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).

• Mass spectrometry-based biomarker discovery: toward a global proteome index of individuality.

  PMID 20636062 · PMC3140421 · Annual review of analytical chemistry (Palo Alto, Calif.) · 2009 · 8 claims · 4 setups

  Full-text index only

  Very few large-scale longitudinal MS-based proteomics studies have been performed to establish analytical variability relative to true biological variability.

  normal plasma longitudinal bottom-up top-down

• The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.

  PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups

  Has reproduction · 79

  PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue

  glioma gbm cancer gene online genomic

• Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.

  PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 6 claims · 6 setups

  Has reproduction · 55

  TYR, TYRP1, DCT and LARP7 are biomarkers associated with vitiligo

  vitiligo merged robust gse90880 gene robust kegg

• Qualitative Transcriptional Signature for the Pathological Diagnosis of Pancreatic Cancer.

  PMID 33173782 · PMC7538791 · Frontiers in molecular biosciences · 2020 · 8 claims · 7 setups

  Has reproduction · 71

  A 12-gene-pair (17-gene) REO-based signature discriminates PC and cancer-adjacent normal tissue from non-tumor (healthy/pancreatitis) pancreatic tissue.

  pancreatic normal pooled microarray rna-sequencing roc

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups

  Has reproduction · 90

  Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.

  luad differentially bulk mirna-seq microarray

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 8 setups

  Has reproduction · 42

  CanCellCap, a multi-domain learning framework integrating domain adversarial learning and Mixture of Experts, identifies cancer cells across all tissues, cancers, and sequencing platforms by extracting tissue-common and tissue-specific gene expression patterns.

  testing datasets tisch2 prostate scrna-seq simulated spatial

• Integrative microRNA and proteomic approaches identify novel osteoarthritis genes and their collaborative metabolic and inflammatory networks.

  PMID 19011694 · PMC2582945 · PloS one · 2008 · 8 claims · 8 setups

  Full-text index only

  A 16-microRNA signature (9 up, 7 down) distinguishes osteoarthritic from normal cartilage.

  patient-derived normal integrated taqman qrt-pcr northern

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 7 claims · 6 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified across three independent GEO datasets in EOC vs normal ovarian tissue.

  eoc overlapping tcga microarray kegg protein-protein

• Artificial intelligence-guided discovery of gastric cancer continuum.

  PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples

  gastric independent models prospective microarray transcriptomics

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  Most of the 17 m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis.

  aml bulk mutation copy

• 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

• 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

  LUAD samples cluster into IRG-high and IRG-low groups, with the IRG-high group showing significantly better survival and greater immune cell infiltration.

  luad geo degs immunotherapy-treated bulk weighted ppi

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D and GSDMB are succinylation-related prognostic genes in BLCA

  paired tcga-blca geo gse135337 bulk single-cell rt-qpcr

• Recurrent RNA edits in human preimplantation potentially enhance maternal mRNA clearance.

  PMID 36543858 · PMC9772385 · Communications biology · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  Compiled the largest human embryonic A-to-I editome to date from 2071 RNA-seq transcriptomes and identified thousands of per-stage Recurrent Embryonic Edits (REEs, present in ≥50% of samples per stage)

  preimplantation single uniparental embryos rna-seq paired gene

• Bisulfite sequencing of chromatin immunoprecipitated DNA (BisChIP-seq) directly informs methylation status of histone-modified DNA.

  PMID 22466171 · PMC3371705 · Genome research · 2012 · 8 claims · 8 setups

  Has reproduction · 80

  BisChIP-seq — bisulfite sequencing of chromatin immunoprecipitated DNA — enables direct genome-wide, base-resolution interrogation of DNA methylation on histone-modified DNA molecules

  lncap sonicated adaptor-modified native bischip-seq chromatin chip-qpcr

• Aberration in DNA methylation in B-cell lymphomas has a complex origin and increases with disease severity.

  PMID 23326238 · PMC3542081 · PLoS genetics · 2013 · 8 claims · 8 setups

  Has reproduction · 49

  B-cell non-Hodgkin lymphomas display striking intra-tumor (intra-sample) and inter-patient (inter-sample) cytosine methylation heterogeneity that increases progressively with disease aggressiveness (NBC<NGC<FL<GCB<ABC).

  dlbcl normal same lymphoma help errbs massarray

• Array-based profiling of reference-independent methylation status (aPRIMES) identifies frequent promoter methylation and consecutive downregulation of ZIC2 in pediatric medulloblastoma.

  PMID 17344319 · PMC1874664 · Nucleic acids research · 2007 · 7 claims · 7 setups

  Full-text index only

  aPRIMES is a novel array-based method that detects direct (absolute) methylation status of CGIs via competitive hybridization of McrBC-digested (methylated) versus HpaII/BstUI-digested (unmethylated) DNA from the same genome, avoiding reference-tissue and copy-number biases

  pediatric tumor eight desmoplastic aprimes bisulfite quantitative

• Design and analysis issues in genome-wide somatic mutation studies of cancer.

  PMID 18692126 · PMC2820387 · Genomics · 2009 · 6 claims · 4 setups

  Full-text index only

  Two-stage (discovery + validation) sequencing designs efficiently allocate resources and can produce highly informative candidate driver gene lists even with relatively small sample sizes.

  hypothetical panel colorectal germline simulation targeted genome-wide

• Recurring mutations found by sequencing an acute myeloid leukemia genome.

  PMID 19657110 · PMC3201812 · The New England journal of medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  Deep paired tumor/normal whole-genome sequencing of a cytogenetically normal AML-M1 genome identified 12 somatic coding (tier 1) mutations and 52 somatic tier 2 (conserved/regulatory) mutations.

  aml-m1 tumor bone additional whole-genome snp gene-expression