Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups

  Has reproduction

  Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.

  tcga metastatic tumor-only whole-exome wes copy-number

• Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations.

  PMID 19654296 · PMC2763410 · Cancer research · 2009 · 7 claims · 7 setups

  Full-text index only

  CHASM, a Random Forest-based computational method, was developed to identify and prioritize missense mutations likely to be functional drivers of tumor cell proliferation.

  missense same synthetic tp53 random support principal

• Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.

  PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups

  Has reproduction · 79

  ParProx implements overlapping and non-overlapping (latent) group lasso regression for time-to-event (Cox) and classification (logistic) analysis with variables grouped by biological priors.

  tcga breast liver synthetic somatic gene methylation-based

• Epidemiology of doublet/multiplet mutations in lung cancers: evidence that a subset arises by chronocoordinate events.

  PMID 19005564 · PMC2579325 · PloS one · 2008 · 8 claims · 7 setups

  Full-text index only

  Doublet mutations are significantly more frequent in EGFR (6.0%) and TP53 (2.3%) in human lung cancer than spontaneous doublets in mouse lacI (0.7%), about 8-fold and 3-fold higher respectively.

  egfr tp53 laci lung literature comparative statistical

• DNA sequencing of a cytogenetically normal acute myeloid leukaemia genome.

  PMID 18987736 · PMC2603574 · Nature · 2008 · 8 claims · 8 setups

  Full-text index only

  Whole genome sequencing can identify unbiased, novel somatic mutations in a cytogenetically normal AML genome that would not have been found by candidate-gene resequencing.

  aml tumor novo additional genome snp comparative

• TOSCA: an automated Tumor Only Somatic CAlling workflow for somatic mutation detection without matched normal samples.

  PMID 36699358 · PMC9710689 · Bioinformatics advances · 2022 · 6 claims · 2 setups

  Has reproduction · 50

  TOSCA is the first automated, open-source, end-to-end tumor-only somatic calling workflow for WES and targeted panel sequencing data.

  t-cell hcc1395 targeted whole-exome

• Genomic and mutational profiling to assess clonal relationships between multiple non-small cell lung cancers.

  PMID 19671847 · PMC2892178 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 5 setups

  Full-text index only

  Genomic profiling by aCGH can distinguish clonal tumors from independent primaries with high confidence by identifying matching versus non-matching regions of allelic gain/loss.

  fresh-frozen same banked resected array mutational pcr

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

  Full-text index only

  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Mapping the Development of Human Spermatogenesis Using Transcriptomics-Based Data: A Scoping Review.

  PMID 39000031 · PMC11241379 · International journal of molecular sciences · 2024 · 8 claims · 8 setups

  Has reproduction

  scRNA-seq of human testis reveals major transcriptional modifications occurring around 11 years of age, marking a transition toward the adult cellular state

  fetal neonatal prepubertal peripubertal scrna-seq

• iCOMIC: a graphical interface-driven bioinformatics pipeline for analyzing cancer omics data.

  PMID 35899080 · PMC9310080 · NAR genomics and bioinformatics · 2022 · 8 claims · 4 setups

  Has reproduction · 58

  iCOMIC provides a GUI-driven, Snakemake-based pipeline integrating multiple tools for DNA-Seq and RNA-Seq analysis with minimal command-line interaction.

  giab monocyte missense somatic germline rna-seq machine

• Development of a fluorescent multiplex assay for detection of MSI-High tumors.

  PMID 15528789 · PMC3839403 · Disease markers · 2004 · 8 claims · 7 setups

  Full-text index only

  Mononucleotide markers are the most sensitive and specific microsatellite marker type for detecting MSI-H tumors with MMR defects

  colorectal blood healthy non-msi-h microsatellite fluorescent immunohistochemistry

• Extraction of human kinase mutations from literature, databases and genotyping studies.

  PMID 19758464 · PMC2745582 · BMC bioinformatics · 2009 · 7 claims · 6 setups

  Full-text index only

  A literature mining pipeline combining MutationFinder, false-positive filtering, and SVM-based classification can extract and disambiguate single-point mutation mentions from abstracts and full text

  pubmed large labeled swissprot literature supervised comparative

• Divide and conquer: progress in the molecular stratification of cancer.

  PMID 19718393 · PMC2730607 · Yonsei medical journal · 2009 · 8 claims · 8 setups

  Full-text index only

  Cancers exhibit significant clinical, histopathologic, and molecular heterogeneity between individual patients

  breast nsclc colon early-stage immunohistochemistry gene comparative

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.

  solid muscle-invasive ccrcc for bulk single-cell scrna-seq

• Extensive androgen receptor enhancer heterogeneity in primary prostate cancers underlies transcriptional diversity and metastatic potential.

  PMID 36450752 · PMC9712620 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 70

  AR enhancer/chromatin binding usage is highly heterogeneous between primary prostate tumors, with <5% of all AR binding sites shared by half of tumors analyzed.

  prostate normal ar+ pca chip-seq rna-seq massively

• The role of MYH and microsatellite instability in the development of sporadic colorectal cancer.

  PMID 17031395 · PMC2360566 · British journal of cancer · 2006 · 8 claims · 8 setups

  Full-text index only

  MYH-associated colorectal cancers can develop through either a chromosomal instability pathway or a microsatellite instability (MSI) pathway, contradicting the assumption that these are mutually exclusive.

  lymphocyte colorectal tumour msi-positive pcr restriction microsatellite

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

  Full-text index only

  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene