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"source": [
"# Different Expression Analysis with DEseq2\n",
"\n",
"An important task of bulk rna-seq analysis is the different expression , which we can perform with omicverse. For different expression analysis, ov change the `gene_id` to `gene_name` of matrix first. \n",
"\n",
"Now we can use `PyDEseq2` to perform DESeq2 analysis like R\n",
"\n",
"Paper: [PyDESeq2: a python package for bulk RNA-seq differential expression analysis](https://www.biorxiv.org/content/10.1101/2022.12.14.520412v1)\n",
"\n",
"Code: https://github.com/owkin/PyDESeq2\n",
"\n",
"Colab_Reproducibility:https://colab.research.google.com/drive/1fZS-v0zdIYkXrEoIAM1X5kPoZVfVvY5h?usp=sharing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8de8fc9d-86b0-46b7-9a9c-0636893aec1d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/fernandozeng/miniforge3/envs/scbasset/lib/python3.8/site-packages/phate/__init__.py\n"
]
}
],
"source": [
"import omicverse as ov\n",
"ov.utils.ov_plot_set()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "3bb8609c-9e4b-46d2-abf3-dc8c61b2404d",
"metadata": {},
"source": [
"Note that this dataset has not been processed in any way and is only exported by `featureCounts`, and Sequence alignment was performed from the genome file of CRCm39"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "24840134-567b-4c73-94bc-16ed04aaab9e",
"metadata": {},
"outputs": [
{
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" 1--1 1--2 2--1 2--2 3--1 3--2 4--1 4--2 4-3 4-4 Blank-1 \\\n",
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"execution_count": 3,
"metadata": {},
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"source": [
"data=ov.bulk.Matrix_ID_mapping(data,'genesets/pair_GRCm39.tsv')\n",
"data.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "8673ddac-1a92-462b-8204-554c3157e8bd",
"metadata": {},
"source": [
"## Different expression analysis with ov\n",
"\n",
"We can do differential expression analysis very simply by ov, simply by providing an expression matrix. To run DEG, we simply need to:\n",
"\n",
"- Read the raw count by featureCount or any other qualify methods.\n",
"- Create an ov DEseq object."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "438f22bb-2cfe-4ab8-b9da-8c65668a3be2",
"metadata": {},
"outputs": [],
"source": [
"dds=ov.bulk.pyDEG(data)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "87a28444-e501-4dbb-83f9-22c300eca335",
"metadata": {},
"source": [
"We notes that the gene_name mapping before exist some duplicates, we will process the duplicate indexes to retain only the highest expressed genes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1feacfdb-2552-41ea-83ba-8e82ea69feb9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"... drop_duplicates_index success\n"
]
}
],
"source": [
"dds.drop_duplicates_index()\n",
"print('... drop_duplicates_index success')"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "737782fd-25dd-4348-912c-e966ac41e92b",
"metadata": {},
"source": [
"Now we can calculate the different expression gene from matrix, we need to input the treatment and control groups"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "525eb027-d80b-478e-803c-98d3df841f70",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting size factors...\n",
"... done in 0.00 seconds.\n",
"\n",
"Fitting dispersions...\n",
"... done in 1.59 seconds.\n",
"\n",
"Fitting dispersion trend curve...\n",
"... done in 2.82 seconds.\n",
"\n",
"logres_prior=1.1538905878789707, sigma_prior=0.25\n",
"Fitting MAP dispersions...\n",
"... done in 1.57 seconds.\n",
"\n",
"Fitting LFCs...\n",
"... done in 1.27 seconds.\n",
"\n",
"Refitting 0 outliers.\n",
"\n",
"Running Wald tests...\n",
"... done in 1.33 seconds.\n",
"\n",
"Log2 fold change & Wald test p-value: condition Treatment vs Control\n"
]
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],
"source": [
"treatment_groups=['4-3','4-4']\n",
"control_groups=['1--1','1--2']\n",
"result=dds.deg_analysis(treatment_groups,control_groups,method='DEseq2')\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "09436423-760e-4d85-badb-a58333abfb1b",
"metadata": {},
"source": [
"One important thing is that we do not filter out low expression genes when processing DEGs, and in future versions I will consider building in the corresponding processing."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7fe96ba9-a047-42a6-93a6-29d6de6e290f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(54504, 14)\n",
"(23377, 14)\n"
]
}
],
"source": [
"print(result.shape)\n",
"result=result.loc[result['log2(BaseMean)']>1]\n",
"print(result.shape)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "062ac081-e701-4214-9004-ffadd900beaf",
"metadata": {},
"source": [
"We also need to set the threshold of Foldchange, we prepare a method named `foldchange_set` to finish. This function automatically calculates the appropriate threshold based on the log2FC distribution, but you can also enter it manually."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b2b0e63d-5119-46c3-9218-62537a07dcd6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"... Fold change threshold: 1.6248531033651643\n"
]
}
],
"source": [
"# -1 means automatically calculates\n",
"dds.foldchange_set(fc_threshold=-1,\n",
" pval_threshold=0.05,\n",
" logp_max=10)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "29e852d5-21a6-48b4-b331-4b21ba304be5",
"metadata": {},
"source": [
"## Visualize the DEG result and specific genes\n",
"\n",
"To visualize the DEG result, we use `plot_volcano` to do it. This fuction can visualize the gene interested or high different expression genes. There are some parameters you need to input:\n",
"\n",
"- title: The title of volcano\n",
"- figsize: The size of figure\n",
"- plot_genes: The genes you interested\n",
"- plot_genes_num: If you don't have interested genes, you can auto plot it."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "70334657-19f0-4168-8974-55140d818e09",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 355,
"width": 318
}
},
"output_type": "display_data"
}
],
"source": [
"dds.plot_volcano(title='DEG Analysis',figsize=(4,4),\n",
" plot_genes_num=8,plot_genes_fontsize=12,)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "0b5b55ad-663f-4805-8323-481fd5aaf071",
"metadata": {},
"source": [
"To visualize the specific genes, we only need to use the `dds.plot_boxplot` function to finish it."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d2273025-7b8a-4b34-8b1a-6928e5ebcf93",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(