Pre-processed IgH receptor repertoire data from MS patients after aHSCT from BioProject PRJNA763367
- 1. Division of Immunology, University Children's Hospital, University of Zurich, Zurich, Switzerland
Description
Data Processing
Samples were demultiplexed via their Illumina indices, and processed using the Immcantation toolkit(1,2). Raw fastq files were filtered based on a quality score threshold of 20. Paired reads were joined if they had a minimum length of 10 nt, maximum error rate of 0.3 and a significance threshold of 0.0001. Reads with identical UMI were collapsed to a consensus sequence. Reads with identical full-length sequence and identical constant primer but differing UMI were further collapsed. Sequences were then submitted to IgBlast (3) for VDJ assignment and sequence annotation. Constant region sequences were mapped to germline using Stampy(4). The number and type of V gene mutations was calculated using the shazam R package.(2)
software_versions pRESTO:0.5.3,Change-O:0.3.4,IgBlast 1.6.1, stampy1.0.21. shazam0.1.8
quality_thresholds FilterSeq.py pRESTO Q>20
paired_reads_assembly AssemblePairs.py pRESTO minlen 10 maxerror 0.3 alpha 0.0001
primer_match_cutoffs MaskPrimers.py pRESTO C primer & V primer maxerror 0.2
consensus_building BuildConsensus.py pRESTO maxerror 0.1 maxgap 0.5
collapsing_method CollapseSeq.py pRESTO
germline_database IMGT
Format
Processed sequences are provided in a tab delimited file format, including the following annotations:
ISOTYPE_SUBCLASS Isotype subclass
SEQUENCE_ID Sequence identifier
JUNCTION_LENGTH Junction length
CONSCOUNT Raw read count from which UMI consensus sequences were generated, summed over all UMIs for the given unique sequence.
DUPCOUNT UMI count for the given unique sequence
ISOTYPE Constant region primer (isotype)
MUT_TOTAL Total number of mutations in V gene
SAMPLE Sample identifier, linking back to raw data
JUNCTION Junction nucleotide sequence
Protein_seq Amino acid sequence
CDR3_AA_GRAVY CDR3 hydrophobicity index
CDR3_AA_BULK CDR3 bulkiness
CDR3_AA_ALIPHATIC CDR3 aliphatic index
CDR3_AA_POLARITY CDR3 polarity
CDR3_AA_CHARGE CDR3 normalized net charge
CDR3_AA_BASIC CDR3 basic side chain residue content
CDR3_AA_ACIDIC CDR3 acidic side chain residue content
CDR3_AA_AROMATIC CDR3 aromatic side chain content
Subset Defined B cell subset
Repertoire Defined B cell repertoire (Naive, Memory IgM/IgD, IgA, IgG)
R_SCDR R/S ratio in CDR region
R_SFWR R/S ratio in FWR region
V_GENE V segment gene
D_GENE D segment gene
J_GENE J segment gene
V_FAM V family gene
Clust_REPRES Cluster representative
Clust_SIZE Cluster size
Sex Sex of the Subject
UNIQUE_ID Sample identifier
Bcellno Input B cell number
Days_posttx Sampling time point relative to transplantation
Age_at_tx Age of the subject (at aHSCT)
Disease MS subtype
Last_therapy Last therapy prior to aHSCT
Disease_duration Disease duration
CMV_reactivation Cytomegalovirus reactivation
Month_label Month post-aHSCT inverval bin
Patient_label Subject identifier
References
1. Vander Heiden, J. A., G. Yaari, M. Uduman, J. N. H. Stern, K. C. O’Connor, D. A. Hafler, F. Vigneault, and S. H. Kleinstein. 2014. PRESTO: A toolkit for processing high-throughput sequencing raw reads of lymphocyte receptor repertoires. Bioinformatics30: 1930–1932.
2. Gupta, N. T., J. A. Vander Heiden, M. Uduman, D. Gadala-Maria, G. Yaari, and S. H. Kleinstein. 2015. Change-O: A toolkit for analyzing large-scale B cell immunoglobulin repertoire sequencing data. Bioinformatics31: 3356–3358.
3. Ye, J., N. Ma, T. L. Madden, and J. M. Ostell. 2013. IgBLAST: an immunoglobulin variable domain sequence analysis tool. Nucleic Acids Res.41.
4. Lunter, G., and M. Goodson. 2011. Stampy: A statistical algorithm for sensitive and fast mapping of Illumina sequence reads. Genome Res.21: 936–939.
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