From b011548366603bc1579c4bd11da32d11a6da5d1b Mon Sep 17 00:00:00 2001 From: bfurtwa Date: Tue, 23 Mar 2021 17:57:20 +0100 Subject: [PATCH] revision --- README.md | 80 +++++++- Schoof_et_al/code/300ms.ipynb | 2 +- Schoof_et_al/code/300ms_vs_500ms.ipynb | 269 ++++++++++++++++++------- Schoof_et_al/code/cv_analysis.ipynb | 113 ++++++----- 4 files changed, 336 insertions(+), 128 deletions(-) diff --git a/README.md b/README.md index 8c996e9..35dbee1 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ SCeptre is a python package that extends the functionalities of Scanpy to analyze multiplexed single-cell proteomics data. -### Installation from Github +## Installation from Github Tested on Ubuntu 20.04.1 LTS. It's recommended to work in a dedicated conda environment. E.g: @@ -19,7 +19,8 @@ Clone the repository and `cd` into its root directory. Then: pip install . ``` -### Usage +## Usage +### Replication of Schoof et al. Usage is exemplified in the notebooks for the analysis from the mansucript "Quantitative Single-Cell Proteomics as a Tool to Characterize Cellular Hierarchies". @@ -31,7 +32,11 @@ conda activate sceptre pip install Schoof_et_al/code/sceptre-0.1-py3-none-any.whl ``` -Find the notebooks in the subdirectory `Schoof_et_al/code` and the required data in `Schoof_et_al/data`. +The required data can be downloaded from +http://proteomecentral.proteomexchange.org +using the dataset identifier PXD020586 + +Find the notebooks in the subdirectory `Schoof_et_al/code` and the place the required data in `Schoof_et_al/data`. The following notebooks process the different datasets: @@ -42,3 +47,72 @@ Notebook | Description bulk.ipynb | SCeptre analysis of the 'bulk' dataset. integrated.ipynb | SCeptre analysis of the 'integrated' dataset. +### Functions and example worklow +Each function has its own docstring explaining the function in depth. A typical workflow makes usage of the following steps: + +#### Create meta data +To create the meta data for each cell, as done in Schoof et al., from a collection of tables describing the experimental design +and layouts of the 384-well plates, the following function is used. For details on the required tables, have a look at `Schoof_et_al/data/500ms`. +``` +import sceptre as spt +spt.create_meta_data(input_dir="../data/500ms/", output_dir=res_dir) +``` +Alternatively, the meta data table can be created by the user. It requires the columns `File ID` and `Channel` to map the meta data to each cell. + +#### Load dataset +To load the dataset into python, to following function is used. To this end, only output tables from Proteome Discoverer are supported. +``` +dataset = spt.load_dataset(proteins = "../data/500ms/500ms_Proteins.txt", + psms = "../data/500ms/500ms_PSMs.txt", + msms = "../data/500ms/500ms_MSMSSpectrumInfo.txt", + files = "../data/500ms/500ms_InputFiles.txt", + meta = res_dir + "meta.txt") +``` + +#### LC-MS QC +The dataset object can be used to quality control each LC-MS run with the follwing functions. +``` +spt.plot_psms_msms(dataset) +spt.plot_avg_sn(dataset) +spt.plot_set_overview(dataset) + +s_c_channels = ['127N', '128N', '128C', '129N', '129C', '130N', '130C', + '131N','131C', '132N', '132C', '133N', '133C', '134N'] +spt.print_ms_stats(dataset, s_c_channels=s_c_channels) + +spt.plot_interference(dataset) +``` + +#### Load dataset into Scanpy +Subsequently the dataset object is used to create a scanpy adata object. +``` +adata = spt.dataset_to_scanpy(dataset) +``` + +#### Filtering and normalization +Non-single cell channels have to be removed. +``` +adata = adata[adata.obs['Channel'] != '126'].copy() +adata = adata[adata.obs['Channel'] != '127C'].copy() +``` +Then the dataset can be normalized. +``` +spt.normalize(adata) +``` + +#### Cell QC +The follwing functions are used to filter out outlier cells. +``` +spt.calculate_cell_filter(adata) +spt.apply_cell_filter(adata) +``` + +#### Batch QC +To detect potential systematic bias introduced by the sample preparation or measurement the following functions can be used. +``` +spt.plot_batch_qc(adata) +spt.plot_plate_qc(adata) +``` + +#### Scanpy analysis +The adata object can now be used to perform a scanpy analysis. \ No newline at end of file diff --git a/Schoof_et_al/code/300ms.ipynb b/Schoof_et_al/code/300ms.ipynb index ea7ca1c..40d89e4 100644 --- a/Schoof_et_al/code/300ms.ipynb +++ b/Schoof_et_al/code/300ms.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ diff --git a/Schoof_et_al/code/300ms_vs_500ms.ipynb b/Schoof_et_al/code/300ms_vs_500ms.ipynb index 9739c76..64c6415 100644 --- a/Schoof_et_al/code/300ms_vs_500ms.ipynb +++ b/Schoof_et_al/code/300ms_vs_500ms.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 394, "metadata": {}, "outputs": [], "source": [ @@ -18,6 +18,7 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scanpy as sc\n", + "import seaborn as sns\n", "import sceptre as spt\n", "from sklearn import metrics\n", "from scipy.stats import gaussian_kde\n", @@ -26,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 395, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 396, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 397, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 398, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 399, "metadata": {}, "outputs": [], "source": [ @@ -85,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 400, "metadata": {}, "outputs": [ { @@ -123,21 +124,21 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 401, "metadata": {}, "outputs": [], "source": [ - "# silhouette score prog vs lsc\n", + "# silhouettes of prog vs lsc\n", "adata_300_slice = adata_300[adata_300.obs['Sorted Population'].isin(['LSC', 'PROG'])]\n", "adata_500_slice = adata_500[adata_500.obs['Sorted Population'].isin(['LSC', 'PROG'])]\n", "\n", - "silhouette_scores = pd.Series({'300ms': metrics.silhouette_score(adata_300_slice.obsm['X_umap'], adata_300_slice.obs['Sorted Population']),\n", - " '500ms': metrics.silhouette_score(adata_500_slice.obsm['X_umap'], adata_500_slice.obs['Sorted Population'])})" + "silhouettes = [pd.Series(metrics.silhouette_samples(adata_300_slice.obsm['X_umap'], adata_300_slice.obs['Sorted Population']), name='300ms'),\n", + " pd.Series(metrics.silhouette_samples(adata_500_slice.obsm['X_umap'], adata_500_slice.obs['Sorted Population']), name='500ms')]" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 402, "metadata": {}, "outputs": [], "source": [ @@ -147,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 403, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 404, "metadata": {}, "outputs": [ { @@ -203,14 +204,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 405, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -218,14 +219,18 @@ } ], "source": [ - "silhouette_scores.plot.bar(title='PROG vs. LSC', figsize=(2,1), grid=True)\n", - "plt.ylabel('Silhouette score')\n", + "fig, ax = plt.subplots(figsize=(1.1, 1.5))\n", + "sns.boxplot(data=silhouettes, ax=ax, palette=\"Dark2\")\n", + "plt.ylabel('Silhouette Coefficient')\n", + "plt.ylabel('Silhouette Coefficients\\nof PROGs and LSCs')\n", + "plt.grid()\n", + "ax.set_xticklabels(['300ms', '500ms'])\n", "plt.savefig(res_dir + 'specific_silhouette_score.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 406, "metadata": {}, "outputs": [ { @@ -238,9 +243,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -248,7 +253,7 @@ } ], "source": [ - "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(4, 1.8), gridspec_kw={'wspace':0.1})\n", + "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(2.7, 1.3), gridspec_kw={'wspace':0.1})\n", "axs = axs.flatten()\n", "for i, comp in enumerate([comp_300, comp_500]):\n", " \n", @@ -265,9 +270,9 @@ " x, y, z = x[idx], y[idx], z[idx]\n", "\n", " ax = axs[i]\n", - " ax.scatter(x, y, c=z, s=10)\n", + " ax.scatter(x, y, c=z, s=5)\n", " ax.plot(range(-4, 4), reg.slope*range(-4, 4) + reg.intercept, c='black')\n", - " ax.text(-3.4, 2, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", + " ax.text(-3.4, 1.5, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", " ax.set_xticks(range(-5, 5))\n", " ax.set_yticks(range(-5, 5))\n", " ax.set_xlim((-3.9, 2))\n", @@ -277,13 +282,13 @@ " if i == 0:\n", " ax.set_ylabel('log2FC bulk')\n", " ax.grid()\n", - "fig.text(0.5, -0.03, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", + "fig.text(0.5, -0.06, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", "fig.savefig(res_dir + 'all_fold_changes.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 407, "metadata": {}, "outputs": [ { @@ -305,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 408, "metadata": {}, "outputs": [ { @@ -318,9 +323,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -328,7 +333,7 @@ } ], "source": [ - "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(4, 1.8), gridspec_kw={'wspace':0.1})\n", + "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(2.7, 1.3), gridspec_kw={'wspace':0.1})\n", "axs = axs.flatten()\n", "for i, comp in enumerate([comp_300_top, comp_500_top]):\n", " \n", @@ -345,9 +350,9 @@ " x, y, z = x[idx], y[idx], z[idx]\n", "\n", " ax = axs[i]\n", - " ax.scatter(x, y, c=z, s=10)\n", + " ax.scatter(x, y, c=z, s=5)\n", " ax.plot(range(-4, 4), reg.slope*range(-4, 4) + reg.intercept, c='black')\n", - " ax.text(-3.4, 2, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", + " ax.text(-3.4, 1.5, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", " ax.set_xticks(range(-5, 5))\n", " ax.set_yticks(range(-5, 5))\n", " ax.set_xlim((-3.9, 2))\n", @@ -357,13 +362,13 @@ " if i == 0:\n", " ax.set_ylabel('log2FC bulk')\n", " ax.grid()\n", - "fig.text(0.5, -0.03, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", + "fig.text(0.5, -0.06, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", "fig.savefig(res_dir + 'top_fold_changes.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 409, "metadata": {}, "outputs": [ { @@ -385,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 410, "metadata": {}, "outputs": [ { @@ -398,9 +403,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -408,7 +413,7 @@ } ], "source": [ - "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(4, 1.8), gridspec_kw={'wspace':0.1})\n", + "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(2.7, 1.3), gridspec_kw={'wspace':0.1})\n", "axs = axs.flatten()\n", "for i, comp in enumerate([comp_300_si, comp_500_si]):\n", " \n", @@ -425,9 +430,9 @@ " x, y, z = x[idx], y[idx], z[idx]\n", "\n", " ax = axs[i]\n", - " ax.scatter(x, y, c=z, s=10)\n", + " ax.scatter(x, y, c=z, s=5)\n", " ax.plot(range(-4, 4), reg.slope*range(-4, 4) + reg.intercept, c='black')\n", - " ax.text(-3.4, 2, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", + " ax.text(-3.4, 1.5, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", " ax.set_xticks(range(-5, 5))\n", " ax.set_yticks(range(-5, 5))\n", " ax.set_xlim((-3.9, 2))\n", @@ -437,10 +442,122 @@ " if i == 0:\n", " ax.set_ylabel('log2FC bulk')\n", " ax.grid()\n", - "fig.text(0.5, -0.03, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", + "fig.text(0.5, -0.06, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])\n", "fig.savefig(res_dir + 'signi_fold_changes.pdf', bbox_inches='tight', transparent=True)" ] }, + { + "cell_type": "code", + "execution_count": 411, + "metadata": {}, + "outputs": [], + "source": [ + "# accuracy across intensity bins\n", + "\n", + "comp_300['diff'] = comp_300['log2foldchange_lib'] - comp_300['log2foldchange']\n", + "comp_500['diff'] = comp_500['log2foldchange_lib'] - comp_500['log2foldchange']\n", + "comp_300 = comp_300.merge(pd.DataFrame({'Mean Log2 S/N': np.nanmean(np.where(adata_300.raw.X==0, np.nan, adata_300.raw.X), axis=0), 'gene': adata_300.raw.var.index}), on='gene')\n", + "comp_500 = comp_500.merge(pd.DataFrame({'Mean Log2 S/N': np.nanmean(np.where(adata_500.raw.X==0, np.nan, adata_500.raw.X), axis=0), 'gene': adata_500.raw.var.index}), on='gene')\n", + "\n", + "comp_300['int_bin'] = pd.cut(comp_300['Mean Log2 S/N'], 5)\n", + "comp_300['abs_diff'] = comp_300['diff'].abs()\n", + "\n", + "comp_500['int_bin'] = pd.cut(comp_500['Mean Log2 S/N'], 5)\n", + "comp_500['abs_diff'] = comp_500['diff'].abs()" + ] + }, + { + "cell_type": "code", + "execution_count": 412, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n", + "WARNING:matplotlib.axes._axes:*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = comp_300[(comp_300['pval_adj_lib'] <= 0.05) & (abs(comp_300['log2foldchange_lib']) >= 0.5)]\n", + "df = df.merge(comp_500[['gene', 'log2foldchange', 'Mean Log2 S/N', 'abs_diff']], on='gene')\n", + "df = df.dropna()\n", + "df['Mean Log2 S/N in scMS'] = df[['Mean Log2 S/N_x', 'Mean Log2 S/N_y']].mean(axis=1)\n", + "df['int_bin'] = pd.cut(df['Mean Log2 S/N in scMS'], 12)\n", + "df['log2foldchange_lib_abs'] = df['log2foldchange_lib'].abs()\n", + "cols = plt.get_cmap('Dark2')\n", + "df = df.sort_values('log2foldchange_lib_abs', ascending=False).groupby('int_bin').head(1)\n", + "fig, ax = plt.subplots(figsize=(3.5, 1.6))\n", + "df.plot.scatter(x='Mean Log2 S/N in scMS', y='log2foldchange_x', s=5, label='scMS 300ms', c=cols(0), ax=ax)\n", + "df.plot.scatter(x='Mean Log2 S/N in scMS', y='log2foldchange_y', s=5, label='scMS 500ms', c=cols(1), ax=ax)\n", + "df.plot.scatter(x='Mean Log2 S/N in scMS', y='log2foldchange_lib', s=5, label='Bulk SPS-MS3', c=cols(2), ax=ax)\n", + "ax.set_ylabel('log2FC LSC vs BLAST')\n", + "plt.grid()\n", + "\n", + "ax_t = ax.secondary_xaxis('top')\n", + "ax_t.set_xticks(df['Mean Log2 S/N in scMS'].values)\n", + "ax_t.set_xticklabels(df['gene'], rotation=45, ha='left')\n", + "\n", + "box = ax.get_position()\n", + "ax.set_position([box.x0, box.y0 + box.height * 0.1,\n", + " box.width, box.height * 0.9])\n", + "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.3),\n", + " fancybox=True, shadow=False, ncol=3, columnspacing=0.005, handletextpad=0.005)\n", + "\n", + "fig.savefig(res_dir + 'fold_changes_int.pdf', bbox_inches='tight', transparent=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 413, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = comp_300[(comp_300['pval_adj_lib'] <= 0.05) & (abs(comp_300['log2foldchange_lib']) >= 0.5)]\n", + "df = df.merge(comp_500[['gene', 'log2foldchange', 'Mean Log2 S/N', 'abs_diff']], on='gene')\n", + "df = df.dropna()\n", + "df['Mean Log2 S/N in scMS'] = df[['Mean Log2 S/N_x', 'Mean Log2 S/N_y']].mean(axis=1)\n", + "df['int_bin'] = pd.cut(df['Mean Log2 S/N in scMS'], 5, precision=1)\n", + "df['log2foldchange_lib_abs'] = df['log2foldchange_lib'].abs()\n", + "df = df[['abs_diff_x', 'abs_diff_y', 'int_bin']].melt(id_vars='int_bin', value_vars=['abs_diff_x', 'abs_diff_y'])\n", + "df = df.replace({'abs_diff_x': '300ms', 'abs_diff_y': '500ms',})\n", + "n = df.groupby(['variable', 'int_bin']).size()\n", + "fig, ax = plt.subplots(figsize=(3.3, 1.8))\n", + "sns.boxplot(data=df,\n", + " y='value', x='int_bin', hue='variable', showfliers=False, ax=ax, palette=\"Dark2\")\n", + "ax.set_xlabel('Mean Log2 S/N in scMS')\n", + "ax.set_ylabel('Absolute log2FC difference\\nscMS vs Bulk SPS-MS3')\n", + "x_ticks = n['300ms'].reset_index().apply(lambda x: '\\nn = '.join(x.astype(str)), axis=1).values\n", + "ax.set_xticklabels(x_ticks)\n", + "ax.legend_.set_title(None)\n", + "plt.grid()\n", + "fig.savefig(res_dir + 'differences_FC_int.pdf', bbox_inches='tight', transparent=True)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -450,7 +567,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 414, "metadata": {}, "outputs": [ { @@ -467,15 +584,15 @@ "text": [ "computing PCA\n", " with n_comps=50\n", - " finished (0:00:00)\n", + " finished (0:00:03)\n", "computing PCA\n", " with n_comps=50\n", - " finished (0:00:00)\n", + " finished (0:00:02)\n", "computing neighbors\n", " using 'X_pca' with n_pcs = 50\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", - " `.obsp['connectivities']`, weighted adjacency matrix (0:00:03)\n", + " `.obsp['connectivities']`, weighted adjacency matrix (0:00:00)\n", "computing neighbors\n", " using 'X_pca' with n_pcs = 50\n", " finished: added to `.uns['neighbors']`\n", @@ -486,7 +603,7 @@ " 'X_umap', UMAP coordinates (adata.obsm) (0:00:01)\n", "computing UMAP\n", " finished: added\n", - " 'X_umap', UMAP coordinates (adata.obsm) (0:00:00)\n" + " 'X_umap', UMAP coordinates (adata.obsm) (0:00:01)\n" ] } ], @@ -516,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 415, "metadata": {}, "outputs": [ { @@ -554,21 +671,21 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 416, "metadata": {}, "outputs": [], "source": [ - "# silhouette score prog vs lsc\n", + "# silhouettes of prog vs lsc\n", "adata_300_slice = adata_300[adata_300.obs['Sorted Population'].isin(['LSC', 'PROG'])]\n", "adata_500_slice = adata_500[adata_500.obs['Sorted Population'].isin(['LSC', 'PROG'])]\n", "\n", - "silhouette_scores = pd.Series({'300ms': metrics.silhouette_score(adata_300_slice.obsm['X_umap'], adata_300_slice.obs['Sorted Population']),\n", - " '500ms': metrics.silhouette_score(adata_500_slice.obsm['X_umap'], adata_500_slice.obs['Sorted Population'])})" + "silhouettes = [pd.Series(metrics.silhouette_samples(adata_300_slice.obsm['X_umap'], adata_300_slice.obs['Sorted Population']), name='300ms'),\n", + " pd.Series(metrics.silhouette_samples(adata_500_slice.obsm['X_umap'], adata_500_slice.obs['Sorted Population']), name='500ms')]" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 417, "metadata": {}, "outputs": [], "source": [ @@ -578,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 418, "metadata": {}, "outputs": [ { @@ -598,7 +715,7 @@ "Name: gene, Length: 1270, dtype: object" ] }, - "execution_count": 22, + "execution_count": 418, "metadata": {}, "output_type": "execute_result" } @@ -612,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 419, "metadata": {}, "outputs": [], "source": [ @@ -622,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 420, "metadata": {}, "outputs": [], "source": [ @@ -645,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 421, "metadata": {}, "outputs": [ { @@ -677,14 +794,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 422, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -692,31 +809,35 @@ } ], "source": [ - "silhouette_scores.plot.bar(title='PROG vs. LSC', figsize=(2,1), grid=True)\n", - "plt.ylabel('Silhouette score')\n", + "fig, ax = plt.subplots(figsize=(1.1, 1.5))\n", + "sns.boxplot(data=silhouettes, ax=ax, fliersize=1, palette=\"Dark2\")\n", + "plt.ylabel('Silhouette Coefficient')\n", + "plt.ylabel('Silhouette Coefficients\\nof PROGs and LSCs')\n", + "plt.grid()\n", + "ax.set_xticklabels(['300ms', '500ms'])\n", "plt.savefig(res_dir + 'overlap_silhouette_score.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 423, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, -0.03, 'log2FC single-cells')" + "Text(0.5, -0.06, 'log2FC single-cells')" ] }, - "execution_count": 27, + "execution_count": 423, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -724,7 +845,7 @@ } ], "source": [ - "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(4, 1.8), gridspec_kw={'wspace':0.1})\n", + "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(2.7, 1.3), gridspec_kw={'wspace':0.1})\n", "axs = axs.flatten()\n", "for i, comp in enumerate([comp_300, comp_500]):\n", " \n", @@ -740,9 +861,9 @@ " x, y, z = x[idx], y[idx], z[idx]\n", "\n", " ax = axs[i]\n", - " ax.scatter(x, y, c=z, s=10)\n", + " ax.scatter(x, y, c=z, s=5)\n", " ax.plot(range(-4, 4), reg.slope*range(-4, 4) + reg.intercept, c='black')\n", - " ax.text(-3.4, 2, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", + " ax.text(-3.4, 1.5, 'R = {}'.format(round(reg.rvalue, 2)), size='large')\n", " ax.set_xticks(range(-5, 5))\n", " ax.set_yticks(range(-5, 5))\n", " ax.set_xlim((-3.9, 2))\n", @@ -752,12 +873,12 @@ " if i == 0:\n", " ax.set_ylabel('log2FC bulk')\n", " ax.grid()\n", - "fig.text(0.5, -0.03, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])" + "fig.text(0.5, -0.06, 'log2FC single-cells', ha='center', va='top', size=plt.rcParams['axes.labelsize'])" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 424, "metadata": {}, "outputs": [ { @@ -766,7 +887,7 @@ "0" ] }, - "execution_count": 28, + "execution_count": 424, "metadata": {}, "output_type": "execute_result" } diff --git a/Schoof_et_al/code/cv_analysis.ipynb b/Schoof_et_al/code/cv_analysis.ipynb index 1619339..767e704 100644 --- a/Schoof_et_al/code/cv_analysis.ipynb +++ b/Schoof_et_al/code/cv_analysis.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -21,14 +21,14 @@ "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "from sklearn.metrics import silhouette_score\n", + "from sklearn.metrics import silhouette_samples\n", "import seaborn as sns\n", "import sceptre as spt" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -304,7 +304,7 @@ "150ms 1538 212 " ] }, - "execution_count": 11, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -347,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -530,7 +530,7 @@ "# set figsize for scanpy 3 columns\n", "plt.rcParams['figure.figsize'] = (figwd*0.25, 2.2) # 4 cols 6 rows\n", "\n", - "silhouette_scores = {'specific':{}, 'overlap':{}}\n", + "silhouettes = {'specific':{}, 'overlap':{}}\n", "num_prots = {}\n", "for j in adata.obs['Method'].unique():\n", " adata_slice = adata[adata.obs['Method']==j].copy()\n", @@ -542,14 +542,14 @@ " ncols=3, show=False, title='{} - {} Proteins'.format(j, adata_slice.shape[1]), annotate_var_explained=True)\n", " # blast vs lsc silhuette score\n", " adata_slice = adata_slice[adata_slice.obs['Celltype'].isin(['BLAST', 'LSC'])]\n", - " silhouette_scores['specific'][j] = silhouette_score(adata_slice.obsm['X_pca'], adata_slice.obs['Celltype'])\n", + " silhouettes['specific'][j] = silhouette_samples(adata_slice.obsm['X_pca'], adata_slice.obs['Celltype'])\n", " num_prots[j] = adata_slice.shape[1]\n", " plt.savefig(res_dir + 'pca_separate_{}.pdf'.format(j), transparent=True)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -729,18 +729,18 @@ " ncols=3, show=False, title='{} - {} Proteins'.format(j, adata_slice.shape[1]), annotate_var_explained=True)\n", " # blast vs lsc sihuette score\n", " adata_slice = adata_slice[adata_slice.obs['Celltype'].isin(['BLAST', 'LSC'])]\n", - " silhouette_scores['overlap'][j] = silhouette_score(adata_slice.obsm['X_pca'], adata_slice.obs['Celltype'])\n", + " silhouettes['overlap'][j] = silhouette_samples(adata_slice.obsm['X_pca'], adata_slice.obs['Celltype'])\n", " plt.savefig(res_dir + 'pca_overlap_{}.pdf'.format(j), transparent=True)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -750,22 +750,30 @@ } ], "source": [ - "# plot blast vs. lsc silhoutte score\n", + "# plot blast vs. lsc silhoutte coefficients\n", "fig, ax = plt.subplots(1, 2, figsize=(4, 1), gridspec_kw={'wspace':0.3})\n", - "df = pd.DataFrame(silhouette_scores)\n", - "df = df.rename({'overlap': 'Only overlapping proteins ({})'.format(adata_slice.shape[1]), 'specific': 'Non-missing proteins'}, axis=1)\n", - "df.plot.bar(ax=ax, subplots=True, legend=False, grid=True)\n", + "specific = pd.DataFrame(silhouettes['specific']).melt(value_name='Silhouette Coefficient')\n", + "overlap = pd.DataFrame(silhouettes['overlap']).melt(value_name='Silhouette Coefficient')\n", + "sns.boxplot(data=specific, x='variable', y='Silhouette Coefficient', ax=ax[0], fliersize=1)\n", + "sns.boxplot(data=overlap, x='variable', y='Silhouette Coefficient', ax=ax[1], fliersize=1)\n", "ls = [item.get_text() for item in ax[0].get_xticklabels()]\n", "ls = ['{}\\n{} Proteins'.format(s, num_prots[s]) for s in ls]\n", "ax[0].set_xticklabels(ls, rotation=45, ha='right')\n", "ax[1].set_xticklabels(ax[1].get_xticklabels(), rotation=45, ha='right')\n", - "ax[0].set_ylabel('Silhouette score')\n", - "plt.savefig(res_dir + 'silhouette_score.pdf', bbox_inches='tight', transparent=True)" + "ax[0].axes.get_xaxis().get_label().set_visible(False)\n", + "ax[1].axes.get_xaxis().get_label().set_visible(False)\n", + "ax[1].axes.get_yaxis().get_label().set_visible(False)\n", + "ax[0].set_ylabel('Silhouette Coefficients\\nof BLASTs and LSCs')\n", + "ax[0].set_title('Non-missing proteins') \n", + "ax[1].set_title('Only overlapping proteins ({})'.format(adata_slice.shape[1])) \n", + "ax[0].grid()\n", + "ax[1].grid()\n", + "plt.savefig(res_dir + 'silhouettes.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -821,7 +829,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -877,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -899,7 +907,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -962,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -1019,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -1087,12 +1095,22 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 109, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bfurtwa/miniconda3/envs/sceptre_test/lib/python3.7/site-packages/ipykernel_launcher.py:12: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " if sys.path[0] == '':\n", + "/home/bfurtwa/miniconda3/envs/sceptre_test/lib/python3.7/site-packages/ipykernel_launcher.py:13: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " del sys.path[0]\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1106,33 +1124,28 @@ "fig, ax = plt.subplots(1, 2, figsize=(4, 1), gridspec_kw={'wspace':0.3})\n", "df = pd.DataFrame(r_vals)\n", "df = df.rename({'comp_overlap': 'Only overlapping proteins ({})'.format(list(num_prots['comp_overlap'].values())[0]), 'comp': 'Non-missing proteins'}, axis=1)\n", - "df.plot.bar(ax=ax, subplots=True, legend=False, grid=True)\n", - "ls = [item.get_text() for item in ax[0].get_xticklabels()]\n", + "#df.plot.bar(ax=ax, subplots=True, legend=False, grid=True)\n", + "ax[0].bar(df.index, df[\"Non-missing proteins\"], color=sns.color_palette('deep')[:4])\n", + "ax[1].bar(df.index, df[\"Only overlapping proteins (201)\"], color=sns.color_palette('deep')[:4])\n", + "ax[0].set_title(\"Non-missing proteins\")\n", + "ax[1].set_title(\"Only overlapping proteins (201)\")\n", + "ls = df.index\n", "ls = ['{}\\n{} Proteins'.format(s, num_prots['comp'][s]) for s in ls]\n", "ax[0].set_xticklabels(ls, rotation=45, ha='right')\n", - "ax[1].set_xticklabels(ax[1].get_xticklabels(), rotation=45, ha='right')\n", + "ax[1].set_xticklabels(df.index, rotation=45, ha='right')\n", "ax[0].set_ylabel('Correlation')\n", "ax[0].set_ylim((0.55, 0.8))\n", "ax[1].set_ylim((0.55, 0.8))\n", + "ax[0].grid()\n", + "ax[1].grid()\n", "fig.savefig(res_dir + 'correlations.pdf', bbox_inches='tight', transparent=True)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "os.system('jupyter nbconvert --to html cv_analysis.ipynb --output-dir={}'.format(res_dir))" ]