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).

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups

  Has reproduction · 86

  TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR

  tnbc unique 719-gene gene term machine

• Identification of Molecular Subtypes of Clear-Cell Renal Cell Carcinoma in Patient-Derived Xenografts Using Multi-Omics.

  PMID 40282537 · PMC12026142 · Cancers · 2025 · 8 claims · 7 setups

  Full-text index only

  Each ccRCC PDX resembles one of the human molecular subtypes closely at both the transcript and protein levels.

  ccrcc differentially bulk lc-ms targeted

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• Excitatory GABA receptors shape locomotor circuit organization in C. elegans.

  PMID 41703147 · PMC13003095 · Scientific reports · 2026 · 8 claims · 5 setups

  Full-text index only

  lgc genes are broadly and preferentially enriched in C. elegans locomotion motor neurons compared to other neuron types/subgroups

  elegans cys-loop single-cell ucell multi-species

• Predicting survival within the lung cancer histopathological hierarchy using a multi-scale genomic model of development.

  PMID 16800721 · PMC1483910 · PLoS medicine · 2006 · 8 claims · 8 setups

  Full-text index only

  Multi-scale genomic similarities exist between four human lung cancer subtypes and the developing mouse lung, and these similarities are prognostically meaningful.

  perfused lung microarray principal wilcoxon

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• A tumor-intrinsic WNT-inhibitory NOTUM program drives immune resistance in microsatellite stable colorectal cancer.

  PMID 42097145 · PMC13198260 · Cell reports. Medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  A distinct NOTUM/NKD1/APCDD1-high, WNT-inhibitory cancer cell population (WICC) emerges predominantly in advanced-stage MSS CRC

  crc patient-derived ibd mmr-proficient single-cell cell-cycle patient-level

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative

• 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

• Evidence of recombination in Hepatitis C Virus populations infecting a hemophiliac patient.

  PMID 19922637 · PMC2784780 · Virology journal · 2009 · 7 claims · 6 setups

  Full-text index only

  A new intragenotypic recombinant HCV strain (1b/1a), named H23, was detected in 1 of 10 hemophiliac patients studied

  hcv 5'ncr serum maximum sequence recombination

• Identifying the important HIV-1 recombination breakpoints.

  PMID 18787691 · PMC2522274 · PLoS computational biology · 2008 · 8 claims · 3 setups

  Full-text index only

  Local sequence identity between co-packaged parental RNAs strongly influences the probability of strand-transfer/breakpoint location, with fewer breakpoints occurring near mismatches

  inter-subtype parental copy-choice probabilistic comparative

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 4 setups

  Has reproduction · 87

  CoINcIDE is a novel framework for discovering patient subtypes across multiple datasets that requires no between-dataset transformations (e.g., batch correction)

  breast ovarian simulated gene consensus simulated

• Timing constraints of in vivo gag mutations during primary HIV-1 subtype C infection.

  PMID 19890401 · PMC2768328 · PloS one · 2009 · 7 claims · 7 setups

  Full-text index only

  Reverse mutations to the wild type (HIV-1C consensus) in Gag appear significantly earlier than escape mutations from the wild type during primary infection

  hiv-1 same sequenced gag single-genome mhc hypermutation

• First report of an HIV-1 triple recombinant of subtypes B, C and F in Buenos Aires, Argentina.

  PMID 16959032 · PMC1570496 · Retrovirology · 2006 · 8 claims · 6 setups

  Full-text index only

  Nearly full-length sequencing of 10 HIV-1 seroincident MSM samples revealed 6 subtype B, 3 unique BF recombinants, and 1 novel B/C/F triple recombinant

  pbmcs assembled hiv-1 triple nearly phylogenetic bootscan

• HIV-1 sequence evolution in vivo after superinfection with three viral strains.

  PMID 17716368 · PMC2020475 · Retrovirology · 2007 · 8 claims · 8 setups

  Full-text index only

  gag and env-V3 nucleotide evolution follows a similar pattern in all three strains: low substitution rate in the first 2-3 years of infection, then an increase driven mainly by synonymous substitutions

  blood seminal pbmcs biological strain-specific bulk in-house

• GDSim: accurate simulation for single-cell transcriptomes based on the guided diffusion model.

  PMID 41978379 · PMC13076945 · Briefings in bioinformatics · 2026 · 8 claims · 4 setups

  Full-text index only

  GDSim, a label-guided diffusion-based deep generative network, can simulate scRNA-seq data that closely reflects the true distribution of original data

  real simulated annotated scrna-seq subtype differential

• 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 incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups

  Has reproduction · 83

  CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.

  tumor clinical methylation clustered methylation unsupervised anova

• Integrated genomics identifies five medulloblastoma subtypes with distinct genetic profiles, pathway signatures and clinicopathological features.

  PMID 18769486 · PMC2518524 · PloS one · 2008 · 8 claims · 4 setups

  Full-text index only

  Unsupervised clustering of expression profiles from 62 medulloblastomas identifies 5 molecular subtypes (A–E)

  relapsed medulloblastoma independent expression array targeted