{ "cells": [ { "cell_type": "markdown", "id": "34af2452-cc8f-4c26-9461-8263867d5771", "metadata": {}, "source": [ "# Illumina exome sequencing \n", "\n", "Here we visualize Illumina exome sequencing data for the [GNAS gene](https://www.ncbi.nlm.nih.gov/gene/14683). The sequencing data was generated from the HG002 individual from the [Genome in a Bottle](https://www.nist.gov/programs-projects/genome-bottle) cohort. \n", "\n", "Data sources:\n", "- Illumina exome sequencing: [URL](ftp://ftp-trace.ncbi.nlm.nih.gov/ReferenceSamples/giab/data/AshkenazimTrio/HG002_NA24385_son/OsloUniversityHospital_Exome/151002_7001448_0359_AC7F6GANXX_Sample_HG002-EEogPU_v02-KIT-Av5_AGATGTAC_L008.posiSrt.markDup.bam)\n", "- Gene annotation: [URL](https://ftp.ncbi.nlm.nih.gov/refseq/H_sapiens/annotation/GRCh37_latest/refseq_identifiers/GRCh37_latest_genomic.gff.gz)" ] }, { "cell_type": "code", "execution_count": 1, "id": "279a939e-a4b0-47ba-ba99-0de66fd26edd", "metadata": { "tags": [] }, "outputs": [], "source": [ "import gzip\n", "import numpy as np\n", "import lakeview as lv" ] }, { "cell_type": "code", "execution_count": 2, "id": "6eb8dec1-addf-40bd-8edc-739a05a8f15d", "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CHROMOSOME, START, END = \"20\", 57_413_000, 57_487_500\n", "EXON_BAM_PATH = \"../../tests/data/HG002_GNAS_Illumina_WES.bam\"\n", "REFSEQ_GFF_PATH = \"../../tests/data/Refseq_GRCh37_genomic_annotation.gff.gz\"\n", "\n", "alignment_painter = lv.SequenceAlignment.from_file(EXON_BAM_PATH, region=(CHROMOSOME, (START, END)))\n", "\n", "with gzip.open(REFSEQ_GFF_PATH, \"rt\") as f:\n", " annotation_painter = lv.GeneAnnotation.from_refseq(\n", " f, region=(\"NC_000020.10\", (START, END))\n", " )\n", "\n", "gv = lv.GenomeViewer(3, height_ratios=(1, 8, 5), figsize=(8, 8))\n", "alignment_painter.draw_pileup(gv.axes[0], show_mismatches=False, window_size=100)\n", "random_number_generator = np.random.default_rng(0)\n", "alignment_painter.draw_alignment(\n", " gv.axes[1], \n", " filter_by=lambda _: random_number_generator.random() < 0.05,\n", " show_mismatches=True, show_arrowheads=False, show_hard_clippings=False, show_soft_clippings=False, max_rows=30\n", ")\n", "annotation_painter.draw_transcripts(gv.axes[2])\n", "gv.set_xlabel(\"chr20\")\n", "gv.set_xlim(START, END)\n", "gv.set_title(\"HG002 $\\it{GNAS}$ Illumina WES\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "efd0ace1-e256-4598-8064-ea2f3c961050", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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