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).

• Cell Specific eQTL Analysis without Sorting Cells.

  PMID 25955312 · PMC4425538 · PLoS genetics · 2015 · 7 claims · 4 setups

  Has reproduction · 90

  A genotype x predicted-cell-count interaction (GxE) meta-analysis across whole blood datasets can detect neutrophil-specific cis-eQTLs without cell sorting

  blood neutrophils cis-eqtl cell-count rna-seq

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

  Full-text index only

  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• Association of adiponectin gene polymorphisms with type 2 diabetes in an African American population enriched for nephropathy.

  PMID 19056609 · PMC2628626 · Diabetes · 2009 · 8 claims · 5 setups

  Full-text index only

  SNP rs182052 in intron 1 of ADIPOQ is associated with diabetic nephropathy in African Americans

  african snp sequencing admixture

• 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

• 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

• 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

• Phosphorylation states of cell cycle and DNA repair proteins can be altered by the nsSNPs.

  PMID 16111488 · PMC1208866 · BMC cancer · 2005 · 8 claims · 4 setups

  Full-text index only

  15 of 89 nsSNPs (16.9%) studied were predicted to abolish or create phosphorylation sites in 14 of 32 proteins (44.0%)

  orthologues repair case-control phosphorylation cross-species database

• 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

• Unbalanced chromatin binding of Polycomb complexes drives neurodevelopmental disorders.

  PMID 41653922 · PMC13034722 · Molecular cell · 2026 · 8 claims · 8 setups

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  Heterozygous de novo missense mutations in RING1 and RNF2 are found in individuals with neurodevelopmental/intellectual disability phenotypes

  cohorts prc1 ring1a elegans variant structural western

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

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  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• Advancing Prognosis Prediction and Immunotherapy Efficacy in Lung Adenocarcinoma Through Machine Learning: Novel Insights From Anoikis Regulator Patterns in Single-Cell Multiomics.

  PMID 41488744 · PMC12764181 · International journal of genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  Epithelial and endothelial cells show the highest anoikis-enriched scores among LUAD TME cell types, with AT2-like Epi being the most anoikis-related epithelial subpopulation.

  luad pan-cancer tumor scrna-seq spatial bulk

• Single-cell epigenetic profiling reveals a tumor-intrinsic interferon response program in ccRCC tied to poor prognosis and BAP1 loss.

  PMID 41719400 · PMC12922754 · Science advances · 2026 · 8 claims · 8 setups

  Full-text index only

  Subclustering of ccRCC tumor cells reveals four shared epigenetic programs (C0-C3) recurrent across patients, cohorts, and disease stages

  rcc internal tumor state-specific single-cell multiome copy

• 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

• The molecular landscape of sepsis severity in infants: enhanced coagulation, innate immunity, and T cell repression.

  PMID 38817614 · PMC11137207 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 50

  Only two of seven published sepsis gene signatures (derived from adult/pediatric/geriatric cohorts) showed good concordance (>80% accuracy) when applied to infant sepsis, showing limited generalizability of non-infant signatures.

  blood merged deg microarray coconut pseudotime

• 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 HML6 endogenous retrovirus on chromosome 3 is upregulated in amyotrophic lateral sclerosis motor cortex.

  PMID 34253796 · PMC8275748 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 84

  The ERV locus HML6_3p21.31c is significantly upregulated in ALS post-mortem motor cortex after multiple-testing correction

  post-mortem als bulk cell-type weighted

• Multi-cohort and single-cell profiling of aging genes reveals prognostic and therapeutic targets in breast cancer.

  PMID 41732271 · PMC12924738 · iScience · 2026 · 8 claims · 7 setups

  Full-text index only

  The eight-gene MLAG signature outperforms 100 previously published prognostic models across 12 independent breast cancer cohorts

  tcga-brca senescent normal single-cell machine univariate gene

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.

  PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.

  cervical tcga-cesc hela scrna-seq scrna-seq wgcna cox