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).

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.

  PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration

  luad normal bulk wgcna tumor

• Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.

  PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 41

  PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)

  crc hct116 bulk bulk single-cell rt-qpcr

• Population genomics of human gene expression.

  PMID 17873874 · PMC2683249 · Nature genetics · 2007 · 8 claims · 8 setups

  Full-text index only

  Gene expression levels in lymphoblastoid cell lines are a heritable trait

  ebv-transformed ceu lymphoblastoid unrelated genome-wide custom cis-eqtl

• Prioritization of candidate cancer genes--an aid to oncogenomic studies.

  PMID 18710882 · PMC2566894 · Nucleic acids research · 2008 · 8 claims · 8 setups

  Full-text index only

  Computational classifiers using combinations of protein conservation, gene structure, protein domains, protein interactions, and regulatory data can distinguish known cancer genes (CD/CR) from unlabelled human genes

  genes cancer interpro interactome averaged cross-validation domain

• Operon information improves gene expression estimation for cDNA microarrays.

  PMID 16630355 · PMC1513396 · BMC genomics · 2006 · 7 claims · 3 setups

  Full-text index only

  A hierarchical Bayesian model that borrows expression information from other genes within the same operon improves estimation of relative transcript levels.

  simulated coli simulated cdna two-color

• 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

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• Inferring combinatorial regulation of transcription in silico.

  PMID 15647509 · PMC546154 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  Combining Cluster-Buster (TFBS cluster prediction) with GOSSIP (rigorous GO enrichment statistics with multiple-testing/FDR correction) predicts biological functions controlled by combinatorial transcription factor action, without prior knowledge of factor targets

  upstream monocytes same tfbs microarray permutation

• 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

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• The truth about mouse, human, worms and yeast.

  PMID 15601543 · PMC3525071 · Human genomics · 2004 · 8 claims · 8 setups

  Full-text index only

  Comparing genomes in pairs or larger sets (mouse-human, C. elegans-C. briggsae, multiple Saccharomyces, human-pufferfish, etc.) reveals unsuspected genes and helps eliminate false-positive gene predictions

  mouse-human homo tetraodon region comparative est cross-species

• Molecular helminthology in the Rockies. Keystone Symposium on Molecular Helminthology, Copper Mountain, Colorado, USA, 9-13 April 2005.

  PMID 15998458 · PMC1175981 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  The Schistosoma mansoni genome (~300 Mb) is nearing completion via whole-genome shotgun sequencing at ninefold coverage, with an estimated 15,000-20,000 protein-coding genes

  schistosoma brugia ancylostoma echinococcus whole-genome interference transgenesis

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical and molecular data according to user-defined terms

  pubmed invasive geo genes semantic computational gene

• Stage-stratified molecular profiling of non-muscle-invasive bladder cancer enhances biological, clinical, and therapeutic insight.

  PMID 35028613 · PMC8714941 · Cell reports. Medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 75

  Stage-stratified molecular subclassification (analyzing Ta and T1 separately) is more biologically and clinically informative than subtypes derived from all NMIBC combined, especially for T1 tumors.

  stage combined patients copy genome-wide targeted

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Complex landscapes of somatic rearrangement in human breast cancer genomes.

  PMID 20033038 · PMC3398135 · Nature · 2009 · 8 claims · 6 setups

  Full-text index only

  There are more somatic rearrangements in some breast cancers than previously appreciated by cytogenetic methods.

  breast subset confirmed paired-end fish exon-exon