{ "cells": [ { "cell_type": "markdown", "id": "84931453", "metadata": {}, "source": [ "## Single-cell transcriptomics\n", "\n", "Provided you completed the [3k PBMCs tutorial](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html) of scanpy, we illustrate the depiction of marker gene information upon the KEGG pathway in this example." ] }, { "cell_type": "code", "execution_count": 1, "id": "ee93cf67", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "import matplotlib\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "matplotlib.rcParams['figure.figsize'] = (6, 6)" ] }, { "cell_type": "code", "execution_count": 2, "id": "02cf5b8b", "metadata": {}, "outputs": [], "source": [ "adata = sc.read_10x_mtx(\n", " '../filtered_gene_bc_matrices/hg19', # the directory with the `.mtx` file\n", " var_names='gene_symbols') " ] }, { "cell_type": "code", "execution_count": 3, "id": "fe6bf58e", "metadata": {}, "outputs": [], "source": [ "adata.var_names_make_unique() " ] }, { "cell_type": "code", "execution_count": 4, "id": "dc0c2fff", "metadata": {}, "outputs": [], "source": [ "sc.pp.filter_cells(adata, min_genes=200)\n", "sc.pp.filter_genes(adata, min_cells=3)" ] }, { "cell_type": "code", "execution_count": 5, "id": "7e495ef7", "metadata": {}, "outputs": [], "source": [ "adata.var['mt'] = adata.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 6, "id": "b13dac9c", "metadata": {}, "outputs": [], "source": [ "adata = adata[adata.obs.n_genes_by_counts < 2500, :]\n", "adata = adata[adata.obs.pct_counts_mt < 5, :]" ] }, { "cell_type": "code", "execution_count": 7, "id": "9017ae3a", "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(adata, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 8, "id": "135c5c79", "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(adata)" ] }, { "cell_type": "code", "execution_count": 9, "id": "6f4dfe14", "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(adata, min_mean=0.0125, max_mean=3, min_disp=0.5)" ] }, { "cell_type": "code", "execution_count": 10, "id": "a7ee6049", "metadata": {}, "outputs": [], "source": [ "adata = adata[:, adata.var.highly_variable]" ] }, { "cell_type": "code", "execution_count": 11, "id": "95007565", "metadata": {}, "outputs": [], "source": [ "sc.pp.regress_out(adata, ['total_counts', 'pct_counts_mt'])" ] }, { "cell_type": "code", "execution_count": 12, "id": "15e85440", "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(adata, max_value=10)" ] }, { "cell_type": "code", "execution_count": 13, "id": "7f604976", "metadata": {}, "outputs": [], "source": [ "sc.tl.pca(adata, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 14, "id": "bffc16f9", "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(adata, n_neighbors=10, n_pcs=40)" ] }, { "cell_type": "code", "execution_count": 15, "id": "94b84e0d", "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(adata)" ] }, { "cell_type": "code", "execution_count": 16, "id": "0f72fc73", "metadata": {}, "outputs": [], "source": [ "sc.tl.rank_genes_groups(adata, 'leiden', method='t-test')" ] }, { "cell_type": "code", "execution_count": 17, "id": "a70ec155", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01234567
0LTBCST3HLA-DPB1CCL5FCER1GNKG7HLA-DPA1PF4
1IL32TYROBPCD79ANKG7AIF1CTSWHLA-DPB1PPBP
2CD2S100A8HLA-DRB1IL32LST1GZMBHLA-DRB1SDPR
3MALFCN1HLA-DPA1CST7TYROBPGNLYHLA-DMAGNG11
4AQP3LGALS1CD79BGZMACST3PRF1HLA-DQA1NRGN
5HINT1S100A6HLA-DQA1CTSWSAT1CST7HLA-DQB1SPARC
6GIMAP7LGALS2MS4A1GZMKCOTL1GZMACST3CCL5
7GIMAP5AIF1HLA-DQB1PTPRCAPIFITM3FGFBP2FCER1ARGS18
8LDLRAP1GPX1CD37LYARCTSSFCGR3ATACR2GPX1
9TRABD2ALST1TCL1AKLRG1LGALS1SRGNFSTL1TPM4
10ACAP1GSTP1HLA-DMAGZMHFCGR3ACD247SYTL4GP9
11FYBTYMPLTBPRF1S100A11SPON2RP11-324I22.4HIST1H2AC
12TRAF3IP3CTSSLINC00926CD2HLA-DPA1UBBFAXDC2CD9
13ITM2AFCER1GHLA-DMBSAMD3TYMPFCER1GHLA-DMBAP001189.4
14PASKCOTL1HVCN1HOPXNPC2ID2HPTUBB1
15SCGB3A1S100A11EAF2APOBEC3GCEBPBCCL4RP4-781K5.2ITGA2B
16TNFRSF4SAT1IRF8TIGITHLA-DRB1TYROBPPPT2-EGFL8MPP1
17GIMAP4CYBAFCRLANCR3S100A6HOPXHIST1H2AHCLU
18RP11-18H21.1NPC2HLA-DOBGIMAP7CYBAGZMHGPX1TMEM40
19CISHGRNPKIGCCL4SRGNCLIC3SAMD14CA2
20RP11-291B21.2MS4A6ASMIM14CD247PYCARDXCL2CLEC10AARPC1B
21PTPRCAPLGALS3CD72ID2IFI30CCL5PROK2NCOA4
22GPR183PYCARDP2RX5FGFBP2HLA-DPB1PTPRCAPPVALBPTCRA
23SELLTALDO1SPIBZAP70ARPC1BIGFBP7GSTP1TREML1
24SRSF5FCGRTPTPRCAPARPC5LABI3AKR1C3HGDFERMT3
25ATP6V0E2SRGNPNOCC9orf142FCN1APOBEC3GITGA2BPGRMC1
26IL23ANCF2BLNKGIMAP4APOBEC3ATTC38LINC00957SAT1
27ICOSARPC1BKIAA0125LITAFC1orf162CYBATDRPLAMTOR1
28NAP1L4HLA-DRB1SWAP70HSP90AA1CDAPRSS23LGALS2ODC1
29TNFRSF25CDACD19FCRL6C5AR1ARPC5LRP11-252A24.3ACRBP
30SIRPGIFI30IGLL5KLRB1MAFBPDIA3TGFB1I1SEPT5
31AKTIPC1orf162LIMD2PRR5FGL2EFHD2GRNMMD
32CD96IFITM3ADAM28GYG1TNFRSF1BS1PR5RAB6BF13A1
33ILF3-AS1ALDH2SNX3JAKMIP1BLVRALITAFS100PSNCA
34RIC3TNFSF13BSNX29P2STK17ABLOC1S1XCL1PBLDSRGN
35PPP1R2FPR1LAT2S1PR5TNFSF10GPR56PDZK1IP1LY6G6F
36GPR171CEBPBARHGAP24SRGNLGALS3ABI3DNAJC27CMTM5
37RORAASGR1FCGR2BARL6IP5ARRB2PLEKHF1RP11-390B4.5PTGS1
38CCDC66LINC00936MZB1GZMBNCF2HAVCR2CCDC122GP1BA
39RP11-589C21.6IGSF6PLD4PSME1TNFSF13BZAP70ZNF594MYL9
40DENND2DFOLR3BTKTMBIM6STX11NCR3SUOXRP11-367G6.3
41SSBP1CNPY3PRKCBRORAFCGR2APTGDRITGB3DYNLL1
42SUCLG2SERPINB1IGJGIMAP5OAS1SAMD3SEPT4TPM1
43AP3M2APOBEC3AC16orf74CD160FCGRTC5orf56CYBASNX3
44STK17APLBD1PPP1R14ASNRPBCTD-2006K23.1PSMB8SYPTALDO1
45MDS2BLVRARPL22L1PTGDRSYTL4CCL3CD1CMARCH2
46CORO1BS100A12FCRL2TERF2IPRGS19PSME1AP001189.4C2orf88
47MAGEH1CCL3PARP1BUB3SMCO4FCRL6PHACTR1CLEC1B
48SNHG8VAMP8GUCD1ORAI1C20orf27C9orf142DRAXINAC147651.3
49CCNG1SMCO4RP5-887A10.1CDC42EP3BTKRAMP1COLGALT2GAS2L1
\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 \n", "0 LTB CST3 HLA-DPB1 CCL5 FCER1G NKG7 \\\n", "1 IL32 TYROBP CD79A NKG7 AIF1 CTSW \n", "2 CD2 S100A8 HLA-DRB1 IL32 LST1 GZMB \n", "3 MAL FCN1 HLA-DPA1 CST7 TYROBP GNLY \n", "4 AQP3 LGALS1 CD79B GZMA CST3 PRF1 \n", "5 HINT1 S100A6 HLA-DQA1 CTSW SAT1 CST7 \n", "6 GIMAP7 LGALS2 MS4A1 GZMK COTL1 GZMA \n", "7 GIMAP5 AIF1 HLA-DQB1 PTPRCAP IFITM3 FGFBP2 \n", "8 LDLRAP1 GPX1 CD37 LYAR CTSS FCGR3A \n", "9 TRABD2A LST1 TCL1A KLRG1 LGALS1 SRGN \n", "10 ACAP1 GSTP1 HLA-DMA GZMH FCGR3A CD247 \n", "11 FYB TYMP LTB PRF1 S100A11 SPON2 \n", "12 TRAF3IP3 CTSS LINC00926 CD2 HLA-DPA1 UBB \n", "13 ITM2A FCER1G HLA-DMB SAMD3 TYMP FCER1G \n", "14 PASK COTL1 HVCN1 HOPX NPC2 ID2 \n", "15 SCGB3A1 S100A11 EAF2 APOBEC3G CEBPB CCL4 \n", "16 TNFRSF4 SAT1 IRF8 TIGIT HLA-DRB1 TYROBP \n", "17 GIMAP4 CYBA FCRLA NCR3 S100A6 HOPX \n", "18 RP11-18H21.1 NPC2 HLA-DOB GIMAP7 CYBA GZMH \n", "19 CISH GRN PKIG CCL4 SRGN CLIC3 \n", "20 RP11-291B21.2 MS4A6A SMIM14 CD247 PYCARD XCL2 \n", "21 PTPRCAP LGALS3 CD72 ID2 IFI30 CCL5 \n", "22 GPR183 PYCARD P2RX5 FGFBP2 HLA-DPB1 PTPRCAP \n", "23 SELL TALDO1 SPIB ZAP70 ARPC1B IGFBP7 \n", "24 SRSF5 FCGRT PTPRCAP ARPC5L ABI3 AKR1C3 \n", "25 ATP6V0E2 SRGN PNOC C9orf142 FCN1 APOBEC3G \n", "26 IL23A NCF2 BLNK GIMAP4 APOBEC3A TTC38 \n", "27 ICOS ARPC1B KIAA0125 LITAF C1orf162 CYBA \n", "28 NAP1L4 HLA-DRB1 SWAP70 HSP90AA1 CDA PRSS23 \n", "29 TNFRSF25 CDA CD19 FCRL6 C5AR1 ARPC5L \n", "30 SIRPG IFI30 IGLL5 KLRB1 MAFB PDIA3 \n", "31 AKTIP C1orf162 LIMD2 PRR5 FGL2 EFHD2 \n", "32 CD96 IFITM3 ADAM28 GYG1 TNFRSF1B S1PR5 \n", "33 ILF3-AS1 ALDH2 SNX3 JAKMIP1 BLVRA LITAF \n", "34 RIC3 TNFSF13B SNX29P2 STK17A BLOC1S1 XCL1 \n", "35 PPP1R2 FPR1 LAT2 S1PR5 TNFSF10 GPR56 \n", "36 GPR171 CEBPB ARHGAP24 SRGN LGALS3 ABI3 \n", "37 RORA ASGR1 FCGR2B ARL6IP5 ARRB2 PLEKHF1 \n", "38 CCDC66 LINC00936 MZB1 GZMB NCF2 HAVCR2 \n", "39 RP11-589C21.6 IGSF6 PLD4 PSME1 TNFSF13B ZAP70 \n", "40 DENND2D FOLR3 BTK TMBIM6 STX11 NCR3 \n", "41 SSBP1 CNPY3 PRKCB RORA FCGR2A PTGDR \n", "42 SUCLG2 SERPINB1 IGJ GIMAP5 OAS1 SAMD3 \n", "43 AP3M2 APOBEC3A C16orf74 CD160 FCGRT C5orf56 \n", "44 STK17A PLBD1 PPP1R14A SNRPB CTD-2006K23.1 PSMB8 \n", "45 MDS2 BLVRA RPL22L1 PTGDR SYTL4 CCL3 \n", "46 CORO1B S100A12 FCRL2 TERF2IP RGS19 PSME1 \n", "47 MAGEH1 CCL3 PARP1 BUB3 SMCO4 FCRL6 \n", "48 SNHG8 VAMP8 GUCD1 ORAI1 C20orf27 C9orf142 \n", "49 CCNG1 SMCO4 RP5-887A10.1 CDC42EP3 BTK RAMP1 \n", "\n", " 6 7 \n", "0 HLA-DPA1 PF4 \n", "1 HLA-DPB1 PPBP \n", "2 HLA-DRB1 SDPR \n", "3 HLA-DMA GNG11 \n", "4 HLA-DQA1 NRGN \n", "5 HLA-DQB1 SPARC \n", "6 CST3 CCL5 \n", "7 FCER1A RGS18 \n", "8 TACR2 GPX1 \n", "9 FSTL1 TPM4 \n", "10 SYTL4 GP9 \n", "11 RP11-324I22.4 HIST1H2AC \n", "12 FAXDC2 CD9 \n", "13 HLA-DMB AP001189.4 \n", "14 HP TUBB1 \n", "15 RP4-781K5.2 ITGA2B \n", "16 PPT2-EGFL8 MPP1 \n", "17 HIST1H2AH CLU \n", "18 GPX1 TMEM40 \n", "19 SAMD14 CA2 \n", "20 CLEC10A ARPC1B \n", "21 PROK2 NCOA4 \n", "22 PVALB PTCRA \n", "23 GSTP1 TREML1 \n", "24 HGD FERMT3 \n", "25 ITGA2B PGRMC1 \n", "26 LINC00957 SAT1 \n", "27 TDRP LAMTOR1 \n", "28 LGALS2 ODC1 \n", "29 RP11-252A24.3 ACRBP \n", "30 TGFB1I1 SEPT5 \n", "31 GRN MMD \n", "32 RAB6B F13A1 \n", "33 S100P SNCA \n", "34 PBLD SRGN \n", "35 PDZK1IP1 LY6G6F \n", "36 DNAJC27 CMTM5 \n", "37 RP11-390B4.5 PTGS1 \n", "38 CCDC122 GP1BA \n", "39 ZNF594 MYL9 \n", "40 SUOX RP11-367G6.3 \n", "41 ITGB3 DYNLL1 \n", "42 SEPT4 TPM1 \n", "43 CYBA SNX3 \n", "44 SYP TALDO1 \n", "45 CD1C MARCH2 \n", "46 AP001189.4 C2orf88 \n", "47 PHACTR1 CLEC1B \n", "48 DRAXIN AC147651.3 \n", "49 COLGALT2 GAS2L1 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Consider top-50 markers \n", "markers = pd.DataFrame(adata.uns['rank_genes_groups']['names']).head(50)\n", "markers" ] }, { "cell_type": "code", "execution_count": 18, "id": "c7341b77", "metadata": {}, "outputs": [], "source": [ "sc.tl.paga(adata)\n", "sc.pl.paga(adata, plot=False) # remove `plot=False` if you want to see the coarse-grained graph\n", "sc.tl.umap(adata, init_pos='paga')" ] }, { "cell_type": "code", "execution_count": 19, "id": "0ca9a8c3", "metadata": {}, "outputs": [], "source": [ "new_cluster_names = [\n", " 'CD4 T', 'CD14 Monocytes',\n", " 'B', 'CD8 T',\n", " 'NK', 'FCGR3A Monocytes',\n", " 'Dendritic', 'Megakaryocytes']\n", "# adata.rename_categories('leiden', new_cluster_names)\n", "adata.obs[\"leiden\"] = adata.obs[\"leiden\"].cat.rename_categories(new_cluster_names)" ] }, { "cell_type": "code", "execution_count": 20, "id": "43fac11f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color='leiden', legend_loc='on data',\n", " frameon=False, legend_fontsize=10, legend_fontoutline=2)" ] }, { "cell_type": "code", "execution_count": 21, "id": "14501515", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.pca(adata, color='leiden', legend_loc='on data', title='', frameon=False, legend_fontoutline=2)" ] }, { "cell_type": "code", "execution_count": 22, "id": "80b59000", "metadata": {}, "outputs": [], "source": [ "import pykegg\n", "from matplotlib import colors as mcolors\n", "from PIL import Image\n", "cols = mcolors.TABLEAU_COLORS" ] }, { "cell_type": "code", "execution_count": 23, "id": "4f05903e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.colors import to_rgba_array\n", "fig, ax = plt.subplots(1,1)\n", "ax.imshow(to_rgba_array([cols[i] for i in cols.keys()]).reshape(10,1,4)[0:8,:,:])\n", "ax.set_yticks(np.arange(8))\n", "ax.set_yticklabels(new_cluster_names)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 24, "id": "84ee5819", "metadata": {}, "outputs": [], "source": [ "import requests_cache\n", "\n", "## Cache all the downloaded files\n", "requests_cache.install_cache('pykegg_cache')" ] }, { "cell_type": "code", "execution_count": 25, "id": "abd520a4", "metadata": {}, "outputs": [], "source": [ "g = pykegg.KGML_graph(pid=\"hsa04380\")" ] }, { "cell_type": "code", "execution_count": 26, "id": "a7ba0abb", "metadata": {}, "outputs": [], "source": [ "nds = g.get_nodes()\n", "for mark in [0,1,2,3,4,5,6,7]:\n", " nds[\"in\"] = nds[\"graphics_name\"].apply(lambda x: \n", " len(set(markers[str(mark)]) & \n", " set([i.replace(\" \",\"\").replace(\"...\",\"\") for i in x.split(\",\")])))\n", " nds[\"color\"+str(mark)] = [cols[list(cols.keys())[mark]] if i else None for i in nds[\"in\"].tolist()]" ] }, { "cell_type": "code", "execution_count": 27, "id": "60d19576", "metadata": {}, "outputs": [], "source": [ "qc = list()\n", "for id in nds.id:\n", " tmp = nds[nds.id==id].loc[:,[i for i in nds.columns if i.startswith(\"color\")]]\n", " tmpl = tmp.iloc[0,:].tolist()\n", " if len(set(tmpl))==1 and tmpl[0]==None:\n", " qc.append(\"#ffffff\")\n", " else:\n", " qc.append([i for i in tmpl if i is not None])\n", "nds[\"color\"]=qc" ] }, { "cell_type": "code", "execution_count": 28, "id": "0b918b86", "metadata": {}, "outputs": [], "source": [ "kegg_map = pykegg.overlay_opencv_image(nds, pid=\"hsa04380\")" ] }, { "cell_type": "code", "execution_count": 29, "id": "a5777ce9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image.fromarray(kegg_map)" ] }, { "cell_type": "markdown", "id": "3f908bb0", "metadata": {}, "source": [ "### Associate statistical values with the nodes\n" ] }, { "cell_type": "code", "execution_count": 68, "id": "421039f3", "metadata": {}, "outputs": [], "source": [ "## Extract adjusted p-values from the scanpy object\n", "## This time, cluster 4 identified by leiden algorithm\n", "pval_adj = pd.concat([\n", " pd.DataFrame(adata.uns['rank_genes_groups']['names'])[\"4\"],\n", " pd.DataFrame(adata.uns['rank_genes_groups']['pvals_adj'])[\"4\"],\n", "], axis=1)\n", "## Make dict\n", "pval_adj.index = pval_adj.iloc[:,0]\n", "pval_adj_dic = pval_adj.iloc[:,1].apply(lambda x: np.log10(x)).to_dict()" ] }, { "cell_type": "code", "execution_count": 75, "id": "2daf5657", "metadata": {}, "outputs": [], "source": [ "## Append new color column based on dict\n", "nds = pykegg.append_colors_continuous_values(nds,\n", " pval_adj_dic,\n", " new_color_column=\"pval_adj_4\",\n", " two_slope=False,\n", " colors=[\"cyan\",\"red\"])" ] }, { "cell_type": "code", "execution_count": 78, "id": "971a7c42", "metadata": {}, "outputs": [], "source": [ "img_arr = pykegg.overlay_opencv_image(nds, pid=\"hsa04380\", fill_color=\"pval_adj_4\")" ] }, { "cell_type": "code", "execution_count": 79, "id": "e4312db3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Visualize\n", "Image.fromarray(img_arr)" ] }, { "cell_type": "markdown", "id": "f0517ccd", "metadata": {}, "source": [ "### Legends" ] }, { "cell_type": "markdown", "id": "24103cb9", "metadata": {}, "source": [ "The legend can be added through the `append_legend` function. Same specifications as when specifying colors are required for the min_value, max_value, and center_value. The position can be selected from four options: \"topright,\" \"topleft,\" \"bottomright,\" and \"bottomleft.\"" ] }, { "cell_type": "code", "execution_count": 62, "id": "cf23fd88", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.0006253720313310442" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max([pval_adj_dic[i] for i in pval_adj_dic.keys()])" ] }, { "cell_type": "code", "execution_count": 80, "id": "bb048f86", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image.fromarray(pykegg.append_legend(img_arr,\n", " min_value=min([pval_adj_dic[i] for i in pval_adj_dic.keys()]),\n", " max_value=0, two_slope=False, colors=[\"cyan\",\"red\"],\n", " width=6.5, label=\"log10(adjusted p-value for marker 4)\"))" ] }, { "cell_type": "code", "execution_count": null, "id": "8220b4e7", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }