← Search

Data · dataset · 2026

Synthetic MSK-IMPACT 2017 cohort: audited clinical-variant tables and simulated FASTQ reads from a hybrid generative pipeline

Listed in ScienceDB

This dataset contains synthetic patient records and simulated next-generation sequencing reads derived from the statistical properties of the MSK-IMPACT 2017   cohort (Zehir et al., Nat Med 2017; snapshot obtained via OpenPedData under ODbL).

Description

No real patient data is included.                                                                                                            Contents:                                                                              (1) synthetic_msk_impact_2017_cohort.csv — 10,328 synthetic records in a 9-column clinical-variant schema (age, gender, pathological diagnosis, sample type,    TMB, MSI status, QC quality score, somatic variant list, clinical-audit stage).                                            (2) synthetic_msk_impact_2017_reads.tar — simulated sequencing data for 2,000 synthetic patients, each with 200,000 single-end 100 bp FASTQ reads (0.2× WES    depth, GRCh38 full analysis set + decoy + HLA reference), generated with synggen v1.6 using seed = 42 + patient_index for exact reproducibility.            (3) Technical-validation artifacts — statistical fidelity, TSTR downstream utility, privacy assessment, and high-coverage VAF recovery (Pearson r = 0.851) for   both the 2017-derived open cohort and an independent 50K-patient extension cohort.                                                                                                                             Pipeline: tabular generative model → rule/LLM clinical audit → biophysical read simulation.

Privacy: zero exact record matches to the source cohort;        distance-to-closest-record leakage 0.0; membership-inference AUC ≈ 0.68 is reported honestly as a caution for downstream ML reuse. Integrity: every FASTQ file    was individually audited (read count == 200,000) and MD5-manifested (MANIFEST.md5).

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Biochemistry and cell biology 70% · Sequencing 75% · Simulation 75% · Tabular 75%
Provenance · 1 source records, 16 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.0131a12 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].anzsrc:group:3101enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (70%)
concepts[field].local:field:computer-science-aimapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:medicine-healthmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[method].local:method:simulationenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:sequencingenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:tabularenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title