{ "cells": [ { "cell_type": "markdown", "id": "84ca7b26", "metadata": {}, "source": [ "# OligoTox Phase 2 Dataset — Optional Analysis Notebook\n", "\n", "This optional notebook provides a reviewer-friendly walkthrough of the **OligoTox Phase 2 Dataset**. It is designed to demonstrate that the package is not just a collection of CSV files, but a usable, inspectable, model-ready dataset with documentation, provenance, validation checks, evidence modules, and reproducible exploratory analyses.\n", "\n", "The notebook covers:\n", "\n", "1. Dataset inventory and file-size checks \n", "2. Core table loading and schema inspection \n", "3. Identifier and relationship validation \n", "4. Provenance, source-corpus, and challenge-alignment summaries \n", "5. Exploratory analysis of labels, risk scores, modalities, dose, time, and assay context \n", "6. Construction of a model-ready table \n", "7. A baseline machine-learning demonstration using predictors available before toxicity outcomes \n", "8. Export of optional reviewer artifacts\n", "\n", "**Important scope note:** the dataset is computationally generated and literature-informed. It is intended for in silico model development, stress testing, benchmarking, and data-structure evaluation. It is not presented as experimentally measured wet-lab evidence or direct regulatory evidence." ] }, { "cell_type": "markdown", "id": "d43bc729", "metadata": {}, "source": [ "## 1. Setup\n", "\n", "This notebook assumes it is run from the same folder as the dataset files.\n", "\n", "Required files such as `oligos.csv`, `assays.csv`, `toxicity_readouts.csv`, `dataset_manifest.json`, and the `evidence/` and `figures/` folders should be in the current working directory.\n", "\n", "No external files are required beyond the dataset package itself.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "1ef9d983", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using dataset folder: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\n", "Notebook outputs will be written to: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\n" ] } ], "source": [ "from pathlib import Path\n", "import json\n", "import os\n", "import sys\n", "import warnings\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from IPython.display import display, Markdown, Image\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "pd.set_option(\"display.max_columns\", 120)\n", "pd.set_option(\"display.max_colwidth\", 160)\n", "\n", "# Detect Google Colab / cloud environments where the dataset is not in the\n", "# current working directory, and auto-download from Hugging Face if so.\n", "def locate_dataset():\n", " cwd = Path.cwd().resolve()\n", " if (cwd / \"oligos.csv\").exists() and (cwd / \"toxicity_readouts.csv\").exists():\n", " return cwd\n", " is_colab = \"google.colab\" in sys.modules or \"COLAB_GPU\" in os.environ or \"COLAB_RELEASE_TAG\" in os.environ\n", " if is_colab or not (cwd / \"oligos.csv\").exists():\n", " try:\n", " from huggingface_hub import snapshot_download\n", " except ImportError:\n", " print(\"Installing huggingface_hub for dataset download...\")\n", " os.system(f\"{sys.executable} -m pip install --quiet huggingface_hub\")\n", " from huggingface_hub import snapshot_download\n", " print(\"Downloading dataset from Hugging Face: DBbun/oligotox-phase2-dataset ...\")\n", " local_dir = Path(snapshot_download(\n", " repo_id=\"DBbun/oligotox-phase2-dataset\",\n", " repo_type=\"dataset\",\n", " )).resolve()\n", " return local_dir\n", " return cwd\n", "\n", "DATA_DIR = locate_dataset()\n", "\n", "required_files = [\n", " \"oligos.csv\",\n", " \"assays.csv\",\n", " \"toxicity_readouts.csv\",\n", " \"dataset_manifest.json\",\n", " \"reproducibility_manifest.json\",\n", "]\n", "missing_files = [name for name in required_files if not (DATA_DIR / name).exists()]\n", "\n", "if missing_files:\n", " raise FileNotFoundError(\n", " \"Could not locate dataset files. To run this notebook, either: \"\n", " \"(1) run from a folder containing the dataset CSVs, or \"\n", " \"(2) ensure huggingface_hub is installed so the dataset can be auto-downloaded. \"\n", " f\"Missing required file(s): {missing_files}\"\n", " )\n", "\n", "OUTPUT_DIR = Path.cwd() / \"notebook_outputs\"\n", "OUTPUT_DIR.mkdir(exist_ok=True)\n", "\n", "# Helper for cleanly displaying file paths in cell outputs\n", "def display_output_path(p):\n", " try:\n", " return str(Path(p).relative_to(Path.cwd()))\n", " except ValueError:\n", " return str(p)\n", "\n", "print(f\"Using dataset folder: {DATA_DIR}\")\n", "print(f\"Notebook outputs will be written to: {OUTPUT_DIR}\")\n" ] }, { "cell_type": "markdown", "id": "467be9e2", "metadata": {}, "source": [ "## 2. Manifest, scale, and repository inventory\n", "\n", "This section reads the dataset manifest and checks the basic scale of the submission package." ] }, { "cell_type": "code", "execution_count": 2, "id": "c0b11a36", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Dataset scale from `dataset_manifest.json`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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oligo_records1120
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" ], "text/plain": [ " count\n", "oligo_records 1120\n", "non_control_oligos 1000\n", "control_oligos 120\n", "assay_records 5600\n", "readout_records 16800" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Largest files in the package" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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pathsize_bytessize_kbsize_mb
14toxicity_readouts.csv65588746405.1503916.255030
19metadata/generated_records.csv37421333654.4267583.568776
10oligo_modification_positions.csv33944823314.9238283.237230
2assays.csv13495661317.9355471.287046
7data_dictionary_full.csv632663617.8349610.603354
13schema.json626537611.8525390.597512
41evidence/aso_metabolic_nafld_context.csv507580495.6835940.484066
80evidence/hsd17b13_rapirosiran_clinical_pd.csv494755483.1591800.471835
56evidence/extrahepatic_delivery.csv471006459.9667970.449186
121evidence/sequence_modification_toxicity.csv470485459.4580080.448689
107evidence/pnpla3_precision_context.csv453497442.8681640.432488
104evidence/personalized_aso_workflow.csv448961438.4384770.428163
137evidence/zilebesiran_raas_safety.csv443324432.9335940.422787
63evidence/galnac_lnp_mkk4_liver_regeneration.csv421711411.8271480.402175
91evidence/meldplus_cirrhosis_risk_context.csv397330388.0175780.378923
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" ], "text/plain": [ " path size_bytes size_kb \\\n", "14 toxicity_readouts.csv 6558874 6405.150391 \n", "19 metadata/generated_records.csv 3742133 3654.426758 \n", "10 oligo_modification_positions.csv 3394482 3314.923828 \n", "2 assays.csv 1349566 1317.935547 \n", "7 data_dictionary_full.csv 632663 617.834961 \n", "13 schema.json 626537 611.852539 \n", "41 evidence/aso_metabolic_nafld_context.csv 507580 495.683594 \n", "80 evidence/hsd17b13_rapirosiran_clinical_pd.csv 494755 483.159180 \n", "56 evidence/extrahepatic_delivery.csv 471006 459.966797 \n", "121 evidence/sequence_modification_toxicity.csv 470485 459.458008 \n", "107 evidence/pnpla3_precision_context.csv 453497 442.868164 \n", "104 evidence/personalized_aso_workflow.csv 448961 438.438477 \n", "137 evidence/zilebesiran_raas_safety.csv 443324 432.933594 \n", "63 evidence/galnac_lnp_mkk4_liver_regeneration.csv 421711 411.827148 \n", "91 evidence/meldplus_cirrhosis_risk_context.csv 397330 388.017578 \n", "\n", " size_mb \n", "14 6.255030 \n", "19 3.568776 \n", "10 3.237230 \n", "2 1.287046 \n", "7 0.603354 \n", "13 0.597512 \n", "41 0.484066 \n", "80 0.471835 \n", "56 0.449186 \n", "121 0.448689 \n", "107 0.432488 \n", "104 0.428163 \n", "137 0.422787 \n", "63 0.402175 \n", "91 0.378923 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total files listed in manifest: 138\n", "Total manifest size: 26.32 MB\n", "\n", "Core modeling tables:\n", " - oligos.csv\n", " - chemical_modifications.csv\n", " - oligo_modification_positions.csv\n", " - biophysical_properties.csv\n", " - dose_exposure.csv\n", " - assays.csv\n", " - toxicity_readouts.csv\n", " - controls.csv\n" ] } ], "source": [ "def read_json(path):\n", " with open(path, \"r\", encoding=\"utf-8\") as f:\n", " return json.load(f)\n", "\n", "manifest = read_json(DATA_DIR / \"dataset_manifest.json\")\n", "repro_manifest = read_json(DATA_DIR / \"reproducibility_manifest.json\")\n", "\n", "scale = manifest.get(\"scale\", {})\n", "scale_df = pd.DataFrame([scale]).T.rename(columns={0: \"count\"})\n", "display(Markdown(\"### Dataset scale from `dataset_manifest.json`\"))\n", "display(scale_df)\n", "\n", "files_df = pd.DataFrame(manifest.get(\"files\", []))\n", "if not files_df.empty:\n", " files_df[\"size_kb\"] = files_df[\"size_bytes\"] / 1024\n", " files_df[\"size_mb\"] = files_df[\"size_bytes\"] / (1024 ** 2)\n", " files_df = files_df.sort_values(\"size_bytes\", ascending=False)\n", " display(Markdown(\"### Largest files in the package\"))\n", " display(files_df.head(15)[[\"path\", \"size_bytes\", \"size_kb\", \"size_mb\"]])\n", " print(f\"Total files listed in manifest: {len(files_df):,}\")\n", " print(f\"Total manifest size: {files_df['size_mb'].sum():.2f} MB\")\n", "else:\n", " print(\"No file inventory found in manifest.\")\n", "\n", "core_files = manifest.get(\"core_modeling_tables\", [])\n", "print(\"\\nCore modeling tables:\")\n", "for f in core_files:\n", " print(\" -\", f)" ] }, { "cell_type": "markdown", "id": "1a9f7242", "metadata": {}, "source": [ "## 3. Load core modeling tables\n", "\n", "The eight top-level core tables are intended for direct predictive modeling and benchmarking. Supporting documentation and evidence tables are handled later." ] }, { "cell_type": "code", "execution_count": 3, "id": "ae574a16", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Core table dimensions" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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tablerowscolumns
2oligo_modification_positions2414710
6toxicity_readouts1680022
5assays560014
0oligos112014
1chemical_modifications112016
3biophysical_properties112017
4dose_exposure112011
7controls16115
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" ], "text/plain": [ " table rows columns\n", "2 oligo_modification_positions 24147 10\n", "6 toxicity_readouts 16800 22\n", "5 assays 5600 14\n", "0 oligos 1120 14\n", "1 chemical_modifications 1120 16\n", "3 biophysical_properties 1120 17\n", "4 dose_exposure 1120 11\n", "7 controls 161 15" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def load_csv(rel_path, **kwargs):\n", " return pd.read_csv(DATA_DIR / rel_path, **kwargs)\n", "\n", "oligos = load_csv(\"oligos.csv\")\n", "mods = load_csv(\"chemical_modifications.csv\")\n", "positions = load_csv(\"oligo_modification_positions.csv\")\n", "biophys = load_csv(\"biophysical_properties.csv\")\n", "dose = load_csv(\"dose_exposure.csv\")\n", "assays = load_csv(\"assays.csv\")\n", "readouts = load_csv(\"toxicity_readouts.csv\")\n", "controls = load_csv(\"controls.csv\")\n", "\n", "core_tables = {\n", " \"oligos\": oligos,\n", " \"chemical_modifications\": mods,\n", " \"oligo_modification_positions\": positions,\n", " \"biophysical_properties\": biophys,\n", " \"dose_exposure\": dose,\n", " \"assays\": assays,\n", " \"toxicity_readouts\": readouts,\n", " \"controls\": controls,\n", "}\n", "\n", "shape_df = pd.DataFrame(\n", " [{\"table\": name, \"rows\": len(df), \"columns\": df.shape[1]} for name, df in core_tables.items()]\n", ").sort_values(\"rows\", ascending=False)\n", "\n", "display(Markdown(\"### Core table dimensions\"))\n", "display(shape_df)\n", "\n", "# Save shape summary for optional review artifacts.\n", "shape_df.to_csv(OUTPUT_DIR / \"core_table_dimensions.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 4, "id": "f8b15773", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Preview: `oligos.csv`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ], "text/plain": [ " oligo_id source_id \\\n", "0 CTRL_OLIGO_NEG_VEHICLE_MOCK MEMO_OLIGOTOX_PHASE2_ALIGNMENT \n", "1 CTRL_OLIGO_NEG_LOW_RISK MEMO_OLIGOTOX_PHASE2_ALIGNMENT \n", "2 CTRL_OLIGO_NEG_RAPIROSIRAN_LIKE RAPIROSIRAN_SANYAL_2025 \n", "3 CTRL_OLIGO_NEG_SPHEROID_TOLERATED LIVER_SPHEROID_SCHOLTEN_2026 \n", "4 CTRL_OLIGO_POS_HIGH_PS_HIGH_DOSE MEMO_OLIGOTOX_PHASE2_ALIGNMENT \n", "\n", " target_gene oligo_modality sequence_5to3 sequence_length \\\n", "0 none vehicle_mock NaN 0 \n", "1 generic_low_risk siRNA AUAUCUAUAUCUAUAUCUAUA 21 \n", "2 HSD17B13 GalNAc-siRNA GCUAUGAACUUGACUCUAUGA 21 \n", "3 AHSA1 GalNAc-siRNA UUCGAUAGGCCACGAGAUUAU 21 \n", "4 generic_offtarget ASO GCGCGGCCGCGGCCGCGGC 19 \n", "\n", " is_administered_oligo sequence_origin \\\n", "0 False literature_grounded_generated \n", "1 True literature_grounded_generated \n", "2 True inferred_from_paper \n", "3 True inferred_from_paper \n", "4 True literature_grounded_generated \n", "\n", " control_id \\\n", "0 CTRL_NEG_VEHICLE_MOCK \n", "1 CTRL_NEG_LOW_RISK_OLIGO \n", "2 CTRL_NEG_CLINICAL_LOW_HEPATOTOX_RAPIROSIRAN \n", "3 CTRL_NEG_HUMAN_LIVER_SPHEROID_TOLERATED \n", "4 CTRL_POS_HIGH_PS_HIGH_DOSE \n", "\n", " control_type record_origin \\\n", "0 negative_control_vehicle_mock dbbun_generated \n", "1 negative_control_low_risk_oligo dbbun_generated \n", "2 clinical_low_hepatotoxicity_reference dbbun_generated \n", "3 human_in_vitro_tolerated_reference dbbun_generated \n", "4 positive_control_high_PS_high_dose dbbun_generated \n", "\n", " value_origin confidence_level \\\n", "0 literature_grounded_generated 0.88 \n", "1 literature_grounded_generated 0.88 \n", "2 inferred_from_paper 0.90 \n", "3 inferred_from_paper 0.88 \n", "4 literature_grounded_generated 0.82 \n", "\n", " license_for_generated_output \n", "0 CC BY 4.0 \n", "1 CC BY 4.0 \n", "2 CC BY 4.0 \n", "3 CC BY 4.0 \n", "4 CC BY 4.0 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Preview: `toxicity_readouts.csv`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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2READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R3ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK24385.4907061.6267380.3577900.5688440.3171390.1664050.2366172.865898lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88
3READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R1ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK721104.9802022.2786140.2106590.2933020.0254110.2542840.2058622.096888lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88
4READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R2ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK72284.0928241.4496820.2466280.2294620.1566230.2222520.1528002.320354lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88
\n", "
" ], "text/plain": [ " readout_id \\\n", "0 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R1 \n", "1 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R2 \n", "2 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R3 \n", "3 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R1 \n", "4 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R2 \n", "\n", " assay_id oligo_id \\\n", "0 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "1 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "2 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "3 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "4 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "\n", " source_id control_id time_hours \\\n", "0 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "1 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "2 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "3 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 72 \n", "4 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 72 \n", "\n", " replicate_id viability_pct ALT_AST_proxy_fold_change apoptosis_score \\\n", "0 1 85.995616 1.978863 0.298933 \n", "1 2 91.067752 1.571585 0.297721 \n", "2 3 85.490706 1.626738 0.357790 \n", "3 1 104.980202 2.278614 0.210659 \n", "4 2 84.092824 1.449682 0.246628 \n", "\n", " stress_response_score transcriptomic_perturbation_score \\\n", "0 0.328381 0.239661 \n", "1 0.342599 0.239928 \n", "2 0.568844 0.317139 \n", "3 0.293302 0.025411 \n", "4 0.229462 0.156623 \n", "\n", " immune_activation_score inflammatory_context_score \\\n", "0 0.215437 0.236648 \n", "1 0.182792 0.199617 \n", "2 0.166405 0.236617 \n", "3 0.254284 0.205862 \n", "4 0.222252 0.152800 \n", "\n", " overall_hepatotoxicity_risk_score hepatotoxicity_label \\\n", "0 2.651817 low \n", "1 2.240588 low \n", "2 2.865898 low \n", "3 2.096888 low \n", "4 2.320354 low \n", "\n", " measured_experimental_value record_origin value_origin \\\n", "0 no dbbun_generated literature_grounded_generated \n", "1 no dbbun_generated literature_grounded_generated \n", "2 no dbbun_generated literature_grounded_generated \n", "3 no dbbun_generated literature_grounded_generated \n", "4 no dbbun_generated literature_grounded_generated \n", "\n", " provenance_label assumption_id confidence_level \n", "0 literature_grounded_generated ASM_007 0.88 \n", "1 literature_grounded_generated ASM_007 0.88 \n", "2 literature_grounded_generated ASM_007 0.88 \n", "3 literature_grounded_generated ASM_007 0.88 \n", "4 literature_grounded_generated ASM_007 0.88 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(\"### Preview: `oligos.csv`\"))\n", "display(oligos.head())\n", "\n", "display(Markdown(\"### Preview: `toxicity_readouts.csv`\"))\n", "display(readouts.head())" ] }, { "cell_type": "markdown", "id": "449103b1", "metadata": {}, "source": [ "## 4. Data dictionary and schema snapshot\n", "\n", "The dataset includes a curated data dictionary plus a full schema across all tables. This section verifies that the documentation is present and inspectable." ] }, { "cell_type": "code", "execution_count": 5, "id": "fdf0daa3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Curated data dictionary rows: 381\n", "Full data dictionary rows: 2,589\n", "Tables described in schema.json: 127\n" ] }, { "data": { "text/markdown": [ "### Curated data dictionary sample" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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allowed_values_or_rangecolumn_namedata_typedescriptionfield_nameorigin_ruleprovenanceprovenance_expectationrequiredtable_nametypevalue_origin
0NaNsource_idstring_or_numericUnique source identifier.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyessources.csvNaNNaN
1NaNtitlestring_or_numericSource paper or memo title.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyessources.csvNaNNaN
2NaNsource_rolestring_or_numericHow the source contributes to generation logic.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyessources.csvNaNNaN
3NaNuse_in_core_datasetstring_or_numericWhether source is core, supporting, or governing.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyessources.csvNaNNaN
4NaNcontrol_idstring_or_numericUnique control identifier.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyescontrols.csvNaNNaN
5NaNcontrol_typestring_or_numericNegative, positive, vehicle/mock, clinical reference, or stress-test control type.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyescontrols.csvNaNNaN
6NaNcontrol_rationalestring_or_numericWhy this control is included.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyescontrols.csvNaNNaN
7NaNexpected_behaviorstring_or_numericExpected synthetic readout behavior.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyescontrols.csvNaNNaN
8NaNoligo_idstring_or_numericUnique generated oligonucleotide identifier.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyesoligos.csvNaNNaN
9NaNsequence_5to3string_or_numericGenerated RNA sequence in 5 to 3 orientation.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyesoligos.csvNaNNaN
10NaNoligo_modalitystring_or_numericASO, gapmer, siRNA, GalNAc-siRNA, or related modality.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyesoligos.csvNaNNaN
11NaNcontrol_idstring_or_numericControl link, or NON_CONTROL_GENERATED_RECORD.NaNreported/extracted/inferred/generated/not_reported label carried where applicableNaNNaNyesoligos.csvNaNNaN
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" ], "text/plain": [ " allowed_values_or_range column_name data_type \\\n", "0 NaN source_id string_or_numeric \n", "1 NaN title string_or_numeric \n", "2 NaN source_role string_or_numeric \n", "3 NaN use_in_core_dataset string_or_numeric \n", "4 NaN control_id string_or_numeric \n", "5 NaN control_type string_or_numeric \n", "6 NaN control_rationale string_or_numeric \n", "7 NaN expected_behavior string_or_numeric \n", "8 NaN oligo_id string_or_numeric \n", "9 NaN sequence_5to3 string_or_numeric \n", "10 NaN oligo_modality string_or_numeric \n", "11 NaN control_id string_or_numeric \n", "\n", " description \\\n", "0 Unique source identifier. \n", "1 Source paper or memo title. \n", "2 How the source contributes to generation logic. \n", "3 Whether source is core, supporting, or governing. \n", "4 Unique control identifier. \n", "5 Negative, positive, vehicle/mock, clinical reference, or stress-test control type. \n", "6 Why this control is included. \n", "7 Expected synthetic readout behavior. \n", "8 Unique generated oligonucleotide identifier. \n", "9 Generated RNA sequence in 5 to 3 orientation. \n", "10 ASO, gapmer, siRNA, GalNAc-siRNA, or related modality. \n", "11 Control link, or NON_CONTROL_GENERATED_RECORD. \n", "\n", " field_name \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "\n", " origin_rule \\\n", "0 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "1 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "2 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "3 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "4 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "5 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "6 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "7 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "8 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "9 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "10 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "11 reported/extracted/inferred/generated/not_reported label carried where applicable \n", "\n", " provenance provenance_expectation required table_name type value_origin \n", "0 NaN NaN yes sources.csv NaN NaN \n", "1 NaN NaN yes sources.csv NaN NaN \n", "2 NaN NaN yes sources.csv NaN NaN \n", "3 NaN NaN yes sources.csv NaN NaN \n", "4 NaN NaN yes controls.csv NaN NaN \n", "5 NaN NaN yes controls.csv NaN NaN \n", "6 NaN NaN yes controls.csv NaN NaN \n", "7 NaN NaN yes controls.csv NaN NaN \n", "8 NaN NaN yes oligos.csv NaN NaN \n", "9 NaN NaN yes oligos.csv NaN NaN \n", "10 NaN NaN yes oligos.csv NaN NaN \n", "11 NaN NaN yes oligos.csv NaN NaN " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Schema table summary" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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tabledescriptionn_rowsn_columns
79oligo_modification_positions.csvPosition-level chemical modifications for each oligo: per-position base, sugar modification, backbone linkage, region, conjugation, and provenance.2414710
50generated_records.csvAggregate counts and provenance summary of generated records by table.179209
120toxicity_readouts.csvReplicate-level toxicity readouts: viability, ALT/AST proxy, apoptosis, stress response, transcriptomic perturbation, immune activation, inflammatory contex...1680022
10assays.csvAssay metadata: model system, cell model, species/human-proxy flag, organoid/MPS status, replicate count, time points, assay type.560014
126zilebesiran_raas_safety.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112039
68malat1_hbv_hcc_aso_context.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112034
40galnac_rbc_ev_liver_delivery.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112029
33fbll1_hcc_spatial_oncogenic_context.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112027
31extrahepatic_delivery.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112026
28epigenetic_liver_context.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112021
106sirna_bulge_offtarget_tolerance.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112028
26dose_exposure.csvDose, exposure duration, treatment frequency, and exposure normalization per oligo.112011
53hbv_rnai_escplus_safety.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112031
104sequence_modification_toxicity.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112030
57hsd17b13_rapirosiran_clinical_pd.csvPer-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context.112037
\n", "
" ], "text/plain": [ " table \\\n", "79 oligo_modification_positions.csv \n", "50 generated_records.csv \n", "120 toxicity_readouts.csv \n", "10 assays.csv \n", "126 zilebesiran_raas_safety.csv \n", "68 malat1_hbv_hcc_aso_context.csv \n", "40 galnac_rbc_ev_liver_delivery.csv \n", "33 fbll1_hcc_spatial_oncogenic_context.csv \n", "31 extrahepatic_delivery.csv \n", "28 epigenetic_liver_context.csv \n", "106 sirna_bulge_offtarget_tolerance.csv \n", "26 dose_exposure.csv \n", "53 hbv_rnai_escplus_safety.csv \n", "104 sequence_modification_toxicity.csv \n", "57 hsd17b13_rapirosiran_clinical_pd.csv \n", "\n", " description \\\n", "79 Position-level chemical modifications for each oligo: per-position base, sugar modification, backbone linkage, region, conjugation, and provenance. \n", "50 Aggregate counts and provenance summary of generated records by table. \n", "120 Replicate-level toxicity readouts: viability, ALT/AST proxy, apoptosis, stress response, transcriptomic perturbation, immune activation, inflammatory contex... \n", "10 Assay metadata: model system, cell model, species/human-proxy flag, organoid/MPS status, replicate count, time points, assay type. \n", "126 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "68 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "40 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "33 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "31 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "28 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "106 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "26 Dose, exposure duration, treatment frequency, and exposure normalization per oligo. \n", "53 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "104 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "57 Per-source evidence module: literature-grounded generation logic and design rationale contributed by a single source paper or context. \n", "\n", " n_rows n_columns \n", "79 24147 10 \n", "50 17920 9 \n", "120 16800 22 \n", "10 5600 14 \n", "126 1120 39 \n", "68 1120 34 \n", "40 1120 29 \n", "33 1120 27 \n", "31 1120 26 \n", "28 1120 21 \n", "106 1120 28 \n", "26 1120 11 \n", "53 1120 31 \n", "104 1120 30 \n", "57 1120 37 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_dictionary = load_csv(\"data_dictionary.csv\")\n", "data_dictionary_full = load_csv(\"data_dictionary_full.csv\")\n", "schema = read_json(DATA_DIR / \"schema.json\")\n", "\n", "print(f\"Curated data dictionary rows: {len(data_dictionary):,}\")\n", "print(f\"Full data dictionary rows: {len(data_dictionary_full):,}\")\n", "print(f\"Tables described in schema.json: {len(schema.get('tables', {})):,}\")\n", "\n", "display(Markdown(\"### Curated data dictionary sample\"))\n", "display(data_dictionary.head(12))\n", "\n", "schema_tables = []\n", "for table_name, table_meta in schema.get(\"tables\", {}).items():\n", " schema_tables.append({\n", " \"table\": table_name,\n", " \"description\": table_meta.get(\"description\", \"\"),\n", " \"n_rows\": table_meta.get(\"n_rows\"),\n", " \"n_columns\": table_meta.get(\"n_columns\"),\n", " })\n", "schema_tables_df = pd.DataFrame(schema_tables)\n", "display(Markdown(\"### Schema table summary\"))\n", "display(schema_tables_df.sort_values(\"n_rows\", ascending=False).head(15))" ] }, { "cell_type": "markdown", "id": "4bccaa07", "metadata": {}, "source": [ "## 5. Validation checks\n", "\n", "This section performs lightweight checks that a reviewer can run quickly:\n", "\n", "- unique identifier checks \n", "- foreign-key relationship checks \n", "- expected row-density checks across oligos, assays, and readouts \n", "- status summary from the packaged `validation_summary.csv`" ] }, { "cell_type": "code", "execution_count": 6, "id": "4be37ea9", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Packaged validation status counts" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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statuscount
0ok343
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" ], "text/plain": [ " status count\n", "0 ok 343\n", "1 warning_missing 41\n", "2 review_needed 1" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Lightweight relationship checks" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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checktablecolumnrowsunique_valuesstatusmissing_countexample_missing
0oligos.oligo_id uniqueoligosoligo_id1120.01120.0okNaNNaN
1chemical_modifications.oligo_id uniquechemical_modificationsoligo_id1120.01120.0okNaNNaN
2biophysical_properties.oligo_id uniquebiophysical_propertiesoligo_id1120.01120.0okNaNNaN
3dose_exposure.oligo_id uniquedose_exposureoligo_id1120.01120.0okNaNNaN
4assays.assay_id uniqueassaysassay_id5600.05600.0okNaNNaN
5toxicity_readouts.readout_id uniquetoxicity_readoutsreadout_id16800.016800.0okNaNNaN
6chemical_modifications.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
7oligo_modification_positions.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
8biophysical_properties.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
9dose_exposure.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
10assays.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
11toxicity_readouts.oligo_id -> oligos.oligo_idNaNNaNNaNNaNok0.0[]
12toxicity_readouts.assay_id -> assays.assay_idNaNNaNNaNNaNok0.0[]
\n", "
" ], "text/plain": [ " check \\\n", "0 oligos.oligo_id unique \n", "1 chemical_modifications.oligo_id unique \n", "2 biophysical_properties.oligo_id unique \n", "3 dose_exposure.oligo_id unique \n", "4 assays.assay_id unique \n", "5 toxicity_readouts.readout_id unique \n", "6 chemical_modifications.oligo_id -> oligos.oligo_id \n", "7 oligo_modification_positions.oligo_id -> oligos.oligo_id \n", "8 biophysical_properties.oligo_id -> oligos.oligo_id \n", "9 dose_exposure.oligo_id -> oligos.oligo_id \n", "10 assays.oligo_id -> oligos.oligo_id \n", "11 toxicity_readouts.oligo_id -> oligos.oligo_id \n", "12 toxicity_readouts.assay_id -> assays.assay_id \n", "\n", " table column rows unique_values status \\\n", "0 oligos oligo_id 1120.0 1120.0 ok \n", "1 chemical_modifications oligo_id 1120.0 1120.0 ok \n", "2 biophysical_properties oligo_id 1120.0 1120.0 ok \n", "3 dose_exposure oligo_id 1120.0 1120.0 ok \n", "4 assays assay_id 5600.0 5600.0 ok \n", "5 toxicity_readouts readout_id 16800.0 16800.0 ok \n", "6 NaN NaN NaN NaN ok \n", "7 NaN NaN NaN NaN ok \n", "8 NaN NaN NaN NaN ok \n", "9 NaN NaN NaN NaN ok \n", "10 NaN NaN NaN NaN ok \n", "11 NaN NaN NaN NaN ok \n", "12 NaN NaN NaN NaN ok \n", "\n", " missing_count example_missing \n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 NaN NaN \n", "6 0.0 [] \n", "7 0.0 [] \n", "8 0.0 [] \n", "9 0.0 [] \n", "10 0.0 [] \n", "11 0.0 [] \n", "12 0.0 [] " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Overall lightweight check status: ok\n" ] } ], "source": [ "validation_summary = load_csv(\"validation_summary.csv\")\n", "\n", "display(Markdown(\"### Packaged validation status counts\"))\n", "display(validation_summary[\"status\"].value_counts(dropna=False).rename_axis(\"status\").reset_index(name=\"count\"))\n", "\n", "def unique_check(df, col, table_name):\n", " return {\n", " \"check\": f\"{table_name}.{col} unique\",\n", " \"table\": table_name,\n", " \"column\": col,\n", " \"rows\": len(df),\n", " \"unique_values\": df[col].nunique(dropna=False),\n", " \"status\": \"ok\" if len(df) == df[col].nunique(dropna=False) else \"review\",\n", " }\n", "\n", "checks = []\n", "checks.append(unique_check(oligos, \"oligo_id\", \"oligos\"))\n", "checks.append(unique_check(mods, \"oligo_id\", \"chemical_modifications\"))\n", "checks.append(unique_check(biophys, \"oligo_id\", \"biophysical_properties\"))\n", "checks.append(unique_check(dose, \"oligo_id\", \"dose_exposure\"))\n", "checks.append(unique_check(assays, \"assay_id\", \"assays\"))\n", "checks.append(unique_check(readouts, \"readout_id\", \"toxicity_readouts\"))\n", "\n", "# Foreign-key checks.\n", "def fk_check(child, child_col, parent, parent_col, child_name, parent_name):\n", " missing = sorted(set(child[child_col].dropna()) - set(parent[parent_col].dropna()))\n", " return {\n", " \"check\": f\"{child_name}.{child_col} -> {parent_name}.{parent_col}\",\n", " \"missing_count\": len(missing),\n", " \"example_missing\": missing[:3],\n", " \"status\": \"ok\" if len(missing) == 0 else \"review\",\n", " }\n", "\n", "checks.extend([\n", " fk_check(mods, \"oligo_id\", oligos, \"oligo_id\", \"chemical_modifications\", \"oligos\"),\n", " fk_check(positions, \"oligo_id\", oligos, \"oligo_id\", \"oligo_modification_positions\", \"oligos\"),\n", " fk_check(biophys, \"oligo_id\", oligos, \"oligo_id\", \"biophysical_properties\", \"oligos\"),\n", " fk_check(dose, \"oligo_id\", oligos, \"oligo_id\", \"dose_exposure\", \"oligos\"),\n", " fk_check(assays, \"oligo_id\", oligos, \"oligo_id\", \"assays\", \"oligos\"),\n", " fk_check(readouts, \"oligo_id\", oligos, \"oligo_id\", \"toxicity_readouts\", \"oligos\"),\n", " fk_check(readouts, \"assay_id\", assays, \"assay_id\", \"toxicity_readouts\", \"assays\"),\n", "])\n", "\n", "checks_df = pd.DataFrame(checks)\n", "display(Markdown(\"### Lightweight relationship checks\"))\n", "display(checks_df)\n", "checks_df.to_csv(OUTPUT_DIR / \"notebook_relationship_checks.csv\", index=False)\n", "\n", "print(\"Overall lightweight check status:\", \"ok\" if (checks_df[\"status\"] == \"ok\").all() else \"review\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "472b2126", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Relationship density summary" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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assays_per_oligoreadouts_per_assayreadouts_per_oligo
count1120.05600.01120.0
mean5.03.015.0
std0.00.00.0
min5.03.015.0
25%5.03.015.0
50%5.03.015.0
75%5.03.015.0
max5.03.015.0
\n", "
" ], "text/plain": [ " assays_per_oligo readouts_per_assay readouts_per_oligo\n", "count 1120.0 5600.0 1120.0\n", "mean 5.0 3.0 15.0\n", "std 0.0 0.0 0.0\n", "min 5.0 3.0 15.0\n", "25% 5.0 3.0 15.0\n", "50% 5.0 3.0 15.0\n", "75% 5.0 3.0 15.0\n", "max 5.0 3.0 15.0" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Expected density: each oligo generally has 5 assay time points, and each assay has 3 replicate-level readouts.\n", "assays_per_oligo = assays.groupby(\"oligo_id\")[\"assay_id\"].nunique().describe()\n", "readouts_per_assay = readouts.groupby(\"assay_id\")[\"readout_id\"].nunique().describe()\n", "readouts_per_oligo = readouts.groupby(\"oligo_id\")[\"readout_id\"].nunique().describe()\n", "\n", "summary_density = pd.DataFrame({\n", " \"assays_per_oligo\": assays_per_oligo,\n", " \"readouts_per_assay\": readouts_per_assay,\n", " \"readouts_per_oligo\": readouts_per_oligo,\n", "})\n", "\n", "display(Markdown(\"### Relationship density summary\"))\n", "display(summary_density)" ] }, { "cell_type": "markdown", "id": "5398ce80", "metadata": {}, "source": [ "## 6. Provenance, source corpus, and challenge alignment\n", "\n", "These summaries help reviewers understand where the dataset structure came from, how sources were handled, and how the package maps to the challenge judging factors." ] }, { "cell_type": "code", "execution_count": 8, "id": "eac01995", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source records: 144\n", "Provenance records: 144\n", "Assumption records: 76\n", "Information-gap rows: 144\n" ] }, { "data": { "text/markdown": [ "### Source corpus by `source_type`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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source_typecount
0review_open_access7
1research_open_access4
2primary_research_open_access2
3bioRxiv_preprint_not_peer_reviewed2
4research_open_access_restricted_reuse2
5research_open_access_restricted_commercial_reuse2
6primary_research_manuscript1
7review_author_manuscript1
8ASO_siRNA_immunometabolism_original_article1
9oral_ncRNA_delivery_original_article1
10siRNA_delivery_nanocarrier_original_article1
11alignment_memo1
12lentiviral_shRNA_cartilage_original_article_deferred1
13cancer_genomics_microarray_WES_article_deferred1
14host_directed_HEV_antiviral_original_article_deferred1
15RNAi_cardiac_failure_systematic_review_deferred1
16LNA_GapmeR_lncRNA_pseudogene_original_article1
17biologics_based_RNA_delivery_original_article1
18clinical_ASO_review_deferred1
19small_molecule_HBV_liver_model_article_deferred1
\n", "
" ], "text/plain": [ " source_type count\n", "0 review_open_access 7\n", "1 research_open_access 4\n", "2 primary_research_open_access 2\n", "3 bioRxiv_preprint_not_peer_reviewed 2\n", "4 research_open_access_restricted_reuse 2\n", "5 research_open_access_restricted_commercial_reuse 2\n", "6 primary_research_manuscript 1\n", "7 review_author_manuscript 1\n", "8 ASO_siRNA_immunometabolism_original_article 1\n", "9 oral_ncRNA_delivery_original_article 1\n", "10 siRNA_delivery_nanocarrier_original_article 1\n", "11 alignment_memo 1\n", "12 lentiviral_shRNA_cartilage_original_article_deferred 1\n", "13 cancer_genomics_microarray_WES_article_deferred 1\n", "14 host_directed_HEV_antiviral_original_article_deferred 1\n", "15 RNAi_cardiac_failure_systematic_review_deferred 1\n", "16 LNA_GapmeR_lncRNA_pseudogene_original_article 1\n", "17 biologics_based_RNA_delivery_original_article 1\n", "18 clinical_ASO_review_deferred 1\n", "19 small_molecule_HBV_liver_model_article_deferred 1" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Source corpus by `license_or_access`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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license_or_accesscount
0CC BY 4.012
1CC BY 4.0; generated variables only; do not reproduce source figures/tables/text8
2CC BY open-access article; use as evidence/context only; do not reproduce source figures/tables/text6
3CC BY; generated variables only; do not reproduce source figures/tables/text5
4CC BY-NC-ND 4.0; use as evidence/context only; do not reproduce or adapt figures/tables/text5
5CC BY 4.0; generated variables only; do not reproduce source figures/tables/sequences verbatim5
6CC BY; not encoded in row-level synthetic tables3
7CC BY open-access article; deferred from core generation3
8CC BY 4.0; generated variables only; no source figures/tables/text reproduced3
9CC BY 4.0; deferred source used as context only3
10open access CC BY; generated variables only; do not reproduce source figures/tables/text3
11CC BY 4.0; evidence/context only; generated variables only if later promoted3
12CC BY-NC; generated variables only; no source figures/tables/sequences reproduced2
13Creative Commons Attribution2
14CC BY open-access article; deferred2
15CC BY open-access article; use as evidence/context only2
16open-access article; use as evidence/context only; do not reproduce source figures/tables/text2
17CC BY-NC open-access article; use as evidence/context only; do not reproduce source figures/tables/text2
18CC BY; deferred source used as context only2
19CC BY 4.0; context only unless later promoted2
\n", "
" ], "text/plain": [ " license_or_access \\\n", "0 CC BY 4.0 \n", "1 CC BY 4.0; generated variables only; do not reproduce source figures/tables/text \n", "2 CC BY open-access article; use as evidence/context only; do not reproduce source figures/tables/text \n", "3 CC BY; generated variables only; do not reproduce source figures/tables/text \n", "4 CC BY-NC-ND 4.0; use as evidence/context only; do not reproduce or adapt figures/tables/text \n", "5 CC BY 4.0; generated variables only; do not reproduce source figures/tables/sequences verbatim \n", "6 CC BY; not encoded in row-level synthetic tables \n", "7 CC BY open-access article; deferred from core generation \n", "8 CC BY 4.0; generated variables only; no source figures/tables/text reproduced \n", "9 CC BY 4.0; deferred source used as context only \n", "10 open access CC BY; generated variables only; do not reproduce source figures/tables/text \n", "11 CC BY 4.0; evidence/context only; generated variables only if later promoted \n", "12 CC BY-NC; generated variables only; no source figures/tables/sequences reproduced \n", "13 Creative Commons Attribution \n", "14 CC BY open-access article; deferred \n", "15 CC BY open-access article; use as evidence/context only \n", "16 open-access article; use as evidence/context only; do not reproduce source figures/tables/text \n", "17 CC BY-NC open-access article; use as evidence/context only; do not reproduce source figures/tables/text \n", "18 CC BY; deferred source used as context only \n", "19 CC BY 4.0; context only unless later promoted \n", "\n", " count \n", "0 12 \n", "1 8 \n", "2 6 \n", "3 5 \n", "4 5 \n", "5 5 \n", "6 3 \n", "7 3 \n", "8 3 \n", "9 3 \n", "10 3 \n", "11 3 \n", "12 2 \n", "13 2 \n", "14 2 \n", "15 2 \n", "16 2 \n", "17 2 \n", "18 2 \n", "19 2 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Source corpus by `use_in_core_dataset`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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use_in_core_datasetcount
0yes_supporting_module28
1triage_deferred_context_only24
2supporting_context_only14
3yes_direct_module12
4yes5
5supporting4
6yes_core_module4
7triage_deferred_review_context_only3
8deferred3
9triage_deferred_review_only3
10yes_direct_high_value_module2
11supporting_context_with_preprint_caution2
12yes_supporting_measurement_quality_module1
13triage_duplicate_not_added_as_separate_module1
14yes_supporting_ODN_immunomodulatory_liver_injury_module1
15yes_supporting_liver_injury_pathway_module1
16yes_supporting_chemistry_design_module1
17yes_supporting_liver_fibrosis_context_module1
18yes_core_reference_module1
19yes_supporting_ASO_chemistry_tolerability_module1
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" ], "text/plain": [ " use_in_core_dataset count\n", "0 yes_supporting_module 28\n", "1 triage_deferred_context_only 24\n", "2 supporting_context_only 14\n", "3 yes_direct_module 12\n", "4 yes 5\n", "5 supporting 4\n", "6 yes_core_module 4\n", "7 triage_deferred_review_context_only 3\n", "8 deferred 3\n", "9 triage_deferred_review_only 3\n", "10 yes_direct_high_value_module 2\n", "11 supporting_context_with_preprint_caution 2\n", "12 yes_supporting_measurement_quality_module 1\n", "13 triage_duplicate_not_added_as_separate_module 1\n", "14 yes_supporting_ODN_immunomodulatory_liver_injury_module 1\n", "15 yes_supporting_liver_injury_pathway_module 1\n", "16 yes_supporting_chemistry_design_module 1\n", "17 yes_supporting_liver_fibrosis_context_module 1\n", "18 yes_core_reference_module 1\n", "19 yes_supporting_ASO_chemistry_tolerability_module 1" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Source year distribution" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "
yearcount
020131
120161
220172
320184
420191
520201
620211
7202217
8202312
920248
10202567
11202629
\n", "
" ], "text/plain": [ " year count\n", "0 2013 1\n", "1 2016 1\n", "2 2017 2\n", "3 2018 4\n", "4 2019 1\n", "5 2020 1\n", "6 2021 1\n", "7 2022 17\n", "8 2023 12\n", "9 2024 8\n", "10 2025 67\n", "11 2026 29" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sources = load_csv(\"metadata/sources.csv\")\n", "provenance = load_csv(\"metadata/provenance.csv\")\n", "assumptions = load_csv(\"metadata/assumptions.csv\")\n", "info_gap_map = load_csv(\"metadata/information_gap_map.csv\")\n", "model_readiness = load_csv(\"metadata/model_readiness_report.csv\")\n", "alignment = load_csv(\"metadata/challenge_alignment_scorecard.csv\")\n", "source_triage = load_csv(\"metadata/source_triage_log.csv\")\n", "\n", "print(f\"Source records: {len(sources):,}\")\n", "print(f\"Provenance records: {len(provenance):,}\")\n", "print(f\"Assumption records: {len(assumptions):,}\")\n", "print(f\"Information-gap rows: {len(info_gap_map):,}\")\n", "\n", "for col in [\"source_type\", \"license_or_access\", \"use_in_core_dataset\"]:\n", " if col in sources.columns:\n", " display(Markdown(f\"### Source corpus by `{col}`\"))\n", " display(sources[col].value_counts(dropna=False).head(20).rename_axis(col).reset_index(name=\"count\"))\n", "\n", "if \"year\" in sources.columns:\n", " display(Markdown(\"### Source year distribution\"))\n", " display(sources[\"year\"].value_counts(dropna=False).sort_index().rename_axis(\"year\").reset_index(name=\"count\"))" ] }, { "cell_type": "code", "execution_count": 9, "id": "3ea9f50a", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Challenge-alignment scorecard" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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dataset_evidencedemonstration_filejudging_criterionnotesstatus
0oligos, chemistry, dose/exposure, assays, toxicity_readouts, controls, generated_records, source-specific modules, and model-readiness fieldsmodel_readiness_report.csv; validation_summary.csv; toxicity_readouts.csvAbility to Solve the ChallengeDataset is structured for in silico oligo-toxicity modeling with predictors, readouts, labels, controls, and source/module stratification.demonstrated
1information_gap_map.csv maps each source/module to public-domain gaps such as sequence toxicity, PS burden, delivery targeting, human liver systems, liver i...information_gap_map.csvPotential ImpactEmphasizes gaps not well covered by single public datasets.demonstrated
2validation_summary.csv, control profiles, source roles, provenance labels, assumptions, schema/data dictionary, and generated QC fieldsvalidation_summary.csv; data_dictionary.csv; assumptions.csv; controls.csvFeasibility and RigorReviewer-facing checks are generated with every run.demonstrated
3single-file generator, fixed random seed, manifest, reproducibility_manifest.json, source_triage_log.csv, provenance.csv, assumptions.csv, license/readmereproducibility_manifest.json; dataset_manifest.json; source_triage_log.csv; provenance.csvTransparency and ReproducibilityAll generated values remain synthetic/harmonized and labeled by provenance.demonstrated
4v1.0 adds GalNAc-siRNA liver modules for CIDEB/MASH and CEBPB/MASLD plus ASO toxicity-mitigation chemistrygalnac_sicidEB_mash_safety.csv; galnac_sicebpb_masld_liver_homeostasis.csv; aso_late_onset_neurotox_chemical_modifications.csvAbility to Solve the ChallengeAdds direct liver-targeted siRNA target-engagement, off-target/safety, disease-stress, and liver-function readouts.demonstrated
5v1.0 expands public-domain gaps around MASH/MASLD GalNAc-siRNA safety, ASO late-onset toxicity, and non-LNP/non-GalNAc ODN delivery chemistryinformation_gap_map.csv; source_triage_log.csvPotential ImpactBroader coverage improves model stress testing and mechanistic diversity.demonstrated
6v1.0 tracks direct vs supporting vs deferred papers and labels non-liver/CNS toxicity modules as cross-organ safety contextsource_triage_log.csv; validation_summary.csv; data_dictionary.csvFeasibility and RigorAvoids adding unrelated NSCLC survival marker study into the core generator.demonstrated
7v1.0 adds MASH macrophage pyroptosis, Cspg4/NG2 siRNA fibrosis, and LNP liver de-targeting modulesmptp_oxmtdna_mash_pyroptosis.csv; ng2_cspg4_sirna_liver_fibrosis.csv; hnscc_lnp_liver_detargeting.csvAbility to Solve the ChallengeAdds additional liver-injury mechanisms, direct siRNA fibrosis rescue context, and delivery-biodistribution controls.demonstrated
8v1.0 cleans up redundant Fig. 5 files and replaces weak duplicate/similar plots with a control/readout heatmapfigures/fig05a_control_readout_heatmap.png; validation_summary.csv; dataset_manifest.jsonFeasibility and RigorImproves reviewer-facing figure purpose and removes a duplicated compact-overview figure.demonstrated
9v1.0 continues explicit source triage, deferring review-only sources while documenting whysource_triage_log.csv; information_gap_map.csv; dataset_manifest.jsonTransparency and ReproducibilityReview-only nanoparticle and ASO evolution papers are tracked but not converted into noisy row-level modules.demonstrated
\n", "
" ], "text/plain": [ " dataset_evidence \\\n", "0 oligos, chemistry, dose/exposure, assays, toxicity_readouts, controls, generated_records, source-specific modules, and model-readiness fields \n", "1 information_gap_map.csv maps each source/module to public-domain gaps such as sequence toxicity, PS burden, delivery targeting, human liver systems, liver i... \n", "2 validation_summary.csv, control profiles, source roles, provenance labels, assumptions, schema/data dictionary, and generated QC fields \n", "3 single-file generator, fixed random seed, manifest, reproducibility_manifest.json, source_triage_log.csv, provenance.csv, assumptions.csv, license/readme \n", "4 v1.0 adds GalNAc-siRNA liver modules for CIDEB/MASH and CEBPB/MASLD plus ASO toxicity-mitigation chemistry \n", "5 v1.0 expands public-domain gaps around MASH/MASLD GalNAc-siRNA safety, ASO late-onset toxicity, and non-LNP/non-GalNAc ODN delivery chemistry \n", "6 v1.0 tracks direct vs supporting vs deferred papers and labels non-liver/CNS toxicity modules as cross-organ safety context \n", "7 v1.0 adds MASH macrophage pyroptosis, Cspg4/NG2 siRNA fibrosis, and LNP liver de-targeting modules \n", "8 v1.0 cleans up redundant Fig. 5 files and replaces weak duplicate/similar plots with a control/readout heatmap \n", "9 v1.0 continues explicit source triage, deferring review-only sources while documenting why \n", "\n", " demonstration_file \\\n", "0 model_readiness_report.csv; validation_summary.csv; toxicity_readouts.csv \n", "1 information_gap_map.csv \n", "2 validation_summary.csv; data_dictionary.csv; assumptions.csv; controls.csv \n", "3 reproducibility_manifest.json; dataset_manifest.json; source_triage_log.csv; provenance.csv \n", "4 galnac_sicidEB_mash_safety.csv; galnac_sicebpb_masld_liver_homeostasis.csv; aso_late_onset_neurotox_chemical_modifications.csv \n", "5 information_gap_map.csv; source_triage_log.csv \n", "6 source_triage_log.csv; validation_summary.csv; data_dictionary.csv \n", "7 mptp_oxmtdna_mash_pyroptosis.csv; ng2_cspg4_sirna_liver_fibrosis.csv; hnscc_lnp_liver_detargeting.csv \n", "8 figures/fig05a_control_readout_heatmap.png; validation_summary.csv; dataset_manifest.json \n", "9 source_triage_log.csv; information_gap_map.csv; dataset_manifest.json \n", "\n", " judging_criterion \\\n", "0 Ability to Solve the Challenge \n", "1 Potential Impact \n", "2 Feasibility and Rigor \n", "3 Transparency and Reproducibility \n", "4 Ability to Solve the Challenge \n", "5 Potential Impact \n", "6 Feasibility and Rigor \n", "7 Ability to Solve the Challenge \n", "8 Feasibility and Rigor \n", "9 Transparency and Reproducibility \n", "\n", " notes \\\n", "0 Dataset is structured for in silico oligo-toxicity modeling with predictors, readouts, labels, controls, and source/module stratification. \n", "1 Emphasizes gaps not well covered by single public datasets. \n", "2 Reviewer-facing checks are generated with every run. \n", "3 All generated values remain synthetic/harmonized and labeled by provenance. \n", "4 Adds direct liver-targeted siRNA target-engagement, off-target/safety, disease-stress, and liver-function readouts. \n", "5 Broader coverage improves model stress testing and mechanistic diversity. \n", "6 Avoids adding unrelated NSCLC survival marker study into the core generator. \n", "7 Adds additional liver-injury mechanisms, direct siRNA fibrosis rescue context, and delivery-biodistribution controls. \n", "8 Improves reviewer-facing figure purpose and removes a duplicated compact-overview figure. \n", "9 Review-only nanoparticle and ASO evolution papers are tracked but not converted into noisy row-level modules. \n", "\n", " status \n", "0 demonstrated \n", "1 demonstrated \n", "2 demonstrated \n", "3 demonstrated \n", "4 demonstrated \n", "5 demonstrated \n", "6 demonstrated \n", "7 demonstrated \n", "8 demonstrated \n", "9 demonstrated " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(\"### Challenge-alignment scorecard\"))\n", "display(alignment)\n", "\n", "alignment.to_csv(OUTPUT_DIR / \"challenge_alignment_scorecard_notebook_copy.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 10, "id": "2ae50c55", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Model-readiness report" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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include_in_baseline_modelmodeling_rolerecommended_usetable_name
0yesprimary_entity_tableoligo-level features, IDs, modality, target, sequence, and source stratificationoligos.csv
1yespredictor_tablePS burden, sugar chemistry, backbone, ligand/conjugation variableschemical_modifications.csv
2yespredictor_tableGC, Tm, off-target and sequence-derived predictorsbiophysical_properties.csv
3yespredictor_tabledose, duration, frequency, and exposure contextdose_exposure.csv
4yesassay_context_tablemodel system, species, cell type, timepoint, replicate contextassays.csv
5yes_labellabel_or_outcome_tabletoxicity class, ALT/AST-like proxies, viability/stress/apoptosis/transcriptomic readoutstoxicity_readouts.csv
6validation_onlyvalidation_control_tablepositive/negative/context control separation and control-behavior checkscontrols.csv
7metadata_onlytransparency_metadataexclude from model training; use for audit and source stratificationprovenance.csv
8noreviewer_evidencemaps package components to official judging criteriachallenge_alignment_scorecard.csv
9optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingrna_nanoparticle_hcc_multitarget.csv
10optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingmyc_asirna_dca_design_safety.csv
11optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingmultifunctional_hdo_delivery.csv
12optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingscpBNA2_aso_chemistry_safety.csv
13optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingsiCyp2e1_lnp_apap_aili.csv
14optionalsource_specific_feature_moduleoptional source/module-specific predictors for sensitivity analyses and expanded modelingps_aso_dna_damage_response.csv
15yes_high_priority_clinical_contextdirect_ASO_clinical_ALT_biomarker_modulehigh-priority clinical ASO module for ALT interpretation, immune activation, hepatocyte-killing context, HBsAg decline, and response stratification demonstr...bepirovirsen_immunomodulation_alt.csv
16optional_context_sensitivity_analysissupporting_ASO_chemistry_systemic_safety_moduleuse for ASO modification, systemic organ distribution, kidney uptake, PD duration, and liver-safety comparison sensitivity analysessna_aso_kidney_systemic_safety.csv
17optional_delivery_feature_modulesupporting_LNP_delivery_safety_moduleuse for LNP formulation variables, endosomal escape, RNA delivery efficacy, ED50 improvement context, and liver-toxicity-safe delivery featurespolyamine_plnp_rna_delivery_safety.csv
18yes_high_priority_safety_moduledirect_ASO_multiomics_safety_modulehigh-priority ASO safety module for modeling toxic vs non-toxic ASO separation, RNA/protein off-target discordance, time-resolved safety signatures, and ALT...aso_multiomics_time_resolved_safety.csv
19yes_high_priority_preclinical_moduledirect_GalNAc_siRNA_preclinical_safety_modulehigh-priority GalNAc-siRNA preclinical toxicology module for off-target filtering, tissue distribution, species relevance, platform effects, reversibility, ...sln360_galnac_sirna_preclinical_toxicology.csv
\n", "
" ], "text/plain": [ " include_in_baseline_model \\\n", "0 yes \n", "1 yes \n", "2 yes \n", "3 yes \n", "4 yes \n", "5 yes_label \n", "6 validation_only \n", "7 metadata_only \n", "8 no \n", "9 optional \n", "10 optional \n", "11 optional \n", "12 optional \n", "13 optional \n", "14 optional \n", "15 yes_high_priority_clinical_context \n", "16 optional_context_sensitivity_analysis \n", "17 optional_delivery_feature_module \n", "18 yes_high_priority_safety_module \n", "19 yes_high_priority_preclinical_module \n", "\n", " modeling_role \\\n", "0 primary_entity_table \n", "1 predictor_table \n", "2 predictor_table \n", "3 predictor_table \n", "4 assay_context_table \n", "5 label_or_outcome_table \n", "6 validation_control_table \n", "7 transparency_metadata \n", "8 reviewer_evidence \n", "9 source_specific_feature_module \n", "10 source_specific_feature_module \n", "11 source_specific_feature_module \n", "12 source_specific_feature_module \n", "13 source_specific_feature_module \n", "14 source_specific_feature_module \n", "15 direct_ASO_clinical_ALT_biomarker_module \n", "16 supporting_ASO_chemistry_systemic_safety_module \n", "17 supporting_LNP_delivery_safety_module \n", "18 direct_ASO_multiomics_safety_module \n", "19 direct_GalNAc_siRNA_preclinical_safety_module \n", "\n", " recommended_use \\\n", "0 oligo-level features, IDs, modality, target, sequence, and source stratification \n", "1 PS burden, sugar chemistry, backbone, ligand/conjugation variables \n", "2 GC, Tm, off-target and sequence-derived predictors \n", "3 dose, duration, frequency, and exposure context \n", "4 model system, species, cell type, timepoint, replicate context \n", "5 toxicity class, ALT/AST-like proxies, viability/stress/apoptosis/transcriptomic readouts \n", "6 positive/negative/context control separation and control-behavior checks \n", "7 exclude from model training; use for audit and source stratification \n", "8 maps package components to official judging criteria \n", "9 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "10 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "11 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "12 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "13 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "14 optional source/module-specific predictors for sensitivity analyses and expanded modeling \n", "15 high-priority clinical ASO module for ALT interpretation, immune activation, hepatocyte-killing context, HBsAg decline, and response stratification demonstr... \n", "16 use for ASO modification, systemic organ distribution, kidney uptake, PD duration, and liver-safety comparison sensitivity analyses \n", "17 use for LNP formulation variables, endosomal escape, RNA delivery efficacy, ED50 improvement context, and liver-toxicity-safe delivery features \n", "18 high-priority ASO safety module for modeling toxic vs non-toxic ASO separation, RNA/protein off-target discordance, time-resolved safety signatures, and ALT... \n", "19 high-priority GalNAc-siRNA preclinical toxicology module for off-target filtering, tissue distribution, species relevance, platform effects, reversibility, ... \n", "\n", " table_name \n", "0 oligos.csv \n", "1 chemical_modifications.csv \n", "2 biophysical_properties.csv \n", "3 dose_exposure.csv \n", "4 assays.csv \n", "5 toxicity_readouts.csv \n", "6 controls.csv \n", "7 provenance.csv \n", "8 challenge_alignment_scorecard.csv \n", "9 rna_nanoparticle_hcc_multitarget.csv \n", "10 myc_asirna_dca_design_safety.csv \n", "11 multifunctional_hdo_delivery.csv \n", "12 scpBNA2_aso_chemistry_safety.csv \n", "13 siCyp2e1_lnp_apap_aili.csv \n", "14 ps_aso_dna_damage_response.csv \n", "15 bepirovirsen_immunomodulation_alt.csv \n", "16 sna_aso_kidney_systemic_safety.csv \n", "17 polyamine_plnp_rna_delivery_safety.csv \n", "18 aso_multiomics_time_resolved_safety.csv \n", "19 sln360_galnac_sirna_preclinical_toxicology.csv " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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include_in_baseline_modelcount
0optional6
1yes5
2optional_direct_liver_siRNA_module3
3optional_delivery_liver_injury_module1
4optional_liver_injury_mechanism_module1
5optional_delivery_module1
6optional_cross_organ_ASO_safety_module1
7optional_liver_fibrosis_RNA_axis_module1
8optional_delivery_distribution_module1
9optional_liver_ASO_mechanism_module1
10yes_high_priority_preclinical_module1
11yes_label1
12yes_high_priority_safety_module1
13optional_delivery_feature_module1
14optional_context_sensitivity_analysis1
15yes_high_priority_clinical_context1
16no1
17metadata_only1
18validation_only1
19optional_delivery_biodistribution_module1
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" ], "text/plain": [ " include_in_baseline_model count\n", "0 optional 6\n", "1 yes 5\n", "2 optional_direct_liver_siRNA_module 3\n", "3 optional_delivery_liver_injury_module 1\n", "4 optional_liver_injury_mechanism_module 1\n", "5 optional_delivery_module 1\n", "6 optional_cross_organ_ASO_safety_module 1\n", "7 optional_liver_fibrosis_RNA_axis_module 1\n", "8 optional_delivery_distribution_module 1\n", "9 optional_liver_ASO_mechanism_module 1\n", "10 yes_high_priority_preclinical_module 1\n", "11 yes_label 1\n", "12 yes_high_priority_safety_module 1\n", "13 optional_delivery_feature_module 1\n", "14 optional_context_sensitivity_analysis 1\n", "15 yes_high_priority_clinical_context 1\n", "16 no 1\n", "17 metadata_only 1\n", "18 validation_only 1\n", "19 optional_delivery_biodistribution_module 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(\"### Model-readiness report\"))\n", "display(model_readiness.head(20))\n", "\n", "if \"include_in_baseline_model\" in model_readiness.columns:\n", " display(model_readiness[\"include_in_baseline_model\"].value_counts(dropna=False).rename_axis(\"include_in_baseline_model\").reset_index(name=\"count\"))" ] }, { "cell_type": "markdown", "id": "1ae776cb", "metadata": {}, "source": [ "## 7. Evidence-module inventory\n", "\n", "The package includes per-source evidence modules that document generation logic and context. This section inventories those modules without requiring reviewers to manually open each file." ] }, { "cell_type": "code", "execution_count": 11, "id": "00d7a964", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evidence CSV files: 105\n" ] }, { "data": { "text/html": [ "
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filerowscolumnssize_kbexample_columns
104zilebesiran_raas_safety.csv112039432.933594oligo_id, source_id, control_id, oligo_modality, target_gene, zilebesiran_state, zilebesiran_clinical_context, zilebesiran_target_gene
62nanoparticle_delivery.csv112020288.770508delivery_id, oligo_id, source_id, control_id, delivery_carrier_type, delivery_carrier_class, nanoparticle_size_nm, zeta_potential_mV
47hsd17b13_rapirosiran_clinical_pd.csv112037483.159180oligo_id, source_id, control_id, oligo_modality, target_gene, hsd17b13_clinical_state, hsd17b13_genotype_context, hsd17b13_risk_allele_status
88sequence_modification_toxicity.csv112030459.458008sequence_toxicity_id, oligo_id, source_id, control_id, sequence_modification_toxicity_state, lna_gapmer_context, phosphorothioate_full_backbone_context, din...
90sirna_bulge_offtarget_tolerance.csv112028343.477539oligo_id, source_id, control_id, modality, target_gene, sirna_bulge_state, guide_strand_bulge_mode, bulge_length_nt_proxy
53lipid_homeostasis.csv112018333.924805lipid_homeostasis_id, oligo_id, source_id, control_id, target_gene, lipid_export_state, mipomersen_like_APOB_ASO, apob_inhibition_proxy
31galnac_rbc_ev_liver_delivery.csv112029327.713867oligo_id, source_id, control_id, modality, target_gene, cell_model, galnac_rbc_ev_state, galnac_rbc_ev_context_type
30galnac_lnp_mkk4_liver_regeneration.csv112042411.827148oligo_id, source_id, control_id, modality, target_gene, cell_model, galnac_lnp_mkk4_state, mkk4_lnp_therapeutic_goal
25fbll1_hcc_spatial_oncogenic_context.csv112027329.972656oligo_id, source_id, control_id, modality, target_gene, cell_model, fbll1_hcc_state, fbll1_expression_context
57malat1_hbv_hcc_aso_context.csv112034347.513672oligo_id, source_id, control_id, modality, target_gene, cell_model, malat1_hbv_hcc_state, malat1_hbv_context_type
23extrahepatic_delivery.csv112026459.966797extrahepatic_delivery_id, oligo_id, source_id, control_id, target_gene, oligo_modality, extrahepatic_delivery_state, extrahepatic_conjugate_type
43hbv_rnai_escplus_safety.csv112031324.929688oligo_id, source_id, control_id, oligo_modality, target_gene, hbv_rnai_state, hbv_rnai_therapeutic_context, hbv_rnai_target_region
20epigenetic_liver_context.csv112021362.210938epigenetic_context_id, oligo_id, source_id, control_id, target_gene, epigenetic_liver_state, h3k27ac_super_enhancer_activity_proxy, cebp_beta_activity_proxy
58meldplus_cirrhosis_risk_context.csv112035388.017578oligo_id, source_id, control_id, modality, target_gene, cell_model, meldplus_cirrhosis_state, meldplus_context_type
82rna_payload_systems.csv112016313.675781rna_payload_id, oligo_id, source_id, control_id, rna_payload_type, siRNA_payload_fraction, mRNA_payload_fraction, pcsk9_knockdown_pct_proxy
2angptl3_liver_safety.csv112017368.213867angptl3_context_id, oligo_id, source_id, control_id, target_gene, oligo_modality, angptl3_platform_context, angptl3_liver_safety_state
71personalized_aso_workflow.csv112027438.438477personalized_aso_id, oligo_id, source_id, control_id, personalized_aso_state, customized_to_patient_variant, splice_modulating_strategy, cryptic_splice_site...
13cd133_masld_hcc_sirna_context.csv112029328.894531oligo_id, source_id, control_id, modality, target_gene, cell_model, cd133_masld_hcc_state, cd133_masld_hcc_context_type
66ogt_sev_lsec_masld_context.csv112038369.678711oligo_id, source_id, control_id, modality, target_gene, cell_model, ogt_sev_lsec_state, ogt_sev_context_type
8aso_metabolic_nafld_context.csv112028495.683594aso_metabolic_context_id, oligo_id, source_id, control_id, target_gene, oligo_modality, aso_metabolic_nafld_state, aso_metabolic_target_class
\n", "
" ], "text/plain": [ " file rows columns size_kb \\\n", "104 zilebesiran_raas_safety.csv 1120 39 432.933594 \n", "62 nanoparticle_delivery.csv 1120 20 288.770508 \n", "47 hsd17b13_rapirosiran_clinical_pd.csv 1120 37 483.159180 \n", "88 sequence_modification_toxicity.csv 1120 30 459.458008 \n", "90 sirna_bulge_offtarget_tolerance.csv 1120 28 343.477539 \n", "53 lipid_homeostasis.csv 1120 18 333.924805 \n", "31 galnac_rbc_ev_liver_delivery.csv 1120 29 327.713867 \n", "30 galnac_lnp_mkk4_liver_regeneration.csv 1120 42 411.827148 \n", "25 fbll1_hcc_spatial_oncogenic_context.csv 1120 27 329.972656 \n", "57 malat1_hbv_hcc_aso_context.csv 1120 34 347.513672 \n", "23 extrahepatic_delivery.csv 1120 26 459.966797 \n", "43 hbv_rnai_escplus_safety.csv 1120 31 324.929688 \n", "20 epigenetic_liver_context.csv 1120 21 362.210938 \n", "58 meldplus_cirrhosis_risk_context.csv 1120 35 388.017578 \n", "82 rna_payload_systems.csv 1120 16 313.675781 \n", "2 angptl3_liver_safety.csv 1120 17 368.213867 \n", "71 personalized_aso_workflow.csv 1120 27 438.438477 \n", "13 cd133_masld_hcc_sirna_context.csv 1120 29 328.894531 \n", "66 ogt_sev_lsec_masld_context.csv 1120 38 369.678711 \n", "8 aso_metabolic_nafld_context.csv 1120 28 495.683594 \n", "\n", " example_columns \n", "104 oligo_id, source_id, control_id, oligo_modality, target_gene, zilebesiran_state, zilebesiran_clinical_context, zilebesiran_target_gene \n", "62 delivery_id, oligo_id, source_id, control_id, delivery_carrier_type, delivery_carrier_class, nanoparticle_size_nm, zeta_potential_mV \n", "47 oligo_id, source_id, control_id, oligo_modality, target_gene, hsd17b13_clinical_state, hsd17b13_genotype_context, hsd17b13_risk_allele_status \n", "88 sequence_toxicity_id, oligo_id, source_id, control_id, sequence_modification_toxicity_state, lna_gapmer_context, phosphorothioate_full_backbone_context, din... \n", "90 oligo_id, source_id, control_id, modality, target_gene, sirna_bulge_state, guide_strand_bulge_mode, bulge_length_nt_proxy \n", "53 lipid_homeostasis_id, oligo_id, source_id, control_id, target_gene, lipid_export_state, mipomersen_like_APOB_ASO, apob_inhibition_proxy \n", "31 oligo_id, source_id, control_id, modality, target_gene, cell_model, galnac_rbc_ev_state, galnac_rbc_ev_context_type \n", "30 oligo_id, source_id, control_id, modality, target_gene, cell_model, galnac_lnp_mkk4_state, mkk4_lnp_therapeutic_goal \n", "25 oligo_id, source_id, control_id, modality, target_gene, cell_model, fbll1_hcc_state, fbll1_expression_context \n", "57 oligo_id, source_id, control_id, modality, target_gene, cell_model, malat1_hbv_hcc_state, malat1_hbv_context_type \n", "23 extrahepatic_delivery_id, oligo_id, source_id, control_id, target_gene, oligo_modality, extrahepatic_delivery_state, extrahepatic_conjugate_type \n", "43 oligo_id, source_id, control_id, oligo_modality, target_gene, hbv_rnai_state, hbv_rnai_therapeutic_context, hbv_rnai_target_region \n", "20 epigenetic_context_id, oligo_id, source_id, control_id, target_gene, epigenetic_liver_state, h3k27ac_super_enhancer_activity_proxy, cebp_beta_activity_proxy \n", "58 oligo_id, source_id, control_id, modality, target_gene, cell_model, meldplus_cirrhosis_state, meldplus_context_type \n", "82 rna_payload_id, oligo_id, source_id, control_id, rna_payload_type, siRNA_payload_fraction, mRNA_payload_fraction, pcsk9_knockdown_pct_proxy \n", "2 angptl3_context_id, oligo_id, source_id, control_id, target_gene, oligo_modality, angptl3_platform_context, angptl3_liver_safety_state \n", "71 personalized_aso_id, oligo_id, source_id, control_id, personalized_aso_state, customized_to_patient_variant, splice_modulating_strategy, cryptic_splice_site... \n", "13 oligo_id, source_id, control_id, modality, target_gene, cell_model, cd133_masld_hcc_state, cd133_masld_hcc_context_type \n", "66 oligo_id, source_id, control_id, modality, target_gene, cell_model, ogt_sev_lsec_state, ogt_sev_context_type \n", "8 aso_metabolic_context_id, oligo_id, source_id, control_id, target_gene, oligo_modality, aso_metabolic_nafld_state, aso_metabolic_target_class " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evidence_dir = DATA_DIR / \"evidence\"\n", "evidence_files = sorted(evidence_dir.glob(\"*.csv\"))\n", "\n", "evidence_inventory = []\n", "for p in evidence_files:\n", " try:\n", " small = pd.read_csv(p, nrows=5)\n", " # Count rows efficiently enough for these small/medium CSV files.\n", " n_rows = sum(1 for _ in open(p, \"r\", encoding=\"utf-8\", errors=\"ignore\")) - 1\n", " evidence_inventory.append({\n", " \"file\": p.name,\n", " \"rows\": max(n_rows, 0),\n", " \"columns\": len(small.columns),\n", " \"size_kb\": p.stat().st_size / 1024,\n", " \"example_columns\": \", \".join(list(small.columns[:8])),\n", " })\n", " except Exception as e:\n", " evidence_inventory.append({\"file\": p.name, \"rows\": np.nan, \"columns\": np.nan, \"size_kb\": p.stat().st_size / 1024, \"example_columns\": f\"ERROR: {e}\"})\n", "\n", "evidence_inventory = pd.DataFrame(evidence_inventory).sort_values(\"rows\", ascending=False)\n", "print(f\"Evidence CSV files: {len(evidence_inventory):,}\")\n", "display(evidence_inventory.head(20))\n", "evidence_inventory.to_csv(OUTPUT_DIR / \"evidence_module_inventory.csv\", index=False)" ] }, { "cell_type": "markdown", "id": "e3d90e21", "metadata": {}, "source": [ "## 8. Reference figures included in the package\n", "\n", "The dataset ships with five generated reference figures. Displaying them inside the notebook makes the optional documentation easier to review." ] }, { "cell_type": "code", "execution_count": 12, "id": "27130375", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### fig01_label_distribution_calibration.png" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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AAACAeo1CPwAAQDkmTJigvLw8zZs3T02aNKk0Nj8/X998840kKTExsdwYk8mkQYMGSZK++OKLuk0WAAAAAFCvecXSPV999VWN+l1//fV1nAkAAPA0b5gXvP7660pOTlb//v01duzYKuP37dsnm80mSerSpUuFcfa2Y8eOKSMjQw0bNqybhOH3snMKtHd/eqUxndvHKioy1E0ZAYDzvGFsBwDA33lFob9v374ymUzV6mMymVRUVOSijAAAgKd4el6Qlpam6dOnKzQ0VIsWLXKqT3r67wXYli1bVhhXsi09Pd3pQr+z74fVanUqDu5htVpls9nq5P9lz6+/acx9r1Ua8/b8ibqqe9taP1dFDMOmAEvVn0XDqJvXXJs8apqDM9u2Wq2yWq0eja2LbQdYTLKYTWX6enPO7o6tbnxdffYtFkutt+FtPD22AwBQH3hFoV+SDMNwaTwAAPAdnpwXTJo0SVlZWZo1a5batnWuaJqTk+O4HxYWVmFcybaSferKmTNn6nybqDmr1arc3FwZhlHrwt35wnzFxUZVGePKz4AzOXhLHjXNwZltZ2dnyVp01qOxdbFti9mk5o2Lv5OsNqPSWG/J2d2x1Y2vq89+48aNa70Nb8Q+PwAAruUVhX77qe4Vyc7O1rZt2/TMM89o9+7d+vDDD3Xddde5KTsAAOBOnpwXvPPOO/rss890+eWX6/7776+TbdaFqood9qMkY2Ji3JEOnGS1WmUymRQdHV3rQn9g8BmlpmdXERPm0s+AMzl4Sx41zcGZbUdFNVBUZKhHY+ti2/aj0w8dzVaR1ag01ltydndsdeNd/dn3ZezzAwDgel5R6K9KVFSUbrzxRvXv319Dhw7VkCFDtGPHDrVp08bTqQEAADdz1bzg+PHjmjp1qiwWi15//XUFBDg/TYqMjHTcz8/PrzCuZFvJPnXFH5d78HVms1kWi6XW/zcmk7lUMbaiGFd+BpzJwVvyqGkOzmzb/v/pydi62rbVZqjIapR6zNtzdmdsdeNd/dn3Z+zzAwBQe2ZPJ1AdJpNJzz//vLKysvTkk096Oh0AAOBBdT0vePjhh3X69GlNnDhRl156qXJzc0vdzp0754i98LHY2FhHW1paWoXPUbKtZB8AAMA+PwAAteFThX5JuuSSSxQVFaX169d7OhUA8FutWzbydAqAU+pyXpCSkiJJWrhwoSIjI8vcnn32WUes/bEHH3xQktSpUyeZzcXTqt27d1f4HPa25s2bO30hXgAA6hP2+QEAqBmfK/SfP39eBQUFOnnypKdTAQC/FR4a7OkUAKd4y7wgLCxMvXv3liStXbu23BjDMLRu3TpJ0oABA9yWGwAAvsRbxnYAAHyNT6zRX9LHH3+s8+fPq1WrVp5OBQD8XnZOgfbuT680pnP7WEVFhropI6C0upwXbNq0qdL2GTNmaObMmZLKvzhuUlKSNm/erI0bN2rbtm26+uqrS7WvWLFCBw8elCSNHTu21vkCAOCP2OcHUB9xVj3qgk8U+s+dO6cjR45o5cqVeuaZZ2QymZSYmOjptADA7+3dn66RUxZWGvPegsnqFd/OTRkB3jsvSEpK0osvvqiffvpJw4YN05IlS9SvXz/ZbDatXLlSEyZMkCQlJiaqX79+Hs4WAADv4a1jOwC4C2fVoy54RaHfYrE4HWsYhlq2bKnHH3/chRkBAABP8dV5QUBAgFatWqWEhASlpqaqf//+CgsLk81m09mzZyVJ8fHxWrZsmYczBQDAvXx1bAcAd/OWs+q9JQ9Uj1cU+ss7/b08oaGhGjZsmJ599lnFxsa6OCsAAOAJvjwviIuL065duzRnzhx9+OGHSklJUWBgoC677DKNGjVKU6ZMUVBQkKfTBADArXx5bAcAd/KWs+q9JQ9Uj1cU+jdu3Fhpe0BAgGJiYtSxY0cFBHhFygAAwEW8dV4wY8YMzZgxo8q4yMhIzZw507GeP+AurO36O94LwLt469gOAIA/8YoRtE+fPp5OAQAAeAnmBUDNsLbr73gvAO/C2A4AgOt5RaEfAAAAQN1gTdXfOfNeSFLPrnEKCHB+DXEAAADA23htof/QoUM6ceKEJKlp06Zq3bq1hzMCAACewrwAcB5rqv7OmfdCknatebJe/PABeBPGdgAA6pbZ0wmUdPToUf31r39V06ZN1bZtW/Xq1Uu9evVS27Zt1bRpU02dOlVHjx71dJoAAMANmBcAAOBfGNsBAHAdryn0f/PNN+rWrZteeeUVnTp1SoZhlLqdOnVKCxYsUPfu3bVlyxZPpwsAAFyIeQEAAP6FsR0AANfyiqV7Tpw4oSFDhujMmTOKiorSn//8Z914441q1aqVJOm3337Tl19+qUWLFunUqVMaMmSI9u7dq6ZNm3o4cwAAUNeYFwAA4F8Y2wEAcD2vKPTPnTtXZ86c0aWXXqr169erZcuWpdovueQS9evXT1OmTFH//v31888/a968eXruuec8lDEAAHAV5gUAAPgXxnYAAFzPK5bu+eyzz2QymfT666+XGfBLio2N1euvvy7DMLR69Wo3ZggAANyFeQEAAP6FsR0AANfzikJ/amqqwsPD1bt37ypje/furfDwcB06dMgNmQEAAHdjXgAAgH9hbAcAwPW8otBfE4ZheDoFAADgJZgXAADgXxjbAQCoHq8o9MfFxSkvL0/ffvttlbFbt25VXl6e4uLiXJ8YAABwO+YFAAD4F8Z2AABczysK/YmJiTIMQxMnTtTJkycrjDtx4oQmTpwok8mkm266yY0ZAgAAd2FeAACAf2FsBwDA9QI8nYAkTZs2TW+++ab27NmjTp06afLkyerXr5/jIj2//fabkpOTtWjRIp0+fVrR0dF64IEHPJw1AABwBeYFAAD4F8Z2AABczysK/c2aNdNHH32kP/7xj8rIyNAzzzyjZ555pkycYRiKjo7Wxx9/rGbNmnkgUwAA4GrMCwAA8C+M7QAAuJ5XLN0jSX369NGuXbs0adIkxcTEyDCMUreYmBhNnjxZP/30k66//npPpwsAAFyIeQHgu1q3bOTpFAB4IcZ2AABcyyuO6Ldr1aqVFi5cqIULFyolJUUnTpyQJDVt2lRt2rTxcHYAAMCdmBcAvik8NNjTKQDwUoztAAC4jscK/UVFRcrPz5ckRUVFlWlv06ZNmYE+OztbkhQeHi6LxeL6JJ20ePFijRs3rsq49evXq3///uW2HThwQM8//7y++OILHT16VJGRkbriiis0ceJEDRs2rK5TBgDAq/jTvABAseycAu3dn15pTOf2sYqKDHVTRgDcibEdAAD38tjSPSNHjlRMTIzuuusup/uMHz++2n3cyWw2q1mzZhXegoPLP7rp888/V7du3fTaa68pNTVVwcHBysjI0BdffKHbb79d48ePl2EYbn41AAC4jz/OC4D6bu/+dI2csrDSW1U/BADwXYztAPwNyxPC23mk0L9nzx59+OGHioqK0j//+U+n+73++uuKiorSu+++q19//dWFGdbMRRddpGPHjlV4u+6668r0SUlJ0R133KH8/Hz17t1bP//8s7KyspSVlaXHHntMkvTWW29p9uzZ7n45AAC4hb/OCwAAqK8Y2wH4I5YnhLfzSKF/2bJlkqS//OUvio6OdrpfTEyMpkyZIpvNpnfeecdF2bnXY489pry8PDVv3lyrV69Wx44dJUkRERGaOXOmJk6cKEl6+umndebMGU+mCniV7JwCfbvzQJnbdz8e1N5f0/TdjwdVVGT1dJoAnMC8AAAA/8LYDsCfVVSPuPBGTQLu5pE1+jdv3iyTyVSjtedvu+02PfXUU9q0aVPdJ+ZmeXl5WrlypSRp8uTJ5U6AHnnkEb322mvKzs7Wxx9/7NS1AID6wL4cwIUCLCbFxUYpNT1bO1Y/wbq/gA9gXgAAgH9hbAfgzyqqR1xo15onqUnArTxyRP8vv/wis9ms+Pj4avft1q2bzGaz/vvf/7ogM/f6+uuvVVBQIElKTEwsNyYuLk6dOnWSJH3xxRduyw0AAHdhXgAAgH9hbAcAwP08UujPzMxUdHS0TCZTtfuazWZFR0crKyvLBZnVzsmTJ9WjRw9FREQoNDRUbdu21ejRoys8EmH37t2O+126dKlwu/a2PXv21Gm+AAB4A3+dFwAAUF8xtgMA4H4eKfSHhYUpJyenxv1zc3MVGup9p77k5+drx44dCgoKks1mU0pKipYtW6aEhASNHz9eRUVFpeLT09MlFa9DWNnradmyZal4AAD8ib/OCwAAqK8Y2wEAcD+PrNHftGlT7d+/XwcOHFC7du2q1ffAgQM6d+6cWrdu7aLsqi82NlaPP/64brvtNl1yySUKDg6W1WrVtm3b9Pjjj+vLL7/UW2+9pfDwcC1YsMDRzz7xCQsLq3T79vbqTJScPXLCanXPhUGsVqtsNpvbng/+zzBsCrCU/ZwHWEyymE0KsJhktVpltVorjC3JVbGu3La35GwY9fNv21u+1ywWi0efvy7427wAAID6jrHdu2TnFOjnlOOVxnRuH8ta4gDg4zxS6O/Vq5f279+vDz/8UNOnT69WX/vFa6+++mpXpFYjAwYM0IABA0o9ZrFY9Ic//EHr1q3Tbbfdpk8++USvvvqq/vrXv6pDhw4eyrSsM2fOuOV5rFarcnNzZRiGXxSl4HnnC/MVFxtV5nGL2aTmjYt/HMvOzpK16GyFsSW5KtZb8nBlzucL8932XeJNvOV7rXHjxh577rrib/MCAADqO8Z27/Lfg0c16q+LKo15b8Fk9Yqv3o8yAADv4pFC/y233KK3335bs2fP1ujRo9WiRQun+qWnp2vOnDkymUy65ZZbXJxl3TCbzZozZ44++eQT2Ww2ffrpp7r//vslSZGRkZKKl/ypjL3dHu8MwzAqbbcf8R8TE+P0NmvDarXKZDIpOjqaQj/qRGDwGaWmZ5d53H70+aGj2YqKaqCoyNAKY0tyVawrt+0tObdrc5FiYhpUuU1/w/da3alP8wIAAOoDxnYAANzPI4X+YcOGqUO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_dir = DATA_DIR / \"figures\"\n", "figure_files = sorted(fig_dir.glob(\"*.png\"))\n", "\n", "if figure_files:\n", " for fig_path in figure_files:\n", " display(Markdown(f\"### {fig_path.name}\"))\n", " display(Image(filename=str(fig_path)))\n", "else:\n", " print(\"No packaged figure files found.\")" ] }, { "cell_type": "markdown", "id": "fea64bca", "metadata": {}, "source": [ "## 9. Build a model-ready analytic table\n", "\n", "The table below merges readouts with assay context, oligo features, chemistry, biophysical properties, and dose/exposure features.\n", "\n", "To avoid a misleading demonstration, the baseline model later uses predictors available before toxicity outcomes. It does **not** use outcome-derived columns such as viability, ALT/AST proxy, apoptosis score, immune activation score, overall risk score, or the label itself as predictors." ] }, { "cell_type": "code", "execution_count": 13, "id": "ec2fedeb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model-ready table shape: 16,800 rows × 69 columns\n" ] }, { "data": { "text/html": [ "
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readout_idassay_idoligo_idsource_idcontrol_idtime_hoursreplicate_idviability_pctALT_AST_proxy_fold_changeapoptosis_scorestress_response_scoretranscriptomic_perturbation_scoreimmune_activation_scoreinflammatory_context_scoreoverall_hepatotoxicity_risk_scorehepatotoxicity_labelmeasured_experimental_valuerecord_originvalue_originprovenance_labelassumption_idconfidence_levelmodel_systemcell_modelhuman_in_vitro_or_clinical_proxyspeciesorganoid_or_MPSassay_typereplicate_countsource_id_oligotarget_geneoligo_modalitysequence_lengthis_administered_oligosequence_origincontrol_id_oligocontrol_typerecord_origin_oligovalue_origin_oligoconfidence_level_oligosugar_chemistrybackbone_classphosphorothioate_fractionphosphorothioate_tertileGalNAc_conjugatedmodification_patternpuritypurity_source_labelcharacterization_methodcharacterization_source_labelnucleotide_composition_Anucleotide_composition_Cnucleotide_composition_Gnucleotide_composition_UGC_contentseed_region_GClongest_continuous_complementaritymismatch_count_proxypredicted_offtarget_hybridization_burdenpredicted_Tm_celsiuspredicted_delta_G_kcal_molbinding_affinity_proxydose_nMdose_tierexposure_duration_daystreatment_frequencyrelative_exposure_normalizationrelative_exposure_basisdose_source_label
0READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R1ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK24185.9956161.9788630.2989330.3283810.2396610.2154370.2366482.651817lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88in_vitro_liver_modelprimary_human_hepatocytes1human0hepatotoxicity_readout_panel3MEMO_OLIGOTOX_PHASE2_ALIGNMENTnonevehicle_mock0Falseliterature_grounded_generatedCTRL_NEG_VEHICLE_MOCKnegative_control_vehicle_mockdbbun_generatedliterature_grounded_generated0.88not_applicablelow_or_no_PS0.0low_PS0not_applicable1.0literature_grounded_generatednot_applicableliterature_grounded_generated00000.00.0000.00.00.00.00.0vehicle_or_mock1.0single0.0multiples_of_150_nM_referenceliterature_grounded_generated
1READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R2ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK24291.0677521.5715850.2977210.3425990.2399280.1827920.1996172.240588lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88in_vitro_liver_modelprimary_human_hepatocytes1human0hepatotoxicity_readout_panel3MEMO_OLIGOTOX_PHASE2_ALIGNMENTnonevehicle_mock0Falseliterature_grounded_generatedCTRL_NEG_VEHICLE_MOCKnegative_control_vehicle_mockdbbun_generatedliterature_grounded_generated0.88not_applicablelow_or_no_PS0.0low_PS0not_applicable1.0literature_grounded_generatednot_applicableliterature_grounded_generated00000.00.0000.00.00.00.00.0vehicle_or_mock1.0single0.0multiples_of_150_nM_referenceliterature_grounded_generated
2READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R3ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK24385.4907061.6267380.3577900.5688440.3171390.1664050.2366172.865898lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88in_vitro_liver_modelprimary_human_hepatocytes1human0hepatotoxicity_readout_panel3MEMO_OLIGOTOX_PHASE2_ALIGNMENTnonevehicle_mock0Falseliterature_grounded_generatedCTRL_NEG_VEHICLE_MOCKnegative_control_vehicle_mockdbbun_generatedliterature_grounded_generated0.88not_applicablelow_or_no_PS0.0low_PS0not_applicable1.0literature_grounded_generatednot_applicableliterature_grounded_generated00000.00.0000.00.00.00.00.0vehicle_or_mock1.0single0.0multiples_of_150_nM_referenceliterature_grounded_generated
3READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R1ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK721104.9802022.2786140.2106590.2933020.0254110.2542840.2058622.096888lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88in_vitro_liver_modelprimary_human_hepatocytes1human0hepatotoxicity_readout_panel3MEMO_OLIGOTOX_PHASE2_ALIGNMENTnonevehicle_mock0Falseliterature_grounded_generatedCTRL_NEG_VEHICLE_MOCKnegative_control_vehicle_mockdbbun_generatedliterature_grounded_generated0.88not_applicablelow_or_no_PS0.0low_PS0not_applicable1.0literature_grounded_generatednot_applicableliterature_grounded_generated00000.00.0000.00.00.00.00.0vehicle_or_mock1.0single0.0multiples_of_150_nM_referenceliterature_grounded_generated
4READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R2ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72CTRL_OLIGO_NEG_VEHICLE_MOCKMEMO_OLIGOTOX_PHASE2_ALIGNMENTCTRL_NEG_VEHICLE_MOCK72284.0928241.4496820.2466280.2294620.1566230.2222520.1528002.320354lownodbbun_generatedliterature_grounded_generatedliterature_grounded_generatedASM_0070.88in_vitro_liver_modelprimary_human_hepatocytes1human0hepatotoxicity_readout_panel3MEMO_OLIGOTOX_PHASE2_ALIGNMENTnonevehicle_mock0Falseliterature_grounded_generatedCTRL_NEG_VEHICLE_MOCKnegative_control_vehicle_mockdbbun_generatedliterature_grounded_generated0.88not_applicablelow_or_no_PS0.0low_PS0not_applicable1.0literature_grounded_generatednot_applicableliterature_grounded_generated00000.00.0000.00.00.00.00.0vehicle_or_mock1.0single0.0multiples_of_150_nM_referenceliterature_grounded_generated
\n", "
" ], "text/plain": [ " readout_id \\\n", "0 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R1 \n", "1 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R2 \n", "2 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24_R3 \n", "3 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R1 \n", "4 READ_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72_R2 \n", "\n", " assay_id oligo_id \\\n", "0 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "1 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "2 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T24 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "3 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "4 ASSAY_CTRL_OLIGO_NEG_VEHICLE_MOCK_T72 CTRL_OLIGO_NEG_VEHICLE_MOCK \n", "\n", " source_id control_id time_hours \\\n", "0 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "1 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "2 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 24 \n", "3 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 72 \n", "4 MEMO_OLIGOTOX_PHASE2_ALIGNMENT CTRL_NEG_VEHICLE_MOCK 72 \n", "\n", " replicate_id viability_pct ALT_AST_proxy_fold_change apoptosis_score \\\n", "0 1 85.995616 1.978863 0.298933 \n", "1 2 91.067752 1.571585 0.297721 \n", "2 3 85.490706 1.626738 0.357790 \n", "3 1 104.980202 2.278614 0.210659 \n", "4 2 84.092824 1.449682 0.246628 \n", "\n", " stress_response_score transcriptomic_perturbation_score \\\n", "0 0.328381 0.239661 \n", "1 0.342599 0.239928 \n", "2 0.568844 0.317139 \n", "3 0.293302 0.025411 \n", "4 0.229462 0.156623 \n", "\n", " immune_activation_score inflammatory_context_score \\\n", "0 0.215437 0.236648 \n", "1 0.182792 0.199617 \n", "2 0.166405 0.236617 \n", "3 0.254284 0.205862 \n", "4 0.222252 0.152800 \n", "\n", " overall_hepatotoxicity_risk_score hepatotoxicity_label \\\n", "0 2.651817 low \n", "1 2.240588 low \n", "2 2.865898 low \n", "3 2.096888 low \n", "4 2.320354 low \n", "\n", " measured_experimental_value record_origin value_origin \\\n", "0 no dbbun_generated literature_grounded_generated \n", "1 no dbbun_generated literature_grounded_generated \n", "2 no dbbun_generated literature_grounded_generated \n", "3 no dbbun_generated literature_grounded_generated \n", "4 no dbbun_generated literature_grounded_generated \n", "\n", " provenance_label assumption_id confidence_level \\\n", "0 literature_grounded_generated ASM_007 0.88 \n", "1 literature_grounded_generated ASM_007 0.88 \n", "2 literature_grounded_generated ASM_007 0.88 \n", "3 literature_grounded_generated ASM_007 0.88 \n", "4 literature_grounded_generated ASM_007 0.88 \n", "\n", " model_system cell_model \\\n", "0 in_vitro_liver_model primary_human_hepatocytes \n", "1 in_vitro_liver_model primary_human_hepatocytes \n", "2 in_vitro_liver_model primary_human_hepatocytes \n", "3 in_vitro_liver_model primary_human_hepatocytes \n", "4 in_vitro_liver_model primary_human_hepatocytes \n", "\n", " human_in_vitro_or_clinical_proxy species organoid_or_MPS \\\n", "0 1 human 0 \n", "1 1 human 0 \n", "2 1 human 0 \n", "3 1 human 0 \n", "4 1 human 0 \n", "\n", " assay_type replicate_count \\\n", "0 hepatotoxicity_readout_panel 3 \n", "1 hepatotoxicity_readout_panel 3 \n", "2 hepatotoxicity_readout_panel 3 \n", "3 hepatotoxicity_readout_panel 3 \n", "4 hepatotoxicity_readout_panel 3 \n", "\n", " source_id_oligo target_gene oligo_modality sequence_length \\\n", "0 MEMO_OLIGOTOX_PHASE2_ALIGNMENT none vehicle_mock 0 \n", "1 MEMO_OLIGOTOX_PHASE2_ALIGNMENT none vehicle_mock 0 \n", "2 MEMO_OLIGOTOX_PHASE2_ALIGNMENT none vehicle_mock 0 \n", "3 MEMO_OLIGOTOX_PHASE2_ALIGNMENT none vehicle_mock 0 \n", "4 MEMO_OLIGOTOX_PHASE2_ALIGNMENT none vehicle_mock 0 \n", "\n", " is_administered_oligo sequence_origin \\\n", "0 False literature_grounded_generated \n", "1 False literature_grounded_generated \n", "2 False literature_grounded_generated \n", "3 False literature_grounded_generated \n", "4 False literature_grounded_generated \n", "\n", " control_id_oligo control_type record_origin_oligo \\\n", "0 CTRL_NEG_VEHICLE_MOCK negative_control_vehicle_mock dbbun_generated \n", "1 CTRL_NEG_VEHICLE_MOCK negative_control_vehicle_mock dbbun_generated \n", "2 CTRL_NEG_VEHICLE_MOCK negative_control_vehicle_mock dbbun_generated \n", "3 CTRL_NEG_VEHICLE_MOCK negative_control_vehicle_mock dbbun_generated \n", "4 CTRL_NEG_VEHICLE_MOCK negative_control_vehicle_mock dbbun_generated \n", "\n", " value_origin_oligo confidence_level_oligo sugar_chemistry \\\n", "0 literature_grounded_generated 0.88 not_applicable \n", "1 literature_grounded_generated 0.88 not_applicable \n", "2 literature_grounded_generated 0.88 not_applicable \n", "3 literature_grounded_generated 0.88 not_applicable \n", "4 literature_grounded_generated 0.88 not_applicable \n", "\n", " backbone_class phosphorothioate_fraction phosphorothioate_tertile \\\n", "0 low_or_no_PS 0.0 low_PS \n", "1 low_or_no_PS 0.0 low_PS \n", "2 low_or_no_PS 0.0 low_PS \n", "3 low_or_no_PS 0.0 low_PS \n", "4 low_or_no_PS 0.0 low_PS \n", "\n", " GalNAc_conjugated modification_pattern purity \\\n", "0 0 not_applicable 1.0 \n", "1 0 not_applicable 1.0 \n", "2 0 not_applicable 1.0 \n", "3 0 not_applicable 1.0 \n", "4 0 not_applicable 1.0 \n", "\n", " purity_source_label characterization_method \\\n", "0 literature_grounded_generated not_applicable \n", "1 literature_grounded_generated not_applicable \n", "2 literature_grounded_generated not_applicable \n", "3 literature_grounded_generated not_applicable \n", "4 literature_grounded_generated not_applicable \n", "\n", " characterization_source_label nucleotide_composition_A \\\n", "0 literature_grounded_generated 0 \n", "1 literature_grounded_generated 0 \n", "2 literature_grounded_generated 0 \n", "3 literature_grounded_generated 0 \n", "4 literature_grounded_generated 0 \n", "\n", " nucleotide_composition_C nucleotide_composition_G \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "\n", " nucleotide_composition_U GC_content seed_region_GC \\\n", "0 0 0.0 0.0 \n", "1 0 0.0 0.0 \n", "2 0 0.0 0.0 \n", "3 0 0.0 0.0 \n", "4 0 0.0 0.0 \n", "\n", " longest_continuous_complementarity mismatch_count_proxy \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "\n", " predicted_offtarget_hybridization_burden predicted_Tm_celsius \\\n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 \n", "\n", " predicted_delta_G_kcal_mol binding_affinity_proxy dose_nM \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " dose_tier exposure_duration_days treatment_frequency \\\n", "0 vehicle_or_mock 1.0 single \n", "1 vehicle_or_mock 1.0 single \n", "2 vehicle_or_mock 1.0 single \n", "3 vehicle_or_mock 1.0 single \n", "4 vehicle_or_mock 1.0 single \n", "\n", " relative_exposure_normalization relative_exposure_basis \\\n", "0 0.0 multiples_of_150_nM_reference \n", "1 0.0 multiples_of_150_nM_reference \n", "2 0.0 multiples_of_150_nM_reference \n", "3 0.0 multiples_of_150_nM_reference \n", "4 0.0 multiples_of_150_nM_reference \n", "\n", " dose_source_label \n", "0 literature_grounded_generated \n", "1 literature_grounded_generated \n", "2 literature_grounded_generated \n", "3 literature_grounded_generated \n", "4 literature_grounded_generated " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Keep assay context columns that are not duplicated unnecessarily.\n", "assay_cols = [\n", " \"assay_id\", \"oligo_id\", \"model_system\", \"cell_model\",\n", " \"human_in_vitro_or_clinical_proxy\", \"species\", \"organoid_or_MPS\",\n", " \"assay_type\", \"time_hours\", \"replicate_count\"\n", "]\n", "\n", "oligo_cols = [\n", " \"oligo_id\", \"source_id\", \"target_gene\", \"oligo_modality\", \"sequence_length\",\n", " \"is_administered_oligo\", \"sequence_origin\", \"control_id\", \"control_type\",\n", " \"record_origin\", \"value_origin\", \"confidence_level\"\n", "]\n", "\n", "mod_cols = [\n", " \"oligo_id\", \"sugar_chemistry\", \"backbone_class\", \"phosphorothioate_fraction\",\n", " \"phosphorothioate_tertile\", \"GalNAc_conjugated\", \"modification_pattern\",\n", " \"purity\", \"purity_source_label\", \"characterization_method\", \"characterization_source_label\"\n", "]\n", "\n", "biophys_cols = [\n", " \"oligo_id\", \"nucleotide_composition_A\", \"nucleotide_composition_C\", \"nucleotide_composition_G\",\n", " \"nucleotide_composition_U\", \"GC_content\", \"seed_region_GC\", \"longest_continuous_complementarity\",\n", " \"mismatch_count_proxy\", \"predicted_offtarget_hybridization_burden\", \"predicted_Tm_celsius\",\n", " \"predicted_delta_G_kcal_mol\", \"binding_affinity_proxy\"\n", "]\n", "\n", "dose_cols = [\n", " \"oligo_id\", \"dose_nM\", \"dose_tier\", \"exposure_duration_days\", \"treatment_frequency\",\n", " \"relative_exposure_normalization\", \"relative_exposure_basis\", \"dose_source_label\"\n", "]\n", "\n", "# Start with readouts and add non-outcome context.\n", "model_ready = (\n", " readouts\n", " .merge(assays[assay_cols], on=[\"assay_id\", \"oligo_id\", \"time_hours\"], how=\"left\")\n", " .merge(oligos[oligo_cols], on=\"oligo_id\", how=\"left\", suffixes=(\"\", \"_oligo\"))\n", " .merge(mods[mod_cols], on=\"oligo_id\", how=\"left\")\n", " .merge(biophys[biophys_cols], on=\"oligo_id\", how=\"left\")\n", " .merge(dose[dose_cols], on=\"oligo_id\", how=\"left\")\n", ")\n", "\n", "print(f\"Model-ready table shape: {model_ready.shape[0]:,} rows × {model_ready.shape[1]:,} columns\")\n", "display(model_ready.head())\n", "\n", "model_ready.head(1000).to_csv(OUTPUT_DIR / \"model_ready_preview_first_1000_rows.csv\", index=False)" ] }, { "cell_type": "markdown", "id": "671ecbc4", "metadata": {}, "source": [ "## 10. Exploratory analysis\n", "\n", "These figures are intentionally simple and reproducible. They are useful for checking that the synthetic benchmark has non-trivial structure while remaining transparent." ] }, { "cell_type": "code", "execution_count": 14, "id": "fdaae5a7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_label_distribution.png\n" ] }, { "data": { "image/png": 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", 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" ], "text/plain": [ " hepatotoxicity_label readout_count\n", "0 low 10080\n", "1 moderate 5040\n", "2 high 1680" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def save_current_fig(name):\n", " path = OUTPUT_DIR / name\n", " plt.tight_layout()\n", " plt.savefig(path, dpi=160, bbox_inches=\"tight\")\n", " print(f\"Saved: {path}\")\n", "\n", "# Label distribution.\n", "label_counts = readouts[\"hepatotoxicity_label\"].value_counts().reindex([\"low\", \"moderate\", \"high\"])\n", "ax = label_counts.plot(kind=\"bar\", figsize=(7, 4), title=\"Hepatotoxicity label distribution\")\n", "ax.set_xlabel(\"Label\")\n", "ax.set_ylabel(\"Readout count\")\n", "save_current_fig(\"notebook_label_distribution.png\")\n", "plt.show()\n", "\n", "display(label_counts.rename_axis(\"hepatotoxicity_label\").reset_index(name=\"readout_count\"))" ] }, { "cell_type": "code", "execution_count": 15, "id": "7256e8e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_risk_score_distribution_by_label.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Risk score distribution by label.\n", "plt.figure(figsize=(8, 4.5))\n", "for label in [\"low\", \"moderate\", \"high\"]:\n", " subset = readouts.loc[readouts[\"hepatotoxicity_label\"] == label, \"overall_hepatotoxicity_risk_score\"]\n", " plt.hist(subset, bins=30, alpha=0.45, label=label)\n", "plt.title(\"Overall hepatotoxicity risk score by label\")\n", "plt.xlabel(\"Overall hepatotoxicity risk score\")\n", "plt.ylabel(\"Readout count\")\n", "plt.legend()\n", "save_current_fig(\"notebook_risk_score_distribution_by_label.png\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "a9590cc3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_label_mix_by_modality.png\n" ] }, { "data": { "image/png": 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", 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hepatotoxicity_labellowmoderatehigh
oligo_modality
GalNAc-LNA-ASO0.1844160.5826840.232900
DILI_pathway_siRNA_mechanism_context0.6666670.1333330.200000
gapmer0.1451330.6554570.199410
LNP_CRISPR_Cas9_sgRNA0.5703700.2518520.177778
PUM1_exosome_MASLD_fibrosis_context0.5000000.3333330.166667
ASO0.3288290.5081080.163063
context_not_administered_oligo0.5809520.2666670.152381
CpG_oligodeoxynucleotide0.6424240.2181820.139394
AOC_free_ASO_payload_bioanalysis_context0.4222220.4444440.133333
chemically_modified_GalNAc_AGT_siRNA0.5722220.2944440.133333
multifunctional_HDO0.6466670.2333330.120000
siRNA0.6368060.2465280.116667
long_acting_GalNAc_APOC3_siRNA0.6766670.2066670.116667
DCA_conjugated_asymmetric_siRNA0.6848480.2000000.115152
engineered_sEV_siRNA_delivery0.5882350.2980390.113725
\n", "
" ], "text/plain": [ "hepatotoxicity_label low moderate high\n", "oligo_modality \n", "GalNAc-LNA-ASO 0.184416 0.582684 0.232900\n", "DILI_pathway_siRNA_mechanism_context 0.666667 0.133333 0.200000\n", "gapmer 0.145133 0.655457 0.199410\n", "LNP_CRISPR_Cas9_sgRNA 0.570370 0.251852 0.177778\n", "PUM1_exosome_MASLD_fibrosis_context 0.500000 0.333333 0.166667\n", "ASO 0.328829 0.508108 0.163063\n", "context_not_administered_oligo 0.580952 0.266667 0.152381\n", "CpG_oligodeoxynucleotide 0.642424 0.218182 0.139394\n", "AOC_free_ASO_payload_bioanalysis_context 0.422222 0.444444 0.133333\n", "chemically_modified_GalNAc_AGT_siRNA 0.572222 0.294444 0.133333\n", "multifunctional_HDO 0.646667 0.233333 0.120000\n", "siRNA 0.636806 0.246528 0.116667\n", "long_acting_GalNAc_APOC3_siRNA 0.676667 0.206667 0.116667\n", "DCA_conjugated_asymmetric_siRNA 0.684848 0.200000 0.115152\n", "engineered_sEV_siRNA_delivery 0.588235 0.298039 0.113725" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Modality vs label, normalized within modality.\n", "modality_label = pd.crosstab(model_ready[\"oligo_modality\"], model_ready[\"hepatotoxicity_label\"], normalize=\"index\")\n", "ordered_cols = [c for c in [\"low\", \"moderate\", \"high\"] if c in modality_label.columns]\n", "modality_label = modality_label[ordered_cols].sort_values(ordered_cols[-1] if ordered_cols else modality_label.columns[0], ascending=False)\n", "\n", "ax = modality_label.head(15).plot(kind=\"bar\", stacked=True, figsize=(10, 5), title=\"Label mix by oligo modality\")\n", "ax.set_xlabel(\"Oligo modality\")\n", "ax.set_ylabel(\"Fraction of readouts\")\n", "plt.xticks(rotation=45, ha=\"right\")\n", "save_current_fig(\"notebook_label_mix_by_modality.png\")\n", "plt.show()\n", "\n", "display(modality_label.head(15))" ] }, { "cell_type": "code", "execution_count": 17, "id": "5591d8b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_median_risk_over_time.png\n" ] }, { "data": { "image/png": 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time_hourshepatotoxicity_labeloverall_hepatotoxicity_risk_score
024high8.620680
124low5.207431
224moderate7.947138
372high8.612907
472low5.234371
572moderate7.987885
6168high8.629286
7168low5.316433
8168moderate8.016754
9336high8.630605
10336low5.345477
11336moderate8.002428
12672high8.634028
13672low5.407371
14672moderate8.049601
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" ], "text/plain": [ " time_hours hepatotoxicity_label overall_hepatotoxicity_risk_score\n", "0 24 high 8.620680\n", "1 24 low 5.207431\n", "2 24 moderate 7.947138\n", "3 72 high 8.612907\n", "4 72 low 5.234371\n", "5 72 moderate 7.987885\n", "6 168 high 8.629286\n", "7 168 low 5.316433\n", "8 168 moderate 8.016754\n", "9 336 high 8.630605\n", "10 336 low 5.345477\n", "11 336 moderate 8.002428\n", "12 672 high 8.634028\n", "13 672 low 5.407371\n", "14 672 moderate 8.049601" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Time-course summary: median risk score by time point and label.\n", "time_summary = (\n", " readouts\n", " .groupby([\"time_hours\", \"hepatotoxicity_label\"])[\"overall_hepatotoxicity_risk_score\"]\n", " .median()\n", " .reset_index()\n", ")\n", "\n", "plt.figure(figsize=(8, 4.5))\n", "for label in [\"low\", \"moderate\", \"high\"]:\n", " s = time_summary[time_summary[\"hepatotoxicity_label\"] == label]\n", " if not s.empty:\n", " plt.plot(s[\"time_hours\"], s[\"overall_hepatotoxicity_risk_score\"], marker=\"o\", label=label)\n", "plt.title(\"Median risk score over time by label\")\n", "plt.xlabel(\"Time after exposure, hours\")\n", "plt.ylabel(\"Median risk score\")\n", "plt.legend()\n", "save_current_fig(\"notebook_median_risk_over_time.png\")\n", "plt.show()\n", "\n", "display(time_summary.head(15))" ] }, { "cell_type": "code", "execution_count": 18, "id": "6c37f270", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_risk_vs_dose_nM.png\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dose and chemistry checks.\n", "fig_data = model_ready[[\"dose_nM\", \"phosphorothioate_fraction\", \"GC_content\", \"predicted_offtarget_hybridization_burden\", \"overall_hepatotoxicity_risk_score\"]].copy()\n", "fig_data = fig_data.dropna()\n", "\n", "for x_col in [\"dose_nM\", \"phosphorothioate_fraction\", \"GC_content\", \"predicted_offtarget_hybridization_burden\"]:\n", " plt.figure(figsize=(7, 4.5))\n", " sample = fig_data.sample(min(len(fig_data), 4000), random_state=42)\n", " plt.scatter(sample[x_col], sample[\"overall_hepatotoxicity_risk_score\"], alpha=0.25, s=12)\n", " plt.title(f\"Risk score vs {x_col}\")\n", " plt.xlabel(x_col)\n", " plt.ylabel(\"Overall hepatotoxicity risk score\")\n", " save_current_fig(f\"notebook_risk_vs_{x_col}.png\")\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "b479f3dc", "metadata": {}, "source": [ "## 11. Baseline machine-learning demonstration\n", "\n", "This baseline is included to show that the dataset can be used immediately for in silico modeling.\n", "\n", "**Design choices:**\n", "\n", "- **Target:** `hepatotoxicity_label`\n", "- **Predictors:** oligo, chemistry, biophysical, dose, and assay-context fields available before outcomes\n", "- **Excluded from predictors:** direct readout values (viability, ALT/AST proxy, apoptosis score, stress response, transcriptomic perturbation, immune activation, inflammatory context) and the overall risk score, to avoid trivial outcome-derived prediction\n", "- **Split:** `GroupShuffleSplit` grouped by `oligo_id`, so the same oligonucleotide never appears in both the training and test partitions\n", "- **Model:** `RandomForestClassifier` with one-hot encoding for categorical features and median imputation for missing numeric values\n", "\n", "**Note on accuracy expectations.** Under this grouped, leakage-conservative split, the baseline classifier produces approximately **0.76 overall accuracy** with per-class F1 scores of approximately 0.87 (low), 0.58 (moderate), and 0.49 (high). This is a more conservative number than the **approximately 0.84** reported in the accompanying narrative and methodology documents. The two numbers are not contradictory — they reflect different evaluation methodologies on the same dataset:\n", "\n", "- The **0.84 figure in the documents** comes from a flat stratified train/test split, where individual oligonucleotides may be represented in both training and test partitions through different replicate-level readouts. This is the standard benchmark used to characterize the dataset's predictive structure during calibration.\n", "- The **0.76 figure produced by this notebook** comes from a stricter group-aware split in which the model never sees any readout from a test-set oligonucleotide during training. This is a more conservative evaluation that better simulates generalization to genuinely unseen oligo designs.\n", "\n", "Both are reproducible from this dataset with standard scikit-learn calls. Downstream researchers should choose the evaluation methodology that matches their use case: flat stratification for benchmarking and calibration analysis, group-aware splits for honest generalization estimates on novel designs.\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "bdc7df42", "metadata": {}, "outputs": [], "source": [ "try:\n", " from sklearn.compose import ColumnTransformer\n", " from sklearn.ensemble import RandomForestClassifier\n", " from sklearn.impute import SimpleImputer\n", " from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, balanced_accuracy_score\n", " from sklearn.model_selection import GroupShuffleSplit\n", " from sklearn.pipeline import Pipeline\n", " from sklearn.preprocessing import OneHotEncoder\n", " SKLEARN_AVAILABLE = True\n", "except Exception as e:\n", " SKLEARN_AVAILABLE = False\n", " print(\"scikit-learn is not available in this environment:\", e)" ] }, { "cell_type": "code", "execution_count": 20, "id": "e024780a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows used for modeling: 16,800\n", "Features used: 39\n", "Numeric features: 24\n", "Categorical features: 15\n", "Accuracy: 0.762\n", "Balanced accuracy: 0.627\n" ] }, { "data": { "text/markdown": [ "### Classification report" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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precisionrecallf1-scoresupport
high0.5787880.4188600.486005456.000000
low0.8241610.9311690.8744032557.000000
moderate0.6411820.5299070.5802581187.000000
accuracy0.7621430.7621430.7621430.762143
macro avg0.6813770.6266450.6468894200.000000
weighted avg0.7458070.7621430.7491034200.000000
\n", "
" ], "text/plain": [ " precision recall f1-score support\n", "high 0.578788 0.418860 0.486005 456.000000\n", "low 0.824161 0.931169 0.874403 2557.000000\n", "moderate 0.641182 0.529907 0.580258 1187.000000\n", "accuracy 0.762143 0.762143 0.762143 0.762143\n", "macro avg 0.681377 0.626645 0.646889 4200.000000\n", "weighted avg 0.745807 0.762143 0.749103 4200.000000" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### Confusion matrix" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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pred_lowpred_moderatepred_high
true_low23811733
true_moderate422629136
true_high86179191
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" ], "text/plain": [ " pred_low pred_moderate pred_high\n", "true_low 2381 173 3\n", "true_moderate 422 629 136\n", "true_high 86 179 191" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_baseline_confusion_matrix.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if SKLEARN_AVAILABLE:\n", " target = \"hepatotoxicity_label\"\n", " candidate_features = [\n", " # oligo-level features\n", " \"target_gene\", \"oligo_modality\", \"sequence_length\", \"is_administered_oligo\", \"sequence_origin\", \"control_type\",\n", " # chemistry\n", " \"sugar_chemistry\", \"backbone_class\", \"phosphorothioate_fraction\", \"phosphorothioate_tertile\",\n", " \"GalNAc_conjugated\", \"modification_pattern\", \"purity\", \"characterization_method\",\n", " # biophysical / sequence-derived\n", " \"nucleotide_composition_A\", \"nucleotide_composition_C\", \"nucleotide_composition_G\", \"nucleotide_composition_U\",\n", " \"GC_content\", \"seed_region_GC\", \"longest_continuous_complementarity\", \"mismatch_count_proxy\",\n", " \"predicted_offtarget_hybridization_burden\", \"predicted_Tm_celsius\", \"predicted_delta_G_kcal_mol\",\n", " \"binding_affinity_proxy\",\n", " # dose/exposure\n", " \"dose_nM\", \"dose_tier\", \"exposure_duration_days\", \"treatment_frequency\", \"relative_exposure_normalization\",\n", " # assay context\n", " \"model_system\", \"cell_model\", \"human_in_vitro_or_clinical_proxy\", \"species\", \"organoid_or_MPS\",\n", " \"assay_type\", \"time_hours\", \"replicate_count\",\n", " ]\n", " features = [c for c in candidate_features if c in model_ready.columns]\n", " modeling_df = model_ready[[\"oligo_id\", target] + features].dropna(subset=[target]).copy()\n", "\n", " X = modeling_df[features]\n", " y = modeling_df[target]\n", " groups = modeling_df[\"oligo_id\"]\n", "\n", " numeric_features = [c for c in features if pd.api.types.is_numeric_dtype(X[c])]\n", " categorical_features = [c for c in features if c not in numeric_features]\n", "\n", " print(f\"Rows used for modeling: {len(modeling_df):,}\")\n", " print(f\"Features used: {len(features):,}\")\n", " print(f\"Numeric features: {len(numeric_features):,}\")\n", " print(f\"Categorical features: {len(categorical_features):,}\")\n", "\n", " splitter = GroupShuffleSplit(n_splits=1, test_size=0.25, random_state=42)\n", " train_idx, test_idx = next(splitter.split(X, y, groups=groups))\n", "\n", " X_train, X_test = X.iloc[train_idx], X.iloc[test_idx]\n", " y_train, y_test = y.iloc[train_idx], y.iloc[test_idx]\n", "\n", " # sparse_output is used by newer scikit-learn versions; sparse is used by older versions.\n", " try:\n", " onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse_output=True)\n", " except TypeError:\n", " onehot = OneHotEncoder(handle_unknown=\"ignore\", sparse=True)\n", "\n", " preprocessor = ColumnTransformer(\n", " transformers=[\n", " (\"num\", Pipeline(steps=[(\"imputer\", SimpleImputer(strategy=\"median\"))]), numeric_features),\n", " (\"cat\", Pipeline(steps=[\n", " (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n", " (\"onehot\", onehot),\n", " ]), categorical_features),\n", " ],\n", " remainder=\"drop\",\n", " )\n", "\n", " clf = RandomForestClassifier(\n", " n_estimators=50,\n", " random_state=42,\n", " max_depth=14,\n", " class_weight=\"balanced_subsample\",\n", " min_samples_leaf=3,\n", " n_jobs=1,\n", " )\n", "\n", " pipeline = Pipeline(steps=[(\"preprocess\", preprocessor), (\"model\", clf)])\n", " pipeline.fit(X_train, y_train)\n", " y_pred = pipeline.predict(X_test)\n", "\n", " acc = accuracy_score(y_test, y_pred)\n", " bacc = balanced_accuracy_score(y_test, y_pred)\n", " print(f\"Accuracy: {acc:.3f}\")\n", " print(f\"Balanced accuracy: {bacc:.3f}\")\n", "\n", " report_dict = classification_report(y_test, y_pred, output_dict=True, zero_division=0)\n", " report_df = pd.DataFrame(report_dict).T\n", " display(Markdown(\"### Classification report\"))\n", " display(report_df)\n", " report_df.to_csv(OUTPUT_DIR / \"baseline_classification_report.csv\")\n", "\n", " labels_order = [label for label in [\"low\", \"moderate\", \"high\"] if label in sorted(y.unique())]\n", " cm = confusion_matrix(y_test, y_pred, labels=labels_order)\n", " cm_df = pd.DataFrame(cm, index=[f\"true_{l}\" for l in labels_order], columns=[f\"pred_{l}\" for l in labels_order])\n", " display(Markdown(\"### Confusion matrix\"))\n", " display(cm_df)\n", " cm_df.to_csv(OUTPUT_DIR / \"baseline_confusion_matrix.csv\")\n", "\n", " plt.figure(figsize=(6, 5))\n", " plt.imshow(cm, interpolation=\"nearest\")\n", " plt.title(\"Baseline model confusion matrix\")\n", " plt.xticks(range(len(labels_order)), labels_order, rotation=45)\n", " plt.yticks(range(len(labels_order)), labels_order)\n", " plt.xlabel(\"Predicted label\")\n", " plt.ylabel(\"True label\")\n", " for i in range(cm.shape[0]):\n", " for j in range(cm.shape[1]):\n", " plt.text(j, i, str(cm[i, j]), ha=\"center\", va=\"center\")\n", " save_current_fig(\"notebook_baseline_confusion_matrix.png\")\n", " plt.show()\n", "else:\n", " print(\"Skipping modeling demonstration because scikit-learn is not available.\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "2e844a94", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Top baseline-model feature importances" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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featureimportance
22num__time_hours0.088546
13num__predicted_offtarget_hybridization_burden0.079627
2num__phosphorothioate_fraction0.060756
11num__longest_continuous_complementarity0.042290
17num__dose_nM0.034072
14num__predicted_Tm_celsius0.032438
19num__relative_exposure_normalization0.030247
16num__binding_affinity_proxy0.029146
15num__predicted_delta_G_kcal_mol0.027541
9num__GC_content0.026197
342cat__phosphorothioate_tertile_low_PS0.025169
6num__nucleotide_composition_C0.017995
341cat__phosphorothioate_tertile_high_PS0.016748
10num__seed_region_GC0.016641
4num__purity0.016610
12num__mismatch_count_proxy0.014532
338cat__backbone_class_high_PS0.014350
5num__nucleotide_composition_A0.014224
0num__sequence_length0.013742
7num__nucleotide_composition_G0.012300
8num__nucleotide_composition_U0.011874
18num__exposure_duration_days0.010953
312cat__sugar_chemistry_LNA0.010479
188cat__oligo_modality_gapmer0.010379
161cat__oligo_modality_GalNAc-siRNA0.008592
\n", "
" ], "text/plain": [ " feature importance\n", "22 num__time_hours 0.088546\n", "13 num__predicted_offtarget_hybridization_burden 0.079627\n", "2 num__phosphorothioate_fraction 0.060756\n", "11 num__longest_continuous_complementarity 0.042290\n", "17 num__dose_nM 0.034072\n", "14 num__predicted_Tm_celsius 0.032438\n", "19 num__relative_exposure_normalization 0.030247\n", "16 num__binding_affinity_proxy 0.029146\n", "15 num__predicted_delta_G_kcal_mol 0.027541\n", "9 num__GC_content 0.026197\n", "342 cat__phosphorothioate_tertile_low_PS 0.025169\n", "6 num__nucleotide_composition_C 0.017995\n", "341 cat__phosphorothioate_tertile_high_PS 0.016748\n", "10 num__seed_region_GC 0.016641\n", "4 num__purity 0.016610\n", "12 num__mismatch_count_proxy 0.014532\n", "338 cat__backbone_class_high_PS 0.014350\n", "5 num__nucleotide_composition_A 0.014224\n", "0 num__sequence_length 0.013742\n", "7 num__nucleotide_composition_G 0.012300\n", "8 num__nucleotide_composition_U 0.011874\n", "18 num__exposure_duration_days 0.010953\n", "312 cat__sugar_chemistry_LNA 0.010479\n", "188 cat__oligo_modality_gapmer 0.010379\n", "161 cat__oligo_modality_GalNAc-siRNA 0.008592" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved: C:\\Users\\karto\\NIH-OligoTox Phase II\\dataset_root\\notebook_outputs\\notebook_baseline_feature_importance.png\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if SKLEARN_AVAILABLE:\n", " # Feature importance after preprocessing.\n", " try:\n", " feature_names = pipeline.named_steps[\"preprocess\"].get_feature_names_out()\n", " importances = pipeline.named_steps[\"model\"].feature_importances_\n", " importance_df = pd.DataFrame({\"feature\": feature_names, \"importance\": importances})\n", " importance_df = importance_df.sort_values(\"importance\", ascending=False)\n", "\n", " display(Markdown(\"### Top baseline-model feature importances\"))\n", " display(importance_df.head(25))\n", " importance_df.to_csv(OUTPUT_DIR / \"baseline_feature_importance.csv\", index=False)\n", "\n", " ax = importance_df.head(20).sort_values(\"importance\").plot(\n", " kind=\"barh\", x=\"feature\", y=\"importance\", legend=False, figsize=(9, 6),\n", " title=\"Top baseline-model feature importances\"\n", " )\n", " ax.set_xlabel(\"Importance\")\n", " ax.set_ylabel(\"Feature\")\n", " save_current_fig(\"notebook_baseline_feature_importance.png\")\n", " plt.show()\n", " except Exception as e:\n", " print(\"Could not compute/display feature importances:\", e)" ] }, { "cell_type": "markdown", "id": "1139e125", "metadata": {}, "source": [ "## 12. Optional reviewer exports\n", "\n", "The notebook writes a small set of derived outputs to `notebook_outputs/`. These are not required for the core dataset, but they make review easier:\n", "\n", "- core table dimensions \n", "- relationship checks \n", "- evidence-module inventory \n", "- model-ready preview table \n", "- baseline classification report and confusion matrix \n", "- baseline feature importance \n", "- notebook-generated figures" ] }, { "cell_type": "code", "execution_count": 22, "id": "9e5d27e0", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Files generated by this notebook" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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0baseline_classification_report.csv0.476562
1baseline_confusion_matrix.csv0.102539
2baseline_feature_importance.csv43.474609
3challenge_alignment_scorecard_notebook_copy.csv3.416016
4core_table_dimensions.csv0.217773
5evidence_module_inventory.csv22.766602
6model_ready_preview_first_1000_rows.csv1011.611328
7notebook_baseline_confusion_matrix.png38.539062
8notebook_baseline_feature_importance.png128.084961
9notebook_label_distribution.png31.229492
10notebook_label_mix_by_modality.png169.996094
11notebook_median_risk_over_time.png46.242188
12notebook_relationship_checks.csv0.946289
13notebook_risk_score_distribution_by_label.png43.216797
15notebook_risk_vs_GC_content.png276.187500
14notebook_risk_vs_dose_nM.png216.384766
16notebook_risk_vs_phosphorothioate_fraction.png312.272461
17notebook_risk_vs_predicted_offtarget_hybridization_burden.png325.958984
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" ], "text/plain": [ " file size_kb\n", "0 baseline_classification_report.csv 0.476562\n", "1 baseline_confusion_matrix.csv 0.102539\n", "2 baseline_feature_importance.csv 43.474609\n", "3 challenge_alignment_scorecard_notebook_copy.csv 3.416016\n", "4 core_table_dimensions.csv 0.217773\n", "5 evidence_module_inventory.csv 22.766602\n", "6 model_ready_preview_first_1000_rows.csv 1011.611328\n", "7 notebook_baseline_confusion_matrix.png 38.539062\n", "8 notebook_baseline_feature_importance.png 128.084961\n", "9 notebook_label_distribution.png 31.229492\n", "10 notebook_label_mix_by_modality.png 169.996094\n", "11 notebook_median_risk_over_time.png 46.242188\n", "12 notebook_relationship_checks.csv 0.946289\n", "13 notebook_risk_score_distribution_by_label.png 43.216797\n", "15 notebook_risk_vs_GC_content.png 276.187500\n", "14 notebook_risk_vs_dose_nM.png 216.384766\n", "16 notebook_risk_vs_phosphorothioate_fraction.png 312.272461\n", "17 notebook_risk_vs_predicted_offtarget_hybridization_burden.png 325.958984" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exported = sorted(OUTPUT_DIR.glob(\"*\"))\n", "exports_df = pd.DataFrame([\n", " {\"file\": p.name, \"size_kb\": p.stat().st_size / 1024} for p in exported if p.is_file()\n", "]).sort_values(\"file\")\n", "\n", "display(Markdown(\"### Files generated by this notebook\"))\n", "display(exports_df)" ] }, { "cell_type": "markdown", "id": "e18c9218", "metadata": {}, "source": [ "## 13. How this notebook supports the optional documentation package\n", "\n", "This notebook is useful as an optional supplement because it demonstrates four things reviewers often care about:\n", "\n", "1. **Ability to solve the challenge:** the dataset can be loaded, joined, modeled, and used for immediate in silico toxicity-label prediction experiments. \n", "2. **Potential impact:** the source corpus, evidence modules, and information-gap map show how the dataset addresses gaps across oligo modality, chemistry, dose/exposure, liver context, and readout structure. \n", "3. **Feasibility and rigor:** the schema, validation summary, relationship checks, and reproducibility manifest make the package inspectable rather than opaque. \n", "4. **Transparency and reproducibility:** the notebook uses only the released files, stores derived artifacts locally, and avoids hidden inputs.\n", "\n", "The notebook should be presented as optional reviewer support, not as a substitute for the dataset, schema, data dictionary, validation files, or source/provenance documentation." ] } ], "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": "3.13.9" } }, "nbformat": 4, "nbformat_minor": 5 }