{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a1d9a7a5",
   "metadata": {},
   "source": [
    "# Spatiotemporal pattern"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "424e876f",
   "metadata": {},
   "source": [
    "The Spatiotemporal Pattern function in SOAPy employs tensor decomposition to extract components from the three-order expression tensor (“Time-Space-Gene”), revealing hidden patterns and reducing the complexity of data explanation.\n",
    "We used Nanosting DSP mouse developmental samples to explore the spatio-temporal developmental relationships of three major organs: heart, lung, and midgut.\n",
    "\n",
    "Download from https://nanostring.com/products/geomx-digital-spatial-profiler/spatial-organ-atlas/mouse-development/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b2e79bc",
   "metadata": {},
   "source": [
    "## Read and preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2935a1fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator.DESKTOP-MAL5PKV\\anaconda3\\envs\\toolCV\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
      "C:\\Users\\Administrator.DESKTOP-MAL5PKV\\anaconda3\\envs\\toolCV\\lib\\site-packages\\numpy\\.libs\\libopenblas.EL2C6PLE4ZYW3ECEVIV3OXXGRN2NRFM2.gfortran-win_amd64.dll\n",
      "C:\\Users\\Administrator.DESKTOP-MAL5PKV\\anaconda3\\envs\\toolCV\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\n",
      "  warnings.warn(\"loaded more than 1 DLL from .libs:\"\n"
     ]
    }
   ],
   "source": [
    "import SOAPy_st as sp\n",
    "import scanpy as sc\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7943cd55",
   "metadata": {},
   "outputs": [],
   "source": [
    "# imput data\n",
    "adata = sc.read_h5ad('mouse_embryo_dsp_adata.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dbe0f48",
   "metadata": {},
   "source": [
    "Firstly, the AOI of the three organs were extracted in adata."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "464cb51e",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = adata[np.isin(adata.obs['Tissue'], ['Heart', 'Lung', 'Midgut']), :].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b7fffe2",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.log1p(adata)\n",
    "# sc.pp.highly_variable_genes(adata, flavor=\"seurat\", n_top_genes=1000)\n",
    "# adata = adata[:, adata.var['highly_variable'] == True].copy()\n",
    "adata.obs['Tissue_s'] = adata.obs['Tissue'] + ' ' + adata.obs['Tissue_substructure']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f618ccb3",
   "metadata": {},
   "source": [
    "## Tensor decomposition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "958531d5",
   "metadata": {},
   "source": [
    "In the following, 3D-tensor is constructed by subtissues, time points, and genes. \n",
    "\n",
    "Tensors can be generated automatically by `sp.tl.TensorDecomposition()` and contain gene information by default, only requiring the user to provide labels for other dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "30e2ad06",
   "metadata": {},
   "outputs": [],
   "source": [
    "tensor = sp.tl.TensorDecomposition()\n",
    "tensor.tensor_with_gene(adata, obs_factor=['Tissue_s', 'Timepoint'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ccc16c5",
   "metadata": {},
   "source": [
    "The first 1000 hypervariable genes are selected and standardized, and then the nonnegative CANDECOMP/PARAFAC(CP) tensor with rank 7 is decomposed by `Tensor.cp_decomposition()` to obtain the factor matrix and weight of the 7 factors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a03683c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "tensor.highly_variable(factor_name='gene', top_num=1000) # select 1000 high variable genes\n",
    "tensor.normalization(factor_name='gene', method='max') # normalization used the maximum value\n",
    "weights, factors, nre = tensor.CP_decomposition(rank=7, non_negative=True, random_state=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "709b5e17",
   "metadata": {},
   "source": [
    "## Visualizing the results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3992415e",
   "metadata": {},
   "source": [
    "Three bars show the composition of subtissues, time points, and genes within each factor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a5bd2b66",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator.DESKTOP-MAL5PKV\\anaconda3\\envs\\toolCV\\lib\\site-packages\\soapy\\pl\\_tensor.py:143: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp.pl.show_proportion_in_CP(tensor, module=0, max_key=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1a72d549",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator.DESKTOP-MAL5PKV\\anaconda3\\envs\\toolCV\\lib\\site-packages\\soapy\\pl\\_tensor.py:143: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp.pl.show_proportion_in_CP(tensor, module=4, max_key=10)"
   ]
  }
 ],
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