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).

• 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

• Antimicrobial resistance dissemination via horizontal gene transfer is constrained in stratified waters.

  PMID 41813906 · PMC13022341 · Communications biology · 2026 · 8 claims · 7 setups

  Full-text index only

  No evidence for recent HGT-mediated dissemination of ARGs across depth layers was detected, despite genetic compatibility among co-occurring bacteria.

  stratified freshwater predicted arg-carrying depth-resolved horizontal arg

• Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.

  PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups

  Has reproduction · 69

  An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset

  tcga geo mirnas mirna feature bibliographic

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.

  PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 78

  Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification

  kidney scrna-seq microarray meblack microarray single-cell scissor

• Prior-guided factorization for reliable imputation of scRNA-seq data.

  PMID 41860953 · PMC13004523 · PLoS computational biology · 2026 · 8 claims · 8 setups

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  scZN models scRNA-seq counts as a mixture of a two-state (Gamma-Poisson/negative binomial) transcriptional bursting process and dropout, formalized via a zero-inflated negative binomial (ZINB) and solved as constrained nonnegative matrix factorization into a cell-to-cell-type assignment matrix and a cell-type expression matrix

  ercc real randomly brain scrna-seq cell-cycle k-nn

• Numbers of mutations to different types of colorectal cancer.

  PMID 16202134 · PMC1266026 · BMC cancer · 2005 · 8 claims · 5 setups

  Full-text index only

  Different biologic subtypes of colorectal cancer require different numbers of oncogenic mutations before transformation

  colorectal germline finnish seer microsatellite germline bayesian

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

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

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

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

• Protein under-wrapping causes dosage sensitivity and decreases gene duplicability.

  PMID 18208334 · PMC2211539 · PLoS genetics · 2008 · 7 claims · 6 setups

  Full-text index only

  Protein under-wrapping extent is negatively correlated with gene duplicability (family size) across six organisms (E. coli, yeast, worm, fly, human, thale cress)

  coli cerevisiae sapiens elegans structural comparative functional

• Autophagy gene variant IRGM -261T contributes to protection from tuberculosis caused by Mycobacterium tuberculosis but not by M. africanum strains.

  PMID 19750224 · PMC2735778 · PLoS pathogens · 2009 · 7 claims · 5 setups

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  The IRGM −261TT genotype is negatively associated with (protective against) pulmonary TB caused by M. tuberculosis

  pulmonary tuberculosis reporter genotyped case-control gene spoligotyping

• Monocytes Defined by Platelet Interactions and Oxidative Stress Signaling Underlie HIV-Associated Atherosclerosis.

  PMID 41823228 · PMC13055746 · Journal of the American Heart Association · 2026 · 8 claims · 8 setups

  Full-text index only

  Two monocyte clusters (platelet-monocyte complex [PMC] and CD14+ monocytes) contribute independently to vascular immune dysregulation in PLWH

  circulating plasma platelet-monocyte cd14+ single-cell plasma bulk

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier

• Identification of Proteins Deregulated by Platinum-Based Chemotherapy as Novel Biomarkers and Therapeutic Targets in Non-Small Cell Lung Cancer.

  PMID 33777753 · PMC7991912 · Frontiers in oncology · 2021 · 7 claims · 8 setups

  Has reproduction · 81

  Cisplatin exposure induces significant deregulation of protein expression networks in NSCLC cells

  h460 nsclc swath-ms western machine

• Relation of candidate genes that encode for endothelial function to migraine and stroke: the Stroke Prevention in Young Women study.

  PMID 19661472 · PMC2753702 · Stroke · 2009 · 8 claims · 6 setups

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  EDN SNP rs1800542 is associated with increased ischemic stroke risk in Caucasian women

  international spyw candidate haplotype population

• Single-Cell Sequencing Reveals γδT Cell Heterogeneity Under Distinct Microsatellite Statuses as a Potential Biomarker for Immunotherapy and Prognosis in Colorectal Cancer.

  PMID 42074506 · PMC13116210 · Genes · 2026 · 7 claims · 8 setups

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  γδT cells in colorectal cancer form five distinct subsets (C0_FCER1G, C1_IL7R, C2_CD81, C3_TOP2A, C4_CXCL13) with distinct marker genes and functional states

  crc γδt epithelial c4_cxcl13 single-cell differential pseudotime

• Increased risk of breast cancer among female relatives of patients with ataxia-telangiectasia: a causal relationship?

  PMID 16222317 · PMC2361617 · British journal of cancer · 2005 · 6 claims · 3 setups

  Full-text index only

  Breast cancer risk is strongly and significantly elevated specifically among mothers of AT patients (SIR=7.14), consistent with Olsen et al's finding (SIR=6.7)

  blood same retrospective atm weighted

• Differences in the evolutionary history of disease genes affected by dominant or recessive mutations.

  PMID 16817963 · PMC1534034 · BMC genomics · 2006 · 8 claims · 8 setups

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  Dominant disease genes are more conserved at the protein level (mouse orthologues) than recessive disease genes.

  disease human-chimpanzee human-mouse-dog elegans sequence paralogue coding

• Minimal metabolic pathway structure is consistent with associated biomolecular interactions.

  PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.

  simplified genome-scale cerevisiae coli minspan spearman comparative