{ "cells": [ { "cell_type": "markdown", "id": "f258c1ef-2a1c-4034-92c8-81649ffe5ea3", "metadata": {}, "source": [ "# Differential expression and celltype analysis [All Cell]\n", "\n", "1. Differential gene expression (DGE) analysis identifies genes that show statistically significant differences in expression levels across distinct cell populations or conditions. This analysis helps in identifying which cell types are most affected by a condition of interest such as a disease, and characterizing their functional signatures.\n", "\n", "2. Differential Compositional analysis identifies Quantifies changes in the relative abundances of each cell type across conditions (e.g., case vs. control, time points, treatment groups). Reveals expansions or contractions of specific populations that may not be captured by gene-level analyses alone.\n", "\n", "Here, we introduced `omicverse.single.DEG` and `omicverse.single.DCT` to performed these two analysis." ] }, { "cell_type": "code", "execution_count": 15, "id": "cd00cf8b-00b8-4199-8c27-6a9b8a6d4739", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🔬 Starting plot initialization...\n", "🧬 Detecting GPU devices…\n", "✅ Apple Silicon MPS detected\n", " • [MPS] Apple Silicon GPU - Metal Performance Shaders available\n", "✅ plot_set complete.\n", "\n" ] } ], "source": [ "import scanpy as sc\n", "#import pertpy as pt\n", "import omicverse as ov\n", "ov.style()" ] }, { "cell_type": "markdown", "id": "befaba3c-e550-4a96-a012-e6fbe9d6c20b", "metadata": {}, "source": [ "## Data Preprocess\n", "\n", "The data we use in the following example comes from [Haber et al., 2017]. It contains samples from the small intestinal epithelium of mice with different conditions. We first load the raw cell-level data. The dataset contains gene expressions of 9842 cells. They are annotated with their sample identifier (`batch`), the condition of the subjects and the type of each cell (`cell_label`)." ] }, { "cell_type": "code", "execution_count": 3, "id": "29c13ad6-bcf1-4535-8c4b-9b3c367aa71a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 9842 × 15215\n", " obs: 'batch', 'barcode', 'condition', 'cell_label'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = pt.dt.haber_2017_regions()\n", "adata" ] }, { "cell_type": "markdown", "id": "98e4b596-cde2-4d84-b65d-d0a93e6d065d", "metadata": {}, "source": [ "For our first example, we want to look at how the `Salmonella` infection influences the cell composition. Therefore, we create a subset of our compositional data that only contains the `healthy` and `Salmonella-infected` samples as a new data modality." ] }, { "cell_type": "code", "execution_count": 4, "id": "4b907dfa-7f49-49ff-8063-0397c4d7720d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnnData object with n_obs × n_vars = 5010 × 15215\n", " obs: 'batch', 'barcode', 'condition', 'cell_label'\n" ] } ], "source": [ "# Select control and salmonella data\n", "adata = adata[\n", " adata.obs[\"condition\"].isin([\"Control\", \"Salmonella\"])\n", "].copy()\n", "print(adata)" ] }, { "cell_type": "code", "execution_count": 5, "id": "4fe50f0f-3afc-417d-ab91-43baa04506f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Control', 'Salmonella']\n", "Categories (2, object): ['Control', 'Salmonella']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs[\"condition\"].unique()" ] }, { "cell_type": "markdown", "id": "6cc84bf3-b671-4966-b130-af40f4beb123", "metadata": {}, "source": [ "## DEG with wilcoxon/t-test\n", "\n", "In omicverse, we only need one function `ov.single.DEG` to perfrom all DEG analysis tasks. First, I will introduce the nonparametric Wilcoxon test and the t-test—two widely used methods for differential expression analysis. Due to their high computational efficiency, we applied them in our DEG analysis.\n", "\n", "We need to set the `ctrl_group` and `test_group` to perform the analysis. Besides, we also need to define the celltype to be explode. If you set `celltype_group` is None, all the celltype will be calculated." ] }, { "cell_type": "code", "execution_count": 4, "id": "76b79f6c-7005-4beb-be1b-edc647ec5c3f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Differential expression analysis initialized\n", "📊 DEG analysis using wilcoxon method\n", "📊 Condition: condition, Control group: Control, Test group: Salmonella\n", "📊 Celltype key: cell_label, Celltype group: ['TA']\n", "Total cells: 533 will be used for DEG analysis\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "ranking genes\n", " finished: added to `.uns['rank_genes_groups']`\n", " 'names', sorted np.recarray to be indexed by group ids\n", " 'scores', sorted np.recarray to be indexed by group ids\n", " 'logfoldchanges', sorted np.recarray to be indexed by group ids\n", " 'pvals', sorted np.recarray to be indexed by group ids\n", " 'pvals_adj', sorted np.recarray to be indexed by group ids (0:00:00)\n", "✅ wilcoxon DEG analysis completed\n" ] } ], "source": [ "deg_obj=ov.single.DEG(\n", " adata,\n", " condition='condition',\n", " ctrl_group='Control',\n", " test_group='Salmonella',\n", " method='wilcoxon',\n", ")\n", "deg_obj.run(\n", " celltype_key='cell_label',\n", " celltype_group=['TA'],\n", ")\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "2b288ed0-6dbe-4441-b813-c035348cb610", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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log2FCpvaluepadjqvaluesizesig-log(pvalue)-log(qvalue)
Reg3b5.9584032.899264e-584.411230e-544.411230e-540.595840sig57.53771253.355440
Reg3g4.4250041.576382e-511.199233e-471.199233e-470.442500sig50.80233946.921097
Apoa12.5898442.025723e-401.027379e-361.027379e-360.258984sig39.69342035.988269
Guca2b2.3803291.732794e-215.272893e-185.272893e-180.238033sig20.76125317.277951
Zg162.0770892.553716e-216.475798e-186.475798e-180.207709sig20.59282717.188707
\n", "
" ], "text/plain": [ " log2FC pvalue padj qvalue size sig \\\n", "Reg3b 5.958403 2.899264e-58 4.411230e-54 4.411230e-54 0.595840 sig \n", "Reg3g 4.425004 1.576382e-51 1.199233e-47 1.199233e-47 0.442500 sig \n", "Apoa1 2.589844 2.025723e-40 1.027379e-36 1.027379e-36 0.258984 sig \n", "Guca2b 2.380329 1.732794e-21 5.272893e-18 5.272893e-18 0.238033 sig \n", "Zg16 2.077089 2.553716e-21 6.475798e-18 6.475798e-18 0.207709 sig \n", "\n", " -log(pvalue) -log(qvalue) \n", "Reg3b 57.537712 53.355440 \n", "Reg3g 50.802339 46.921097 \n", "Apoa1 39.693420 35.988269 \n", "Guca2b 20.761253 17.277951 \n", "Zg16 20.592827 17.188707 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_wilcoxon=deg_obj.get_results()\n", "res_wilcoxon.head()" ] }, { "cell_type": "markdown", "id": "349c38aa-5b23-4807-821d-d5d24c660ac8", "metadata": {}, "source": [ "We can use `sc.pl.violin` to compare the gene expression between different condition." ] }, { "cell_type": "code", "execution_count": 19, "id": "102f613d-aca9-4dff-82df-3fb777719c61", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 303, "width": 881 } }, "output_type": "display_data" } ], "source": [ "celltypes_li=['TA']\n", "\n", "sc.pl.violin(\n", " adata[adata.obs['cell_label'].isin(celltypes_li)],\n", " keys=['Reg3b','Reg3g','Apoa1'],\n", " groupby='condition'\n", ")" ] }, { "cell_type": "markdown", "id": "7404aef7-d796-465c-9f36-844366f23799", "metadata": {}, "source": [ "## DEG with memento\n", "\n", "memento is a python package for performing differential mean, variability, and correlation in single-cell RNA sequencing data.\n", "\n", "Memento, an end-to-end method that implements a hierarchical model for estimating mean, residual variance, and gene correlation from scRNA-seq data and provides a statistical framework for hypothesis testing of these parameters.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "366ada98-c9bb-47a2-9679-0a6f35f48569", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Differential expression analysis initialized\n", "📊 DEG analysis using memento-de method\n", "📊 Condition: condition, Control group: Control, Test group: Salmonella\n", "📊 Celltype key: cell_label, Celltype group: ['TA']\n", "Total cells: 533 will be used for DEG analysis\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=12)]: Using backend LokyBackend with 12 concurrent workers.\n", "[Parallel(n_jobs=12)]: Done 26 tasks | elapsed: 8.7s\n", "[Parallel(n_jobs=12)]: Done 176 tasks | elapsed: 11.8s\n", "[Parallel(n_jobs=12)]: Done 528 tasks | elapsed: 15.3s\n", "[Parallel(n_jobs=12)]: Done 1228 tasks | elapsed: 20.2s\n", "[Parallel(n_jobs=12)]: Done 2128 tasks | elapsed: 26.2s\n", "[Parallel(n_jobs=12)]: Done 3228 tasks | elapsed: 34.0s\n", "[Parallel(n_jobs=12)]: Done 4521 out of 4544 | elapsed: 42.8s remaining: 0.2s\n", "[Parallel(n_jobs=12)]: Done 4544 out of 4544 | elapsed: 42.9s finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "✅ memento-de DEG analysis completed\n" ] } ], "source": [ "deg_obj=ov.single.DEG(\n", " adata,\n", " condition='condition',\n", " ctrl_group='Control',\n", " test_group='Salmonella',\n", " method='memento-de',\n", ")\n", "deg_obj.run(\n", " celltype_key='cell_label',\n", " celltype_group=['TA'],\n", " capture_rate=0.07, \n", " num_cpus=12,\n", " num_boot=5000\n", ")\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "09244edc-a8ad-451f-9b18-ab6383e96edd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genetxde_coefde_sede_pvaldv_coefdv_sedv_pval
443Btf3stim0.8388060.2301080.0002132.9403420.5807884.519054e-07
397Birc5stim0.6311780.1852730.0006611.1988230.3135968.280704e-05
3421Serinc2stim0.0309350.2380550.8263212.2886080.5114581.560657e-04
917Dcaf8stim0.0376310.3167940.8466421.8333010.5009722.687823e-04
536Ccnb2stim0.1322470.2340560.5656061.1269230.3239893.477457e-04
\n", "
" ], "text/plain": [ " gene tx de_coef de_se de_pval dv_coef dv_se \\\n", "443 Btf3 stim 0.838806 0.230108 0.000213 2.940342 0.580788 \n", "397 Birc5 stim 0.631178 0.185273 0.000661 1.198823 0.313596 \n", "3421 Serinc2 stim 0.030935 0.238055 0.826321 2.288608 0.511458 \n", "917 Dcaf8 stim 0.037631 0.316794 0.846642 1.833301 0.500972 \n", "536 Ccnb2 stim 0.132247 0.234056 0.565606 1.126923 0.323989 \n", "\n", " dv_pval \n", "443 4.519054e-07 \n", "397 8.280704e-05 \n", "3421 1.560657e-04 \n", "917 2.687823e-04 \n", "536 3.477457e-04 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_memento=deg_obj.get_results()\n", "res_memento.query('dv_coef > 1 & de_coef > 0').sort_values('dv_pval').head(5)" ] }, { "cell_type": "code", "execution_count": 18, "id": "da9bdb09-4ecf-4977-ba17-2486acf452ce", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 300, "width": 861 } }, "output_type": "display_data" } ], "source": [ "celltypes_li=['TA']\n", "\n", "sc.pl.violin(\n", " adata[adata.obs['cell_label'].isin(celltypes_li)],\n", " keys=['Btf3','Serinc2','Birc5'],\n", " groupby='condition'\n", ")" ] }, { "cell_type": "markdown", "id": "cc68f0bb-eaeb-43ef-b65c-80b2858d509d", "metadata": {}, "source": [ "## DCT with scCODA\n", "\n", "In omicverse, we only need one function `ov.single.DCT` to perfrom all DCT analysis tasks. We included `scCODA` and `milo` to perform the celltype abundance analysis.\n", "\n", "Besides, you can also perform the analysis with `pertpy`'s api. `dct_obj.model` will be helpful.\n", "\n", "More tutorial could be found in https://pertpy.readthedocs.io/en/stable/tutorials/notebooks/sccoda.html" ] }, { "cell_type": "code", "execution_count": 7, "id": "b14cea92-bc50-410c-a152-40cd3862c896", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[94m•\u001b[0m Automatic reference selection! Reference cell type set to Endocrine\n" ] } ], "source": [ "dct_obj=ov.single.DCT(\n", " adata,\n", " condition='condition',\n", " ctrl_group='Control',\n", " test_group='Salmonella',\n", " cell_type_key='cell_label',\n", " method='sccoda',\n", " sample_key='batch',\n", ")" ] }, { "cell_type": "markdown", "id": "39072073-c3c4-4f24-b433-83bcae61fa6d", "metadata": {}, "source": [ "No-U-turn HMC sampling is then initiated by calling sccoda_model.`run_nuts`().\n", "\n", "We can use `help(dct_obj.model.run_nuts)` to obtain the argument as input." ] }, { "cell_type": "code", "execution_count": 9, "id": "03858946-b206-4088-9636-20bd47f6e3c2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "sample: 100%|██████████| 5500/5500 [03:17<00:00, 27.79it/s, 127 steps of size 2.91e-02. acc. prob=0.76]\n" ] } ], "source": [ "dct_obj.run(\n", " num_samples=5000, #number of sampled values after burn-in.\n", " num_warmup=500, #Number of burn-in (warmup) samples.\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "71911e1a-1e9a-447b-bf12-030b91b15ba3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Final ParameterHDI 3%HDI 97%SDInclusion probabilityExpected Samplelog2-fold change
CovariateCell Type
conditionT.SalmonellaEndocrine0.0000000.0000.0000.0000.000025.782816-0.495162
Enterocyte1.3676190.8641.8860.2621.0000325.4886611.477896
Enterocyte.Progenitor0.000000-0.3930.6470.1630.3072100.454836-0.495162
Goblet0.000000-0.2281.0370.2980.468843.541227-0.495162
Stem0.000000-0.7500.2510.1990.3560120.266274-0.495162
\n", "
" ], "text/plain": [ " Final Parameter HDI 3% HDI 97% \\\n", "Covariate Cell Type \n", "conditionT.Salmonella Endocrine 0.000000 0.000 0.000 \n", " Enterocyte 1.367619 0.864 1.886 \n", " Enterocyte.Progenitor 0.000000 -0.393 0.647 \n", " Goblet 0.000000 -0.228 1.037 \n", " Stem 0.000000 -0.750 0.251 \n", "\n", " SD Inclusion probability \\\n", "Covariate Cell Type \n", "conditionT.Salmonella Endocrine 0.000 0.0000 \n", " Enterocyte 0.262 1.0000 \n", " Enterocyte.Progenitor 0.163 0.3072 \n", " Goblet 0.298 0.4688 \n", " Stem 0.199 0.3560 \n", "\n", " Expected Sample log2-fold change \n", "Covariate Cell Type \n", "conditionT.Salmonella Endocrine 25.782816 -0.495162 \n", " Enterocyte 325.488661 1.477896 \n", " Enterocyte.Progenitor 100.454836 -0.495162 \n", " Goblet 43.541227 -0.495162 \n", " Stem 120.266274 -0.495162 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res=dct_obj.get_results()\n", "res.head()" ] }, { "cell_type": "markdown", "id": "85053b64-075a-480e-81a1-8fd5d2e602f3", "metadata": {}, "source": [ "### Adjusting the False discovery rate\n", "\n", "scCODA selects credible effects based on their inclusion probability. The cutoff between credible and non-credible effects depends on the desired false discovery rate (FDR). A smaller FDR value will produce more conservative results, but might miss some effects, while a larger FDR value selects more effects at the cost of a larger number of false discoveries.\n", "\n", "The desired FDR level can be easily set after inference via sim_results.set_fdr(). Per default, the value is 0.05, but we recommend to increase it up to 0.2 if no effects are found at a more conservative level.\n", "\n", "In our example, setting a desired FDR of 0.4 reveals small effects on Endocrine and Tuft cells. Keep in mind that we chose this value only for instructive purposes, since there are no credible effects beside Enterocytes at lower FDR levels. In practice, expecting 40% of all credible effects to be false-positives is usually not recommended." ] }, { "cell_type": "code", "execution_count": 23, "id": "58ce0594-2e81-4f7e-b8c2-2f31b065c90b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Final ParameterHDI 3%HDI 97%SDInclusion probabilityExpected Samplelog2-fold change
CovariateCell Type
conditionT.SalmonellaEnterocyte1.3676190.8641.8860.2621.0000327.5837101.487152
Goblet0.353104-0.2281.0370.2980.468862.3789740.023516
Enterocyte.Progenitor0.115878-0.3930.6470.1630.3072113.522620-0.318729
TA.Early0.008501-0.4080.4860.1210.2748142.968607-0.473642
Endocrine0.0000000.0000.0000.0000.000025.948771-0.485906
\n", "
" ], "text/plain": [ " Final Parameter HDI 3% HDI 97% \\\n", "Covariate Cell Type \n", "conditionT.Salmonella Enterocyte 1.367619 0.864 1.886 \n", " Goblet 0.353104 -0.228 1.037 \n", " Enterocyte.Progenitor 0.115878 -0.393 0.647 \n", " TA.Early 0.008501 -0.408 0.486 \n", " Endocrine 0.000000 0.000 0.000 \n", "\n", " SD Inclusion probability \\\n", "Covariate Cell Type \n", "conditionT.Salmonella Enterocyte 0.262 1.0000 \n", " Goblet 0.298 0.4688 \n", " Enterocyte.Progenitor 0.163 0.3072 \n", " TA.Early 0.121 0.2748 \n", " Endocrine 0.000 0.0000 \n", "\n", " Expected Sample log2-fold change \n", "Covariate Cell Type \n", "conditionT.Salmonella Enterocyte 327.583710 1.487152 \n", " Goblet 62.378974 0.023516 \n", " Enterocyte.Progenitor 113.522620 -0.318729 \n", " TA.Early 142.968607 -0.473642 \n", " Endocrine 25.948771 -0.485906 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dct_obj.model.set_fdr(dct_obj.sccoda_data, \n", " modality_key=\"coda\", \n", " est_fdr=0.6)\n", "res=dct_obj.get_results()\n", "res.sort_values('Final Parameter',ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 20, "id": "747a39ef-1ec4-4561-8497-41774e27202d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 455, "width": 428 } }, "output_type": "display_data" } ], "source": [ "#ov.plot_set()\n", "dct_obj.model.plot_boxplots(\n", " dct_obj.sccoda_data, \n", " modality_key=\"coda\", \n", " feature_name=\"condition\", \n", " add_dots=True,\n", " figsize=(4,4),\n", " dpi=80,\n", ")\n", "ov.plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "id": "09a584f7-9a11-4b7f-8503-c4dcbc164bad", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
                                          Compositional Analysis summary                                           \n",
       "┌──────────────────────────────────────────────┬──────────────────────────────────────────────────────────────────┐\n",
       "│ Name                                          Value                                                            │\n",
       "├──────────────────────────────────────────────┼──────────────────────────────────────────────────────────────────┤\n",
       "│ Data                                         │ Data: 6 samples, 8 cell types                                    │\n",
       "│ Reference cell type                          │ Endocrine                                                        │\n",
       "│ Formula                                      │ condition                                                        │\n",
       "└──────────────────────────────────────────────┴──────────────────────────────────────────────────────────────────┘\n",
       "
\n" ], "text/plain": [ "\u001b[3m Compositional Analysis summary \u001b[0m\n", "┌──────────────────────────────────────────────┬──────────────────────────────────────────────────────────────────┐\n", "│\u001b[1m \u001b[0m\u001b[1mName \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1mValue \u001b[0m\u001b[1m \u001b[0m│\n", "├──────────────────────────────────────────────┼──────────────────────────────────────────────────────────────────┤\n", "│\u001b[36m \u001b[0m\u001b[36mData \u001b[0m\u001b[36m \u001b[0m│ Data: \u001b[1;36m6\u001b[0m samples, \u001b[1;36m8\u001b[0m cell types │\n", "│\u001b[36m \u001b[0m\u001b[36mReference cell type \u001b[0m\u001b[36m \u001b[0m│ Endocrine │\n", "│\u001b[36m \u001b[0m\u001b[36mFormula \u001b[0m\u001b[36m \u001b[0m│ condition │\n", "└──────────────────────────────────────────────┴──────────────────────────────────────────────────────────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
┌─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n",
       "│ Intercepts                                                                                                      │\n",
       "├─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤\n",
       "│                        Final Parameter  Expected Sample                                                         │\n",
       "│ Cell Type                                                                                                       │\n",
       "│ Endocrine                  1.183            36.340                                                              │\n",
       "│ Enterocyte                 2.351           116.854                                                              │\n",
       "│ Enterocyte.Progenitor      2.543           141.589                                                              │\n",
       "│ Goblet                     1.707            61.370                                                              │\n",
       "│ Stem                       2.723           169.513                                                              │\n",
       "│ TA                         2.126            93.310                                                              │\n",
       "│ TA.Early                   2.881           198.528                                                              │\n",
       "│ Tuft                       0.452            17.495                                                              │\n",
       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
       "
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┌─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n",
       "│ Effects                                                                                                         │\n",
       "├─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤\n",
       "│                                              Final Parameter  Expected Sample  log2-fold change                 │\n",
       "│ Covariate             Cell Type                                                                                 │\n",
       "│ conditionT.Salmonella Endocrine                   0.000           25.949            -0.486                      │\n",
       "│                       Enterocyte                  1.368          327.584             1.487                      │\n",
       "│                       Enterocyte.Progenitor       0.116          113.523            -0.319                      │\n",
       "│                       Goblet                      0.353           62.379             0.024                      │\n",
       "│                       Stem                       -0.229           96.260            -0.816                      │\n",
       "│                       TA                         -0.212           53.916            -0.791                      │\n",
       "│                       TA.Early                    0.009          142.969            -0.474                      │\n",
       "│                       Tuft                       -0.006           12.421            -0.494                      │\n",
       "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n",
       "
\n" ], "text/plain": [ "┌─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n", "│\u001b[1m \u001b[0m\u001b[1mEffects \u001b[0m\u001b[1m \u001b[0m│\n", "├─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤\n", "│ Final Parameter Expected Sample log2-fold change │\n", "│ Covariate Cell Type │\n", "│ conditionT.Salmonella Endocrine \u001b[1;36m0.000\u001b[0m \u001b[1;36m25.949\u001b[0m \u001b[1;36m-0.486\u001b[0m │\n", "│ Enterocyte \u001b[1;36m1.368\u001b[0m \u001b[1;36m327.584\u001b[0m \u001b[1;36m1.487\u001b[0m │\n", "│ Enterocyte.Progenitor \u001b[1;36m0.116\u001b[0m \u001b[1;36m113.523\u001b[0m \u001b[1;36m-0.319\u001b[0m │\n", "│ Goblet \u001b[1;36m0.353\u001b[0m \u001b[1;36m62.379\u001b[0m \u001b[1;36m0.024\u001b[0m │\n", "│ Stem \u001b[1;36m-0.229\u001b[0m \u001b[1;36m96.260\u001b[0m \u001b[1;36m-0.816\u001b[0m │\n", "│ TA \u001b[1;36m-0.212\u001b[0m \u001b[1;36m53.916\u001b[0m \u001b[1;36m-0.791\u001b[0m │\n", "│ TA.Early \u001b[1;36m0.009\u001b[0m \u001b[1;36m142.969\u001b[0m \u001b[1;36m-0.474\u001b[0m │\n", "│ Tuft \u001b[1;36m-0.006\u001b[0m \u001b[1;36m12.421\u001b[0m \u001b[1;36m-0.494\u001b[0m │\n", "└─────────────────────────────────────────────────────────────────────────────────────────────────────────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dct_obj.model.summary(\n", " dct_obj.sccoda_data, \n", " modality_key=\"coda\"\n", ")" ] }, { "cell_type": "markdown", "id": "e53eb709-360d-40a9-86d2-4e3d2cfa0747", "metadata": {}, "source": [ "## DCT with milopy\n", "\n", "Many biological conditions (disease, development, genetic KOs) can induce shifts in cell composition, where cells of a given state become enriched or depleted in response to a perturbation. With differential abundance analysis, we quantify consistent changes in cell composition across replicate samples. While differential abundance analysis can be performed on cell type clusters, it’s not always possible or practical to use precisely labeled clusters, especially when we are interested in studying transitional states, such as during developmental processes, or when we expect only a subpopulation of a cell type to be affected by the condition of interest. Milo is a method to detect compositional changes occurring in smaller subpopulations of cells, defined as neighbourhoods over the k-nearest neighbor (KNN) graph of cell-cell similarities.\n" ] }, { "cell_type": "markdown", "id": "d09185eb-71b2-4a5d-9a71-f8b5da74bbe2", "metadata": {}, "source": [ "### Build KNN graph\n", "\n", "We can use omicverse functions to build a KNN graph. We set the dimensionality and value for k to use in subsequent steps.\n", "\n", "Here the value of k indicates the smallest possible size of neighbourhood in which we will quantify differential abundance (i.e. with k=50 the smallest neighbourhood will have 50 cells). Depending on the number of samples, you might want to use a high value of k for neighbourhood analysis, to have sufficient power to estimate abundance fold-changes. Since here we have data from > 100 patients, we set k=150 to have on average more than one cell per donor in each neighbourhood." ] }, { "cell_type": "code", "execution_count": 6, "id": "3a49d9aa-4baf-4e99-9cf8-35f07dd2133b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU-GPU mixed mode activated\n" ] } ], "source": [ "ov.settings.cpu_gpu_mixed_init()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b061c1ed-1566-4414-9f86-0298176e2078", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin robust gene identification\n", "After filtration, 15215/15215 genes are kept. Among 15215 genes, 15215 genes are robust.\n", "End of robust gene identification.\n", "Begin size normalization: shiftlog and HVGs selection pearson\n", "normalizing counts per cell. The following highly-expressed genes are not considered during normalization factor computation:\n", "['Defa24', 'Fabp6', 'Gcg', 'Gip', 'Nts', 'Reg3b', 'Reg4', 'Sct', 'Spink4', 'Sst', 'Tff3', 'Zg16']\n", " finished (0:00:00)\n", "extracting highly variable genes\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'highly_variable_rank', float vector (adata.var)\n", " 'highly_variable_nbatches', int vector (adata.var)\n", " 'highly_variable_intersection', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", " 'variances', float vector (adata.var)\n", " 'residual_variances', float vector (adata.var)\n", "Time to analyze data in cpu: 7.434457540512085 seconds.\n", "End of size normalization: shiftlog and HVGs selection pearson\n", "...Begin using harmony to correct batch effect\n", "🚀 Using GPU to calculate PCA...\n", "📊 [GPU 0] \u001b[92m\u001b[90m------------------------------\u001b[0m 5/12288 MiB (0.0%)\n", "computing PCA🔍\n", " with n_comps=50\n", " finished✅ (0:00:01)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-05-24 03:28:39,033 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-05-24 03:28:40,914 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2025-05-24 03:28:40,966 - harmonypy - INFO - Iteration 1 of 10\n", "2025-05-24 03:28:42,555 - harmonypy - INFO - Iteration 2 of 10\n", "2025-05-24 03:28:44,190 - harmonypy - INFO - Iteration 3 of 10\n", "2025-05-24 03:28:45,633 - harmonypy - INFO - Iteration 4 of 10\n", "2025-05-24 03:28:46,905 - harmonypy - INFO - Iteration 5 of 10\n", "2025-05-24 03:28:48,659 - harmonypy - INFO - Iteration 6 of 10\n", "2025-05-24 03:28:49,316 - harmonypy - INFO - Converged after 6 iterations\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "🖥️ Using Scanpy CPU to calculate neighbors...\n", "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:02)\n", "🔍 [2025-05-24 03:28:52] Running UMAP in 'cpu-gpu-mixed' mode...\n", "🚀 Using torch GPU to calculate UMAP...\n", "📊 [GPU 0] \u001b[92m\u001b[90m------------------------------\u001b[0m 5/12288 MiB (0.0%)\n", "computing UMAP🚀\n", " finished ✅: added\n", " 'X_umap', UMAP coordinates (adata.obsm)\n", " 'umap', UMAP parameters (adata.uns) (0:00:05)\n", "✅ UMAP completed successfully.\n" ] } ], "source": [ "adata=ov.pp.preprocess(adata,mode='shiftlog|pearson',n_HVGs=2000,\n", " target_sum=50*1e4)\n", "adata.raw = adata\n", "adata = adata[:, adata.var.highly_variable_features]\n", "ov.single.batch_correction(adata,batch_key='batch',\n", " methods='harmony',n_pcs=50)\n", "ov.pp.neighbors(adata, n_neighbors=15, n_pcs=50,\n", " use_rep='X_harmony')\n", "ov.pp.umap(adata)" ] }, { "cell_type": "code", "execution_count": 2, "id": "b7ab4b34-b935-4344-8703-22101b2d3bc8", "metadata": {}, "outputs": [], "source": [ "adata=ov.read('data/milo_test.h5ad')" ] }, { "cell_type": "code", "execution_count": 17, "id": "a740746c-dc67-4cf3-8c1e-b609b9ba45fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_umap converted to UMAP to visualize and saved to adata.obsm['UMAP']\n", "if you want to use X_umap, please set convert=False\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 287, "width": 770 } }, "output_type": "display_data" } ], "source": [ "ov.pl.umap(\n", " adata,\n", " color=['batch','cell_label'],\n", ")" ] }, { "cell_type": "markdown", "id": "cfda3f5a-ce9a-4161-b957-f280f4c8264c", "metadata": {}, "source": [ "### Differential abundance testing with GLM\n", "\n", "Similar to the scCODA approach, we use `omicverse.single.DCT` to perform differential cell–abundance analysis, except that here we set the `method` to `milopy`. \n", "\n", "In releases after `1.7.9`, we have removed the rpy2‐based `edgeR` dependency so that milo analyses can run entirely in a native Python environment. But we also keep the `milo` argument if user need the raw method \n" ] }, { "cell_type": "code", "execution_count": 4, "id": "16dae2f7-19b5-4270-b5fc-040d8549c1d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Differential cell type abundance analysis initialized\n", "📊 DCT analysis using milopy method\n", "📊 Condition: condition, Control group: Control, Test group: Salmonella\n", "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:21)\n" ] } ], "source": [ "dct_obj=ov.single.DCT(\n", " adata,\n", " condition='condition',\n", " ctrl_group='Control',\n", " test_group='Salmonella',\n", " cell_type_key='cell_label',\n", " method='milopy',\n", " sample_key='batch',\n", " use_rep='X_harmony'\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "e8b5156b-5a79-4ef8-94cc-53aac1637563", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ milopy DCT analysis completed\n" ] } ], "source": [ "dct_obj.run()" ] }, { "cell_type": "markdown", "id": "3f80ca26-57f8-46dd-b7f8-174c89258de9", "metadata": {}, "source": [ "We can start inspecting the results of our DA analysis from a couple of standard diagnostic plots." ] }, { "cell_type": "code", "execution_count": 6, "id": "45b3f653-0314-4554-be85-808bfcb8b76e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 221, "width": 462 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "old_figsize = plt.rcParams[\"figure.figsize\"]\n", "plt.rcParams[\"figure.figsize\"] = [6, 3]\n", "plt.subplot(1, 2, 1)\n", "plt.hist(dct_obj.mdata[\"milo\"].var.PValue, bins=50)\n", "plt.xlabel(\"P-Vals\")\n", "plt.subplot(1, 2, 2)\n", "plt.plot(dct_obj.mdata[\"milo\"].var.logFC, -ov.np.log10(dct_obj.mdata[\"milo\"].var.SpatialFDR), \".\")\n", "plt.xlabel(\"log-Fold Change\")\n", "plt.ylabel(\"- log10(Spatial FDR)\")\n", "plt.tight_layout()\n", "plt.rcParams[\"figure.figsize\"] = old_figsize" ] }, { "cell_type": "markdown", "id": "2eabf49b-76f2-4736-9ca8-600cf36cdb03", "metadata": {}, "source": [ "We can see that for the majority of neighbourhoods, almost all cells have the same cell type label. We can rename neighbourhoods where less than 60% of the cells have the top label as “Mixed”" ] }, { "cell_type": "code", "execution_count": 7, "id": "dbe1bccd-9562-4b95-ac45-2cedb7a10ca5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'celltype fraction')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 300, "width": 290 } }, "output_type": "display_data" } ], "source": [ "plt.hist(dct_obj.mdata[\"milo\"].var[\"nhood_annotation_frac\"], bins=30)\n", "plt.xlabel(\"celltype fraction\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "659c9025-509c-4e69-a3a2-9d04605d1a6b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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index_cellkth_distancelogFClfcSElogCPMstatPValueFDRadj_pvalueSpatialFDRNhood_sizenhood_annotationnhood_annotation_frac
0B1_AAACGCACTGTCCC_Control_Stem9.152347-0.5833120.05156811.4124873.7133980.0807740.2589900.2589900.256133399.0Mixed0.578947
1B1_AATAAGCTAGAGAT_Control_Enterocyte.Progenitor9.476911-0.8094240.05619411.4298088.8969070.0127360.0794550.0794550.079067408.0Mixed0.524510
2B1_ACGCTGCTCTCTTA_Control_Enterocyte.Progenitor9.0047351.5121980.01701610.81728012.6894940.0046060.0459800.0459800.044634228.0Mixed0.557018
3B1_ACGGAACTGTTAGC_Control_Enterocyte.Progenitor9.9664390.6734960.03241210.4529362.3163970.1568380.3620720.3620720.350619181.0Mixed0.563536
4B1_ACTTCTGATCGTTT_Control_TA.Early9.1946380.2020950.03591211.2229710.4047160.5379560.7149160.7149160.705203339.0TA.Early0.820059
\n", "
" ], "text/plain": [ " index_cell kth_distance logFC \\\n", "0 B1_AAACGCACTGTCCC_Control_Stem 9.152347 -0.583312 \n", "1 B1_AATAAGCTAGAGAT_Control_Enterocyte.Progenitor 9.476911 -0.809424 \n", "2 B1_ACGCTGCTCTCTTA_Control_Enterocyte.Progenitor 9.004735 1.512198 \n", "3 B1_ACGGAACTGTTAGC_Control_Enterocyte.Progenitor 9.966439 0.673496 \n", "4 B1_ACTTCTGATCGTTT_Control_TA.Early 9.194638 0.202095 \n", "\n", " lfcSE logCPM stat PValue FDR adj_pvalue SpatialFDR \\\n", "0 0.051568 11.412487 3.713398 0.080774 0.258990 0.258990 0.256133 \n", "1 0.056194 11.429808 8.896907 0.012736 0.079455 0.079455 0.079067 \n", "2 0.017016 10.817280 12.689494 0.004606 0.045980 0.045980 0.044634 \n", "3 0.032412 10.452936 2.316397 0.156838 0.362072 0.362072 0.350619 \n", "4 0.035912 11.222971 0.404716 0.537956 0.714916 0.714916 0.705203 \n", "\n", " Nhood_size nhood_annotation nhood_annotation_frac \n", "0 399.0 Mixed 0.578947 \n", "1 408.0 Mixed 0.524510 \n", "2 228.0 Mixed 0.557018 \n", "3 181.0 Mixed 0.563536 \n", "4 339.0 TA.Early 0.820059 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res=dct_obj.get_results(mix_threshold=0.6)\n", "res.head()" ] }, { "cell_type": "markdown", "id": "175c1012-26a0-46f8-b377-348098b68827", "metadata": {}, "source": [ "### Visualization\n", "\n", "This is my favorite Milo plot. First, we create a `color_dict` to specify the cell colors we want to visualize.\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "111ffaeb-e6a8-435e-8858-4c67042893c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 223, "width": 368 } }, "output_type": "display_data" } ], "source": [ "color_dict=dict(zip(\n", " adata.obs['cell_label'].cat.categories,\n", " ov.pl.green_color[:4]+ov.pl.purple_color\n", "))\n", "color_dict['Mixed']='#c2c2c2'\n", "fig, ax = plt.subplots(figsize=(3, 3))\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color=['cell_label'],\n", " palette=color_dict,\n", " ax=ax,\n", " #fig_size=(3,3)\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "aff98326-8650-43a9-967a-199118769b2f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(1, -0.75, 'Enriched in\\nSalmonella')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 331, "width": 518 } }, "output_type": "display_data" } ], "source": [ "#fig, ax = plt.subplots(figsize=(3, 4))\n", "dct_obj.model.plot_da_beeswarm(\n", " dct_obj.mdata, \n", " alpha=0.1,\n", " return_fig=True,\n", " palette=color_dict,\n", ")\n", "ov.plt.xticks(fontsize=12)\n", "ov.plt.yticks(fontsize=12)\n", "ov.plt.ylabel('T/NK Cells',fontsize=13)\n", "ov.plt.text(-1,-0.75,'Enriched in\\nControl',fontsize=13)\n", "ov.plt.text(1,-0.75,'Enriched in\\nSalmonella',fontsize=13)\n", "#fig" ] }, { "cell_type": "markdown", "id": "fd7f63dd-56c3-4aab-9f97-4cc004501dd7", "metadata": {}, "source": [ "## (Optional) DCT with milo\n", "\n", "\n", "Tutorials could be found in https://pertpy.readthedocs.io/en/stable/tutorials/notebooks/milo.html" ] }, { "cell_type": "code", "execution_count": 11, "id": "da3a4557-16c1-45d5-9c6e-faec4694bfc1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-02-20 01:28:10 | [INFO] cffi mode is CFFI_MODE.ANY\n", "2026-02-20 01:28:10 | [INFO] R home found: /Library/Frameworks/R.framework/Resources\n", "2026-02-20 01:28:10 | [INFO] R library path: \n", "2026-02-20 01:28:10 | [INFO] LD_LIBRARY_PATH: \n", "2026-02-20 01:28:10 | [INFO] Default options to initialize R: rpy2, --quiet, --no-save\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "✅ Differential cell type abundance analysis initialized\n", "📊 DCT analysis using milo method\n", "📊 Condition: condition, Control group: Control, Test group: Salmonella\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2026-02-20 01:28:10 | [INFO] R is already initialized. No need to initialize.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:07)\n" ] } ], "source": [ "dct_obj_old=ov.single.DCT(\n", " adata,\n", " condition='condition',\n", " ctrl_group='Control',\n", " test_group='Salmonella',\n", " cell_type_key='cell_label',\n", " method='milo',\n", " sample_key='batch',\n", " use_rep='X_harmony'\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "2f9e95e4-1428-48ab-a708-cca73d22cce3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ milo DCT analysis completed\n" ] } ], "source": [ "dct_obj_old.run()" ] }, { "cell_type": "code", "execution_count": 14, "id": "17516743-12cb-44b0-a00b-ba28c7250ce9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(1, -0.75, 'Enriched in\\nSalmonella')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 332, "width": 518 } }, "output_type": "display_data" } ], "source": [ "#fig, ax = plt.subplots(figsize=(3, 4))\n", "dct_obj_old.model.plot_da_beeswarm(\n", " dct_obj_old.mdata, \n", " alpha=0.1,\n", " return_fig=True,\n", " palette=color_dict,\n", ")\n", "ov.plt.xticks(fontsize=12)\n", "ov.plt.yticks(fontsize=12)\n", "ov.plt.ylabel('T/NK Cells',fontsize=13)\n", "ov.plt.text(-1,-0.75,'Enriched in\\nControl',fontsize=13)\n", "ov.plt.text(1,-0.75,'Enriched in\\nSalmonella',fontsize=13)\n", "#fig" ] }, { "cell_type": "code", "execution_count": null, "id": "fe805be5-e3b0-4aed-9a6e-3b9045e3ac06", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.19" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }