{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting Started\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**scphylo** is a comprehensive Python toolkit designed to unify single-cell tumor phylogeny inference methods. It addresses the lack of standardization in the field by providing a cohesive interface for data processing, tree reconstruction, and visualization.\n", "\n", "By streamlining these tasks, `scphylo` empowers researchers to easily utilize complex inference methods, ensuring reproducible benchmarking and democratizing access to advanced computational oncology tools.\n", "\n", "## Installation\n", "\n", "```bash\n", "pip install scphylo\n", "```\n", "\n", "## Workflow Overview\n", "\n", "`scphylo` is organized into modular components that cater to different stages of the phylogenetic analysis workflow:\n", "\n", "| Module | Description |\n", "| :--------------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n", "| **`scphylo.io`** | **Data Management:** Unified interface for reading and writing genotype and read-count matrices. Handles format inconsistencies between tools. |\n", "| **`scphylo.pp`** | **Preprocessing:** Utilities to mitigate noise (ADO, false positives) and sparsity. Includes filtering, matrix optimization (bifiltering), and consensus aggregation. |\n", "| **`scphylo.tl`** | **Inference:** A unified solver interface wrapping state-of-the-art algorithms (e.g., SCITE, PhISCS, HUNTRESS) using standard Python syntax. |\n", "| **`scphylo.pl`** | **Visualization:** Tools to render annotated phylogenetic trees and sorted genotype heatmaps using Matplotlib and Graphviz. |\n", "| **`scphylo.datasets`** | **Datasets:** Access to curated, high-impact single-cell tumor datasets (e.g., Leukemia, Breast Cancer, Melanoma). |\n", "| **`scphylo.ul`** | **Utilities:** Metrics for tree evaluation (Robinson-Foulds, MP3) and a simulation engine for generating synthetic tumor phylogenies. |\n", "\n", "## Quick Start Example\n", "\n", "This guide demonstrates how to load a dataset, preprocess it, infer a tumor phylogeny, and visualize the results.\n", "\n", "### 1. Import scphylo\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running scphylo 0.0.5 (python 3.12.12) on 2025-12-24 20:16.\n" ] } ], "source": [ "import scphylo as scp\n", "\n", "scp.settings.verbosity = 3\n", "scp.logg.print_version()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Load a Dataset\n", "\n", "`scphylo` provides easy access to published datasets. Here, we load a dataset from a melanoma cancer study.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnnData object with n_obs × n_vars = 83 × 452\n", " obs: 'group', 'subclone_color', 'Axl', 'Erbb3', 'Mitf', 'MPS'\n", " var: 'CHROM', 'POS', 'REF', 'ALT', 'START', 'END', 'Allele', 'Annotation', 'Gene_Name', 'Transcript_BioType', 'HGVS.c', 'HGVS.p'\n", " layers: 'genotype', 'mutant', 'total'\n", "\n", "Cells info:\n", " group subclone_color Axl Erbb3 Mitf MPS\n", "cell \n", "C15_1 C15 #B9D7ED 6.328 0.000 0.000 -0.728\n", "C15_2 C15 #B9D7ED 6.978 3.604 4.067 0.170\n", "C15_3 C15 #B9D7ED 7.418 5.479 5.460 -1.208\n", "C15_4 C15 #B9D7ED 8.462 4.725 2.711 -2.572\n", "C15_5 C15 #B9D7ED 6.884 6.314 0.000 -0.621\n", "\n", "Mutations info:\n", " CHROM POS REF ALT START END Allele Annotation Gene_Name \\\n", "mutation \n", "mutation_1 chr1 15815968 A ['G'] 15815968 15815968 G missense_variant Terf1 \n", "mutation_2 chr1 37396158 G ['A'] 37396158 37396158 A synonymous_variant Inpp4a \n", "mutation_3 chr1 38045805 T ['C'] 38045805 38045805 C missense_variant Eif5b \n", "mutation_4 chr1 51071476 G ['A'] 51071476 51071476 A missense_variant Tmeff2 \n", "mutation_5 chr1 54997173 A ['G'] 54997173 54997173 G missense_variant Sf3b1 \n", "\n", " Transcript_BioType HGVS.c HGVS.p \n", "mutation \n", "mutation_1 protein_coding c.581A>G p.Tyr194Cys \n", "mutation_2 protein_coding c.2622G>A p.Val874Val \n", "mutation_3 protein_coding c.2732T>C p.Val911Ala \n", "mutation_4 protein_coding c.448G>A p.Gly150Ser \n", "mutation_5 protein_coding c.2740T>C p.Phe914Leu \n" ] } ], "source": [ "adata = scp.datasets.example()\n", "print(adata)\n", "print(\"\\nCells info:\\n\", adata.obs.head())\n", "print(\"\\nMutations info:\\n\", adata.var.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Preprocess the Data\n", "\n", "Real-world single-cell data often contains noise and missing values. We can filter out uninformative features and optimize the matrix.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matrix with n_obs × n_vars = 83 × 268\n", "Matrix with n_obs × n_vars = 83 × 267\n", "Matrix with n_obs × n_vars = 83 × 267\n" ] } ], "source": [ "scp.pp.filter_mut_vaf_greater_than_coverage_mutant_greater_than(\n", " adata, min_vaf=0.4, min_coverage_mutant=20, min_cells=2\n", ")\n", "scp.pp.filter_mut_reference_must_present_in_at_least(adata, min_cells=1)\n", "scp.pp.filter_mut_mutant_must_present_in_at_least(adata, min_cells=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Infer Phylogeny\n", "\n", "Infer the evolutionary history using one of the supported solvers. `scphylo` wraps the complexity of input formatting and binary execution.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "scp.pp.build_scmatrix(adata)\n", "df_in = adata.to_df()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running ScisTree with alpha=0.001, beta=0.2\n", "input -- size: 83x267\n", "input -- 0: 9968#, 45.0%\n", "input -- 1: 4020#, 18.1%\n", "input -- NA: 8173#, 36.9%\n", "input -- CF: False\n", "output -- size: 83x267\n", "output -- 0: 11308#, 51.0%\n", "output -- 1: 10853#, 49.0%\n", "output -- NA: 0#, 0.0%\n", "output -- CF: True\n", "output -- time: 59.0s (0:00:59.043201)\n", "flips -- #0->1: 1881\n", "flips -- #1->0: 27\n", "flips -- #NA->0: 3194\n", "flips -- #NA->1: 4979\n", "rates -- FN: 0.320\n", "rates -- FP: 0.00332758\n", "rates -- NA: 0.369\n", "score -- NLL: 4112.965352416734\n" ] } ], "source": [ "df_out = scp.tl.scistree(df_in, alpha=0.001, beta=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. Visualize Results\n", "\n", "Visualize the inferred tree structure and the corresponding genotype heatmap.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 250, "width": 600 } }, "output_type": "display_data" } ], "source": [ "tree = scp.ul.to_tree(df_out)\n", "scp.pl.dendro_tree(\n", " tree,\n", " cell_info=adata.obs,\n", " label_color=\"subclone_color\",\n", " width=1200,\n", " height=500,\n", " dpi=200,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 300, "width": 600 } }, "output_type": "display_data" } ], "source": [ "scp.pl.dendro_tree(\n", " tree,\n", " cell_info=adata.obs,\n", " label_color=\"subclone_color\",\n", " width=1200,\n", " height=600,\n", " dpi=200,\n", " distance_labels_to_bottom=3,\n", " inner_node_type=\"both\",\n", " inner_node_size=2,\n", " annotation=[\n", " (\"bar\", \"Axl\", \"Erbb3\", 0.2),\n", " (\"bar\", \"Mitf\", \"Mitf\", 0.2),\n", " ],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List of mutations branching at node with id `[43]`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CHROMPOSREFALTSTARTENDAlleleAnnotationGene_NameTranscript_BioTypeHGVS.cHGVS.p
index
mutation_162chr728042135A['C']2804213528042135Cmissense_variantPsmc4protein_codingc.1109T>Gp.Ile370Ser
mutation_349chr13103753116T['G']103753116103753116Gsynonymous_variantSrek1protein_codingc.1039A>Cp.Arg347Arg
mutation_429chr194035556G['C']40355564035556Cmissense_variantGstp1protein_codingc.550C>Gp.Leu184Val
mutation_8chr174287097T['G']7428709774287097Gmissense_variantPnkdprotein_codingc.242T>Gp.Ile81Ser
\n", "
" ], "text/plain": [ " CHROM POS REF ALT START END Allele \\\n", "index \n", "mutation_162 chr7 28042135 A ['C'] 28042135 28042135 C \n", "mutation_349 chr13 103753116 T ['G'] 103753116 103753116 G \n", "mutation_429 chr19 4035556 G ['C'] 4035556 4035556 C \n", "mutation_8 chr1 74287097 T ['G'] 74287097 74287097 G \n", "\n", " Annotation Gene_Name Transcript_BioType HGVS.c \\\n", "index \n", "mutation_162 missense_variant Psmc4 protein_coding c.1109T>G \n", "mutation_349 synonymous_variant Srek1 protein_coding c.1039A>C \n", "mutation_429 missense_variant Gstp1 protein_coding c.550C>G \n", "mutation_8 missense_variant Pnkd protein_coding c.242T>G \n", "\n", " HGVS.p \n", "index \n", "mutation_162 p.Ile370Ser \n", "mutation_349 p.Arg347Arg \n", "mutation_429 p.Leu184Val \n", "mutation_8 p.Ile81Ser " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mut_ids = tree.graph[\"mutation_list\"][tree.graph[\"mutation_list\"][\"node_id\"] == \"[43]\"]\n", "adata.var.loc[mut_ids.index]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "scphylo-tools (3.12.12)", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 4 }