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).

• Amelioration of colorectal cancer-associated fibroblasts in immunosuppressive microenvironment by ferroptosis-based nanotherapy.

  PMID 41690961 · PMC13018587 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  CAFs drive tumor-promoting activity and immunosuppression, contributing to CRC immunotherapy resistance

  crc patient-derived hct116 models bioinformatic cytotoxicity bio-tem

• geneshot: gene-level metagenomics identifies genome islands associated with immunotherapy response.

  PMID 33952321 · PMC8097837 · Genome biology · 2021 · 8 claims · 6 setups

  Has reproduction · 75

  geneshot identifies microbial genomic islands consistently associated with ICI response across independent cohorts

  stool deduplicated cag reference gene-level novo co-abundance

• AJUBA: The Master Regulator Bridging EMT and Immune Evasion in Colorectal Cancer.

  PMID 41814682 · PMC13140425 · Mediators of inflammation · 2026 · 8 claims · 8 setups

  Full-text index only

  AJUBA is markedly upregulated in CRC across multiple transcriptomic cohorts and is enriched in epithelial cells with activated EMT features

  tcga-crc crc paired hct116 bulk single-cell spatial

• Design of a targeted blood transcriptional panel for monitoring immunological changes accompanying pregnancy.

  PMID 38352867 · PMC10861739 · Frontiers in immunology · 2024 · 6 claims · 3 setups

  Has reproduction · 73

  A targeted panel of 176 transcripts plus 8 housekeeping genes was identified for monitoring immunological changes during pregnancy

  blood bulk microarray bloodgen3

• PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.

  PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 7 claims · 6 setups

  Has reproduction · 75

  The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival

  pbmcs sorted expanded cancer multiparameter receptor targeted

• Application of OMICS technologies in occupational and environmental health research; current status and projections.

  PMID 19933307 · PMC2910417 · Occupational and environmental medicine · 2010 · 8 claims · 6 setups

  Full-text index only

  Five OMICS technologies are well established: genotyping, transcriptomics, epigenomics, proteomics, and metabolomics

  population genomic blood genome array-based comparative gene

• Genetics of circulating inflammatory proteins identifies drivers of immune-mediated disease risk and therapeutic targets.

  PMID 37563310 · PMC10457199 · Nature immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 93

  Genome-wide pQTL mapping of 91 inflammation-related plasma proteins in 14,824 participants identified 180 significant pQTLs (59 cis, 121 trans) across 108 genomic regions and 70 proteins

  plasma blood tissues gut genome-wide pqtl cis-eqtl

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• Single-cell spatial transcriptomics reveals tumor microenvironment heterogeneity in primary and lymph node-metastatic small cell lung cancer.

  PMID 41916294 · PMC13130650 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  Three malignant subclusters (C5, C6, C9) are enriched in LNM tumors and display distinct metabolic and angiogenic programs alongside spatial immune exclusion

  pt-lnm spatial single-cell multi-organ single-cell multiplex h&e

• 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

• A machine learning-defined cellular senescence signature systematically enhances prognostication and guides immunotherapy strategies for the treatment of gliomas.

  PMID 41501133 · PMC12886967 · NPJ precision oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  CSRGPS is a robust, machine-learning-derived prognostic signature that outperforms existing glioma prognostic models across multiple cohorts

  tcga-gbm glioma meta consensus wgcna machine

• Integrating single-cell and bulk transcriptomes to reveal prognostic and immunological features of ecDNA-related genes in osteosarcoma.

  PMID 42047819 · PMC13125642 · Cancer immunology, immunotherapy : CII · 2026 · 7 claims · 8 setups

  Full-text index only

  A novel ecDNA-related Gene Prognostic Score Model (EGPSM) was constructed using an integrated framework of 101 machine learning algorithm combinations and validated in training, testing, and external cohorts.

  osteosarcoma treatment-naive bulk 143b bulk single-cell cibersort

• Genome-wide association analyses highlight the role of the intestinal molecular environment in human gut microbiota variation.

  PMID 41688638 · PMC12987725 · Nature genetics · 2026 · 8 claims · 8 setups

  Full-text index only

  Variants in the OR51E1–OR51E2 locus, encoding microbiome-derived fatty acid chemosensors expressed in enteroendocrine cells, are associated with gut microbial richness

  adults subset intestinal enteroendocrine genome-wide sanger single-cell

• HCCaging: a liver physiological aging-related biomarker for hepatocellular carcinoma diagnosis based on transcriptome data.

  PMID 41942446 · PMC13230847 · npj aging · 2026 · 8 claims · 8 setups

  Full-text index only

  A 16-gene HCCaging signature was derived via GSVA from genes overlapping age-associated upregulated genes in TCGA, scRNA-seq, and ICGC datasets

  tcga-lihc hcc icgc six bulk single-cell gsva-based

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• Estropausal gut microbiota transplant improves measures of ovarian function in adult mice.

  PMID 41776310 · PMC13004687 · Nature aging · 2026 · 8 claims · 7 setups

  Full-text index only

  Young and estropausal female mice have distinct, separable gut microbial profiles (beta and alpha diversity) across multiple cohorts.

  fecal young gut vcd-induced 16s ovarian picrust2

• Multi-omics integration and machine learning reveal gut-immune signatures in idiopathic pulmonary fibrosis: insights from bulk RNA-seq, single-cell profiles, spatial transcriptomics, and experimental validation.

  PMID 41939867 · PMC13043422 · Frontiers in immunology · 2026 · 7 claims · 8 setups

  Full-text index only

  CXCL13, IL33, TLR4, and IGF1 are core IPF genes consistently linked to immune infiltration and fibrotic remodeling across bulk, single-cell, spatial, and blood multi-omics data

  lung candidate bulk normalized bulk ppi machine

• Identification of cycling regulatory T cell precursors as conductors of immune escape during breast carcinoma progression.

  PMID 41997138 · PMC13213619 · Cancer cell · 2026 · 8 claims · 8 setups

  Full-text index only

  A novel proliferative Treg precursor state, cycling Treg (cycTreg: FOXP3^int, MKI67^hi, IKZF2/4^int-hi), is absent in normal breast, low in DCIS, and strongly expanded in IBC

  normal mammary dcis tumor-draining scrna-seq spatial multiplex

• Disrupted PGR-B and ESR1 signaling underlies defective decidualization linked to severe preeclampsia.

  PMID 34709177 · PMC8553341 · eLife · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  A 120-gene transcriptomic fingerprint encoding defective decidualization is present in decidua of women who developed sPE in a prior pregnancy

  endometrial proteins bulk rt-qpcr immunofluorescence

• 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