pramel4',
  'Gm13102',
  'Oog3',
  'Pramel5',
  'Pramef12',
  'Zfp981',
  'Angptl7',
  'Gpr153',
  'Rnf207',
  'Chd5',
  'Ccdc27',
  'Gm13134',
  'Gm13112',
  'Mmp23',
  'Vwa1',
  'Tmem88b',
  'Mxra8',
  'Perm1',
  'Fzd1',
  'Gm8773',
  'Zfp804b',
  'Steap4',
  'Adam22',
  'Grm3',
  'Sema3a',
  'Cacna2d1',
  'Gnai1',
  '4921504A21Rik',
  'Magi2',
  'Gm29254',
  'Lrrc17',
  'Reln',
  'Gm16110',
  'Kcnh2',
  'Smarcd3',
  'Actr3b',
  'Gm1979',
  'Gm7361',
  'Il6',
  '3110082J24Rik',
  'Garem2',
  'Adgrf3',
  'Gm9899',
  'Kcnk3',
  'Plb1',
  'Spon2',
  'Cpz',
  'Htra3',
  'Ablim2',
  'Afap1',
  'Sorcs2',
  'Msx1',
  'Nsg1',
  'Otop1',
  'C1qtnf7',
  'Gm15866',
  'Gm36017',
  'Slit2',
  '4930448I18Rik',
  'Sod3',
  'Lgi2',
  '8030423F21Rik',
  'Gm10440',
  '4932441J04Rik',
  'Pcdh7',
  'Ugdh',
  'Uchl1',
  'Shisa3',
  'Gm15478',
  'Gabra4',
  'Gabrb1',
  'Corin',
  'Gm20647',
  'AU023070',
  'Gm34411',
  'Rasl11b',
  'Gm6116',
  'Pdgfra',
  'Gm43101',
  'C530008M17Rik',
  'Thegl',
  'Gnrhr',
  'Sult1e1',
  'Gm42912',
  'Adamts3',
  'Gm43086',
  'Cxcl1',
  'Ereg',
  'Gm33609',
  'Bmp3',
  'Prkg2',
  'Nkx6-1',
  'Mapk10',
  'Slc10a6',
  'Sparcl1',
  'Gm26703',
  'Dmp1',
  'Gm42518',
  'Gm42517',
  'Gm10419',
  'Mn1',
  'E130006D01Rik',
  'Asphd2',
  'Sez6l',
  'Myo18b',
  'Tmem119',
  'Gm42797',
  'Svop',
  'Cabp1',
  'Tmem233',
  'Ccdc60',
  'Hrk',
  'Rnft2',
  'Tbx3os1',
  'Gm16064',
  'Tbx3',
  '1700021F13Rik',
  'Gm43050',
  'Tbx5',
  'Adam1b',
  'Wdr66',
  'Hcar1',
  'Tmem132c',
  'Fzd10os',
  'Fzd10',
  'Adgrd1',
  'Mmp17',
  'Tpst1',
  'Galnt17',
  'Gm43166',
  'Gm29681',
  'Gm15627',
  'Eln',
  'Serpine1',
  'Pcolce',
  'Fbxo24',
  'Irs3',
  'Gm15498',
  'Gal3st4',
  'Prkar1b',
  'Elfn1',
  'Sdk1',
  'Radil',
  'Papolb',
  'Cyp3a57',
  'Wasf3',
  'Rasl11a',
  'Mtus2',
  '8430423G03Rik',
  'Medag',
  'Tex26',
  '4933425D22Rik',
  'Col1a2',
  'Peg10',
  'Gm20619',
  'Dlx6os1',
  'Dlx5',
  'Tac1',
  'Col28a1',
  'Nxph1',
  'Gpr85',
  'Gm15581',
  'Gm29591',
  'Cped1',
  'Wnt16',
  'Flnc',
  '1700012A03Rik',
  'Plxna4os2',
  'Gm13861',
  'Agbl3',
  'Fam180a',
  '9330158H04Rik',
  'Chrm2',
  'Ptn',
  'Tmem178b',
  'Gm26638',
  'Fam131b',
  'Olfr455',
  'Cntnap2',
  'Rarres2',
  'Doxl1',
  'Npy',
  'Tril',
  'Gm16499-1',
  'Scrn1',
  'Mturn',
  'Crhr2',
  'Inmt',
  '6430584L05Rik',
  'Adcyap1r1',
  'Nap1l5',
  'Gm45060',
  'Prdm5',
  '1700040L08Rik',
  'Gm20560',
  'Reg2',
  'B230319C09Rik',
  'Actg2',
  'Emx1',
  'Fbxo41',
  'Nat8f7',
  'Nat8f3',
  'Nat8f6',
  'Nat8f5',
  'Add2',
  'Antxr1',
  'Bmp10',
  'Prokr1',
  'H1fx',
  'Podxl2',
  'Vmn1r46',
  'Cfap100',
  'Grip2',
  'A730049H05Rik',
  'Gm15737',
  'Tafa4',
  'Gm32592',
  'Gm765',
  'Gpr27',
  'Gxylt2',
  'Pdzrn3',
  'Gm26911',
  'Chl1',
  'Cntn6',
  'Grm7',
  '5031434C07Rik',
  'Cav3',
  'Lhfpl4',
  'Cxcl12',
  'Gm7292',
  'Cacna1c',
  'Wnt5b',
  'Iqsec3',
  'Mfap5',
  'C1ra',
  'C1s1',
  'Gm16567',
  'C1s2',
  'Eno2',
  'P3h3',
  'A230083G16Rik',
  'Kcna5',
  'Kcna1',
  'Kcna6',
  'Fgf23',
  'Platr31',
  'Gm38404',
  'Prmt8',
  'Gm38901',
  'Tspan11',
  '9330102E08Rik',
  'Gm15862',
  'Nrip2',
  'Gm10069',
  'Emp1',
  'Grin2b',
  'Mgp',
  'Lmo3',
  'Rergl',
  'Gm30524',
  'Gm28523',
  'Pde3a',
  'Slco1c1',
  'Abcc9',
  'Gm15704',
  'Sspn',
  'Arntl2',
  'Smco2',
  'Mansc4',
  'Pthlh',
  'Gm17216',
  'Tmtc1',
  'Cacng7',
  'Fam71e2',
  'Il11',
  'Ssc5d',
  'Rfpl4',
  'Zim1',
  'Peg3',
  'Zik1',
  'Gm38947',
  'Bsph1',
  'Ehd2',
  'Slc8a2',
  'Dact3',
  'Gng8',
  'Hif3a',
  'Mill2',
  'Ppm1n',
  'Rtn2',
  'Gm36694',
  'Zfp575',
  'Gm15567',
  'Numbl',
  'Hipk4',
  'Selenov',
  'Gm44710',
  'Gm10648',
  'Dpf1',
  'Clip3',
  'Hspb6',
  'Etv2',
  'Pmis2',
  'Krtdap',
  'Fxyd7',
  'Lgi4',
  'Gm12763',
  'Gm44837',
  'Kctd15',
  'Zfp536',
  '4933404I11Rik',
  'Vstm2b',
  '4933421I07Rik',
  'Iglon5',
  'Klk14',
  'Gm15517',
  'Clec11a',
  'Lrrc4b',
  'Tsks',
  'Cpt1c',
  'Slc17a7',
  'Hrc',
  'Ppfia3',
  'Plekha4',
  'Abcc8',
  'Gm45486',
  'Tph1',
  'Nell1',
  'Ano5',
  'Luzp2',
  'Gabrg3',
  'Gm38393',
  'Snrpn',
  'B230209E15Rik',
  'A330076H08Rik',
  'Ndn',
  'Chrna7',
  'Apba2',
  'Gm20684',
  'Pcsk6',
  'Aldh1a3',
  'Synm',
  'Gm44691',
  'Gm29683',
  'Gm28258',
  'Gm35842',
  'Gm44812',
  'Gm30075',
  'A730056A06Rik',
  'Ntrk3',
  'Gm9885',
  'Acan',
  'Alpk3',
  'Ap3b2',
  'Bnc1',
  'Adamtsl3',
  'Gm2115',
  'Folh1',
  'Nox4',
  'Prss23',
  'Prss23os',
  'Dlg2',
  'Gm45159',
  'Usp35',
  'A630091E08Rik',
  'Gm26705',
  'Map6',
  'Phox2a',
  'Olfr548-ps1',
  'Olfr553',
  'Olfr558',
  'Olfr78',
  'Olfr560',
  'Gm5901',
  'Cavin3',
  'Olfml1',
  'Gm44773',
  'Gm45040',
  'Stk33',
  '1700095J03Rik',
  'Trim66',
  'Scube2',
  'Mrvi1',
  'Parvaos',
  'Spon1',
  'Gm45151',
  'Syt17',
  'B230311B06Rik',
  'Gm45847',
  'Gm27040',
  'Hs3st4',
  'Gm15338',
  'Gsg1l',
  'Nupr1',
  'Doc2a',
  'Stx1b',
  'Slc5a2',
  'Gm4265',
  'Htra1',
  'Cpxm2',
  'Gm15677',
  'Oat',
  'Gm45670',
  'Gm45397',
  'Jakmip3',
  'Adgra1',
  'Msx3',
  'Sprn',
  'C330022C24Rik',
  'Cox8b',
  'Cend1',
  'Gm20501',
  'Gm45889',
  'Osbpl5',
  'Mrgprg',
  'Gm44929',
  'Fgf15',
  'Mrgprf',
  'Gm45076',
  'Tnfsf13b',
  'Gm32540',
  'B930025P03Rik',
  '3930402G23Rik',
  'Gm44956',
  'Adprhl1',
  'Gm31371',
  'Defa21',
  'Defb50',
  'Defb2',
  'Defb15',
  'Plat',
  'Ank1',
  'Sfrp1',
  'Adam5',
  'Htra4',
  'Star',
  'Kcnu1',
  'Gm32050',
  'Gm45370',
  'Gm32389',
  'Got1l1',
  'Rnf122',
  '7420700N18Rik',
  'Tex15',
  'Smim18',
  'Slc7a2',
  'Pdgfrl',
  'Triml2',
  'Pdlim3',
  'Ccdc110',
  'Gm45824',
  'Gm45864',
  'Cldn22',
  'Hand2os1',
  'Hand2',
  'Gm34030',
  '5033428I22Rik',
  'Gm34099',
  'Cpe',
  'Npy5r',
  'Npy1r',
  'Nat3',
  'Cers1',
  'Comp',
  'Tmem59l',
  'Crlf1',
  'Kcnn1',
  'Olfr374',
  'Gm11033',
  'Rasd2',
  'Arhgap10',
  'Ednra',
  'Hhip',
  'Frem3',
  'Palm3',
  'Mmp2',
  'Slc6a2',
  'Ces5a',
  'Gm45708',
  'Gnao1',
  'Ndrg4',
  'Cdh11',
  '1600027J07Rik',
  'B3gnt9',
  'Nol3',
  'Lrrc36',
  'Nrn1l',
  'Gm16156',
  'Pmfbp1',
  'Il34',
  'Chst5',
  '4933408N05Rik',
  'Gm16118',
  'Kcng4',
  'Wfdc1',
  'Crispld2',
  'Gm15684',
  'Fendrr',
  'Foxf1',
  'Foxl1',
  'Gm26815',
  'Gm27011',
  'Zfp469',
  'Trhr2',
  'Sult5a1',
  'Dpep1',
  'Tubb3',
  'Acta1',
  'Capn9',
  '2310022B05Rik',
  'Trim67',
  '4930433N12Rik',
  'Gucy1a2',
  'Gria4',
  ...],
 10: ['Mrpl15',
  'Alkal1',
  'Rrs1',
  'Snhg6',
  'Cops5',
  'Trpa1',
  'Eloc',
  'Tmem70',
  'Sdhaf4',
  'Mrpl30',
  'Txndc9',
  'Mrps9',
  'Wdr75',
  'Ormdl1',
  'Maip1',
  'Ppil3',
  'Orc2',
  'Sumo1',
  'Wdr12',
  'Wnt10a',
  'Nhej1',
  'Zfand2b',
  'Stk16',
  'Dnpep',
  'Gmppa',
  'Mrpl44',
  'Chrnd',
  'Eif4e2',
  'Ndufa10',
  'Dusp28',
  '5033417F24Rik',
  'Dtymk',
  'Gin1',
  'Nifk',
  '3110009E18Rik',
  'Ddx18',
  'Eif2d',
  'Timm17a',
  '9230116N13Rik',
  '2310009B15Rik',
  'Glrx2',
  'Uchl5',
  'Acbd6',
  'Mrps14',
  'Cacybp',
  'Gm38060',
  'Ufc1',
  'Alyref2',
  'Exo1',
  'Cox20',
  'Pycr2',
  'Disp1',
  'Rrp15',
  'Cenpf',
  'Rpp38',
  'Hspa14',
  'Cdnf',
  'Cdc123',
  'Nudt5',
  'Kin',
  'Commd3',
  'Spag6',
  'Gm13375',
  'Zmynd19',
  'Mrpl41',
  'Tmem203',
  'Ssna1',
  'Ubac1',
  'Dnlz',
  'Surf6',
  'Surf1',
  'Surf2',
  'Surf4',
  'Urm1',
  'Zdhhc12',
  'Spout1',
  'Nup188',
  'Tor1a',
  'BC005624',
  'Uck1',
  'Swi5',
  '1110008P14Rik',
  'Ptges2',
  'Dpm2',
  'Tor2a',
  'Rabepk',
  'Gm35202',
  'Ndufa8',
  'Psmb7',
  'Arpc5l',
  'Nmi',
  'A930012O16Rik',
  'Gm33594',
  'Psmd14',
  'Gm13565',
  'Gm13595',
  'Mettl5',
  'Hat1',
  'Cdca7',
  'Ola1',
  'Mtx2',
  'Nup35',
  'Selenoh',
  'Med19',
  'Timm10',
  'Prg2',
  'Prg3',
  'Mtch2',
  'Ndufs3',
  'Ptpmt1',
  'Psmc3',
  'Pex16',
  'Slc35c1',
  'Alkbh3',
  'Commd9',
  'Apip',
  'Ccdc73',
  'Immp1l',
  'Dnajc24',
  'Lpcat4',
  'Nop10',
  'Emc4',
  'Fam98b',
  'Rad51',
  'Zfyve19',
  'Oip5',
  'Hypk',
  'Bloc1s6os',
  'Usp50',
  'Mrps5',
  'Idh3b',
  'Mrps26',
  'Ddrgk1',
  'Trmt6',
  'Mcm8',
  'Ndufaf5',
  'Banf2os',
  'Gm5535',
  'Smim26',
  'Crnkl1',
  'Nxt1',
  'Gins1',
  'Nanp',
  'Gm14167',
  'Rad21l',
  'Psmf1',
  '6820408C15Rik',
  'H13',
  'Gm14199',
  'Commd7',
  'Chmp4b',
  'Edem2',
  'Eif6',
  'Romo1',
  'Rab5if',
  'Manbal',
  'Ctnnbl1',
  'Ift52',
  'Mybl2',
  'Sys1',
  'Wfdc11',
  'Dnttip1',
  'Acot8',
  'Zfp335',
  'Ddx27',
  'Dpm1',
  'Mocs3',
  'Zfp64',
  'Pfdn4',
  'Rtf2',
  'Rae1',
  'Zfp968',
  'Gm4724',
  'Gm6710',
  'Gm2026',
  'Gm14305',
  'Gm14295',
  'Gm14410',
  'Gm14325',
  'Mtg2',
  'Adrm1',
  'Mrgbp',
  'Arfrp1',
  'Zgpat',
  'Polr3k',
  'Gm8797',
  'Mrps28',
  'Rbis',
  'Trim55',
  'Ect2',
  'Gm38025',
  'Actl6a',
  'Dnajc19',
  'Spata5',
  'Mgarp',
  '5031434O11Rik',
  'Ufm1',
  'Exosc8',
  'Alg5',
  'Rfxap',
  'Commd2',
  'Ppid',
  'Gm37933',
  'Mrpl24',
  'Cct3',
  'Bglap3',
  'Bglap2',
  'Ssr2',
  'Mtx1',
  'Dpm3',
  'Flad1',
  'Jtb',
  'Crct1',
  'Vps72',
  'Scnm1',
  'Gm16740',
  'Tars2',
  'Mrps21',
  'Sf3b4',
  'Bola1',
  'Hist2h2be',
  'Gm16253',
  'Polr3c',
  'Bcas2',
  'Wdr77',
  'Lamtor5',
  'Ampd2',
  'Gnat2',
  'Psma5',
  'Psrc1',
  'Sars',
  'C130013H08Rik',
  'Rtca',
  'Gar1',
  'Ostc',
  'Aimp1',
  'Gstcd',
  'Trmt10a',
  '2410004B18Rik',
  '8430436N08Rik',
  'Mms22l',
  'Ndufaf4',
  'Lyrm2',
  '4933421O10Rik',
  'Rars2',
  'Smim8',
  'Smim27',
  'Ndufb6',
  'Nol6',
  'Rpp25l',
  'Dctn3',
  'Sigmar1',
  'Stoml2',
  'Ccdc107',
  'Gm12503',
  'Polr1e',
  'Tomm5',
  'Exosc3',
  'Xpa',
  'Nans',
  'Erp44',
  'Tex10',
  'Abitram',
  'Pole3',
  'Dmac1',
  'Rraga',
  'Oma1',
  'Mrpl37',
  'Tceanc2',
  'Yipf1',
  'Lrp8os3',
  'Lrp8os2',
  'Foxe3',
  'Stil',
  'Gm29434',
  'Rad54l',
  'Ipp',
  'Ccdc17',
  'Urod',
  'Eif2b3',
  'Dmap1',
  'Dph2',
  'Med8',
  'Ebna1bp2',
  'Zfp691',
  'Svbp',
  'Gm12898',
  'Cldn19',
  'Ppih',
  'Ppie',
  'Ndufs5',
  'Mycbp',
  '1110065P20Rik',
  'Cdca8',
  'Gnl2',
  'Gm12932',
  'Meaf6',
  'Mrps15',
  'Lsm10',
  'Adprhl2',
  'Psmb2',
  'Smim12',
  'Ak2',
  'Zbtb8os',
  'Ccdc28b',
  'Tmem39b',
  '1700003M07Rik',
  'Zcchc17',
  'Snrnp40',
  'Mecr',
  'Taf12',
  'Trnau1ap',
  'Rcc1',
  'Nudc',
  'Hmgn2',
  'Zfp593',
  'Aunip',
  'Rhd',
  'Pithd1',
  'Eloa',
  'Ddost',
  'Otud3',
  'Micos10',
  'Pqlc2',
  'Mrto4',
  'Gm13025',
  'Gm13032',
  'Padi1',
  'Sdhb',
  'Gm20707',
  'Miip',
  'Mad2l2',
  'Disp3',
  'Srm',
  'Cenps',
  'Lzic',
  'Gm16188',
  'Nol9',
  'A430005L14Rik',
  'Trp73',
  'Wrap73',
  'Tnfrsf14',
  'Rer1',
  'Ssu72',
  'Mrpl20',
  'Aurkaip1',
  'Ints11',
  'Pusl1',
  'Gm6455',
  'Gm8857',
  'Gm8890',
  'Speer1',
  '4930437M23Rik',
  'Gm8906',
  'Tmem60',
  'Fbxl13',
  'Dnajc2',
  'Psmc2',
  'Rint1',
  'Abcf2',
  'Tyms',
  'Hadha',
  'Ost4',
  'Preb',
  'Cad',
  'Eif2b4',
  'Gm9970',
  'Tacc3',
  'Grpel1',
  'Tmem128',
  'Gm42984',
  'Med28',
  'Ncapg',
  'Smim20',
  'Gm40304',
  'Noa1',
  'Polr2b',
  'Tmprss11d',
  'Enam',
  'Jchain',
  'Utp3',
  'Cox18',
  'Sdad1',
  'Mrpl1',
  'Gm9932',
  'Cops4',
  'Coq2',
  'Helq',
  'Mrps18c',
  'Atp5k',
  'Zfp932',
  'Gm17655',
  'Pole',
  'Noc4l',
  'Pus1',
  'Hscb',
  'Gm42789',
  '4930515G01Rik',
  '1500011B03Rik',
  'Pop5',
  'Rnf10',
  'Srsf9',
  'Triap1',
  'Rfc5',
  'Rbm19',
  'Naa25',
  'Mapkapk5',
  'Rnf34',
  'Psmd9',
  'Diablo',
  'Kntc1',
  'Denr',
  'Arl6ip4',
  'Cdk2ap1',
  'Snrnp35',
  'Ddx55',
  'Eif2b1',
  'Gtf2h3',
  'Mrps17',
  'Psph',
  'Crcp',
  'Gm6598',
  'Tyw1',
  'Rfc2',
  'Bud23',
  'Nsun5',
  'Mdh2',
  'Dtx2',
  'Polr2j',
  'Prkrip1',
  'Znhit1',
  'Srrt',
  'Ppp1r35',
  'Cops6',
  'Taf6',
  'Cox19',
  'Psmg3',
  'Ap5z1',
  'Fam220a',
  'Fam220a-1',
  'Aimp2',
  'Ccz1',
  'Bhlha15',
  'Pdap1',
  'Gtf3a',
  'Mtif3',
  'Rfc3',
  'Sdhaf3',
  'Asns',
  'Rpa3',
  'Grm8',
  'Snd1',
  'Ssmem1',
  'Chchd3',
  '1810058I24Rik',
  'Dgki',
  'Ndufb2',
  'Mrps33',
  'Ssbp1',
  'Sval2',
  'Malsu1',
  'Cycs',
  'Gm32479',
  'Gars',
  'Lsm5',
  'A430010J10Rik',
  'Igkv11-106',
  'Igkv4-92',
  'Igkv4-90',
  'Igkv13-85',
  'Igkv4-62',
  'Igkv4-54',
  'Igkv5-45',
  'Igkv3-11',
  'Igkv3-1',
  'Rpia',
  'Gm44110',
  'Mrpl35',
  'Ptcd3',
  'Usp39',
  'Gm9008',
  'Mrpl19',
  'Pole4',
  'Aup1',
  'Pcgf1',
  'Ccdc142os',
  'Mogs',
  'Ino80b',
  'Bola3',
  'Dguok',
  'Smyd5',
  'Pradc1',
  'Cct7',
  'C87436',
  '1600020E01Rik',
  'Snrnp27',
  'Nfu1',
  'Eefsec',
  'Ruvbl1',
  'Sec61a1',
  'Kbtbd12',
  'Mcm2',
  'Chchd4',
  'Lsm3',
  'Mrps25',
  'Thumpd3',
  'Ogg1',
  'Jagn1',
  'Sec13',
  'Tamm41',
  'D830050J10Rik',
  'Bms1',
  'Phb2',
  'Usp5',
  'Cdca3',
  'Ing4',
  'Mrpl51',
  'Ndufa9',
  'Rad51ap1',
  '9330179D12Rik',
  'Magohb',
  'Borcs5',
  'Ddx47',
  'Gm8994',
  'Dera',
  'Bcat1',
  'Tuba3b',
  'Fgfr1op2',
  'Med21',
  'Ndufa3',
  'Tfpt',
  'Prpf31',
  'Hspbp1',
  'Isoc2b',
  'Rnf225',
  'Ube2m',
  'Vmn1r88',
  'Tmem160',
  'Ercc1',
  'Bloc1s3',
  'Trappc6a',
  'Gemin7',
  'Clasrp',
  'Tomm40',
  'Exosc5',
  'Rab4b',
  'Snrpa',
  'Akt2',
  'Psmc4',
  'Timm50',
  'Med29',
  'Mrps12',
  'Ech1',
  'Fam98c',
  'Psmd8',
  'Tbcb',
  'Polr2i',
  'Sdhaf1',
  'Lin37',
  'U2af1l4',
  'Rbm42',
  'Pdcd2l',
  'Pepd',
  'Faap24',
  'Pdcd5',
  'Zfp658',
  'Klk1b27',
  'Klk1',
  'Josd2',
  'Vrk3',
  'Pnkp',
  'Fuz',
  'Prmt1',
  'Pih1d1',
  'Ccdc155',
  'Mtag2',
  'AC151602.1',
  'Ruvbl2',
  'Bax',
  'Bcat2',
  'Fut1',
  'Sergef',
  'Gm32031',
  'Htatip2',
  'Tubgcp5',
  'Mphosph10',
  'Nsmce3',
  'Snrpa1',
  'Selenos',
  '1500012K07Rik',
  'Mrpl46',
  'Mrps11',
  'Det1',
  'Cib1',
  'Sec11a',
  'Ramac',
  '3110040N11Rik',
  'Stard5',
  'Grm5',
  'Hikeshi',
  'Tmem126a',
  'Alg8',
  'Clns1a',
  'Coa4',
  'Olfr66',
  'Timm10b',
  'Rrp8',
  'Akip1',
  'Gm45355',
  'Psma1',
  '1110004F10Rik',
  'Gde1',
  'Lyrm1',
  '1700069B07Rik',
  'Ubfd1',
  'Ndufab1',
  'Nsmce1',
  'Atp2a1',
  'Tufm',
  'Sgf29',
  'Ino80e',
  'Hirip3',
  'Tmem219',
  'Kctd13',
  'Kif22',
  'Cd2bp2',
  'Dctpp1',
  'Zfp688',
  'Bcl7c',
  'Kat8',
  'Cox6a2',
  'Bub3',
  'Eef1akmt2',
  'Bccip',
  'Glrx3',
  'Zfp511',
  'Mtg1',
  'Bet1l',
  'Psmd13',
  'Gatd1',
  'Pidd1',
  'Polr2l',
  'Chid1',
  'Muc5ac',
  'Mrpl23',
  'Nadsyn1',
  'Acte1',
  'Timm44',
  'Zfp958',
  'Cars2',
  'Tfdp1',
  'Upf3a',
  'Gins4',
  'Plpp5',
  'Lsm1',
  'Fnta',
  'Thap1',
  'Brf2',
  'Mak16',
  'Gtf2e2',
  'Dctn6',
  'Gm10131',
  'Adam24',
  'Frg1',
  'Ufsp2',
  'Rwdd4a',
  'Cep44',
  'Hpf1',
  'Tmem192',
  'Tma16',
  'Nat2',
  'Ints10',
  'Ncan',
  'Nr2c2ap',
  'Borcs8',
  'Ddx49',
  'Cope',
  'Rex1bd',
  'Kxd1',
  'Ssbp4',
  'Lsm4',
  'Mpv17l2',
  'Ccdc124',
  'Mrpl34',
  'Mvb12a',
  'Tmem221',
  'Gm10282',
  'Cherp',
  'Sin3b',
  'Mcm5',
  'Prmt9',
  'Rbmxl1',
  'Lsm6',
  'Zfp330',
  'Ddx39',
  'Samd1',
  'Ccdc130',
  'Gadd45gip1',
  'Syce2',
  'Rnaseh2a',
  'Asna1',
  'Trir',
  'Dhps',
  'Wdr83',
  'Wdr83os',
  'Nudt21',
  'Polr2c',
  'Usb1',
  'Sap18b',
  'Ciao2b',
  'Tradd',
  'Fbxl8',
  'Tmem208',
  'Acd',
  'Pard6a',
  'Nutf2',
  'Psmb10',
  'Prmt7',
  'Chtf8',
  'Gm50241',
  'Utp4',
  'Pdf',
  'Psmd7',
  'Dhodh',
  'Vac14',
  'Gabarapl2',
  'Kars',
  'Gm45733',
  'Cmc2',
  'Cenpn',
  'Emc8',
  'Mthfsd',
  'Klhdc4',
  'Ctu2',
  'Trappc2l',
  'Afg3l1',
  'Arv1',
  '2810004N23Rik',
  'Coa6',
  'Dcun1d5',
  'Cwc15',
  'Mre11a',
  'Chordc1',
  'Olfr857',
  'Pin1',
  'Eif3g',
  'Mrpl4',
  'Fdx2',
  'Smarca4',
  'Ecsit',
  'Elof1',
  'Gm47772',
  'Thyn1',
  'Dcps',
  'Chek1',
  'Robo3',
  'Tbrg1',
  'Trappc4',
  'Ccdc84',
  'Gm47186',
  'Upk2',
  'Gm31698',
  'Rexo2',
  'Gm5617',
  'Rpl10-ps3',
  'Sdhd',
  'Timm8b',
  'Idh3a',
  'Wdr61',
  'Psma4',
  'Chrnb4',
  'Commd4',
  'Scamp2',
  'Ubl7',
  '2300009A05Rik',
  'Zwilch',
  'Snapc5',
  'Tipin',
  'Mtfmt',
  'Spg21',
  'Pclaf',
  'Snx1',
  'Gtf2a2',
  'Gm27253',
  'Pigb',
  '2310009A05Rik',
  'Rsl24d1',
  'Mto1',
  'Pgm3',
  'Gm29395',
  'Copb2',
  'Mrps22',
  'Faim',
  'Anapc13',
  'Srprb',
  'Gm47328',
  '4930500F10Rik',
  'Poc1a',
  'Rrp9',
  'Manf',
  '4930524O07Rik',
  'Cyb561d2',
  'Nprl2',
  'Gmppb',
  'Apeh',
  'Ndufaf3',
  'Uqcrc1',
  'Atrip',
  'Elp6',
  'Scap',
  'Arpp21',
  'Gm9888',
  'Cmc1',
  'Slc25a38',
  'D830035M03Rik',
  'Eif1b',
  'Higd1a',
  'Tmem42',
  'Exosc7',
  'Rmnd1',
  'Nup43',
  'Sf3b5',
  'Ltv1',
  'Adat2',
  'Vta1',
  'Ect2l',
  'Gm47939',
  'Hint3',
  'Hddc2',
  'Rwdd1',
  'Tspyl4',
  'Rpf2',
  'Gtf3c6',
  'Fig4',
  'Gm9803',
  '4933404K13Rik',
  'Atg5',
  'Prep',
  'Gm16998',
  'Anapc16',
  'Lrrc20',
  '1700022H01Rik',
  'Tysnd1',
  'Hk1os',
  'Nrbf2',
  'Snrpd3',
  'Derl3',
  'Smarcb1',
  'Ybey',
  'Fam207a',
  'Pwp2',
  'Tpgs1',
  'Rnf126',
  'E130317F20Rik',
  'Wdr18',
  'Polr2e',
  '1600002K03Rik',
  'Ndufs7',
  '2310011J03Rik',
  'Mbd3',
  'Plekhj1',
  'Amh',
  'Lsm7',
  'Timm13',
  'Lmnb2',
  'Map2k2',
  'Dapk3',
  'Mrpl54',
  '4930404N11Rik',
  'Fzr1',
  'Dohh',
  'Gm48552',
  'Smim24',
  'Sirt6',
  '1190007I07Rik',
  'Gm34113',
  'Pwp1',
  'Ttc41',
  'Parpbp',
  'Ndufa12',
  'Mrpl42',
  'Ube2n',
  'Gm48521',
  'Nup107',
  'Gm9049',
  'Llph',
  'BC048403',
  'Atp23',
  'Tsfm',
  'Eef1akmt3',
  'Mettl1',
  'Mars',
  'Gm16230',
  'Prim1',
  'Gm47438',
  'Mip',
  'Coq10a',
  'Nabp2',
  'Pa2g4',
  'Sarnp',
  'Ormdl2',
  'Bloc1s1',
  'Pes1',
  'Sf3a1',
  'Zmat5',
  'Mrps24',
  'Dbnl',
  'Pold2',
  'Fignl1',
  'Pno1',
  'Commd1',
  'Ahsa2',
  'Prorsd1',
  'Clhc1',
  'Snrnp25',
  'Mpg',
  'Gm12117',
  'Rars',
  'Nudcd2',
  'Ccng1',
  'Ttc1',
  'Thg1l',
  'Gm26542',
  'Nhp2',
  'Sar1b',
  'Sap30l',
  'Mrpl22',
  '1810065E05Rik',
  'Gm12253',
  'Hist3h2a',
  'Guk1',
  'Mrpl55',
  'Cops3',
  'Nt5m',
  'Atpaf2',
  'Drg2',
  'Dhrs7b',
  'Zswim7',
  'Elac2',
  'Zkscan6',
  'Adprm',
  'Stx8',
  'Rangrf',
  'Trappc1',
  'Rnf227',
  'Naa38',
  'Wrap53',
  'Gps2',
  'Elp5',
  '0610010K14Rik',
  'Med11',
  'Psmb6',
  'Slc25a11',
  'Spag7',
  'Nup88',
  'Rpain',
  'C1qbp',
  'Derl2',
  'Txndc17',
  'Mybbp1a',
  'Emc6',
  'Dph1',
  'Prpf8',
  'Vps53',
  'Glod4',
  'Timm22',
  'Nsrp1',
  'Eral1',
  'Sdf2',
  'Ift20',
  'Ccnq',
  'Utp6',
  'Gm11423',
  'Lig3',
  'Nle1',
  'Heatr6',
  'Aatf',
  'Appbp2os',
  'Brip1',
  'Ptrh2',
  'Mrps23',
  'Coil',
  'Nme1',
  'Kat7',
  'Gm11520',
  'Phb',
  'Snf8',
  'Atp5g1',
  'Cdk5rap3',
  'Mrpl45',
  'Stard3',
  'Mien1',
  'Cdc6',
  'Mlx',
  'Tubg1',
  'Ccr10',
  'Vps25',
  'Coa3',
  'Psme3',
  'Aarsd1',
  ...],
 11: ['Slco5a1',
  'Gm29570',
  'Fam178b',
  'Gm38115',
  'Cnga3',
  '4930439A04Rik',
  'Coa5',
  'Tbc1d8',
  '1700066B17Rik',
  'Gm29040',
  'Gm28411',
  'Mreg',
  'Cyp27a1',
  'Ap1s3',
  'Slc16a14',
  '4933407L21Rik',
  'Spata3',
  'Prss56',
  '1700067G17Rik',
  'Ube2f',
  '1700020N18Rik',
  'Olfr12',
  'Gm29483',
  'Ano7',
  'A530053M12Rik',
  'Dpp10',
  'Gm28706',
  'Rab7b',
  'Slc26a9',
  'Nuak2',
  'Ppfia4',
  'Cacna1s',
  'Gm37759',
  'A430034D21Rik',
  'Gm37552',
  'Rgs18',
  'Ptgs2os',
  'Gm8947',
  'Shcbp1l',
  'Gm9530',
  '1600012P17Rik',
  'Tnr',
  'Tnfsf18',
  'Slamf7',
  'Gm37787',
  'Slamf9',
  '4933439K11Rik',
  'Slamf8',
  'Ifi205',
  'Olfr433',
  'Olfr432',
  'Kmo',
  'Gm26801',
  'Zbtb18',
  'Gm37306',
  '2310043L19Rik',
  'Gm37267',
  'Gm34068',
  'Gm37223',
  'Gm37712',
  'Batf3',
  'D730003I15Rik',
  'Camk1d',
  'Gm13388',
  'Gm10851',
  'Gm13269',
  'Pip4k2a',
  'Cacna1b',
  'Grin1',
  'Stkld1',
  'Rexo4',
  'Mymk',
  'Gm13373',
  'Olfr338',
  'Olfr365',
  'Gm14033',
  'Gm13546',
  'Gm13571',
  'Gm13561',
  'Gm13564',
  'Gm13709',
  'Evx2',
  'Pjvk',
  'Olfr1260',
  'Olfr1271',
  'Mybpc3',
  'Accsl',
  'A930006I01Rik',
  'Tcp11l1',
  'Gm13936',
  'Olfr1279',
  'D330050G23Rik',
  'Gm29340',
  'Plcb2',
  'Pla2g4e',
  'Pla2g4d',
  'Pla2g4f',
  'AA467197',
  '4930417H01Rik',
  'Gm14002',
  'Itpripl1',
  'Gm14023',
  'Il1bos',
  'Pdyn',
  'Cst3',
  'Gm14123',
  'Snph',
  'Scrt2',
  'Gm14161',
  'Tpx2',
  'Ttll9',
  'Xkr7',
  'Myh7b',
  'Ube2c',
  'Slc35c2',
  'Ocstamp',
  'Bcas1os2',
  'Abhd16b',
  'Fabp12',
  'Adad1',
  'Gm20089',
  'P2ry14',
  '4930535E02Rik',
  'Gm1647',
  'Gm26984',
  'Etv3',
  'ETV3L',
  'Rhbg',
  'Sema4a',
  'Dennd4b',
  'S100a5',
  'Nudt17',
  '4930406D18Rik',
  'Gm43121',
  'Gm38412',
  'Adora3',
  'Tmigd3',
  'Mybphl',
  'Fndc7',
  'Gm43522',
  'Cenpe',
  'Gm43403',
  'Dapp1',
  'Lpar3',
  'Slc44a5',
  '1700120G11Rik',
  'Gm11851',
  'Ifnk',
  'Car9',
  'Melk',
  'Gm829',
  'Cavin4',
  'Txndc8',
  'Gng10',
  'Tnfsf15',
  'Gm12649',
  '4930551L18Rik',
  'Insl5',
  'Dmrtb1',
  'Lrp8',
  'Ttc39aos1',
  'Ttc39a',
  'Gm12866',
  'Ppt1',
  'Mycl',
  'Trit1',
  'Gm12979',
  'Oprd1',
  'Gm16225',
  'Fuca1',
  'Sh2d5',
  'Ctrc',
  'Ctrcos',
  'Gm29367',
  'Fhad1os2',
  'Ctnnbip1',
  'Gm42435',
  'Gm42744',
  'Cdk14',
  'Gm43112',
  'Gm43113',
  'Gm43111',
  'Gm43623',
  'Gm43577',
  'Gm10484',
  'Gm43727',
  'Gm43728',
  '4933402N22Rik',
  'Gm26648',
  'Wdr86',
  'Gm20465',
  'Tnip2',
  '4931431C16Rik',
  'Acox3',
  'Sepsecs',
  'Rbpj',
  'Gm10441',
  'Dthd1',
  'Gm43837',
  'Gm26761',
  'Ppef2',
  'Naaa',
  'Gm42601',
  'Gm43251',
  'Hfm1',
  'Pde6b',
  'Lrcol1',
  'Gltp',
  'Slc8b1',
  'Bri3bp',
  'Gusb',
  'Grifin',
  'Amz1',
  'Flt3',
  'Gm26597',
  'Slc46a3',
  'Hepacam2',
  '6530409C15Rik',
  'Tspan33',
  'Strip2',
  'Copg2',
  'Tsga13',
  'Klf14',
  'Stra8',
  'Slc23a4',
  'Gm42962',
  'Gm43479',
  'Mgam2-ps',
  'Ezh2',
  'Gm5111',
  'Mpp6',
  'Skap2',
  'Hoxa7',
  'Hoxa9',
  'BB365896',
  'A730020E08Rik',
  'Ccser1',
  'Tnip3',
  'Gm26628',
  'Gm38832',
  'Gm45145',
  'M1ap',
  'Slc4a5',
  'Mthfd2',
  'Alms1',
  '2310040G24Rik',
  '1810020O05Rik',
  'Rab43',
  'Gm1965',
  'Gm44204',
  '4930512J16Rik',
  'Itpr1',
  'Srgap3',
  'Gm44081',
  'Mtmr14',
  'Vhl',
  'Hrh1',
  'M6pr',
  'Clec4a4',
  'Clec4b2',
  'Vmn2r25',
  'Vmn2r26',
  '1700013D24Rik',
  'Gm44006',
  'Gpr162',
  'Ptms',
  'Pianp',
  'Lpar5',
  'Gm44067',
  'BC035044',
  'Clec9a',
  'Gm43914',
  'Tmem52b',
  'Klri1',
  'Klra17',
  'Etv6',
  'Gm17089',
  '4933406J09Rik',
  'Bcl2l14',
  'Gprc5d',
  'Gsg1',
  'Plbd1',
  'Gucy2c',
  'Eps8',
  '2010013B24Rik',
  'Dnaaf3',
  'Gm15873',
  'Tmem150b',
  'Tmem190',
  'Rasl2-9',
  'Vmn2r31',
  'Sult2a3',
  'Crxos',
  'Ceacam15',
  'Psg29',
  '1700058P15Rik',
  'D830036C21Rik',
  '4732471J01Rik',
  'Lipe',
  'Nccrp1',
  'Gm44618',
  'Ryr1',
  'Gm26554',
  'Gm44818',
  'Il4i1',
  'Aldh16a1',
  'Gm45442',
  'Gm15700',
  'Hps5',
  'Mrgprx2',
  'Zdhhc13',
  'Gm32849',
  'Siglech',
  'Gm45081',
  'Lrrk1',
  'Gm44752',
  'Mir9-3hg',
  'Gm21057',
  'Gm45016',
  'Tm6sf1',
  'Gm44993',
  'Rab38',
  'Prcp',
  'Kctd14',
  'Pak1',
  'Wnt11',
  'Uvrag',
  'Gm45188',
  'Gm45187',
  'Olfr658',
  '4930458B22Rik',
  'Olfr715b',
  'Ppfibp2',
  'Lmo1',
  'Gp2',
  'Palb2',
  'Itgax',
  'Gm39091',
  'Etos1',
  'Btbd16',
  'Gm5602',
  'Plekha1',
  'Mki67',
  'Gm16201',
  'Gm2044',
  '6430531B16Rik',
  'Tnni2',
  'Tnnt3',
  'Fcor',
  'Gm16553',
  'Cd209a',
  'Cd209e',
  'Cd209d',
  'Cd209c',
  'D530014G21Rik',
  'Gm44622',
  'Dlgap2',
  'Nkx6-3',
  'Ido1',
  'Gm30978',
  'Gm45237',
  'Gm45238',
  'Rab11fip1',
  'Gm9939',
  'Tktl2',
  'Tssk6',
  'Isyna1',
  'Ifi30',
  '1700026F02Rik',
  'Gm45326',
  'Rnf150',
  'Gm45449',
  'Tbc1d9',
  'Ucp1',
  'Cks1brt',
  'Snx20',
  'Nod2',
  'Ccl22',
  'Ccl17',
  'Ccdc102a',
  'Gm33023',
  'Pkd1l2',
  'C230057M02Rik',
  'A530010L16Rik',
  'Gm39271',
  'Vps9d1',
  'Fanca',
  'Pgbd5',
  'Disc1',
  'Gm16237',
  'Gm31718',
  'Mmp20',
  'Ubtfl1',
  'Dpy19l1',
  'Barx2',
  'Olfr933',
  'Gm17540',
  'Nectin1',
  'Foxr1',
  'Jaml',
  'Gm10684',
  'Scn2b',
  '2900052N01Rik',
  'Sema7a',
  'Gramd2',
  'Gm5122',
  'Gm33699',
  'Iqch',
  'Gm17749',
  'Snx22',
  'Aph1c',
  'Lactb',
  'Ccnb2',
  'Gm48830',
  'Cyb5r4',
  '9330159M07Rik',
  'Gm2396',
  'Bcl2a1a',
  'Ankrd34c',
  'Gm16262',
  'Pik3cb',
  'Esyt3',
  'Nme9',
  'Ppm1m',
  'Slc25a20',
  'Prkar2a',
  'Gm35715',
  'Gm39458',
  'Lyzl4',
  'Cyp8b1',
  '9530059O14Rik',
  'Kif15',
  'Gm17200',
  'Ccr9',
  'Gm17021',
  'Xcr1',
  'Gm10097',
  'Oprm1',
  'Gm48281',
  'Gm48279',
  'Grm1',
  '4930567K20Rik',
  'Fuca2',
  'Gm48843',
  'Arhgap18',
  'Ncoa7',
  '5930403N24Rik',
  'F930017D23Rik',
  'Gm34481',
  'Gm40645',
  'Gm46224',
  'Gm36229',
  'Pkib',
  'Slc29a3',
  '1110002J07Rik',
  'Gm26576',
  '1700030E10Rik',
  '1700094J05Rik',
  '1700009J07Rik',
  'Gm47922',
  'Prss57',
  'Gm15124',
  'Matk',
  'Rtcb',
  'Gm34297',
  'Gm4065',
  'Kif5a',
  'Zmiz2',
  'Eldr',
  'Fbxo48',
  'Gm12063',
  '5730522E02Rik',
  'Fancl',
  'Vrk2',
  'Ccdc88a',
  'Sh3pxd2b',
  'Spdl1',
  'Il12b',
  'Gm12159',
  'F630206G17Rik',
  'Havcr2',
  'Gm12169',
  'Gm12171',
  'Gdf9',
  'Lyrm7os',
  'Ccdc69',
  'Gm2a',
  'Slc36a3',
  'Slc36a3os',
  'Fat2',
  'Atox1',
  '2310058D17Rik',
  'Olfr222',
  'Trpv2',
  'Myh13',
  'Kcnab3',
  'Dnah2',
  'Mgl2',
  'Clec10a',
  'Tm4sf5',
  'Scimp',
  'Nlrp1b',
  '9230020A06Rik',
  'Spns3',
  'Camkk1',
  'Itgae',
  'P2rx5',
  'Olfr410',
  '1700016P03Rik',
  'Unc119',
  'AU040972',
  'Omg',
  'AI662270',
  'Mtmr4',
  'Dlx3',
  'Gm11521',
  'Igf2bp1',
  '2410003L11Rik',
  'Krt13',
  'Gm12348',
  'Kcnh4',
  'Cfap97d1',
  'BC030867',
  'Adam11',
  'Arhgap27os2',
  'Gm884',
  'Lyzl6',
  'Rgs9',
  'Cd300c',
  'Grin2c',
  '6030468B19Rik',
  'Syngr2',
  'Birc5',
  'Tmem235',
  'Gm11748',
  'Rptoros',
  'Hmga1b',
  'Dtnbos',
  'Gm31938',
  'Gm47713',
  'Atxn7l1os2',
  'Gm47357',
  'Gm48236',
  'Gm48237',
  'Gm34047',
  '9130015A21Rik',
  'Tspan13',
  'Gm7008',
  'Gpr33',
  'Gm46355',
  'Rtn1',
  '4930447C04Rik',
  'Rad51b',
  'Gm31513',
  'Gm40477',
  'Gm32296',
  'Gm47863',
  'Jdp2',
  'Gm48008',
  'Gm47566',
  '1700064M15Rik',
  'Gm10433',
  'Gm10432',
  'Dglucy',
  'Vrk1',
  'Ckb',
  'Jag2',
  'Gm48681',
  'Gm47695',
  'Calml3',
  'Gm9745',
  'Gpr137b',
  'Gpr141b',
  'Gm11274',
  'Hist1h2bk',
  '4930519D14Rik',
  'G630018N14Rik',
  'Gm40910',
  '1700011B04Rik',
  'Gm48704',
  'Gm30489',
  '1700061E18Rik',
  'Gm33115',
  '1700029N11Rik',
  'Gm34084',
  'Gm40932',
  'Arl10',
  'H2afy',
  'Spata31d1b',
  'Gm19792',
  'Gm47390',
  'Spata31d1c',
  'Mctp1',
  'Ptcd2',
  'Gm41043',
  '1700099I09Rik',
  'Gm15322',
  'Ankrd55',
  'Gm48837',
  '4930435F18Rik',
  'Parp8',
  'Gm6416',
  'Gm9752',
  'Gm48265',
  'Gm48283',
  'Wdfy4',
  'Arhgap22',
  'Gm49101',
  'Gm49151',
  'Slc35f4',
  'Olfr731',
  'Olfr732',
  'Olfr733',
  'Olfr734',
  'Olfr735',
  'Tlr11',
  'Olfr736',
  'Rnase6',
  'Gm4181',
  'Trav15d-3',
  'Gm4491',
  'Phf11a',
  'Phf11b',
  '1700001G11Rik',
  'Gm5464',
  'Dock5',
  'Gm33524',
  'Gm49165',
  'Gm4278',
  'Gm15628',
  '2900040C04Rik',
  'Tbc1d4',
  'Kctd12',
  'Scel',
  'Ptger4',
  '4930445E18Rik',
  'Basp1',
  'Gm5468',
  'Otulinl',
  '9630009A06Rik',
  'Gm10385',
  'Dcstamp',
  'Gm19510',
  'Gm2895',
  'Apol7c',
  'Csf2rb2',
  'Csf2rb',
  'Cyth4',
  'Sh3bp1',
  'Gm16576',
  'Gm41361',
  'Gm31462',
  'Mrtfa',
  'Ccdc134',
  'Sept3',
  'Naga',
  'Parvg',
  '5031439G07Rik',
  'Adm2',
  '4930588J15Rik',
  'D030018L15Rik',
  '4930578M01Rik',
  'Slc4a8',
  'AU021063',
  'Espl1',
  'Zfp385a',
  'Nckap1l',
  'Pde1b',
  'Coro7',
  'Rogdi',
  'Ciita',
  '2610318N02Rik',
  'Ydjc',
  'Map6d1',
  'Gm49518',
  'Gm46545',
  'Cldn1',
  'Bex6',
  'Tctex1d2',
  'Gm34680',
  'Casr',
  'Gm49662',
  'Cd86',
  'Hcls1',
  'D930030I03Rik',
  'Cd80',
  'Zdhhc23',
  'Gcsam',
  '1700026J12Rik',
  '2310061N02Rik',
  'Synj1',
  'Gm15965',
  '4930404I05Rik',
  '4931406G06Rik',
  'Gm15964',
  'Vmn2r90',
  'Kremen2',
  'Prss30',
  'Prss22',
  'Abca17',
  'Tmem8',
  'Neurl1b',
  'Gm50275',
  'Nkx2-5',
  '9630028I04Rik',
  'Fgd2',
  'Gm36486',
  'Gm20161',
  'Cmtr1',
  '1810014P07Rik',
  'Gm17276',
  'Olfr63',
  'H2-DMa',
  'H2-DMb1',
  'Tap1',
  'Gm20496',
  'Gm20513',
  'Btnl1',
  'Gm9573',
  'Gm20443',
  'Gm20546',
  '2410137M14Rik',
  'H2-M5',
  'Olfr109',
  'Olfr118',
  'Adgrf2',
  '1600014C23Rik',
  'Trerf1',
  'Frs3os',
  'Gm49946',
  'Gm5094',
  'Vmn2r118',
  'Ebi3',
  'Tnfsf9',
  'Cd70',
  'Gm41625',
  '4933433H22Rik',
  'Six3os1',
  'Gm28676',
  'Gm50064',
  'Gm41668',
  'Gm2629',
  'Nol4',
  'Gm38410',
  '2010110K18Rik',
  'Nrg2',
  '4930471G03Rik',
  'Gm4107',
  'C030005K06Rik',
  'Smim3',
  'Alpk2',
  'F730048M01Rik',
  'Pmaip1',
  'Tubb6',
  'Prelid3a',
  'Spire1',
  '4930546C10Rik',
  '4930445N18Rik',
  'Zfp516',
  '4930592I03Rik',
  'AC142100.1',
  'Cabp4',
  'Cdca5',
  'Ccdc88b',
  'Zp1',
  'Ptgdr2',
  'Olfr1417',
  'Olfr1555-ps1',
  'Rln1',
  'Gm29946',
  'Gm50140',
  'Htr7',
  'Ffar4',
  'Avpi1',
  'Golga7b',
  'Gm47938',
  'Erlin1',
  'Scd4',
  'Wnt8b',
  '4930505N22Rik',
  'Shtn1',
  'Dgkk',
  'Plp2',
  'Kcnd1',
  'Gpr82',
  'Fundc1',
  'Rp2',
  'Sowahd',
  '1700013H16Rik',
  'Arhgef6',
  'Xlr5b',
  'Gm14817',
  'Gm4779',
  'Rtl5',
  'Ercc6l',
  'Nap1l2',
  'Magee2',
  'Cysltr1',
  'Gm6377',
  'Cenpi',
  'Klf8',
  'Magea2',
  'Ptchd1',
  'Gm15156',
  'Rs1',
  'Grpr',
  'Gm1720',
  'Gm15232',
  'Gm15228',
  'Amelx',
  'Gm15245'],
 12: ['Il17a',
  'Il17f',
  'Mgat4a',
  '4930556I23Rik',
  'Il1r1',
  'Il1rl1',
  'Il18r1',
  'Gpr45',
  'Nabp1',
  'Ctla4',
  'Icos',
  'Gm29113',
  'Gm29114',
  'Ikzf2',
  'Scg2',
  '9830004L10Rik',
  'Fam124b',
  'G530012D18Rik',
  'Ecel1',
  'Ramp1',
  'Cdh20',
  'Mgat5',
  'Thsd7b',
  'Lrrn2',
  'Gm28892',
  'Gm4793',
  'Igfn1',
  'B3galt2',
  'Rgs2',
  'Rgs8',
  'Gm37529',
  'Gpr52',
  'Gm37083',
  'Dars2',
  'Prdx6',
  'Slamf1',
  'Gm37756',
  'Bpnt1',
  '9630028B13Rik',
  'Acbd7',
  'Gm37107',
  'Gm38348',
  'Gm36988',
  'Celf2',
  '9230102O04Rik',
  'Sfmbt2',
  'Il2ra',
  'Gm13380',
  'Slc34a3',
  'Rnf224',
  'Tprn',
  'Sohlh1',
  'Ier5l',
  'Gm14486',
  'Fnbp1',
  'Gm13610',
  'Fam102a',
  'Lmx1b',
  'Nron',
  'Gm13403',
  'Phf19',
  'Lrp1b',
  'Gm13481',
  'Ermn',
  'Dlx2',
  'Hoxd11',
  'Hoxd3',
  'Hoxd4',
  'Haglr',
  'Hoxd1',
  '2600014E21Rik',
  'Pde11a',
  'Gm13684',
  'Olfr1124',
  'Olfr1252',
  'Olfr1254',
  'Olfr1255',
  'Olfr1256',
  'Olfr48',
  'Olfr1257',
  'Olfr1258',
  'Olfr1259',
  'Rapsn',
  'Cd82',
  'Alkbh3os1',
  'Kcna4',
  'Rasgrp1',
  'Rpusd2',
  'Frmd5',
  'Smox',
  'Adra1d',
  'Gm14051',
  'Gm28214',
  'Tasp1',
  'Kif16bos',
  'Entpd6',
  'Sdcbp2',
  'Gm14154',
  'Fam110a',
  'Gm14214',
  'Slc32a1',
  'Actr5',
  'Tomm34',
  'Gm11455',
  'A730032A03Rik',
  'Eya2',
  'Nfatc2',
  'Gm14275',
  'Gcnt7',
  'Gm14453',
  'Ss18l1',
  'Hey1',
  'C030034L19Rik',
  'Impa1',
  'Ralyl',
  'Tnik',
  'Gm16206',
  'Erich6',
  'Tmem154',
  'Rusc1',
  'S100a3',
  'Gm36070',
  'Gm38411',
  'Rorc',
  'Lingo4',
  'Gm42463',
  'Oaz3',
  'Hist2h3c2',
  'Gm20633',
  'Hist2h4',
  'Gm20628',
  'Platr30',
  'Slc22a15',
  'Gm15886',
  'Gm15471',
  'Gm43678',
  'Lmo4',
  'Gm43445',
  'Gm43446',
  'Gm43447',
  'Hs2st1',
  'Gm43707',
  'Gm43560',
  'Gm37041',
  'Tmem64',
  'Prdm13',
  'C9orf72',
  'Aqp3',
  'Sit1',
  'Rmrp',
  'Galnt12',
  '8030451A03Rik',
  'Gm11250',
  'Gm26968',
  'Gm13285',
  'Elavl2',
  'Gm12688',
  'Foxd3',
  'Dnajc6',
  'Tctex1d1',
  'BB031773',
  'Gm12724',
  'Ssbp3',
  '4933424M12Rik',
  'Faah',
  'St3gal3',
  'Olfr1342',
  'Slfnl1',
  'Gm15906',
  'Gm27022',
  '1700095J12Rik',
  'Rcc2',
  'Spsb1',
  'Tnfrsf25',
  'Espn',
  'Samd11',
  'Gm47252',
  'Tmbim7',
  'Fgl2',
  'Adra2c',
  'Crmp1',
  'Gm16223',
  'Gm15819',
  'Tmem156',
  'Gm15477',
  '4933408A14Rik',
  'Slc10a4',
  'Fryl',
  'Gm17207',
  'Csn3',
  'Prdm8',
  'A730035I17Rik',
  'Gm43514',
  'Gbp6',
  'Gfi1',
  'A430072P03Rik',
  'Miat',
  'Gm26953',
  'Cryba4',
  'Ung',
  'Ppp1cc',
  'Dhx37',
  'Tmem132d',
  'Gm42500',
  'Myl10',
  'Ocm',
  'Tecpr1',
  'BC028471',
  'Dlx6',
  'Ahcyl2',
  'Gm13856',
  'Slc13a4',
  'Trbv1',
  '1810009J06Rik',
  'Gm2663',
  'Trbv13-3',
  'Try10',
  'Gm45738',
  'AI854703',
  'Tmem176b',
  'Tmem176a',
  'Il23r',
  'Tacstd2',
  'Smyd1',
  'Capg',
  'Hk2',
  'Gm17034',
  '2310069B03Rik',
  'Wbp1',
  'Gm15624',
  'Vax2os',
  'Vax2',
  'Atp6v1b1',
  '1700031F10Rik',
  'Gm17055',
  '1700015O11Rik',
  'Gm43964',
  'Ret',
  'Tmem121b',
  'Gm20692',
  'Gm26673',
  'Gm47861',
  'Aebp2',
  'Vmn1r81',
  'Gm26891',
  'Fbxo27',
  'Lgals7',
  'Gm26810',
  'E130208F15Rik',
  'Igflr1',
  'Ffar2',
  'D530033B14Rik',
  'Pop4',
  'Klk13',
  'Dkkl1',
  'Myod1',
  'Kcnc1',
  'Fam189a1',
  'Gm33926',
  '4833412C05Rik',
  'Igf1r',
  'Man2a2',
  'Furin',
  'Gm44851',
  'Blm',
  'Sh3gl3',
  'Arnt2',
  'Pgm2l1',
  'Dnajb13',
  'Gm35363',
  'Olfr635',
  'Olfr679',
  'Cnga4',
  'Calca',
  'Gm15489',
  'Sh2b1',
  'Gm42742',
  'Prrt2',
  'Gm31897',
  'Gm28198',
  'Ccdc189',
  'Fam24b',
  'Nkx1-2',
  'A130023I24Rik',
  'Nkx6-2',
  'Utf1',
  'Cd163l1',
  '5830411N06Rik',
  'Olfr525',
  'Olfr527',
  'Olfr60',
  'Olfr530',
  'Olfr531',
  'B4galnt4',
  'Pkp3',
  'Kbtbd11',
  '4933416M07Rik',
  'Dusp4',
  'Gm45469',
  'Ppp1r3b',
  'Sgcz',
  'Fgf20',
  'Zdhhc2',
  'Mtmr7',
  'Clcn3',
  'Cilp2',
  'Il12rb1',
  'Olfr373',
  'Large1',
  '2210011C24Rik',
  'Il27ra',
  'Rln3',
  'Dcaf15',
  'Podnl1',
  'Gm3235',
  'Adgrg5',
  '1700082M22Rik',
  'Slc7a6os',
  '9430091E24Rik',
  'Gm20681',
  'Cdh15',
  'Rab4a',
  '2810455O05Rik',
  'Gm26759',
  '1700019J19Rik',
  'Fat3',
  'Olfr847',
  'Fbxl12os',
  'Npsr1',
  'Gm48127',
  'Gm16214',
  'Gm10688',
  'Zbtb16',
  'AI593442',
  'Slc35f2',
  'Acsbg1',
  'Hcn4',
  'Rbpms2',
  'Gm28379',
  'Rora',
  'Lysmd2',
  'Impg1',
  'Mei4',
  'Nt5e',
  'Mthfsl',
  'Bcl2a1d',
  'Trim43b',
  'Bcl2a1b',
  'Gm28085',
  'A930006L05Rik',
  'C430002N11Rik',
  'Acpp',
  'Cpne4',
  'Gm47106',
  'Gpr62',
  'Gm28111',
  'Mapkapk3',
  'Cish',
  'Gm17041',
  '6430571L13Rik',
  'Ccr4',
  'Gm4668',
  'Ccr8',
  'Gm47113',
  'A530083I20Rik',
  'Slc6a20b',
  'Cxcr6',
  'Ppp1r14c',
  'Gm47710',
  'Gm20139',
  'Ifngr1',
  '9230106D20Rik',
  'Gm33332',
  'Gm26740',
  'Gm26581',
  '1700054O05Rik',
  'Gm48197',
  'Tube1',
  'Cd164',
  'Popdc3',
  'Gm47739',
  'Gm47917',
  'Spock2',
  'Gm40709',
  'Olfr57',
  'Cbarp',
  'Gna15',
  'Chst11',
  'Slc41a2',
  'Cry1',
  '1700113H08Rik',
  'Gm17745',
  'Gm35206',
  'Kcnmb4',
  'Kcnmb4os2',
  'Cpm',
  'Il22',
  'Iltifb',
  'Gm34045',
  'Gm47027',
  'AC135859.1',
  'Hormad2',
  'Snhg15',
  'Ramp3',
  'Vstm2a',
  '4930403D09Rik',
  'Clint1',
  'BC053393',
  'Il5',
  'Csf2',
  'Zfp672',
  '1700047K16Rik',
  'Gm12256',
  'Jmjd4',
  'Ncor1',
  'Pigl',
  'Gm12278',
  'Fbxw10',
  'Myh3',
  'Abhd15',
  'Gm10392',
  'Gm11205',
  'Gm20234',
  'Mrm1',
  'Dhrs11',
  'Rnft1',
  'Lpo',
  'Gm11508',
  'Hlf',
  'Chad',
  'Dlx4os',
  'Gpr179',
  'Gm11613',
  'Cwc25',
  'Ikzf3',
  'Ormdl3',
  'Gsdma3',
  'Krt24',
  'Krt28',
  'Gm12349',
  'Zfp385c',
  'Spata32',
  'Itgb3',
  'Gm11639',
  'Prr29',
  'Ern1',
  'Tex2',
  'A830035A12Rik',
  'Gm15642',
  'Slc16a6',
  '1700012B07Rik',
  'BC018473',
  'St6galnac1',
  'Gm11767',
  'Gm48001',
  'Sdc1',
  'Mycn',
  'Sostdc1',
  'Gm35818',
  'Egln3',
  'Aldoart2',
  'Nkx2-1',
  'Gm47518',
  'Gm32369',
  'Zbtb25',
  '9230116L04Rik',
  'Sipa1l1',
  'Zfp410',
  '4732487G21Rik',
  'Gm5662',
  'Nrxn3',
  'Gpr65',
  'Gm47639',
  'Unc79',
  'Gm29508',
  'Ppp4r4',
  'Tunar',
  'Gm2721',
  '4930465M20Rik',
  'Gm15208',
  'Tdrd9',
  '1700127F24Rik',
  'Gm47541',
  'Tex22',
  'Ighv9-2',
  'Pfkp',
  'Adarb2',
  'Gm47486',
  'Actn2',
  'Edaradd',
  'Pou6f2',
  'Amph',
  'Tcrg-V4',
  'Tcrg-V6',
  'Tcrg-V5',
  'Tcrg-C1',
  'Tcrg-V3',
  'Tcrg-C3',
  'Vmn1r208',
  'Vmn1r210',
  'Gm11373',
  'D930007J09Rik',
  'Serpinb1a',
  'Gm40909',
  'Gm47127',
  'Pxdc1',
  'Gm15908',
  'Gm26688',
  'Gcnt2',
  '4930453C13Rik',
  'Rbm24',
  'Nxnl2',
  'Prr7',
  'Fbxl21',
  'Gm49763',
  'Glrx',
  'Gm20379',
  'Sgtb',
  'Shisal2b',
  'Hcn1',
  '2610042L04Rik',
  'Gm26680',
  'Gm48321',
  'Appl1',
  'Il17rb',
  'Ogdhl',
  'Gm49180',
  'Ero1l',
  'Gm49124',
  'Gm49150',
  'Gm35166',
  'Vmn2r89',
  'Ear6',
  'Trav1',
  'Trav2',
  'Trav3-1',
  'Trav6-1',
  'Trav6d-5',
  'Trav9d-4',
  'Trav13d-4',
  'Trav6n-5',
  'Trav10n',
  'Trav6n-6',
  'Trav11n',
  'Trav13n-3',
  'Trav9-1',
  'Trav11',
  'Trav4-3',
  'Trdv4',
  'Trdc',
  'Trdv5',
  'Myh6',
  'Ltb4r1',
  'Mcpt1',
  'Gm15918',
  'Xkr6',
  'Prss55',
  '4930471C04Rik',
  'Tnfrsf10b',
  'Gm15629',
  'Tnfsf11',
  'Zfp957',
  'Rgcc',
  'Gm48942',
  '6330576A10Rik',
  'Stk24',
  'Gpr183',
  'Gm41271',
  'C030047K22Rik',
  'Cdh10',
  'Cdh18',
  '4930570B17Rik',
  'Dap',
  'Rgs22',
  'Gm34678',
  '9330154K18Rik',
  'Fam83a',
  'Gm38563',
  'Sla',
  'Tssk5',
  'Dgat1',
  'Scrt1',
  'Gm36329',
  'Galr3',
  'Gm20420',
  'Gm15569',
  'Syce3',
  'Cntn1',
  'Gm41386',
  'Gm17349',
  'Krt87',
  'Krt86',
  'Gm49501',
  'Krt83',
  'Itgb7',
  'Gm9918',
  'Amhr2',
  'Prr13',
  'Dnase1',
  'Dexi',
  'Tnp2',
  'Gm9961',
  'Gm49521',
  'Igll1',
  'Gm15764',
  'Gm32126',
  'Gm15564',
  'Gm49735',
  'Cd96',
  'Morc1',
  'Samsn1',
  'Nrip1',
  'Gm30726',
  'D16Ertd472e',
  '4930478L05Rik',
  '4932438H23Rik',
  'Gm49723',
  'B3galt5',
  'Pcp4',
  'Synj2',
  'Gm17087',
  'Gm26873',
  'Vmn2r114',
  'Mmp25',
  'Spsb3',
  'Wdr90',
  'Gm50068',
  'Gm50250',
  'Cryaa',
  'Gm50336',
  'Prrt1',
  'Ly6g5b',
  'Lta',
  'Gm6034',
  '1700031A10Rik',
  'Gabbr1',
  'Gm45330',
  'Slc5a7',
  'Tnfsf14',
  'Spdya',
  'Trmt61b',
  'Gm50020',
  'Tmem247',
  'Rhoq',
  'Gm50012',
  'Camk4',
  'Psd2',
  '4930517L18Rik',
  'Gm37165',
  'Nr3c1',
  'Gm31019',
  'Prelid2',
  'Plac8l1',
  'Ap3s1',
  'March3',
  'Slc27a6',
  'Ablim3',
  'Gnal',
  'Gm50169',
  'Chmp1b',
  'Ldlrad4',
  'Mbd2',
  'Galr1',
  'Tshz1',
  'Cd226',
  'Dok6',
  'Pitpnm1',
  'Kcnk7',
  'Tmem262',
  'Olfr1443',
  'Lpxn',
  'Olfr1445',
  'Trpm6',
  'Pip5k1b',
  'Dmrt2',
  'Ranbp6',
  'Uhrf2',
  'Pcgf5',
  'Pi4k2a',
  'Lbx1',
  'Oga',
  'Gm36602',
  'Cnnm2',
  'Gm50431',
  'Gm19557',
  'Adra2a',
  'Ppp1r3f',
  'Flicr',
  'Foxp3',
  'Gpr34',
  'Rhox7a',
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  'Gm14718',
  'Cd40lg',
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  'Xlr4c',
  'Zfp92',
  'Tktl1',
  'Fndc3c1',
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  'Dach2',
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  'Gm45022'],
 13: ['Gm37381',
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  'Lactb2',
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  'Agxt',
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  'Cfhr2',
  'C730036E19Rik',
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  'Apoa2',
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  'Coq8a',
  '9130409I23Rik',
  'Capn8',
  'Hhipl2',
  'Marc1',
  'C130074G19Rik',
  'Gm2061',
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  'Phyh',
  'Mcm10',
  'Dhtkd1',
  'Echdc3',
  'Acbd5',
  'Pnpla7',
  'Entpd8',
  'C8g',
  'Obp2a',
  '1810012K08Rik',
  'Sardh',
  'Barhl1',
  'Endog',
  'Kyat1',
  'Ass1',
  'Fpgs',
  'Gm13528',
  'Hc',
  'AI182371',
  'Kynu',
  'Gm13522',
  'Upp2',
  'Spc25',
  'Abcb11',
  'Gm13631',
  'Rapgef4',
  '6430710C18Rik',
  'F2',
  'Depdc7',
  'Them7',
  'Bbox1',
  'C130080G10Rik',
  'Ivd',
  'Ndufaf1',
  'Slc27a2',
  '1810024B03Rik',
  'Oxt',
  'Gm14097',
  'Hao1',
  '1700030C14Rik',
  'Ahcy',
  'Gm45609',
  'Gm826',
  'Sgk2',
  'Hnf4aos',
  'Hnf4a',
  'Wfdc12',
  'Gm11457',
  'E130018N17Rik',
  'Fam210b',
  'Ctcfl',
  'Ctcflos',
  'Pck1',
  'Gm14288',
  'Gm14403',
  'Gm14327',
  'Zfp972',
  'Chrna4',
  'Slc10a5',
  'Car1',
  'Car3',
  'Larp1b',
  'Gm40040',
  'Platr4',
  'Gm43549',
  '1700007F19Rik',
  'Rarres1',
  'Tdo2',
  'Asic5',
  'Fgg',
  'Fgb',
  'Mnd1',
  'Gm15535',
  'Gatb',
  'Pklr',
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  'Gm15998',
  'Gm15417',
  'Gm9774',
  'C920021L13Rik',
  'Car14',
  'Hjv',
  'Pdzk1',
  'Fmo5',
  'Hsd3b5',
  'Hsd3b2',
  'Hsd3b3',
  'Prok1',
  'Gstm6',
  'Gstm3',
  'Gstm4',
  'Olfm3',
  '1700061I17Rik',
  'Gm26871',
  'Dpyd',
  'Fabp2',
  'Gm35986',
  'Etnppl',
  'Gm6135',
  'Bdh2',
  '0610031O16Rik',
  'Adh7',
  'Adh1',
  'Adh4',
  'Adh5',
  'Kyat3',
  'Uox',
  'Dnase2b',
  'Gm31121',
  'Cryz',
  '4930592C13Rik',
  'Cth',
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  'Gm11832',
  'Gm11837',
  'Necab1',
  'Rmdn1',
  'Gm12354',
  '4930480G23Rik',
  'Ttpa',
  'Coq3',
  'Galt',
  'Gne',
  'Grhpr',
  'Aldh1b1',
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  'Acnat2',
  'Baat',
  'Aldob',
  'Nipsnap3b',
  'Mup7',
  'Mup2',
  'Mup8',
  'Mup9',
  'Mup1',
  'Gm13773',
  'Mup10',
  'Mup11',
  'Mup12',
  'Mup14',
  'Mup15',
  'Mup16',
  'Mup17',
  'Mup18',
  'Gm13775',
  'Mup20',
  'Mup3',
  'Gm12909',
  'Mup21',
  'Hdhd3',
  'Orm1',
  'Orm3',
  'Orm2',
  'Gm11214',
  'Wincr1',
  'Gm12602',
  '0610025J13Rik',
  'Angptl3',
  'Pgm1',
  'Ube2u',
  '0610043K17Rik',
  'Ak4',
  'Gm12718',
  'C8b',
  'C8a',
  'Fyb2',
  'Gm12728',
  'Cpt2',
  'Scp2',
  'Zyg11a',
  '9630013D21Rik',
  'Cyp4a12a',
  'Cyp4a12b',
  'Cyp4a14',
  'Cyp4a10',
  'Cyp4a32',
  'Ppcs',
  '4933421A08Rik',
  '1700080G11Rik',
  'E330017L17Rik',
  'Gm10300',
  'Hmgcl',
  'Gale',
  'Tcea3',
  'Rnf186',
  'Akr7a5',
  'Aldh4a1',
  'Gm13021',
  'Slc25a34',
  'Agmat',
  '4933438K21Rik',
  'Zfp982',
  'Masp2',
  'Gm13203',
  'Abcb4',
  'Gm40264',
  'Gm26608',
  'Khk',
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  'Gm7854',
  'Qdpr',
  'Lap3',
  '5033403H07Rik',
  'Nwd2',
  'Klb',
  'Ociad2',
  'Ugt2b1',
  'Ugt2b36',
  'Ugt2b5',
  'Ugt2a3',
  'Ugt2b38',
  'Sult1b1',
  'Sult1d1',
  'Gc',
  'Gm43449',
  'Afm',
  'Albfm1',
  'Gm19619',
  'Fam47e',
  'Gm42604',
  '2310034O05Rik',
  'Hsd17b13',
  'Gbp10',
  'Slc26a1',
  'Pxmp2',
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  'Hnf1a',
  'Acads',
  'Hspb8',
  'Srrm4os',
  'Gm10390',
  'Sds',
  'Hpd',
  'Glt1d1',
  'Asl',
  'Caln1',
  'Mlxipl',
  'Tfr2',
  'Gjc3',
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  'Gm16035',
  'Gm20635',
  'Cyp3a11',
  'Cyp3a25',
  'Cyp3a59',
  'Gpr12',
  'Gm34333',
  'Urad',
  '2210417A02Rik',
  'Gm15408',
  'Gngt1',
  'Bet1',
  'Pon1',
  'Slc25a13',
  'Lmod2',
  'Gm26627',
  'Gm13855',
  'Akr1d1',
  'Hibadh',
  'Fabp1',
  'Gm15401',
  'Eva1a',
  'Tlx2',
  'Nat8f2',
  'Nat8f1',
  'Fam136a',
  'Gm26588',
  'Uroc1',
  'Klf15',
  'Gm44421',
  'Aldh1l1',
  '0610040F04Rik',
  'Rpusd3',
  'Cidec',
  'Zfand4',
  'Gm45083',
  'Gm44317',
  'Slc6a13',
  'Slc6a12',
  'Mug1',
  'Mug2',
  'Pex5',
  'Gm44096',
  'C1rl',
  'Gm10010',
  'Pzp',
  'A2ml1',
  'Clec2h',
  'Gm17088',
  'Hebp1',
  'Slc15a5',
  'Slco1b2',
  'Slco1a4',
  'Gm30784',
  'Slco1a1',
  'Gm6614',
  'Gys2',
  'Sox5os4',
  'Etfrf1',
  'Tmem86b',
  'Isoc2a',
  'Slc27a5',
  'Sult2a8',
  'Sult2a7',
  'Gm38948',
  'Apoc4',
  'Ethe1',
  'Gm30146',
  'Cyp2b13',
  'Cyp2a4',
  'Cyp2g1',
  'Cyp2a5',
  'Cyp2a22',
  'Cyp2a12',
  'Cyp2f2',
  'Gm15883',
  'Gm44744',
  'Ovol3',
  'Prodh2',
  'Gapdhs',
  'Hamp2',
  'Hamp',
  'Gm17102',
  'Etfb',
  'Klk1b4',
  'Aspdh',
  'Atf5',
  'Dhdh',
  '0610005C13Rik',
  'Fgf21',
  'Abcc6',
  'Saa4',
  'Saa1',
  'Saa2',
  'Gm45086',
  'Csrp3',
  'Gm2788',
  'Gas2',
  '1810008I18Rik',
  'Gm16157',
  'Mesp1',
  'Homer2',
  'Fah',
  'Thrsp',
  'Mogat2',
  'Hpx',
  'Olfr701',
  'Olfr703',
  'Olfr482',
  'Insc',
  'Sox6os',
  'Coq7',
  'Pdilt',
  'Gm26967',
  'Acsm5',
  'Acsm1',
  'Gm19950',
  'Gm45792',
  'Anks4b',
  'Aqp8',
  'Qprt',
  'Sephs2',
  'Gm32816',
  'Gm40457',
  'Gm44672',
  'Bnip3',
  'Caly',
  'Cyp2e1',
  'Urah',
  'Sirt3',
  'BC024386',
  'Nlrp6',
  'Slc25a22',
  'C330021F23Rik',
  'Gm2814',
  '4833411C07Rik',
  'Gm15348',
  'Proz',
  'Defb1',
  'Slc25a15',
  'Mrps31',
  'Dkk4',
  'Gm30692',
  'Ido2',
  'Adrb3',
  'Gm34474',
  'Gm34533',
  'Fgl1',
  'Mtnr1a',
  'F11',
  'Klkb1',
  'Lrp2bp',
  'Gm30931',
  'Glra3',
  'Aadat',
  'Apela',
  'Nat1',
  'Tm6sf2',
  'Hapln4',
  'Cib3',
  'Gm45822',
  'Gm10358',
  'Gm10649',
  '4930579O11Rik',
  '1700067K01Rik',
  'Gcdh',
  'Klf1',
  'Lonp2',
  'Ces1b',
  'Ces1c',
  'Ces1e',
  'Ces1f',
  'Coq9',
  'Got2',
  'K230015D01Rik',
  'Ces2a',
  'Ces2c',
  'Ces3a',
  'Ces3b',
  'Lcat',
  '1810019D21Rik',
  'Gm39244',
  'Lncbate1',
  'Tat',
  'Ldhd',
  'Nudt7',
  'Gcsh',
  'Bco1',
  'Gm31717',
  'Hsd17b2',
  'Mlycd',
  'Gm26747',
  'Car5a',
  'Spata2l',
  '4732419C18Rik',
  'Gm45866',
  'Fam89a',
  'Gm16754',
  'Spc24',
  'Ccdc151',
  'Acad8',
  'Gm47465',
  'Gm36435',
  'Hmbs',
  'BC049987',
  'Treh',
  'Ttc36',
  'Apoa1',
  'Apoc3',
  'Apoa4',
  'Apoa5',
  'Nnmt',
  'Gm47077',
  'Tex12',
  'Gldn',
  'Hykk',
  'Nrg4',
  'Gm10658',
  'Cyp1a2',
  '4930461G14Rik',
  'A730043L09Rik',
  'Lipc',
  'Gm32017',
  'Gm47789',
  'Gsta1',
  'Gm3776',
  'Gm10639',
  'Gsta2',
  'Gm27216',
  'Bckdhb',
  'Gm30849',
  'Gm32281',
  'Cldn18',
  '1300017J02Rik',
  'Acad11',
  'Gm28548',
  'D030055H07Rik',
  'Glyctk',
  'Alas1',
  'Acy1',
  'Abhd14b',
  'Ifrd2',
  'Slc38a3',
  'Gnat1',
  'Mst1',
  'Tmie',
  'Rtp3',
  'Gm36251',
  'Acaa1b',
  'Xylb',
  'Ss18l2',
  'Gm47162',
  'Gm39469',
  'Aldh8a1',
  'Raet1e',
  'Raet1d',
  'Arg1',
  'Gm36172',
  'Smlr1',
  'Gm29571',
  'Gm36908',
  'Echdc1',
  'Gm48215',
  'Tpd52l1',
  'Gm31992',
  'Gm17196',
  '5730435O14Rik',
  'Rtn4ip1',
  'Pla2g12b',
  'Nodal',
  'Ppa1',
  'Pbld2',
  'Pbld1',
  'Mypn',
  'Gm32872',
  'C730027H18Rik-1',
  'Upb1',
  'Ddt',
  'Gm15343',
  'Ftcd',
  'Gatd3a',
  'Gamt',
  'Reep6',
  'Creb3l3',
  'Gm15608',
  'Rfx4',
  'Igf1os',
  'Chpt1',
  'Nr1h4',
  'Slc17a8',
  'Gm32468',
  'Hal',
  'Amdhd1',
  '4732465J04Rik',
  'Gm33543',
  'Gm47223',
  'Lin7a',
  'Gm30262',
  'Trhde',
  'Gm15723',
  'Gm10747',
  'Gm40770',
  'Gm35696',
  'Gm36041',
  'Gm4129',
  'Inhbe',
  'Inhbc',
  'Shmt2',
  'Rdh9',
  'Rdh16',
  'Rdh16f2',
  'Rdh7',
  'Sdr9c7',
  'Hsd17b6',
  'Gls2',
  'Apon',
  'Apof',
  'Suox',
  'Rdh5',
  'Mettl7b',
  '9030616G12Rik',
  'Sec14l4',
  'Sec14l2',
  'Gck',
  'Gm11967',
  'Igfbp1',
  'Ddc',
  'Chac2',
  'Adra1b',
  'Timd2',
  'Leap2',
  'Pemt',
  'Shmt1',
  'Slc47a1',
  'Sat2',
  'Asgr1',
  'Asgr2',
  'Vmo1',
  'Gltpd2',
  'Inca1',
  'Shpk',
  'Spata22',
  'Olfr20',
  'Srr',
  'Serpinf2',
  'Gm44787',
  '9130204K15Rik',
  'Cct6b',
  'Wfdc21',
  'Acaca',
  'Gm11437',
  'Pctp',
  'Gm21885',
  'Pdk2',
  'Dlx4',
  'Pnpo',
  'G6pc',
  'Nags',
  'Gm11586',
  'Kif18b',
  'C130046K22Rik',
  'Taco1',
  'Apoh',
  'Cpsf4l',
  'Trim80',
  'Afmid',
  'Slc25a10',
  'Gm11789',
  'Gcgr',
  'Pcyt2',
  'Notumos',
  'Dcxr',
  'Gm11773',
  'Gm48633',
  '5033421B08Rik',
  'Ttc32',
  'Iah1',
  'Gm45941',
  'Adi1',
  'Gm31508',
  'Sntg2',
  'Slc26a4',
  'Slc25a21',
  'L2hgdh',
  'Gm33016',
  'Gm40438',
  '4930404H11Rik',
  'Gm4756',
  'D830013O20Rik',
  '2210039B01Rik',
  'Slc10a1',
  'Acot4',
  'Acot3',
  'Gstz1',
  'Gm40893',
  'D130020L05Rik',
  'Serpina10',
  'Serpina6',
  'Serpina1b',
  'Serpina1d',
  'Serpina1a',
  'Serpina1c',
  'B430119L08Rik',
  'Serpina1e',
  'Serpina11',
  'Serpina12',
  'Serpina3k',
  'Serpina3m',
  'Gm19554',
  'Slc25a47',
  'Gm34667',
  'Aspg',
  'Akr1c14',
  'Gm47904',
  'Akr1c13',
  'Akr1c12',
  'Akr1c6',
  'Gm36264',
  'Sugct',
  'Gm11273',
  'Olfr11',
  'Hist1h2bc',
  'Gm11337',
  'Slc17a2',
  'Slc17a3',
  'Slc17a1',
  'D130043K22Rik',
  'Aldh5a1',
  'Serpinb9f',
  'Fam50b',
  '4930529N20Rik',
  'Rpp40',
  'Ppp1r3g',
  'Gm48767',
  'AI463229',
  'Elovl2',
  'Gm32063',
  'Adtrp',
  'Gm47683',
  'Tpmt',
  'A930002C04Rik',
  'Gm48199',
  'F12',
  'Lect2',
  'Fbp1',
  'Habp4',
  'Rslcan18',
  'Gm8016',
  'Srd5a1',
  'Gm47428',
  'Acot12',
  'Dhfr',
  'Bhmt',
  'Bhmt2',
  'Dmgdh',
  'Gm48133',
  'Gm30551',
  'Gm48684',
  'Acox2',
  'Gm3839',
  'Gm35164',
  'Lrtm1',
  'Itih4',
  'Itih3',
  'Itih1',
  'Hacl1',
  'Shld2',
  'Fam25c',
  'Lrit1',
  'Lrit2',
  'Mat1a',
  'Mbl1',
  'Gnpnat1',
  'Ndrg2',
  'Dhrs4',
  'Fitm1',
  'Cideb',
  'Gm16573',
  'Gjb2',
  'Mipepos',
  'Msra',
  'Gm48433',
  'Gulo',
  'Ephx2',
  'Gm10032',
  'Cpb2',
  'Cnmd',
  'Gm41231',
  'Dct',
  'Ggact',
  'Ghr',
  'C9',
  'Nadk2',
  'Ugt3a1',
  'Ugt3a2',
  'Prlr',
  'Agxt2',
  'Amacr',
  'Tars',
  'Ropn1l',
  'Cmbl',
  'Dpys',
  'Gm26684',
  'Gm16006',
  '1700012I11Rik',
  'Ly6g2',
  'Top1mt',
  'Naprt',
  'BC024139',
  'Gpt',
  'Apol7a',
  'Apol9a',
  'Apol9b',
  'Tst',
  'Gm17753',
  'Gcat',
  'Gm17597',
  'Cyp2d10',
  'Cyp2d9',
  'Cyp2d12',
  'Gm49431',
  'Cyp2d40',
  'Cyp2d26',
  'Pnpla5',
  'Ppara',
  'Ttc38',
  'Miox',
  'Gpd1',
  'Mettl7a2',
  'Cela1',
  'Csad',
  'Gm28876',
  'Dnaja3',
  'Gm1600',
  'Serpind1',
  'Slc25a1',
  'Tango2',
  'Ehhadh',
  'Ahsg',
  'Fetub',
  'Hrg',
  'Kng2',
  'Kng1',
  'B630019A10Rik',
  'Gm31583',
  'Gm20319',
  'Cpn2',
  'Bdh1',
  '1700119H24Rik',
  'Ccdc58',
  'Fbxo40',
  'Hgd',
  'Gm15638',
  'Gm4737',
  'Nit2',
  'Gbe1',
  'E330011O21Rik',
  'Ncam2',
  'Gm32461',
  'Gm32624',
  'Mrap',
  'Olig1',
  '1810044K17Rik',
  'Cldn14',
  'Plg',
  'Slc22a1',
  'Pnldc1',
  'Acat3',
  'Gm49668',
  'Gm41541',
  'Tedc2',
  'Hagh',
  'Fahd1',
  'Igfals',
  'Mcrip2',
  'Decr2',
  'Pde9a',
  '2310015A16Rik',
  'Cyp4f39',
  'Gm20463',
  'Cyp21a1',
  'C4a',
  'Apom',
  'H2-Q1',
  'H2-Q10',
  'Slc22a7',
  'Dnph1',
  'Gnmt',
  '1700001C19Rik',
  'Prickle4',
  'Mocs1',
  'Plin5',
  'Slc25a23',
  'Dreh',
  'Gm31084',
  'Haao',
  'Abcg5',
  'Abcg8',
  'Lrpprc',
  'Slc3a1',
  'Gm10556',
  'Ttc39c',
  'Gm50063',
  'Osbpl1a',
  'Mocos',
  'Gm9955',
  'A830052D11Rik',
  'Gm10549',
  'Gm50149',
  'Gm4013',
  'Kcnn2',
  'Gm3734',
  'Cdo1',
  'Hspe1-rs1',
  'Hsd17b4',
  'Prr16',
  'Gm29966',
  'Acaa2',
  'Hsbp1l1',
  'Gm50314',
  'Gm5096',
  'Gstp1',
  'Gstp2',
  'Cabp2',
  '2010003K11Rik',
  'Pcx',
  'Ccs',
  'Gm42067',
  'Gm550',
  'Slc22a28',
  'Slc22a29',
  'Slc22a30',
  'Tkfc',
  'Vwce',
  'Gm4952',
  'Glyat',
  'Keg1',
  'C730002L08Rik',
  'Aldh1a7',
  'Fxn',
  'Gm10053',
  'Rcl1',
  'Gldc',
  'Mbl2',
  'A1cf',
  '9130016M20Rik',
  'Gm36419',
  'Papss2',
  'Gm29863',
  'Pank1',
  'Gm50147',
  'Hectd2os',
  'Cyp26a1',
  'Rbp4',
  'Cyp2c55',
  'Cyp2c29',
  'Cyp2c38',
  'Cyp2c39',
  'Cyp2c67',
  'Cyp2c68',
  'Cyp2c40',
  'Cyp2c37',
  'Cyp2c54',
  'Cyp2c50',
  'Cyp2c70',
  'A930028N01Rik',
  'Ankrd2',
  'Hoga1',
  'Abcc2',
  'Cyp2c23',
  'Gm50337',
  'Gm28578',
  'Elovl3',
  'Cyp17a1',
  '4930449E18Rik',
  'Gfra1',
  'Gm14703',
  'Otc',
  'Maob',
  'Rgn',
  'F9',
  'Gk',
  'Tmem28',
  'Cdx4',
  'Serpina7',
  '4930513O06Rik',
  'Ripply1',
  'Alas2',
  'Pfkfb1'],
 14: ['Eya1',
  'Gm28836',
  'Khdc1a',
  'Khdc1c',
  'Khdc1b',
  'Gm28306',
  'Arhgef4',
  'Gm37068',
  'Zap70',
  'Il18rap',
  'Stat4',
  'Gm28178',
  'Gm29670',
  'Inpp1',
  'Gm28777',
  'Ankrd44',
  'Gm29084',
  'Gm29112',
  'Gm28112',
  'Tmem198',
  'Wdfy1',
  'Gm29125',
  'Gm28942',
  'Gm28626',
  'Nmur1',
  'Ugt1a8',
  'Otos',
  'Gpc1',
  'Ankmy1',
  'Pdcd1',
  'St8sia4',
  '4930598F16Rik',
  '1810006J02Rik',
  'Ptpn4',
  'Mcm6',
  'Rassf5',
  'Lax1',
  'Chit1',
  'Ptpn7',
  'Dennd1b',
  'Rgs1',
  'Rgs16',
  'Teddm1b',
  'Gm36975',
  'Gm37328',
  'Fasl',
  'Gm20743',
  'Xcl1',
  'Gm37469',
  'Gm2453',
  'Sh2d1b2',
  'Gm10522',
  'Ly9',
  'Cd48',
  'Nhlh1',
  'Fcrl6',
  'Aim2',
  'Olfr430',
  'Mptx1',
  'Gm31406',
  'Gm16897',
  'Gm32250',
  'Gm45902',
  '1700061F12Rik',
  'Gata3',
  'Psd4',
  '2600006K01Rik',
  'Cstad',
  'Gm28638',
  'Stk39',
  'Gm13596',
  'Wipf1',
  'Ttn',
  'Cerkl',
  'Olfr1156',
  'Olfr1178',
  'Olfr1199',
  'Chrm4',
  'Gm9821',
  '2900072N19Rik',
  'Gm13807',
  'Olfr1295',
  'Olfr1318',
  'Gm13977',
  'Pla2g4b',
  'Strc',
  'Slc28a2',
  'Dusp2',
  'Kcnip3',
  'Spdye4c',
  'AI847159',
  'Gm14029',
  'Tmem239',
  'Lrrn4',
  'Tmx4',
  'Gm14139',
  'Gm14124',
  'Gm10130',
  'Zfp345',
  'Cst7',
  'Nrsn2',
  'Tspyl3',
  '4930519P11Rik',
  'Sla2',
  'Cdh22',
  'Prex1',
  'Gm14401',
  'Phactr3',
  'Lime1',
  'Pde7a',
  'Actrt3',
  'Gpr160',
  'Il2',
  'Il21',
  'Gm12534',
  'Plk4',
  'Gm20750',
  'Insrr',
  'Sh2d2a',
  'Bglap',
  '1500004A13Rik',
  'Gm16069',
  'Atp8b2',
  'Lce1k',
  'Hist2h3b',
  'Hist2h2bb',
  'Cd160',
  'Gm43244',
  'Gm43149',
  'Gm43387',
  'Bcl2l15',
  'Ptpn22',
  'Gm15472',
  'Gm43065',
  'Ppm1j',
  'Mov10',
  'A930002I21Rik',
  'Cym',
  'Gm12498',
  'Gm29151',
  'Neurog2',
  'Gm42697',
  'Gm16213',
  '1700015C17Rik',
  'Asb17',
  'Nsmaf',
  'Tox',
  'Gm11802',
  'Virma',
  'Gem',
  'Cngb3',
  'Faxc',
  'Gm136',
  'Gm12409',
  'Hemgn',
  'Gm16731',
  'Coro2a',
  'Gm12536',
  'Ugcg',
  'Mup19',
  'Akna',
  'Cdk5rap2',
  'Gm11228',
  'Ttc39b',
  'Gm13283',
  'Gm12666',
  'Raver2',
  'Fam151a',
  'Foxd2',
  'Rimkla',
  'Cap1',
  'AL607088.1',
  'Gm13063',
  'Rps6ka1',
  'Zfp683',
  'Crybg2',
  'Runx3',
  'Gm16224',
  'Lypla2',
  'Lactbl1',
  'Usp48',
  'Padi2',
  'Gm13031',
  'Efhd2',
  'Tnfrsf9',
  'Uts2',
  'Acot7',
  'Gm27200',
  'Tnfrsf18',
  'AW011738',
  'Cdk6',
  'Gm17590',
  'Rundc3b',
  'Gm21190',
  'Rsbn1l',
  'Gm43566',
  'Zfp512',
  'Poln',
  'Haus3',
  'Zfyve28',
  'Gm15522',
  'Ppp2r2c',
  'Clnk',
  'Gm16015',
  '9630001P10Rik',
  'C030018K13Rik',
  'Chaer1',
  'Ccng2',
  'Fgf5',
  'A930041C12Rik',
  '4930428O21Rik',
  'Gm15792',
  'Wscd2',
  'Unc119b',
  'Morn3',
  'Rhof',
  'Gm15747',
  'Abcb9',
  'Gm40348',
  'Pvrig',
  'Gm10874',
  'Olfr718-ps1',
  'Cyp3a44',
  '2310047D07Rik',
  'Gm42556',
  '5430435K18Rik',
  'Ccdc136',
  'BC049739',
  'Clec2l',
  'Rab19',
  'Trbv10',
  'Prss2',
  'Kel',
  'Zfp956',
  'Gimap4',
  'Gimap7',
  'Gimap1os',
  'Gimap5',
  'Hoxa11os',
  'Chn2',
  'Gm15527',
  '9130019P16Rik',
  'Ndnf',
  'Vmn1r32',
  'Il12rb2',
  'Gm44175',
  'Aak1',
  'Gm44091',
  '4933427D06Rik',
  'Vmn1r47',
  'Gm44040',
  'Gm4640',
  'Rasgef1a',
  'Hdhd5',
  'Tuba8',
  'Klrg1',
  'Lag3',
  'Vamp1',
  'Tapbpl',
  'Klrb1a',
  'Klrb1',
  'Klrb1c',
  'Klrb1b',
  'Klrb1f',
  'Gm44000',
  'Klre1',
  'Klrd1',
  'Klrk1',
  'Klrc3',
  'Klrc2',
  'Klrc1',
  'Klri2',
  'Gm156',
  'Klra5',
  'Klra4',
  'Klra8',
  'Klra9',
  'Klra7',
  'Klra10',
  'Klra3',
  'Klra1',
  'Styk1',
  'Gm44017',
  'Kcnj8',
  '1700126G02Rik',
  'Cacng8',
  'Cacng6',
  'Ncr1',
  'Vmn1r57',
  'Zscan4-ps1',
  'Gm42372',
  'Gm32772',
  'Gm32846',
  'Gm44613',
  'Vasp',
  'Ckm',
  'A930016O22Rik',
  'Gm38569',
  'Rinl',
  'Gm38979',
  'Zfp382',
  'Gramd1a',
  'Vmn2r59',
  'Zfp141',
  'AC149091.1',
  'Lim2',
  'Nkg7',
  'Cldnd2',
  'Klk9',
  'Klk6',
  'Klk15',
  'Klk1b8',
  'Flt3l',
  'Kcna7',
  'Gm31597',
  'Lmtk3',
  'Gm14377',
  'Mrgpra9',
  'Gm45235',
  'Fancf',
  'Chsy1',
  'Mctp2',
  'Gm36696',
  'Gm45715',
  'AU020206',
  'Klhl25',
  'Prc1',
  'Nmb',
  'Slc28a1',
  '4933406J10Rik',
  'Gm36584',
  'Sytl2',
  'Gm20476',
  'Art2b',
  'Olfr715',
  'Calcb',
  'Rexo5',
  'Spn',
  'Itgal',
  'Itgad',
  '4931431B13Rik',
  '5830432E09Rik',
  'Stk32c',
  'Ifitm10',
  'Gm15350',
  'Zmat4',
  'Adam3',
  'Gm45627',
  '1700015I17Rik',
  '1700011L03Rik',
  'Gm15758',
  'Hmgb2',
  'Gm45359',
  'Lzts1',
  'Pbx4',
  'Mast3',
  'Fcho1',
  'Gm26586',
  '4933421D24Rik',
  'Clgn',
  'Adcy7',
  'Rbl2',
  'Mt3',
  'Nlrc5',
  'Katnb1',
  'Gm31518',
  'Gm38250',
  'Cdyl2',
  'Slc38a8',
  '5033426O07Rik',
  'Gm20735',
  'Snai3',
  'Rnf166',
  'Cpne7',
  'Gm15775',
  'Gm45709',
  'Gm10722',
  'Gm47565',
  'Gm47214',
  'Panx1',
  'Olfr859',
  'Dnmt1',
  'Gm26592',
  '1700084C06Rik',
  'Tyk2',
  'Vps26b',
  'Gm27240',
  'Gm27166',
  'Nrgn',
  'Olfr922',
  'Olfr981',
  'Gm48129',
  'Gm39326',
  'Pstpip1',
  'Gm29322',
  '4930442G15Rik',
  'Ulk3',
  'Trip4',
  'Gm15511',
  'Foxb1',
  'B230323A14Rik',
  'Gm27241',
  'Ddx43',
  'Rasgrf1',
  'Trim42',
  'Gm16252',
  'Iqcf4',
  'Rad54l2',
  'Gm34106',
  'Bsn',
  'Gm37401',
  'Nbeal2',
  'Gm36745',
  'Fbxl2',
  'Gm47950',
  'Bcl2a1c',
  '4930520O04Rik',
  'Gm26614',
  '4933432G23Rik',
  'Eomes',
  'Ccr1l1',
  'Ccr5',
  'Gm20470',
  'Tab2',
  'Gm30906',
  'Gm28905',
  'Gje1',
  'Il20ra',
  'Gm48189',
  'H60b',
  'Samd3',
  'Calhm4',
  'Nt5dc1',
  'Mical1',
  'Prdm1',
  'Fam184a',
  'Adamts14',
  'Prf1',
  'Adora2a',
  'Itgb2',
  'Mob3a',
  'Izumo4',
  'Nmrk2',
  'Atcay',
  'Gm33782',
  'Gm47221',
  'Ppp1r12a',
  'Ifng',
  '4930471E19Rik',
  'Avil',
  'Agap2',
  'Arhgap9',
  'Slc39a5',
  'Esyt1',
  'Gm47540',
  'Gdf11',
  'Emid1',
  'Gm11999',
  'Gm12000',
  '1700042O10Rik',
  'Etaa1',
  'Gm12100',
  'Gm12120',
  '4930469K13Rik',
  'Gm12148',
  'Adam19',
  'Gm16033',
  'Cyfip2',
  'Olfr1382',
  'Rasgef1c',
  'Gm12195',
  'Jade2',
  'Il4',
  'Meikin',
  'Anxa6',
  'Nmur2',
  'Gm12243',
  'Olfr325',
  'Olfr322',
  'Mmgt2',
  'Gm27194',
  'Gm10428',
  'Alox8',
  'Acap1',
  'Gm40193',
  '4930544D05Rik',
  '6330403K07Rik',
  'Abr',
  'Gm3948',
  'Ccl1',
  'Slfn8',
  '1700020L24Rik',
  'Heatr9',
  'Ccl5',
  'Ccl3',
  'Ccl4',
  'Rnf43',
  '1110028F11Rik',
  'Car10',
  'Tbx21',
  'Top2a',
  'Gm11568',
  'Gm11713',
  'Gm11714',
  'Gm11656',
  'Gm11697',
  'Kif19a',
  'Rab37',
  'Armc7',
  'Unc13d',
  'Pde6g',
  'Sirt7',
  'Gm11775',
  'Cd7',
  '4921501I09Rik',
  'Gm5432',
  'Id2',
  'Gm36287',
  'Gm47705',
  'Gm36723',
  'F730043M19Rik',
  'Atxn7l1os1',
  'Coch',
  'Gm10465',
  'Pax9',
  'Wdr20rt',
  'Vcpkmt',
  'Prkch',
  'Dcaf5',
  'Cipc',
  'Zdhhc22',
  '3200001D21Rik',
  'Gpr68',
  'Chga',
  'Itpk1',
  'Gm20069',
  'Asb2',
  'Serpina9',
  'Serpina3g',
  'Gm28875',
  'Syne3',
  'Gm16086',
  'Gm16084',
  'Gm40576',
  'Cdca4',
  'Tedc1',
  'Tmem121',
  'Ighv1-33',
  'Ighv1-36',
  'Gm19331',
  'Cdca7l',
  'Sp4',
  'Gm31887',
  'Tcrg-V7',
  'Tcrg-C2',
  'Trgv2',
  'Tcrg-V1',
  'Tcrg-C4',
  'Hist1h3h',
  'Hist1h4j',
  'Hist1h2an',
  'Hist1h2bp',
  'Hist1h2ao',
  'Hist1h4m',
  'Hist1h4n',
  'Prss16',
  'Hist1h4i',
  'Hist1h2ag',
  'Hist1h2bj',
  'Hist1h4f',
  'Hist1h1d',
  'Hist1h2bg',
  'Hist1h1e',
  'Hist1h4b',
  'Serpinb6b',
  'Gm47662',
  'Serpinb9',
  'Gm36099',
  'Serpinb1b',
  'Gm30127',
  'Gm48770',
  'Lncbate6',
  'Tfap2a',
  'Nedd9',
  'Phf2os1',
  'Fgd3',
  'Gm33424',
  'Hrh2',
  'Gm15911',
  'Gm47587',
  '1700037F03Rik',
  'Gm49223',
  'Gm47210',
  'Arsb',
  'F2rl2',
  'Pik3r1',
  'Gm28988',
  'Cdc20b',
  'Gzma',
  'Gzmk',
  'Itga2',
  'Gm3468',
  'Gm3591',
  'Gm48857',
  'Gng2',
  'Camk2g',
  '4933413J09Rik',
  'Slmapos2',
  '4930431P03Rik',
  'Gm17173',
  'Olfr742',
  'Trav8d-2',
  'Gm43650',
  'Trav8n-2',
  'Trav13n-4',
  'Trav12-1',
  'Trav3-4',
  'Gm43647',
  'Trav22',
  'Trdv2-2',
  'Gm43434',
  'Gm49067',
  'Khnyn',
  'Cma1',
  'Cma2',
  'Gzme',
  'Gzmd',
  'Gzmf',
  'Gzmc',
  'Gzmb',
  'Atp8a2',
  'Ptk2b',
  'Cdca2',
  'Nefl',
  'Ppp3cc',
  'Dok2',
  'Cysltr2',
  'Gm21750',
  'Gm10847',
  'Lcp1',
  'Gm49016',
  'Gm48970',
  'Spry2',
  'Gm36107',
  'Ubac2',
  'Gm33906',
  'Gm10389',
  'Ncald',
  'Gm34794',
  '4933412E24Rik',
  'Gm31342',
  '1700010B13Rik',
  'Gm46519',
  'Mroh6',
  'Smpd5',
  'Apol7b',
  'Apol7e',
  'Il2rb',
  'Gm49490',
  'Gm10863',
  'Gm16575',
  'A430088P11Rik',
  'Mei1',
  'Efcab6',
  'Gm26513',
  'Ccdc184',
  'Gm27209',
  'I730030J21Rik',
  'Soat2',
  'Hoxc9',
  'Nlrc3',
  'Ifitm7',
  'Bmerb1',
  'Gm15868',
  'Tmem191c',
  'Ccdc188',
  'Gp1bb',
  'Tnk2',
  'Gpr156',
  'Tigit',
  'Cd200r1',
  'Cd200r4',
  'Cd200r2',
  'Gm15518',
  'Olfr173',
  'Olfr175-ps1',
  'Olfr209',
  'Rbm11',
  'Gm30790',
  '4930553E22Rik',
  'A730009L09Rik',
  'Gm49707',
  '1700029J03Rik',
  'Gm5678',
  'Gm32432',
  'Sytl3',
  'Gm49959',
  '4933401D09Rik',
  '4930549P19Rik',
  'Vmn2r101',
  'Gm10226',
  'Gm50071',
  'Gnptg',
  'Baiap3',
  'Kifc5b',
  'Phf1',
  'Gm50254',
  'Gm10505',
  'Grm4',
  'Gm22146',
  'Tmem217',
  'Tff1',
  'Pglyrp2',
  'Gm50046',
  'H2-Q6',
  'H2-Q7',
  'Ppp1r18',
  'Gm20478',
  'Runx2',
  'Gm49893',
  'Gm19585',
  'Dennd1c',
  'Gm11110',
  'Gm36279',
  'Six3',
  'Gm6277',
  'Cables1',
  'Gm16344',
  'Ndfip1',
  'Htr4',
  'Spink13',
  'Gm50368',
  'Slc14a1',
  'Setbp1',
  'Gm41790',
  'Nfatc1',
  'Sall3',
  'Gm50350',
  'Gm50311',
  'Ptprcap',
  'Tbc1d10c',
  'Ctsw',
  'Ap5b1',
  'Gm16538',
  'Plaat3',
  'Gng3',
  'A430093F15Rik',
  'Ms4a15',
  'AW112010',
  'Gcnt1',
  'Rorb',
  'Gm50216',
  'Smc5',
  'Gm41821',
  'Gm50445',
  'Insl6',
  'Ide',
  'Pitx3',
  'Gm16726',
  'Gm30541',
  'Tdrd1',
  'Gm50270',
  'Pnliprp1',
  'H2al1k',
  'Efhc2',
  'Spin2f',
  'Gm773',
  'Gm648',
  'Mtmr1',
  'Avpr2',
  'Gm15384',
  'Rab39b',
  'Gm15063',
  'Zxdb',
  'Nap1l3',
  'Tmsb15a',
  'Slc25a53',
  'Zcchc18',
  'Lhfpl1',
  'Htr2c',
  'Usp51',
  'Spin2c',
  'Gm8817',
  'Gm28964',
  'Gm28961',
  'Gm29343'],
 15: ['Rgs20',
  'Gm26901',
  'Mcmdc2',
  '4930444P10Rik',
  'Gm28095',
  '4930403P22Rik',
  '4933424G06Rik',
  '8430432A02Rik',
  '1700072G22Rik',
  'Gls',
  'Clk1',
  'Mpp4',
  'Gm26813',
  '2810408I11Rik',
  'Plcd4',
  'Gm29539',
  'Slc23a3',
  'Pax3',
  'Sag',
  'Rbm44',
  'Gm17090',
  'Gm28901',
  'Gm28403',
  'Gm28867',
  'Btg2',
  'Gm29290',
  'Ier5',
  'Gm36945',
  'Gm15853',
  'Gm37982',
  'Gm37748',
  '4930500M09Rik',
  'Gm26620',
  'B930036N10Rik',
  'Gm17224',
  'Chml',
  'Gm15423',
  'B230369F24Rik',
  'Kif28',
  'Gm37214',
  '4930532G15Rik',
  'Fam71a',
  'Atf3',
  'Gm13261',
  'Tmem236',
  'Nsun6',
  'Arl5b',
  'Mastl',
  '4931423N10Rik',
  'Stpg3',
  'Gm13381',
  'Gm13547',
  'Slc25a25',
  'Gm34653',
  'Gm13448',
  'Rapgef4os3',
  'Chrna1',
  'Olfr1240',
  'Gm13999',
  'Trim69',
  'Astl',
  'A730036I17Rik',
  'Tmem230',
  'Slx4ip',
  'Dnmt3b',
  'Actl10',
  'Spag4',
  'Fam83d',
  'L3mbtl1',
  'Oser1',
  '1700010B08Rik',
  'Gm14444',
  'Taf4',
  'Tcfl5',
  'Ptk6',
  'Zbtb10',
  'Sox2ot',
  'Gm37170',
  'Gm20402',
  'Stoml3',
  'Tsc22d2',
  'Siah2',
  'Tiparp',
  'Ccnl1',
  'Gm37305',
  'Crabp2',
  'AI849053',
  'AW047730',
  'Gm3764',
  'Nup210l',
  'Crtc2',
  '4930537H20Rik',
  '1700040D17Rik',
  'Mcl1',
  'Ciart',
  'Adam30',
  'Gm42941',
  'Ampd1',
  'Gm43063',
  'Gm43581',
  'Gm43585',
  'Gm12524',
  'Taf13',
  'Gm17494',
  '4930539J05Rik',
  'Gm43689',
  'Pnrc1',
  'Topors',
  'Dnaja1',
  'Fam219aos',
  'Gm12405',
  'Klf4',
  'Actl7b',
  'A230083N12Rik',
  'Ifnab',
  'Jun',
  'Dmrta2',
  'Kncn',
  'Nasp',
  'Btbd19',
  'Plk3',
  'Bmp8a',
  'Zc3h12a',
  'Gm12940',
  'A3galt2',
  'Rnf19b',
  'Snhg12',
  'Grhl3',
  'Gm24362',
  '6330411D24Rik',
  'Pramef8',
  'Gm17029',
  'Gm13067',
  'Gm16023',
  'Isg15',
  '5031425E22Rik',
  '2700038G22Rik',
  'Ucn',
  'Gm7596',
  'Gm15614',
  'Msantd1',
  'Gm43507',
  'Fam184b',
  'Gm42726',
  'Chrna9',
  'Grxcr1',
  'Pdcl2',
  'Cxcl10',
  '2010109A12Rik',
  'Gm9484',
  'Tmem150cos',
  '5430416N02Rik',
  'Gm17660',
  'Gm42903',
  'Gm42917',
  'Gm42918',
  '1700008B11Rik',
  'Gm42829',
  'Il31',
  'Rsrc2',
  'Gm43661',
  'Ubc',
  'Gm10382',
  'Col26a1',
  'Vgf',
  'Gm8066',
  'Actl6b',
  'Sap25',
  'Mafk',
  'Wipi2',
  'D430018E03Rik',
  'Gm15708',
  'Gm6309',
  'D730045B01Rik',
  'Calcr',
  'Ankrd7',
  'Gcc1',
  'Lncpint',
  'Gm6117',
  'Gm43154',
  '2010310C07Rik',
  'Tas2r143',
  'Olfr457',
  'Tra2a',
  'Gm20536',
  'Gm44166',
  'Reg3b',
  'A430078I02Rik',
  'Gm43936',
  'Gm44210',
  '4930466I24Rik',
  'Gt(ROSA)26Sor',
  'Cpne9',
  'Ttll3',
  'Gm44167',
  'Fxyd4',
  '4930540M05Rik',
  'Slc25a18',
  'Gm20531',
  'Nop2',
  'Tex52',
  'Gm44366',
  'Hist4h4',
  'Gm15543',
  'Ints13',
  '1700034J05Rik',
  'Caprin2',
  'Prkcg',
  'D030047H15Rik',
  'Leng9',
  'Vmn1r55',
  'Olfr5',
  'Vmn1r86',
  'Kptn',
  'Bbc3',
  'Gm45509',
  'Npas1',
  'Rsph6a',
  'Gm26802',
  'Fosb',
  'Prr19',
  'Gm44924',
  'Sertad1',
  'Gm38973',
  'Dll3',
  'Supt5',
  'Plekhg2',
  'Zfp36',
  'Ccer2',
  'Gm44702',
  'Nfkbid',
  'Kirrel2',
  'Vmn2r63',
  'Zfp819',
  'Zfp473',
  'Ppp1r15a',
  'Ntn5',
  'Fam83e',
  'Mrgprb1',
  'Gm27252',
  '1700112J16Rik',
  'Gm29328',
  'Plin1',
  'Rccd1',
  'Platr32',
  'Whamm',
  'Gm44570',
  'Olfr305',
  'Ccdc81',
  'Ccdc83',
  'Pcf11',
  'C230038L03Rik',
  'Rsf1',
  'Omp',
  'Gm35082',
  'Olfr543',
  'Olfr545',
  'Ascl3',
  '1700003G18Rik',
  'Mfsd13b',
  'Gm20274',
  'Gm9967',
  'Fbrs',
  '1700120K04Rik',
  'Fus',
  'Gm15533',
  'Trim72',
  'Bag3',
  'Cuzd1',
  'Gm44893',
  '1700120G07Rik',
  'Gm33148',
  'Fgf3',
  'Tex29',
  'Defb6',
  '1810012K16Rik',
  '1700041G16Rik',
  'D830025C05Rik',
  'Gm45584',
  'Proscos',
  'Gm26795',
  '1700104B16Rik',
  'Adam20',
  'Ankrd37',
  'Ing2',
  'Cdkn2aip',
  '1700061N14Rik',
  'Galntl6',
  'Gm32568',
  'Jund',
  'Gm11175',
  'Iqcn',
  'Gm3336',
  'Pde4c',
  'Ankle1',
  'Klf2',
  'Gm17435',
  'Gm9725',
  'Dnajb1',
  'C330011M18Rik',
  'Gm26887',
  'Gm26532',
  'Ier2',
  'Junb',
  'Best2',
  'Gm45425',
  '2010110E17Rik',
  '4831440D22Rik',
  'Ces1a',
  'Gm45767',
  '4933405L10Rik',
  '4930578M07Rik',
  'Dpep2-1',
  'Dpep2nb',
  'D030068K23Rik',
  'Gm15894',
  'Gm26812',
  '2810013P06Rik',
  'Mc1r',
  'Casp4',
  'Taf1d',
  'Icam1',
  'Gm47079',
  'Icam5',
  'Qtrt1',
  'Gm26511',
  'Olfr877',
  'Olfr889',
  'Olfr920',
  'Bsx',
  'Jhy',
  'Gm48346',
  'Gm47237',
  'Cplx3',
  'Gm17231',
  'Islr2',
  'Celf6',
  'Skor1',
  'Ubap1l',
  'Gm28731',
  '4933433G15Rik',
  'Gm17324',
  'Snhg5',
  'Gm28424',
  '1700065D16Rik',
  'Gm19325',
  'Aste1',
  'Col6a4',
  '1700039M15Rik',
  '1700102P08Rik',
  '4833445I07Rik',
  'Gm38163',
  'Ucn2',
  'Gm38004',
  'Cspg5',
  'Myl3',
  'Gm48007',
  'Ttc21a',
  'Csrnp1',
  '1700019L13Rik',
  'Zbtb2',
  'Fbxo30',
  'Cited2',
  'Mtfr2',
  'A930033M14Rik',
  'BC048559',
  'Sim1',
  'Gm46189',
  'Ccdc138',
  'Ddit4',
  'D830039M14Rik',
  '4930507D05Rik',
  'Sirt1',
  'Egr2',
  '4930563J15Rik',
  '4921516A02Rik',
  'Madcam1',
  'Sbno2',
  'Midn',
  'Efna2',
  'Gadd45b',
  'Atcayos',
  'Gm17249',
  'Gm16268',
  'Sycp3',
  'Phlda1',
  'Gm28592',
  'D630029K05Rik',
  'Gm40773',
  '4930432O09Rik',
  'Ddit3',
  'Stac3',
  'Il23a',
  'Zc3h10',
  'Gm47093',
  'Morc2a',
  'Dusp18',
  'A730071L15Rik',
  'Sertad2',
  '1700030C12Rik',
  'Gm12185',
  'Olfr56',
  'Hnrnph1',
  'Grm6',
  'Phykpl',
  'Gm12204',
  'Il13',
  'Irf1',
  'Glra1',
  'Gm12236',
  'Trim17',
  'Rasd1',
  'Gm12280',
  '2410006H16Rik',
  'Lrrc75aos2',
  '9330160F10Rik',
  'Kdm6bos',
  'Shbg',
  'Phf23',
  'Dvl2',
  '4930563E22Rik',
  'Bhlha9',
  'Nufip2',
  'Cryba1',
  'Rskr',
  'Wsb1',
  'Slfn14',
  'Hsf5',
  'Gm15892',
  '4930556N13Rik',
  'Tob1',
  'Gm11527',
  'Gsdma',
  'Gast',
  'Hcrt',
  'Cntd1',
  'Hexim1',
  'Polg2',
  'Gm11712',
  'Cd300ld2',
  'Sap30bpos',
  'Aanat',
  'Jmjd6',
  'Srsf2',
  'Socs3',
  'Cbx8',
  'Cbx4',
  'A930037H05Rik',
  'Rhob',
  'Gm47391',
  'Gm36862',
  'Gm47948',
  'Gm34923',
  'Lsmem1',
  'Gm17056',
  'Gm17024',
  'Dnajb9',
  '1700081N11Rik',
  'Nfkbia',
  'Gm9887',
  'Arf6',
  '4930512B01Rik',
  'Abhd12b',
  '3110056K07Rik',
  '9630002D21Rik',
  'Gm8075',
  'Gm48823',
  'Hspa2',
  'Zfp36l1',
  'Gm20337',
  'Pnma1',
  'Fos',
  '4930473H19Rik',
  'Gm47439',
  'Moap1',
  'B930059L03Rik',
  '1700001K19Rik',
  'Hsp90aa1',
  'A230087F16Rik',
  'Ighv1-38',
  '1700016G22Rik',
  'Klf6',
  'Idi2',
  'Gm36423',
  'Vmn1r202',
  'Hist1h3g',
  'Hist1h4a',
  'Ripk1',
  'A730081D07Rik',
  'Gm28707',
  'Tes3-ps',
  'Gadd45g',
  'Gm48295',
  'Gm34788',
  'Spata31d1d',
  '1700014D04Rik',
  'Etohd2',
  'Tut7',
  'Gm34961',
  'Gm16133',
  'Gm16132',
  'Prss47',
  'Gm48556',
  'Gm48819',
  'Crhbp',
  'Gm32090',
  'B230220B15Rik',
  'Plk2',
  'Ccno',
  'Zfp131',
  'D030051J21Rik',
  'Gm47794',
  'Gm2244',
  'Gm15935',
  'Gm34059',
  'Arf4os',
  'Pde12',
  '9930004E17Rik',
  '2610528A11Rik',
  'Gm48924',
  'Gm49086',
  'Cdh24',
  'Mhrt',
  'Myh7',
  'A730061H03Rik',
  'Sap18',
  'Ints6',
  'Rp1l1',
  'Synb',
  'Egr3',
  'Gm10845',
  'Mir17hg',
  'Gm27198',
  'Gm49035',
  'Gm2093',
  'Gdnf',
  'Zfp622',
  'Klf10',
  'Gm49077',
  'Arc',
  'Mafa',
  '4930571N24Rik',
  'Apol8',
  'Maff',
  'Atf4',
  'Gm49503',
  'Gm49548',
  'A930001M01Rik',
  'Pim3',
  'Gm20621',
  'Chkb',
  'C730034F03Rik',
  'Gm30339',
  'Slc38a2',
  '9330020H09Rik',
  'Rnd1',
  'Ddn',
  'Prph',
  'Gm17058',
  'Gm5475',
  '5330439K02Rik',
  'Csrnp2',
  'Nr4a1',
  'Smim41',
  'Map3k12',
  'D930007P13Rik',
  'Glycam1',
  'Gm15537',
  '1810013L24Rik',
  'Socs1',
  'Ccdc116',
  'Rimbp3',
  'Senp2',
  'Tra2b',
  'Eif4a2',
  'Bcl6',
  'Gp5',
  'Gm49754',
  'Gm41442',
  'Zdhhc19',
  'Gm15829',
  'Gm17103',
  'Myh15',
  'Nfkbiz',
  'Zbtb11',
  'Gm49579',
  'Stx19',
  'Pou1f1',
  'Mrps6',
  'Slc5a3',
  'Gm16310',
  'Gm29880',
  'Brwd1',
  'Gm15342',
  'Ttll2',
  'Vmn2r124',
  'Vmn1r227',
  'Prss27',
  'Gm50070',
  'Rab26os',
  'Tpsb2',
  'Dusp1',
  'Gm49774',
  'C130040N14Rik',
  'Lhfpl5',
  'Gm41556',
  'Cdkn1a',
  'Gm50240',
  'Gm26549',
  'Akap8l',
  'Gm17115',
  'AA388235',
  'Brd2',
  'Btnl4',
  'Hspa1b',
  'Hspa1a',
  'Gm20481',
  'Ly6g6c',
  'Tnf',
  'Ier3',
  'Ppp1r10',
  'Olfr95',
  'Pp2d1',
  'Acer1',
  'Pspn',
  '4930405O22Rik',
  'A930002H24Rik',
  'Gm50034',
  'Srsf7',
  'Cdkl4',
  'Gm29168',
  'Map3k8',
  '4833419F23Rik',
  'Gjd4',
  'Gm50069',
  'Gm15956',
  'Hrh4',
  'Sap130',
  'Egr1',
  'Gm41693',
  'Slc25a2',
  'Taf7',
  'Gm29994',
  'Gm15337',
  'Gm49974',
  'Adrb2',
  'Cfap53',
  'Lipg',
  'B020010K11Rik',
  'Gm50428',
  'Gm48683',
  'Chka',
  'Gpr152',
  'Gm50315',
  'Neat1',
  'Syvn1',
  'Gm14963',
  'Pygm',
  'Kcnk4',
  'Gm50232',
  'Snhg1',
  'Nxf1',
  'Olfr1469',
  'Zfand5',
  'Gm50255',
  '1700122C19Rik',
  'Gm26644',
  'Gm35867',
  '4833438C02Rik',
  'Nfkb2',
  'Gsto2',
  '8030456M14Rik',
  'Gm50186',
  'Eras',
  'Gm14636',
  'Gm14549',
  'Fam90a1b-1',
  'Xist',
  'Rlim',
  'Gm15726',
  'Asmt',
  'mt-Nd4l'],
 16: ['Adgrb3',
  'Gm15392',
  '1700121L03Rik',
  'Olfr1269',
  'Ubl4b',
  'Psapl1',
  'Gm44733',
  'Cabp5',
  'Dmrtc2',
  'Vmn1r185',
  'Cyp2t4',
  'Olfr310',
  'Lin28b',
  'Olfr787',
  'March10',
  'Igha',
  'Gm48412',
  'Mcpt4',
  'Gm49262',
  'Gm26612',
  '5330434G04Rik',
  'mt-Nd2',
  'mt-Nd4'],
 17: ['Gm28154',
  'Gm16070',
  'Crispld1',
  '6720483E21Rik',
  'Gm15457',
  'Tmem182',
  'Gm29017',
  '9530026F06Rik',
  'Abca12',
  'Gm16582',
  'Epha4',
  'Htr2b',
  '4933400F21Rik',
  'Gm28723',
  'Gm9991',
  'Lypd1',
  'Sox13',
  'Gm15851',
  'Lhx9',
  'Gm20631',
  '4930558K02Rik',
  'Dnm3',
  'Fmo6',
  'Sele',
  'Selp',
  'Casq1',
  'Wdr64',
  'Pld5',
  'Gm36992',
  'Cnih3',
  'Ccdc121',
  'Kcnh1',
  'Olah',
  '1810059C17Rik',
  'Ptf1a',
  'Gad2',
  'Grin1os',
  'Fcnaos',
  'Snhg7os',
  'Pkn3',
  'C230014O12Rik',
  'C79798',
  'Lhx6',
  'Gm13429',
  'Gm48908',
  'Gcg',
  'Scn3a',
  'G6pc2',
  'Hoxd10',
  'Hoxd9',
  'Neurod1',
  'Zfp804a',
  '4930443O20Rik',
  'Aplnr',
  'Olfr1028',
  'Lrp4',
  'Gm13817',
  'Chst1',
  'A930018P22Rik',
  'Olfr1307',
  'Sptbn5',
  'Ehd4',
  'Mall',
  'Tmc2',
  'Avp',
  'Hspa12b',
  'Gm14232',
  'Prnd',
  'Gm14209',
  'Ism1',
  'Thbd',
  'Gm14120',
  'Cst13',
  'Cstdc2',
  'Slc52a3',
  'Tcf15',
  'Procr',
  'Tnnc2',
  'Spata25',
  'Stmn3',
  'Oprl1',
  'Stmn2',
  'Pmp2',
  'Fabp9',
  'Fabp4',
  'Bhlhe22',
  'Egfem1',
  'Gm33206',
  'Mannr',
  'Mecom',
  'Mecomos',
  'Gm38258',
  'C230034O21Rik',
  'Gm38246',
  'Gm5103',
  'Smad9',
  '4921539H07Rik',
  'Gm38186',
  'Gm36569',
  'Gask1b',
  'Fhdc1',
  'Efna3',
  'Adam15',
  'Slc27a3',
  'Sprr2a1',
  'Sprr2a2',
  'Sprr2a3',
  'Sprr2b',
  'Gm20627',
  'Gja5',
  '4930573H18Rik',
  'Gm42682',
  'Gm36211',
  'Ntng1',
  'Vcam1',
  '4930455H04Rik',
  'Plppr5',
  'Gm40190',
  'Gm29865',
  'Gm16559',
  'Adh6a',
  'Adh6b',
  '4930425O10Rik',
  'Tspan5',
  'Clca2',
  'Gm42949',
  'Lrrc7',
  'Clvs1',
  'Aqp7',
  'Gm21541',
  'Gm13304',
  'Ccl21a',
  'Unc13b',
  'Hrct1',
  'Spaar',
  'Ctnnal1',
  'Frrs1l',
  'Gm12542',
  'Brinp1',
  'Aldoart1',
  'Frmd3',
  'Kank4',
  '2700068H02Rik',
  'Acot11',
  'Gm12951',
  'Pik3r3',
  'Lao1',
  'Gm12927',
  'Rhbdl2',
  'Epha10',
  'Ptpru',
  'Tmem200b',
  'Grrp1',
  'Vwa5b1',
  'Padi3',
  'Srarp',
  'Gm16211',
  'Gm13201',
  'Rbp7',
  'Slc2a7',
  'Gm13049',
  'Ajap1',
  'Megf6',
  'Gm15587',
  'Asic3',
  'Tcf23',
  'Nkx1-1',
  'Gm43701',
  'Cytl1',
  'D5Ertd615e',
  'Gm43303',
  'Gm42413',
  'Gm43042',
  'Gm43838',
  'Gm15984',
  'Tecrl',
  'Gm43056',
  'Dspp',
  '1700069L16Rik',
  'Cit',
  'Nos1',
  '4930404A12Rik',
  'Dnah10',
  'Rimbp2',
  'Gm30003',
  'Upk3bl',
  'Cldn15',
  'Gper1',
  'Gm5',
  'Gm16055',
  'Thsd7a',
  'Cav1',
  'Ptprz1',
  'Prrt4',
  'Gm13844',
  'Gm13848',
  '1700065J11Rik',
  '1700025N23Rik',
  'Gm10334',
  'Tas2r126',
  'Olfr446',
  'Sspo',
  'Halr1',
  'Hoxa6',
  'Hoxa10',
  'Hoxa13',
  'Cpvl',
  '9530036M11Rik',
  'Wipf3',
  'Abcg2',
  'Mmrn1',
  'Gm36816',
  'Dnah6',
  'Tacr1',
  'Gkn3',
  'Gm38708',
  'Vmn1r40',
  'Fbln2',
  'Eogt',
  'Lmod3',
  'Gm43948',
  'Lmcd1',
  'Ssu2',
  'Oxtr',
  'Atp2b2',
  'Syn2',
  'Timp4',
  'Mbd4',
  'Gm9946',
  'A2m',
  'Vwf',
  'Clec2e',
  'Clec12b',
  'Art4',
  'Tnni3',
  'Nlrp4c',
  'Gm45510',
  'Nanos2',
  'Ceacam2',
  'Prx',
  'Capn12',
  'Gm44700',
  '2200002D01Rik',
  'Gm44997',
  'Zfp977',
  'Klk11',
  'Klk10',
  'Pth2',
  'Gm31479',
  'Gm44948',
  'Gm44738',
  'Gm10619',
  'St8sia2',
  '5330411O13Rik',
  'Cfap161',
  'Cemip',
  'Vmn2r76',
  'Tyr',
  'Gucy2d',
  'Gm34280',
  'Olfr520',
  'F730035P03Rik',
  'Olfr596',
  'Gm4070',
  'Gvin1',
  'Gm16336',
  'Vwa3a',
  'Cacng3',
  'Gm44854',
  'Gm39090',
  'Plpp4',
  'Insyn2a',
  'Ebf3',
  'Syce1',
  'H19',
  'Igf2',
  'Igf2os',
  'Gm44732',
  'Insr',
  'Gm44516',
  'Sox1ot',
  'Tmem255b',
  'Gm15319',
  'Gm14851',
  'Defa29',
  'Tpte',
  '5430421F17Rik',
  'Dusp26',
  'Gm45304',
  'Nrg1',
  'Gm34419',
  'Gm6213',
  'Gm45542',
  'E330018M18Rik',
  'Vegfc',
  '4930518J21Rik',
  'Tll1',
  'Plvap',
  'Nwd1',
  'Iqcm',
  'Ttc29',
  'Cbln1',
  '4933402J07Rik',
  'Zfp423',
  'Gm45641',
  'Irx3',
  'Irx3os',
  'Gm45334',
  'Crnde',
  'Irx5',
  'Bean1',
  'Car7',
  'Ces2b',
  'Has3',
  'Nqo1',
  'Chst4',
  'Cdh13',
  'Foxc2',
  'Gm45833',
  'Spire2',
  'Gm29773',
  'Hephl1',
  'Vstm5',
  'Glb1l3',
  'Kirrel3',
  'Acrv1',
  'Gm3896',
  'Olfr912',
  'Olfr984',
  'Scn3b',
  'Gm48293',
  'Gm48740',
  'Grik4',
  'Ncam1',
  'Rdx',
  'Cyp1a1',
  'Gm47923',
  'Glce',
  'Gm19299',
  'Tln2',
  'Tpbg',
  'Rbp1',
  'Mras',
  'Ephb1',
  'Gm47416',
  'Gm4665',
  'Gm47289',
  'Scn5a',
  'Myrip',
  'Gm39464',
  'Samd5',
  'Gm16234',
  'Gm20655',
  'Txlnb',
  'Gm10825',
  'Moxd1',
  'Rspo3',
  'Gm48159',
  'Cenpw',
  'Hs3st5',
  'Nepn',
  'Cep85l',
  'Gm47738',
  'Gm16143',
  'Slc5a4b',
  'Gm16222',
  'AC141477.1',
  'Olfr1356',
  'Gm16104',
  'Celf5',
  'Nuak1',
  'Syn3',
  'Rmst',
  'Gm47718',
  'B530045E10Rik',
  'Nts',
  'Ptprr',
  'Tafa2',
  '1700025K04Rik',
  'Gm47200',
  'Castor1',
  'Gm11961',
  'Myl7',
  'Pkd1l1',
  'Gm12002',
  'Ccdc85a',
  'Olfr1395',
  'Olfr1390',
  'Scgb3a1',
  'Col23a1',
  'Gm39822',
  'Gm12212',
  'Btnl10',
  'Obscn',
  '1810063I02Rik',
  'Ntn1',
  'Gm12305',
  'Wscd1',
  'Sez6',
  'Unc45bos',
  'Slfn5os',
  'Slfn3',
  'Mmp28',
  'Car4',
  'Gm11479',
  'Gm525',
  'Nog',
  'Gm11542',
  'Hoxb9',
  'Csf3',
  'Meox1',
  'Gm11551',
  'Sost',
  'Ppy',
  'Arhgap27os1',
  'Wnt9b',
  'Gm11651',
  'Cacng1',
  'Gm11730',
  'Gm48512',
  'Efr3b',
  'Gm48075',
  '9930038B18Rik',
  'Matn3',
  'Gm48764',
  'Gm48213',
  'Gm20535',
  '2900060N12Rik',
  'Sox11',
  'Gm29007',
  'Nrcam',
  'Prkd1',
  '1700047I17Rik2',
  'Mdga2',
  'Gm48242',
  'Gm17193',
  'Rps6kl1',
  'Flvcr2',
  'Ism2',
  'Flrt2',
  'Cox8c',
  'Gm35190',
  'Hecw1',
  'Olfr1366',
  'Gm11292',
  'Trim38',
  'Prl8a1',
  'Foxc1',
  'Serpinb1c',
  'Serpinb9b',
  'Fam217a',
  'Eci3',
  '1700019C18Rik',
  'Gm47732',
  'Gm46392',
  'Gm5082',
  'Edn1',
  'Gm32939',
  'Gm33958',
  'Gm2762',
  'Msx2',
  'E130119H09Rik',
  '4930455M05Rik',
  'Spata31d1a',
  'Tpbpb',
  'F630042J09Rik',
  'Ube2ql1',
  'Tppp',
  'Ckmt2',
  'Gm807',
  'A430090L17Rik',
  'AF067063',
  'Gm26630',
  'Gm45521',
  'Gm3848',
  'Olfr31',
  'Lrrc3b',
  'Gm48162',
  'Gm30108',
  '4931407E12Rik',
  'Gm17105',
  '4930428N03Rik',
  'Cphx3',
  'Sema3g',
  'Syt15',
  'Bmp4',
  'Gm15222',
  'Gm48933',
  'Olfr729',
  'Olfr740',
  'Gm10876',
  'Gm33321',
  'C1qtnf9',
  'Gm31107',
  'Stc1',
  'Gm16677',
  'Gm27177',
  'Gm4632',
  'Pcdh9',
  'Dach1',
  'Ednrb',
  '4930432J09Rik',
  '1700128A07Rik',
  'Gm16835',
  'Oxgr1',
  'Zic2',
  'Rai14',
  'Gm19276',
  'Pdzd2',
  'March11',
  'Gm35167',
  'Odf1',
  'Gm49313',
  'Gm49097',
  'Baalc',
  'Fzd6',
  'Gm49786',
  'Cthrc1',
  'Gm33301',
  'Gm26854',
  'Tmem74',
  'Pkhd1l1',
  'Samd12',
  '1700015H07Rik',
  'Gm17035',
  'Gm49422',
  'Ly6a',
  'Gm28068',
  'Ly6c1',
  'Ly6h',
  'Apol10a',
  '1700025B11Rik',
  'Apol10b',
  'Gm36245',
  'Pdgfb',
  'Gm20556',
  'Amigo2',
  'OR5BS1P',
  'Dhh',
  'Gm49442',
  'Acvrl1',
  'Krt90',
  'AU021092',
  'Shisa9',
  'Mrtfb',
  'Olfr170',
  'Gm26744',
  'BC106179',
  'Sst',
  'AU015336',
  'Gm49757',
  'Gm46560',
  'Smbd1',
  'Heg1',
  'Pdia5',
  'Gap43',
  'Cd200',
  'Tagln3',
  'Gabrr3',
  'Jam2',
  'Gm49226',
  'Gm38477',
  'Gm32865',
  'Dll1',
  'Vmn2r113',
  'Gm16275',
  'Syngr3',
  'Ccdc154',
  'Gm41555',
  'Glp1r',
  'Gm9902',
  'Gm50138',
  'Gm50000',
  'Egfl8',
  'Rhag',
  'Ptchd4',
  'Clic5',
  'Mymx',
  'Lrg1',
  '1700016K05Rik',
  'Cdc42ep3',
  'Cyp1b1',
  'Mir133a-1hg',
  'Lama3',
  'AC103362.1',
  'Zfp521',
  'Lims2',
  'Reep2',
  'Pcdha5',
  'Pcdha12',
  'Pcdhb2',
  'Pcdhb3',
  'Pcdhb4',
  'Pcdhb9',
  'Pcdh1',
  'Pabpc2',
  'AC156546.1',
  'Gm41717',
  'Myot',
  'Gm4230',
  'Synpo',
  'Gm50128',
  'Gm50353',
  'Gm50115',
  'A730085E03Rik',
  '4930448D08Rik',
  'Stard6',
  'Gm10532',
  'Rnf165',
  'Gm36787',
  'Rin1',
  'Gm42064',
  'Majin',
  'Gpha2',
  'Rcor2',
  'Slc22a8',
  'Olfr1419',
  'Pfpl',
  'Pcsk5',
  '1500015L24Rik',
  'C330002G04Rik',
  'Gm50136',
  'Gm20407',
  'Gm50373',
  'Il33',
  'Ch25h',
  'Gm26902',
  'Gm41836',
  'Cyp26c1',
  'Gm50132',
  'Gm20467',
  'Nkx2-3',
  'Gm35610',
  'Tlx1',
  'Mfsd13a',
  'Sorcs1',
  'Afap1l2',
  'Usp27x',
  'Dipk2b',
  'Slc6a14',
  'Tenm1',
  'Apln',
  'Gm595',
  'Fam122b',
  'Gm15482',
  '4930550L24Rik',
  'Prrg3',
  'Fate1',
  'Spin4',
  'Hsf3',
  'P2ry4',
  'Nexmif',
  'Sytl4',
  'Car5b',
  'Bmx',
  'Pir'],
 18: ['Cspp1',
  'B3gat2',
  'Gm37020',
  'Inpp4a',
  'Gm34066',
  'Gm20342',
  'Ttll4',
  'Gm28940',
  'Gm29055',
  'Gm28404',
  'R3hdm1',
  '6030442K20Rik',
  'Mdm4',
  'Gm38394',
  'Gm28277',
  'Gm4258',
  'Gm26930',
  'Cep350',
  '2210411M09Rik',
  'Upf2',
  'Ankrd16',
  'Cel',
  'Zer1',
  'Gpr21',
  'Wdr38',
  'Cwc22',
  'Tmem87a',
  'Tubgcp4',
  'Cep152',
  'Ap4e1',
  'Cep250',
  '5430405H02Rik',
  'Tldc2',
  'Gm27206',
  'Gm14320',
  'Stx16',
  'Gm14391',
  'Zfp965',
  'Zfp966',
  'Gm2004',
  'Hltf',
  'Cpb1',
  '6430590A07Rik',
  '1700034I23Rik',
  'Rrnad1',
  'Gm37584',
  'Gm20652',
  'Gm17146',
  'Ash1l',
  'Clk2',
  'Celf3',
  'Gabpb2',
  'Bnipl',
  'Gm42869',
  'Gm43061',
  'Gm43330',
  'Prpf38b',
  'Trmt13',
  '4933401H06Rik',
  'Gm35409',
  'B230334C09Rik',
  'Pnisr',
  'Zfp292',
  'Zcchc7',
  'Trim14',
  'Rnf20',
  'Snapc3',
  'Gm12705',
  'E130102H24Rik',
  'Gm12798',
  'Macf1',
  'Gm12905',
  'Clspn',
  'Rsrp1',
  'Prdm2',
  'Fv1',
  'Ube4bos1',
  'Akap9',
  'Dmtf1',
  'Fam185a',
  'Iqca1l',
  'Galnt11',
  'Kmt2c',
  '4930548H24Rik',
  'Prr14l',
  'Uvssa',
  'Gm42849',
  'Fam193a',
  'Bod1l',
  'Lcorl',
  'Cep135',
  'Aasdh',
  'Arl9',
  'Zfp644',
  'Pitpnm2os2',
  'Baz1b',
  'Gm36266',
  'BC030343',
  'Cdk8',
  'Gm43332',
  'Uspl1',
  'Gm43807',
  'Phf14',
  'Gm36669',
  'Gm20756',
  'Lrrc4',
  'Cpa1',
  'Gm14532',
  'Gm14540',
  '2210010C04Rik',
  'Try5',
  'Zfp398',
  'Reg1',
  'Zfp638',
  'Gm43920',
  'Tia1',
  'Gm44265',
  'Gm15612',
  'Setd5',
  'Gm44200',
  'Gm43915',
  'C2cd5',
  'Epp13',
  'Zfp607a',
  'Kmt2b',
  'Gm4673',
  'Gm45309',
  'Fan1',
  'Gm44899',
  'Crebzf',
  'Gm26944',
  'Gm44549',
  'Tnrc6a',
  'Gm31749',
  'Zg16',
  'Gm44674',
  'Olfr46',
  'Muc6',
  'Arglu1',
  'Gm17491',
  'Gm45411',
  'Gm45250',
  'Primpol',
  'Ptger1',
  'Gm39214',
  'Ctrl',
  'Gm17344',
  'Ctrb1',
  'Gm32856',
  'Cwf19l2',
  'Gm16302',
  'Cep295',
  'Kmt2a',
  'Rnf111',
  'Gm47818',
  '4930429F24Rik',
  'Gm17477',
  'Gm28231',
  'Atr',
  'Gm16794',
  'Rbm5',
  'Gm37963',
  'Klhl18',
  'Setd2',
  '2310075C17Rik',
  'Golga4',
  'Gm47320',
  'Gm47140',
  'Zup1',
  'Gm47512',
  'Gm47644',
  'Mcm9',
  'Gm48086',
  'Pcnt',
  'Gm15344',
  'Gm47031',
  'Zfc3h1',
  'D930020B18Rik',
  'Ankrd52',
  'Gm10310',
  'Gm11944',
  'A630052C17Rik',
  'Gm29237',
  '9930111J21Rik1',
  'Gm12207',
  'Gm12258',
  'Gm12264',
  'Gm12279',
  'B130011K05Rik',
  'Myh1',
  'Gm12301',
  'Gm19967',
  'Gm43951',
  'Gm12333',
  'Dhrs13os',
  'Atad5',
  'Taf15',
  'Bcas3os1',
  'Luc7l3',
  'Gm11583',
  'B3gntl1',
  'Atad2b',
  'Gm48896',
  'Pnn',
  'Gm47515',
  '9330151L19Rik',
  'Arid4a',
  'Cep128',
  'Gm35326',
  'Gm48383',
  'Trip11',
  'Gm47167',
  'Dicer1',
  'Gm46378',
  'Prl2c3',
  'Gm48492',
  'Gm48829',
  'Vmn1r220',
  'Hus1b',
  'Prpf4b',
  'Gm48708',
  'Zfp169',
  '6720427I07Rik',
  'Nsd1',
  '4933433G19Rik',
  'Zfp595',
  'Gm47469',
  'Gm48350',
  'Srek1',
  'Nnt',
  '4833420G17Rik',
  'Gm47798',
  'Gm7480',
  'Gm10248',
  'Gm47906',
  'Duxbl1',
  'Gm41144',
  'Gm48949',
  'Rnase1',
  'Zfhx2os',
  'Rbm26',
  'A330035P11Rik',
  'Vps13b',
  'Gm36677',
  'Gm26621',
  '2610037D02Rik',
  'Ddx23',
  'Gm34939',
  'Gm15742',
  '4930565N06Rik',
  'Gm16892',
  'Paxbp1',
  'A630089N07Rik',
  'Serac1',
  'Fam120b',
  'Zfp758',
  'D330041H03Rik',
  'Gm49802',
  'Gm49838',
  'Clps',
  'Tbc1d22bos',
  'Gm50019',
  'Akap8',
  'Gm26693',
  'Pou5f1',
  'Guca1b',
  'Gm49915',
  'Safb',
  'Gm17133',
  'Gm49871',
  'Birc6',
  'Gm1976',
  'Kdm3b',
  'Ankhd1',
  'Cep192',
  'Zfp407',
  'Gm48696',
  'Gm17227',
  'Gm17203',
  'Prickle3',
  'Slc38a5',
  'Zfp182',
  'Thoc2',
  'Atrx',
  'Brwd3',
  'Rbm41',
  'Kdm5d',
  'mt-Nd6'],
 19: ['Gm30414',
  'Ncoa2',
  'Ptpn18',
  'Gm37335',
  'Gm8251',
  'Stat1',
  'Mfsd6',
  'Boll',
  'Cd28',
  'Gm11579',
  '2310016D23Rik',
  'Gm4208',
  'Pth2r',
  'Atic',
  'A630095N17Rik',
  'Mogat1',
  '1700016L21Rik',
  'Dock10',
  'Sp110',
  'Sp100',
  'Gm19589',
  'Arl4c',
  'Hdac4',
  'Gm29480',
  '9430060I03Rik',
  'Neu4',
  'Gm7967',
  'Gm28187',
  'Bcl2',
  '2900060B14Rik',
  'Htr5b',
  'Lct',
  'Ikbke',
  'Gm28914',
  'Gm28913',
  'Zc3h11a-1',
  'Rabif',
  'Ube2t',
  'Kif21b',
  'Gm26781',
  'Gm33994',
  'Gm19705',
  'Ptprc',
  'Atp6v1g3',
  '4930596I21Rik',
  'Gm29170',
  'Nmnat2',
  'C230024C17Rik',
  'Gm28513',
  'Teddm2',
  'Gm37622',
  '4930518J20Rik',
  'Gm2000',
  'Gm37294',
  '4930523C07Rik',
  'Gm31925',
  'Myocos',
  '1700029M03Rik',
  'Tbx19',
  'Gm16565',
  'Cd247',
  'A630035G10Rik',
  'Gm37065',
  'Slamf6',
  'Ifi206',
  'Ifi214',
  'Ifi213',
  'Ifi208',
  'Smyd3',
  'Gm10518',
  'Lin9',
  'Gm37406',
  'Lbr',
  'Dusp10',
  '1700056E22Rik',
  'Gm38155',
  'Gm32200',
  'Utp25',
  'Traf3ip3',
  'Gm13185',
  'Gm13256',
  'Gm13262',
  'Gm13264',
  'Prkcq',
  'Gm37126',
  '4930426L09Rik',
  'Lcn4',
  'Ddx31',
  'Setx',
  '1700001O22Rik',
  'Exosc2',
  'Qrfp',
  'Fam78a',
  'Gm16534',
  '9430024E24Rik',
  'Cntrl',
  'Gm13605',
  'Arhgap15',
  'Arhgap15os',
  'Kif5c',
  'Lypd6b',
  'Rif1',
  'Dapl1',
  'Ly75',
  'Tbr1',
  'Myo3b',
  'Tlk1',
  'Itga6',
  'Pdk1',
  'Sp3',
  'Sp9',
  'Olfr259',
  'Pramel7',
  'Olfr1253',
  'Madd',
  'Ddb2',
  'Gm10804',
  'Abtb2',
  'Nat10',
  'Gm13954',
  'Aven',
  'Ryr3',
  'Scg5',
  'Aqr',
  'Knstrn',
  'Ccndbp1',
  'Gm14019',
  'Patl2',
  'Gm14085',
  'Atp8b4',
  'Acoxl',
  'Gm14009',
  'Gm39929',
  'Gm14027',
  'Gm14022',
  '9830144P21Rik',
  'Nop56',
  '1700026D11Rik',
  'Shld1',
  'Snap25',
  'Otor',
  'Xrn2',
  'Gm14149',
  'Gdf5',
  'Rbl1',
  'Platr27',
  '2010009K17Rik',
  'Snhg17',
  'Stk4',
  'Zfas1',
  'Spo11',
  'Rbm38',
  'Ankrd60',
  'Gm14435',
  'Slc17a9',
  'Rtel1',
  'Gm14496',
  'Gm2464',
  '1700064H15Rik',
  'Gm15462',
  '1700017M07Rik',
  'Atp11b',
  'Mccc1os',
  'Fgf2os',
  'Nudt6',
  'Gm42921',
  'Gm31266',
  'Mgst2',
  'Gm30292',
  'Gpr87',
  'Mbnl1',
  'Gm38326',
  'Gm26850',
  '1110032F04Rik',
  'Ift80',
  'Smc4',
  'Trim59',
  'Wdr49',
  'Serpini1',
  'A830029E22Rik',
  'Gm26771',
  'Gpatch4',
  'Fam189b',
  'Chrnb2',
  'Gm42809',
  'Lce1a2',
  'S100a10',
  'Mrpl9',
  'Gm43768',
  '4930481B07Rik',
  'Mllt11',
  'Cdc42se1',
  'Hist2h2ab',
  'Hist2h2aa2',
  'AC121792.1',
  'Chd1l',
  'Phgdh',
  'Gm12474',
  'Gm42868',
  'Gm43466',
  'Gm43462',
  'Gm43463',
  'Cd2',
  'Gm43134',
  'Syt6',
  'Gm43066',
  'Hipk1',
  'Slc16a1',
  'Ovgp1',
  'Gm42722',
  'Gm42721',
  'Chil5',
  'Chil6',
  '2010016I18Rik',
  'Dennd2d',
  'Cd53',
  'Gm35507',
  'Gm27008',
  'Gpsm2',
  'Henmt1',
  'S1pr1',
  'Gm9889',
  'A930005H10Rik',
  'Dph5',
  'Gm42893',
  'Gm42457',
  '4930512P04Rik',
  'Gm35065',
  'Prss12',
  'Snhg8',
  'Ap1ar',
  'Gm43653',
  'Gm35585',
  'Fam241a',
  '9830132P13Rik',
  'Lef1os1',
  'Lef1',
  'Gm21962',
  'Stpg2',
  'D530037P16Rik',
  'Mcoln3',
  'Gm16231',
  'Gm43400',
  'Plag1',
  'Gm11808',
  'Gm11844',
  'Bach2it1',
  'Gabrr2',
  'Rngtt',
  'Gm12367',
  'Olfr156',
  'Olfr157',
  'Olfr155',
  'Glipr2',
  'Ncbp1',
  'Gm12596',
  'Gm11209',
  'Tnfsf8',
  'Psip1',
  'Slc24a2',
  'Mllt3',
  'Gm12631',
  'Focad',
  'Gm26566',
  'Gm13288',
  '4930553M12Rik',
  'Dmrta1',
  'Jak1',
  'Gm12796',
  'Usp24',
  'Gm12744',
  'Gpbp1l1',
  'Gm12840',
  'Klf17',
  'Cdc20',
  'Mfsd2a',
  'Maneal',
  'Zmym1',
  'Gm12968',
  'Lck',
  'Laptm5',
  'Snhg3',
  'Gm17300',
  'Rpa2',
  'Arid1a',
  'Ubxn11',
  'Ldlrap1',
  'Tmco4',
  'Platr16',
  'Ube4bos2',
  'Pik3cd',
  'Slc45a1',
  'Thap3',
  'Kcnab2',
  'Dffb',
  'Gm16008',
  'Gm43017',
  'Rbm48',
  'Mterf1a',
  'Gm15731',
  'Dbf4',
  'Slc25a40',
  'Gm5106',
  'Gm8879',
  'Gm5861',
  '1700003C15Rik',
  'Gm8953',
  'Gm43657',
  'A930003O13Rik',
  'Lhfpl3',
  'Srpk2',
  'AI506816',
  'Pus7',
  '2310074N15Rik',
  '2900005J15Rik',
  'E130116L18Rik',
  'Cct8l1',
  'Gm5129',
  'Gm42560',
  'Jakmip1',
  'Gm1043',
  'Gm42555',
  'Tapt1',
  'Gm42982',
  '5830416I19Rik',
  'Gm31363',
  '1700027F09Rik',
  'Gm20033',
  'Klf3',
  'Rhoh',
  'Gm43698',
  'Bend4',
  'Gm26756',
  'Kctd8',
  'Cnga1',
  'Nipal1',
  'Txk',
  'Dancr',
  'Scfd2',
  'Hopx',
  'Hopxos',
  'Gm15831',
  'Tmprss11b',
  'Tmprss11e',
  'Gm43057',
  'Afp',
  'Cnot6l',
  'Gm35172',
  'Gm16226',
  'Barhl2',
  'Cdc7',
  '1700028K03Rik',
  'Gm26779',
  'A630023P12Rik',
  'Selplg',
  'Gm17122',
  'Bicdl1',
  'Gm13842',
  'Gm16063',
  'Gm15749',
  'Rph3a',
  'Gpn3',
  'A930024E05Rik',
  'AI480526',
  '4932422M17Rik',
  'Gm15751',
  'Gm34086',
  'Gm16001',
  'Ccdc92',
  'Cct6a',
  'Gtf2i',
  'Gm43604',
  'Alkbh4',
  'Orai2',
  'Gm36551',
  'Mcm7',
  'Dnaaf5',
  'Gm43703',
  'Zkscan14',
  'Zscan25',
  'Gm42788',
  'Wdr95',
  'Hsph1',
  'Gm15473',
  'Tes',
  'Gm20186',
  'Lsm8',
  'Fscn3',
  'Ube2h',
  'Gm13833',
  'Trbv2',
  'Trbv3',
  '5830405F06Rik',
  'Trbv4',
  'Trbv5',
  'Trbv12-1',
  'Trbv13-1',
  'Trbv12-2',
  'Trbv13-2',
  'Trbv14',
  'Trbv15',
  'Trbv16',
  'Trbv17',
  'Trbv19',
  'Trbv20',
  'Trbv23',
  'Trbv24',
  'Trbv26',
  'Trbv29',
  'Trbc1',
  'Trbc2',
  'Trbv31',
  'Gm44284',
  'Gm44696',
  'Gimap9',
  'Gimap6',
  'Gimap1',
  'Gm44226',
  'Gimap3',
  'Hoxa11',
  'Evx1os',
  'Evx1',
  'Znrf2',
  'Vmn1r6',
  '4930533I22Rik',
  'Herc3',
  '2610300M13Rik',
  'Mad2l1',
  'Igkv4-73',
  'Cd8b1',
  'Cd8a',
  'Gm45051',
  'Gm26640',
  'Tmsb10',
  'Gm20594',
  '1700009C05Rik',
  'Sema4f',
  'Paip2b',
  'Egr4',
  'Dusp11',
  'Gm44036',
  'Gm44264',
  'Gm44170',
  'Nup210',
  'Lrig1',
  'Kbtbd8',
  'Arl6ip5',
  'Gm19757',
  'Crbn',
  'Rad18',
  'Gm15492',
  'Prrt3',
  'Gm44199',
  'Vgll4',
  'Hnrnpf',
  'Cacna2d4',
  'Ninj2',
  'Emg1',
  'Lrrc23',
  'Cd4',
  'Ncapd2',
  'Gm28967',
  'Cd27',
  '4930417O13Rik',
  'Tuba3a',
  'Akap3',
  'Dyrk4',
  'Fgf6',
  'Tigar',
  'Cracr2a',
  'Gm43634',
  'Rhno1',
  'Gm44066',
  'Klra6',
  'Cdkn1b',
  'Lockd',
  'BC049715',
  'Arhgdib',
  'Pde6h',
  'Spx',
  'Sult6b2',
  'St8sia1',
  'D6Ertd474e',
  'Lmntd1',
  'Gm32914',
  'Gm6288',
  'Resf1',
  'Gm35037',
  'Smim17',
  'Zfp773',
  'Vmn1r69',
  'Nop53',
  'Meis3',
  'Slc1a5',
  'Psg16',
  'Ceacam3',
  'Gm45058',
  'Vmn1r168',
  'AC159140.1',
  'Kcnn4',
  'Smg9',
  'Gm9844',
  'D930028M14Rik',
  'Gm26707',
  'Gm44684',
  'Fbl',
  'Gm44709',
  'Gmfg',
  'Hcst',
  'Nphs1',
  'Fxyd5',
  'G630030J09Rik',
  'Gm10640',
  'Gm12764',
  'Slc7a10',
  'Ccne1',
  '2310002F09Rik',
  'Klk8',
  'Klk7',
  'Klk1b9',
  'Klk1b5',
  '2410002F23Rik',
  'Gm45552',
  'Snrnp70',
  'Syngr4',
  'C86187',
  'Prmt3',
  'Gabrb3',
  'E030018B13Rik',
  'Gm45052',
  'Trpm1',
  'Pgpep1l',
  'Fam169b',
  'Gm44889',
  'Gm34549',
  'Gm44686',
  '1810026B05Rik',
  'Akap13',
  '1700011D18Rik',
  'Fanci',
  'Ticrr',
  'Gm26646',
  '2900076A07Rik',
  'Fsd2',
  'A530021J07Rik',
  '2310044K18Rik',
  '2610206C17Rik',
  'Vmn2r65',
  'Vmn2r70',
  'Rsf1os1',
  'Rsf1os2',
  'Emsy',
  'Xndc1',
  'Stim1',
  'Olfr544',
  'Gm47248',
  'Gm20663',
  'Olfr509',
  'Nrip3',
  'Rras2',
  'Gm45615',
  'Pde3b',
  'Gm45155',
  'Thumpd1',
  'Cdr2',
  '4933440M02Rik',
  'Lat',
  'Bola2',
  'Coro1a',
  'Gm44939',
  'Mylpf',
  'Sept1',
  'B130055M24Rik',
  'Rgs10',
  'Gm15503',
  'C030029H02Rik',
  'Gm45507',
  'Olfr524',
  'Odf3',
  'Tnfrsf26',
  'Tex45',
  'Gm6410',
  'Gm31135',
  'Ankrd10',
  '1700016D06Rik',
  '4931415C17Rik',
  '1700029H14Rik',
  'Cfap97d2',
  'Gm5907',
  'Gm16350',
  '5830468F06Rik',
  'Myom2',
  'Mcph1',
  'Gm16725',
  'Gm39139',
  'Letm2',
  'Ddhd2',
  'Gm45305',
  'Mboat4',
  'Leprotl1',
  'Saraf',
  'Gm29243',
  'Eri1',
  'Gm35520',
  'E030037K01Rik',
  'Gm45322',
  'Trim61',
  'Gm15716',
  'Abhd8',
  'Gm16091',
  'Rab8a',
  'F2rl3',
  'Gm45285',
  '0610038B21Rik',
  '4933431K23Rik',
  'Inpp4b',
  'Asf1b',
  'Rfx1',
  'Mri1',
  'Neto2',
  'Cyld',
  'Gm35963',
  'Gm21817',
  '9330175E14Rik',
  'Arl2bp',
  'Gm32122',
  'Hsf4',
  'Gm20163',
  'Agrp',
  'Carmil2',
  'Ranbp10',
  'Nob1',
  'Pkd1l3',
  'Adamts18',
  'Vat1l',
  'Taf1c',
  'Gm42047',
  'BC048644',
  'Ccsap',
  'Slc35f3',
  'Ccdc7a',
  'Mmp10',
  'Sesn3',
  'Kdm4d',
  'Gpr83',
  'Izumo1r',
  'Olfr839-ps1',
  'Olfr77',
  'Kri1',
  '6530413G14Rik',
  'Acp5',
  'Gm48646',
  'Bbs9',
  'Gm48362',
  'Gm1110',
  'Ncapd3',
  'Prdm10',
  'Nfrkb',
  'Gm27201',
  'Ets1',
  'Gm27162',
  'Gm39318',
  'Pus3',
  'Pate14',
  'Olfr874',
  'Olfr975',
  'Crtam',
  'Tecta',
  'Gm30373',
  'E230034D01Rik',
  'Gm39323',
  'Thy1',
  'Bcl9l',
  'Gm30934',
  'Cd3g',
  'Cd3d',
  'Cd3e',
  'Gm48719',
  'A830035O19Rik',
  'Usp28',
  'Ddx10',
  'Atm',
  'Gm16124',
  'Dnaja4',
  'Man2c1os',
  'Lman1l',
  'Gm20275',
  'Usp3',
  'Gm15563',
  'Car12',
  'Gm16144',
  'Mns1',
  'Khdc3',
  '4930542C12Rik',
  'Ube2cbp',
  'Gm10634',
  'Atp1b3',
  'BC043934',
  'Pxylp1',
  'Gm16185',
  'Gm1123',
  'Gm28167',
  'Gm28166',
  'Cacna2d2',
  'Zmynd10',
  'Gm38150',
  'Traip',
  'Rnf123',
  'Shisa5',
  'Gm42775',
  'Prss50',
  'Fam240a',
  'Tdgf1',
  '2900079G21Rik',
  'Rps27rt',
  'D730003K21Rik',
  'Gm17399',
  'Platr11',
  'Gm33460',
  '5830454E08Rik',
  'Gm19385',
  'Vipr1',
  'Gm47112',
  'Gm9856',
  'Mthfd1l',
  'Ipcef1',
  'Ust',
  '4930432B10Rik',
  'Gm48724',
  'Utrn',
  'Gm47761',
  'Heca',
  'Abracl',
  'Reps1',
  'Gm10827',
  'Gm48545',
  'Olig3',
  'Gm33104',
  'Slc35d3',
  '4933406P04Rik',
  'Ahi1',
  'Myb',
  'Gm26577',
  'Gm33619',
  'Gm33728',
  '1700021A07Rik',
  '4930444G20Rik',
  'E030030I06Rik',
  'Gm47634',
  'Themis',
  'Gm48045',
  'Traf3ip2',
  'Cdk19os',
  'Scml4',
  'Gm34006',
  'Gm48671',
  'Crybg1',
  'Gm47398',
  'Asf1a',
  '4933428P19Rik',
  'Gm47257',
  'Gm26789',
  'Gm34376',
  'Cabin1',
  'Mif',
  'Gm47015',
  'Gzmm',
  'Fgf22',
  'Cnn2',
  'Arhgap45',
  'Gm17151',
  'S1pr4',
  'Gm47697',
  'Polr3b',
  'Btbd11',
  'Ascl4',
  'A230060F14Rik',
  'Gnptab',
  'Ccdc38',
  'Snrpf',
  '4933408J17Rik',
  'Ptprq',
  'Gm48772',
  'Ifngas1',
  'Gm47425',
  'Dyrk2',
  'Gm38403',
  'Gm33677',
  'Helb',
  'Ppm1h',
  'B4galnt1',
  'Dgka',
  'Pym1',
  'Olfr9',
  'Olfr763',
  'Olfr775',
  'Tespa1',
  'Vmn2r84',
  'Pik3ip1',
  'Gm11948',
  'Cabp7',
  'Znrf3',
  'Ccdc117',
  'Gm11973',
  'Zpbp',
  'Spata48',
  '4930512M02Rik',
  'Ikzf1',
  'Peli1',
  'Cct4',
  'Gm12088',
  'Gm12107',
  'Nsg2',
  'Dock2',
  'Fndc9',
  'Itk',
  'Gm12167',
  'Fam71b',
  'Ifi47',
  'Tcf7',
  'A630014C17Rik',
  'Rapgef6',
  'Gm12227',
  '4933424L21Rik',
  '4933426K07Rik',
  'Larp1',
  'Igtp',
  'Trim58',
  '4930412M03Rik',
  '9630013K17Rik',
  'Gm12289',
  'Myh2',
  'Pik3r5',
  'Chd3',
  'Trp53',
  'Gm12319',
  'Fbxo39',
  'Gm28180',
  'Rflnb',
  'Ssh2',
  'Spag5',
  'Sarm1',
  'Crlf3',
  'Slfn1',
  'AA465934',
  'Epx',
  'Olfr464',
  'Wfikkn2',
  'Gm11541',
  'Fam117a',
  'Gm11534',
  'Gm11529',
  'Skap1',
  'Gm11537',
  'Sp6',
  'Gm11532',
  'Gm12359',
  'Nt5c3b',
  'Aoc2',
  '1700028N14Rik',
  'Arhgap27os3',
  'Wnt3',
  'Gm11638',
  'Kcnh6',
  'Gm11672',
  'Limd2',
  'Prkca',
  'Axin2',
  '9930022D16Rik',
  'Gm11683',
  'Gm11674',
  'Ict1os',
  'Gm11739',
  'Mettl23',
  'Snhg20',
  'Pgs1',
  'Rptor',
  'Gm11769',
  'Pomc',
  'Gm46332',
  'Gm48311',
  'Lratd1',
  'Gm48584',
  'Gm36235',
  'Gm48607',
  'Lpin1',
  'Gm49957',
  'Gm49586',
  '2410018L13Rik',
  'Rrm2',
  'Gm47701',
  'Dcdc2c',
  'Gm48905',
  'Gm29542',
  'Gm48809',
  'Bzw2',
  'Lrrc72',
  '1700031P21Rik',
  'Srp54b',
  'Insm2',
  'Prps1l3',
  'Gm17529',
  'Pole2',
  'Gm47545',
  'Klhdc1',
  'Gm32151',
  'Gm47689',
  'Wdr89',
  'Fntb',
  'Gm47941',
  'Gm28370',
  '4930423D22Rik',
  'Acot2',
  'Vrtn',
  'Gm17139',
  'Prox2os',
  'Gm47819',
  'Batf',
  'Eml5',
  '4930474N09Rik',
  'Gm40557',
  'Ccdc88c',
  'Gm47646',
  'Gm17032',
  'Gm2800',
  'Bcl11b',
  'Evl',
  'Gm33682',
  '4930595D18Rik',
  'Gm36635',
  'Atp5mpl',
  'Gm26583',
  'Brf1',
  'Gm30948',
  'Esyt2',
  'Gm49602',
  'Lyst',
  'Gm48754',
  'Elmo1',
  'Gm32036',
  'Gm47664',
  'Olfr1369-ps1',
  'Gm47806',
  'Hist1h2bl',
  'Hist1h2bm',
  'Hist1h4k',
  'Hist1h2ak',
  'Hist1h2bn',
  'Hist1h3i',
  'Hist1h2bh',
  'Hist1h3f',
  'Hist1h3e',
  'Hist1h4c',
  'Hist1h1c',
  'Hist1h3a',
  'Hist1h1a',
  'Tdp2',
  'Gm11361',
  'Gm48746',
  'Gm47061',
  'Gcm2',
  'Ranbp9',
  'Gm47460',
  '5033430I15Rik',
  'Gm47523',
  'A830005F24Rik',
  'Nol8',
  '4921525O09Rik',
  'Sncb',
  'Uimc1',
  '4921517D22Rik',
  '4930486L24Rik',
  'Ctla2a',
  'Gm49357',
  'Gm36445',
  'Gm47251',
  'Gm48824',
  'Zfp85',
  'Slc6a19',
  'Slc6a19os',
  'Gm41002',
  'Gm38604',
  '1700023H06Rik',
  'A830009L08Rik',
  'Ssbp2',
  'Gm4814',
  'Gm48730',
  'AC171003.1',
  'AC163685.1',
  'Sv2c',
  'Gm26619',
  'Gm10260',
  'Gm9828',
  'Gm47533',
  '4933425L06Rik',
  'Pde4d',
  'Emb',
  'Gm17509',
  'Gm2974',
  'Gm3636',
  ...]}
In [60]:
nmffinaldf = pd.DataFrame()
In [61]:
# nmffinaldf['NMF_Module'] = 
nmffinaldf['gene'] = list(final.var_names)
In [65]:
for x in genesortdict['20']:
    if 'Hif1a' in genesortdict['20'][x]:
        print(x)

5
In [70]:
nmffinaldf
Out[70]:
gene score
0 Xkr4 9.0
1 Gm1992 0.0
2 Gm19938 9.0
3 Gm37381 13.0
4 Rp1 2.0
... ... ...
32280 AC124606.1 0.0
32281 AC133095.2 0.0
32282 AC133095.1 0.0
32283 AC234645.1 0.0
32284 AC149090.1 1.0

32285 rows × 2 columns

In [69]:
for x in final.var_names:
    for y in genesortdict['20']:
        if x in genesortdict['20'][y]:
            nmffinaldf.loc[nmffinaldf['gene']==x, 'score'] = y
In [287]:
gp.get_library_name() # view database
gene_sets = 'GO_Molecular_Function_2021,GO_Biological_Process_2021,KEGG_2019_Mouse,KEGG_2021_Human,Reactome_2016,WikiPathway_2021_Human,WikiPathways_2019_Mouse,MSigDB_Hallmark_2020'   # database for use


def run_enrichr(gene_list,gene_sets):
    enr = gp.enrichr(gene_list=gene_list,
                     gene_sets=gene_sets,
                     organism='mouse', # don't forget to set organism to the one you desired! e.g. Yeast
                     description='Aged_liver',
                     background = 5000,
                     outdir=None,
                     no_plot=True,
                     cutoff=0.1 # test dataset, use lower value from range(0,1)
                    )
    results = enr.results.sort_values(by = ['Adjusted P-value'])[:50]
    return results


from gseapy.plot import barplot, dotplot, gseaplot
In [22]:
scl.sc_process(final, 'pk')

computing PCA
    with n_comps=50
    finished (0:00:36)
computing neighbors
    using 'X_pca' with n_pcs = 50
    finished: added to `.uns['neighbors']`
    `.obsp['distances']`, distances for each pair of neighbors
    `.obsp['connectivities']`, weighted adjacency matrix (0:00:25)
Out[22]:
AnnData object with n_obs × n_vars = 58006 × 32285
    obs: 'pct_counts_mt', 'n_genes', 'n_counts', 'age', 'status', 'sample', 'DQ', 'age_status', 'annotation_publish', 'subannotation_publish'
    uns: 'DQ_colors', 'age_colors', 'age_status_colors', 'annotation_colors', 'annotation_publish_colors', 'sample_colors', 'sample_refined_colors', 'status_colors', 'subannotation_publish_colors', 'pca', 'neighbors'
    obsm: 'X_pca', 'X_pca_harmony', 'X_umap'
    varm: 'PCs'
    obsp: 'connectivities', 'distances'
In [23]:
leiden_auto(final)

running Leiden clustering
    finished: found 20 clusters and added
    'leiden_0.2', the cluster labels (adata.obs, categorical) (0:00:05)
running Leiden clustering
    finished: found 32 clusters and added
    'leiden_0.4', the cluster labels (adata.obs, categorical) (0:00:06)
running Leiden clustering
    finished: found 36 clusters and added
    'leiden_0.6', the cluster labels (adata.obs, categorical) (0:00:09)
running Leiden clustering
    finished: found 44 clusters and added
    'leiden_0.8', the cluster labels (adata.obs, categorical) (0:00:06)
running Leiden clustering
    finished: found 48 clusters and added
    'leiden_1.0', the cluster labels (adata.obs, categorical) (0:00:10)
running Leiden clustering
    finished: found 55 clusters and added
    'leiden_1.2', the cluster labels (adata.obs, categorical) (0:00:08)
running Leiden clustering
    finished: found 60 clusters and added
    'leiden_1.4', the cluster labels (adata.obs, categorical) (0:00:07)
running Leiden clustering
    finished: found 63 clusters and added
    'leiden_1.6', the cluster labels (adata.obs, categorical) (0:00:06)
running Leiden clustering
    finished: found 70 clusters and added
    'leiden_1.8', the cluster labels (adata.obs, categorical) (0:00:05)
running Leiden clustering
    finished: found 72 clusters and added
    'leiden_2.0', the cluster labels (adata.obs, categorical) (0:00:07)
In [26]:
def enrichvol(adata):
    volcano = scl.markers.volcano_plot(adata, 'status', 'FiNi-seq', 'Control', quick=True)
    deg = pd.DataFrame(volcano.genelist, columns = ['genelist'])
    deg['fc'] = volcano.fc
    deg['pval'] = volcano.pval
    deg['pval'] = [np.min(deg['pval'][deg['pval']!=0]) if x==0 else x for x in deg['pval']]

    deg = deg[deg['fc']>1]
    deg = deg[deg['pval']<0.05]
    
    return deg
In [28]:
deggenetotal = []
for x in set(final.obs['leiden_0.2']):
    adata = final[final.obs['leiden_0.2']==x]
    deg = enrichvol(adata)
    deg = list(deg['genelist'])
    deggenetotal = deggenetotal+deg
In [29]:
soupscoredict = {}
for key in genesortdict:
    temp2 = {}
    for subkey in genesortdict[key]:

        temp = pd.DataFrame(index=genesortdict[key][subkey])
        temp1 = []
        for index in temp.index:
            temp1.append(deggenetotal.count(index))
        temp['score'] = temp1

        temp2[subkey] = temp

    soupscoredict[key] = temp2
In [54]:
soupscoredict['20']
Out[54]:
{0:             score
 Gm1992          0
 Gm16041         0
 Npbwr1          0
 Gm29520         0
 Gm15818         0
 ...           ...
 AC124606.2      0
 AC124606.1      0
 AC133095.2      0
 AC133095.1      0
 AC234645.1      0
 
 [8100 rows x 1 columns],
 1:             score
 Sox17           0
 Gm37587         0
 Gm37323         0
 Lypla1          0
 Tcea1           0
 ...           ...
 Vamp7           1
 Tmlhe           0
 Gm10931         0
 CT868723.1      0
 AC149090.1      0
 
 [5426 rows x 1 columns],
 2:          score
 Rp1          0
 Oprk1        0
 Mybl1        2
 Tcf24        0
 Arfgef1      0
 ...        ...
 Frmpd4       0
 Arhgap6      2
 Gm15261      0
 Gm21812      0
 Rbm31y       0
 
 [4764 rows x 1 columns],
 3:                score
 Ogfrl1             0
 Gm28822            0
 Gm9898             0
 Tsga10             0
 D930019O06Rik      0
 ...              ...
 Map3k15            0
 Phka2              0
 Ap1s2              1
 Tlr8               0
 Tlr7               2
 
 [829 rows x 1 columns],
 4:                score
 Gm553              0
 Gm10550            0
 2310030A07Rik      0
 Olfr1406           0
 Olfr352            0
 ...              ...
 Cyp2c69            0
 Cnga2              0
 Gm21693            0
 mt-Nd3             0
 mt-Nd5             1
 
 [64 rows x 1 columns],
 5:                score
 Atp6v1h            1
 Rb1cc1             0
 4732440D04Rik      6
 Phf3               0
 Prim2              0
 ...              ...
 Uty                4
 Ddx3y              3
 Gm47283            4
 mt-Nd1             0
 mt-Co1             0
 
 [1175 rows x 1 columns],
 6:             score
 Gm28756         0
 Kcnq5           1
 Gm38336         0
 Gm5099          0
 Aff3            3
 ...           ...
 AC133103.1      0
 AC168977.1      1
 AC132444.1      1
 AC132444.5      0
 AC132444.6      0
 
 [1173 rows x 1 columns],
 7:                score
 Ppp1r42            0
 Cpa6               0
 Gm15832            4
 Rnf149             2
 Il1r2              2
 ...              ...
 Mirt1              0
 4833407H14Rik      5
 Gata1              0
 F630028O10Rik      0
 Gm29554            0
 
 [365 rows x 1 columns],
 8:                score
 St18               0
 Bend6              1
 Gm28417            0
 4930568A12Rik      0
 Plekhb2            1
 ...              ...
 Vsig4              0
 Tex16              0
 Nxf7               0
 Tcp11x2            0
 Cldn34b2           0
 
 [507 rows x 1 columns],
 9:                score
 Xkr4               0
 Gm19938            0
 Sntg1              0
 Sulf1              0
 Gm9947             0
 ...              ...
 4933400A11Rik      0
 Gm20897            0
 Spry3              0
 CR974586.4         0
 4933409K07Rik      0
 
 [1989 rows x 1 columns],
 10:                 score
 Mrpl15              0
 Alkal1              0
 Rrs1                0
 Snhg6               3
 Cops5               0
 ...               ...
 Acot9               2
 Eif1ax              0
 Eif2s3y             0
 CAAA01118383.1      0
 CAAA01147332.1      2
 
 [1543 rows x 1 columns],
 11:          score
 Slco5a1      2
 Gm29570      0
 Fam178b      0
 Gm38115      0
 Cnga3        0
 ...        ...
 Gm1720       0
 Gm15232      2
 Gm15228      2
 Amelx        0
 Gm15245      0
 
 [811 rows x 1 columns],
 12:                score
 Il17a              1
 Il17f              1
 Mgat4a             2
 4930556I23Rik      0
 Il1r1              1
 ...              ...
 Fndc3c1            0
 Gm5127             0
 Dach2              0
 Tceal3             1
 Gm45022            0
 
 [704 rows x 1 columns],
 13:                score
 Gm37381            0
 Adhfe1             0
 1700034P13Rik      0
 Lactb2             0
 Xkr9               0
 ...              ...
 Serpina7           0
 4930513O06Rik      0
 Ripply1            0
 Alas2              8
 Pfkfb1             1
 
 [980 rows x 1 columns],
 14:          score
 Eya1         0
 Gm28836      0
 Khdc1a       0
 Khdc1c       0
 Khdc1b       0
 ...        ...
 Spin2c       0
 Gm8817       1
 Gm28964      0
 Gm28961      0
 Gm29343      0
 
 [786 rows x 1 columns],
 15:                score
 Rgs20              0
 Gm26901            1
 Mcmdc2             3
 4930444P10Rik      0
 Gm28095            0
 ...              ...
 Xist               1
 Rlim               2
 Gm15726            0
 Asmt               0
 mt-Nd4l            0
 
 [682 rows x 1 columns],
 16:                score
 Adgrb3             0
 Gm15392            0
 1700121L03Rik      0
 Olfr1269           0
 Ubl4b              0
 Psapl1             0
 Gm44733            0
 Cabp5              0
 Dmrtc2             0
 Vmn1r185           0
 Cyp2t4             0
 Olfr310            0
 Lin28b             0
 Olfr787            0
 March10            0
 Igha               0
 Gm48412            0
 Mcpt4              0
 Gm49262            0
 Gm26612            0
 5330434G04Rik      0
 mt-Nd2             0
 mt-Nd4             0,
 17:                score
 Gm28154            0
 Gm16070            0
 Crispld1           1
 6720483E21Rik      0
 Gm15457            0
 ...              ...
 Nexmif             0
 Sytl4              1
 Car5b              1
 Bmx                2
 Pir                1
 
 [656 rows x 1 columns],
 18:          score
 Cspp1        0
 B3gat2       0
 Gm37020      0
 Inpp4a       1
 Gm34066      0
 ...        ...
 Atrx         0
 Brwd3        0
 Rbm41        1
 Kdm5d        1
 mt-Nd6       5
 
 [288 rows x 1 columns],
 19:          score
 Gm30414      0
 Ncoa2        0
 Ptpn18       1
 Gm37335      0
 Gm8251      12
 ...        ...
 Txlng        0
 Piga         2
 Prps2        1
 Uba1y        0
 Gm28587      0
 
 [1420 rows x 1 columns]}
In [55]:
soupdfdict = {}
for x in soupscoredict:
    
    a = []
    b = []
    c = []
    temp = {}
    for key in soupscoredict[x]:
        a.append('NMF_'+str(key))
        b.append(soupscoredict[x][key].sum().item())
        c.append(len(soupscoredict[x][key]))


    soupscoredf = pd.DataFrame(index = a, data= {'score':b,'Gene Count':c})
    soupscoredf['average_score'] = soupscoredf['score'] / soupscoredf['Gene Count']
    


    # plot
    sns.set_style('white')

    fig = plt.figure(figsize=(20,12))

    ax1 = fig.add_subplot(111)
    ax2 = ax1.twinx()



    soupscoredf[['score']].plot(kind='bar', width=0.3, ax= ax1, position=1, color=['red','blue'])
    ax1.legend(loc='upper left')

    soupscoredf['average_score'].plot(kind='bar', width=0.3, ax= ax2, position=0, color='green')
    ax2.legend(loc='upper right')

    plt.title('NMF, Component='+x, fontsize=30)

    
    plt.show()
    
    soupdfdict[x] = soupscoredf
In [56]:
soupdfdict
Out[56]:
{'20':         score  Gene Count  average_score
 NMF_0      81        8100       0.010000
 NMF_1    2368        5426       0.436417
 NMF_2    2871        4764       0.602645
 NMF_3     328         829       0.395657
 NMF_4       1          64       0.015625
 NMF_5    2228        1175       1.896170
 NMF_6     330        1173       0.281330
 NMF_7     169         365       0.463014
 NMF_8     171         507       0.337278
 NMF_9     861        1989       0.432881
 NMF_10    814        1543       0.527544
 NMF_11    449         811       0.553637
 NMF_12    512         704       0.727273
 NMF_13    454         980       0.463265
 NMF_14    266         786       0.338422
 NMF_15   1333         682       1.954545
 NMF_16      0          23       0.000000
 NMF_17    224         656       0.341463
 NMF_18     95         288       0.329861
 NMF_19    623        1420       0.438732}
In [104]:
sns.set_style('ticks')
sns.set_context('paper')

temp1 = pd.DataFrame()
temp1['score'] = list(set(temp['score']))
for x in temp1.index:
    temp1.loc[x,'count'] = list(temp['score']).count(temp1.loc[x, 'score'])   

temp1.set_index('score', inplace=True)
    
plt.plot(temp1)
plt.axvline(4, color='salmon', linestyle='--', linewidth=0.5)

plt.savefig(figfolder+'nmf_score_linegraph.pdf', format='pdf', dpi=600, bbox_inches='tight', transparent=True)
In [42]:
data = final
gene = 'Hb'
list(data.var[data.var_names.str.contains(gene)].index.sort_values())
Out[42]:
['Hba-a1',
 'Hba-a2',
 'Hba-x',
 'Hbb-bh1',
 'Hbb-bh2',
 'Hbb-bs',
 'Hbb-bt',
 'Hbb-y',
 'Hbegf',
 'Hbp1',
 'Hbq1a',
 'Hbq1b',
 'Hbs1l']