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 subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.

  PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 68

  RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)

  endometrial in-house bulk rif-degs meta-analysis sequencing immune

• 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

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Identification and validation of prognostic genes associated with M2 macrophage and heme metabolism in lung adenocarcinoma through bulk and single-cell RNA sequencing analysis.

  PMID 41787185 · PMC13076703 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  EPB41, ACP5, PPOX, RBM38, and TRIM58 were identified as prognostic genes for LUAD

  tcga-luad gse131907 clinical cibersort gsea spearman

• 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

• 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

• Commonalities in gene expression and methylation changes across two rat models of acquired epilepsy.

  PMID 41530481 · PMC12877007 · Scientific reports · 2026 · 7 claims · 8 setups

  Full-text index only

  71 genes show concordant (same-direction) expression changes and 94 genes show concordant methylation changes across both the kindling and kainic acid epilepsy models

  hippocampus sequencing reduced-representation rt-pcr

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• Integrative omics and experimental validation reveal METTL17 and SLC27A1 as biomarkers and potential therapeutic targets in chronic kidney disease.

  PMID 41766913 · PMC12946038 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  METTL17 and SLC27A1 are identified as consistently dysregulated key genes bridging mitochondrial dysfunction and macrophage polarization in CKD

  kidney peripheral uuo bulk single-cell cibersort

• Comprehensive analysis for the role of macrophage-driven genes in abdominal aortic aneurysm.

  PMID 41815567 · PMC12973086 · Cardiovascular diagnosis and therapy · 2026 · 8 claims · 8 setups

  Full-text index only

  SMU1 is identified as a novel macrophage-related gene associated with AAA development, serving as a potential diagnostic biomarker and therapeutic target

  aaa macrophage-related merged gwas single-cell bulk rt-qpcr

• 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

• Targeted and personalized immunotherapy in lung adenocarcinoma: single-cell RNA sequencing of MAFF+ tumor cells and the therapeutic potential of FOS.

  PMID 40936936 · PMC12420628 · Frontiers in immunology · 2025 · 7 claims · 8 setups

  Has reproduction · 71

  A highly stem-like C0 MAFF+ tumor cell subtype dominates invasive LUAD, producing chemokines and activating lipid metabolism

  luad tumor a549 single-cell infercnv pseudotime

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Multi-Omic Profiling of T Cell-Mediated Rejection After Kidney Transplantation Reveals B Cell Receptor Repertoire Expansion and Its Prognostic Relevance.

  PMID 41467897 · PMC12752722 · FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026 · 8 claims · 8 setups

  Full-text index only

  The BCR repertoire, particularly the IgG isotype, is significantly expanded in TCMR compared to stable renal function (STA) across independent renal transplant cohorts

  kidney healthy lp-1 bcr bulk triple

• A P4HA2 hypoxia signature derived from single cell atlas stratifies conserved subtypes with prognostic significance in cervical squamous cell carcinoma.

  PMID 41559646 · PMC12910786 · BMC cancer · 2026 · 6 claims · 8 setups

  Full-text index only

  A tumor cell metaprogram (MP7) identified from scRNA-seq of CSCC shows elevated hypoxia, invasion, metastasis, proliferation, and angiogenesis scores compared to other metaprograms.

  cscc tcga-cscc mp7 siha single-cell bulk gene

• TiSMeD: A tissue-specific methylation and expression database for biomarker and translational applications.

  PMID 41883585 · PMC13011251 · Molecular therapy. Nucleic acids · 2026 · 8 claims · 8 setups

  Full-text index only

  TiSMeD integrates 6,782 methylomes, 16,894 transcriptomes, and 241 proteomes across 48 normal human tissues into a searchable database

  normal plasma case-control tcga methylation transcriptome proteomics

• Dissecting tumor heterogeneity in colorectal cancer: uncovering the role of BCL2L1(+) cells through single-cell analysis.

  PMID 41958675 · PMC13056825 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  scRNA-seq identifies five CRC tumor cell subtypes, with the C4 BCL2L1+ subtype predominantly enriched in liver metastases and showing enhanced proliferation, metabolic reprogramming, and anti-apoptotic activity

  crc epcs malignant tcga scrna-seq infercnv cytotrace

• Multi-Omics reveals SPP1 + malignant and CXCR4(+) TAM crosstalk predicts immunotherapy response in lung adenocarcinoma.

  PMID 42045760 · PMC13187092 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  SPP1+ malignant and CXCR4+ TAM crosstalk drives CD8 T cell exhaustion and induces poor immunotherapy response

  luad tcga-luad epithelial a549 single-cell spatial bulk

• 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

• 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