{ "cells": [ { "cell_type": "markdown", "id": "d4f79efe", "metadata": {}, "source": [ "# insitro cp-POSH\n", "\n", "{func}`~mantispy.ds.cp_posh` serves the 124-gene proof-of-concept dataset from `insitro/cp-posh`, A549 cells carrying a pooled CRISPR-knockout library, stained with a six-channel Cell Painting panel and read by in-situ sequencing of the guide barcodes. Every cell gets a broad, untargeted profile of about 1,278 morphology features, so it is the broad-morphology complement to the nine hand-picked readouts of {func}`~mantispy.ds.scallops_arv471`. The features are already well-normalized by the authors, so {func}`~mantispy.pp.normalize` is not needed first.\n", "\n", "The genes whose knockout is expected to move cells away from the controls are `KIF18A`, the proteasome (`PSMB1`, `PSMD4`), the mitochondrial ribosome (`MRPL43`, `MRPS5`), the ARP2/3 complex (`ARPC4`, `ACTR6`) and COPI (`COPE`, `ARCN1`), scored against the non-targeting and intergenic guides.\n", "\n", "**Use it if** your own data is a single-cell optical pooled CRISPR screen with a broad morphology readout, or any per-cell profile you aggregate to a perturbation. No tutorial is built on it; [CRISPR knockouts](../case_studies/crispr.ipynb) runs the knockout workflow on the arrayed {func}`~mantispy.ds.jump_crispr` screen, and the same calls apply once cells here are aggregated to guides." ] }, { "cell_type": "code", "execution_count": 1, "id": "6fd506ab", "metadata": { "execution": { "iopub.execute_input": "2026-10-21T00:57:55.431344Z", "iopub.status.busy": "2026-10-21T00:57:55.430934Z", "iopub.status.idle": "2026-10-21T00:58:00.531494Z", "shell.execute_reply": "2026-10-21T00:58:00.529742Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import scanpy as sc\n", "\n", "import mantispy as mt" ] }, { "cell_type": "markdown", "id": "8d05c111", "metadata": {}, "source": [ "This page uses the guide-level aggregate, one median profile per guide." ] }, { "cell_type": "code", "execution_count": 2, "id": "93bb6c20", "metadata": { "execution": { "iopub.execute_input": "2026-10-21T00:58:00.534939Z", "iopub.status.busy": "2026-10-21T00:58:00.534681Z", "iopub.status.idle": "2026-10-21T00:58:00.666507Z", "shell.execute_reply": "2026-10-21T00:58:00.665346Z" } }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1551 × 1278\n", " obs: 'Metadata_Gene', 'Metadata_sgRNA', 'Metadata_CellCount', 'Metadata_Perturbation', 'Metadata_Plate', 'Metadata_Control', 'Metadata_Control_Type', 'Metadata_ObjectType', 'Metadata_Perturbation_Type'\n", " var: 'object', 'feature_group', 'feature', 'channel', 'scale', 'angle', 'gray_levels', 'radial_bin', 'params', 'is_feature', 'feature_kind'\n", " uns: 'mantispy'\n", " layers: None (.X)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = mt.ds.cp_posh(aggregated=True)\n", "adata" ] }, { "cell_type": "markdown", "id": "9e77a1cf", "metadata": {}, "source": [ "## Known mechanisms in profile space\n", "\n", "On the first two principal components each point is a guide. The controls and the known-mechanism genes are coloured apart from the rest, and the known-mechanism guides should sit away from the controls." ] }, { "cell_type": "code", "execution_count": 3, "id": "4f24720d", "metadata": { "execution": { "iopub.execute_input": "2026-10-21T00:58:00.670459Z", "iopub.status.busy": "2026-10-21T00:58:00.670265Z", "iopub.status.idle": "2026-10-21T00:58:01.437876Z", "shell.execute_reply": "2026-10-21T00:58:01.436742Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mechanism = {\"KIF18A\", \"PSMB1\", \"PSMD4\", \"MRPL43\", \"MRPS5\", \"ARPC4\", \"ACTR6\", \"COPE\", \"ARCN1\"}\n", "controls = {\"nontargeting\", \"intergenic\"}\n", "\n", "scaled = adata.copy()\n", "sc.pp.scale(scaled)\n", "scaled.X = np.nan_to_num(scaled.X)\n", "sc.pp.pca(scaled, n_comps=10)\n", "gene = scaled.obs[\"Metadata_Gene\"].astype(str)\n", "scaled.obs[\"kind\"] = np.where(\n", " gene.isin(controls),\n", " \"control\",\n", " np.where(gene.isin(mechanism), \"known mechanism\", \"other\"),\n", ")\n", "sc.pl.pca(scaled, color=\"kind\", title=\"cp-POSH guides in profile space\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.13.15" } }, "nbformat": 4, "nbformat_minor": 5 }