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).

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• Protocol to perform cell-type-specific transcriptome-wide association study using scPrediXcan framework.

  PMID 41689808 · PMC12925207 · STAR protocols · 2026 · 6 claims · 6 setups

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  scPrediXcan enables cell-type-specific transcriptome-wide association studies (TWAS) by integrating deep learning-based prediction of gene expression from DNA sequence and epigenetic features.

  acinar individual-level geuvadis beta mlp-based personalized elastic-net

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirmed a positive association between DED and DEP occurrence

  patients taiwan biobank twb meta-analysis genome-wide score

• 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

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  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

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

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  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic

• PRKCA and multiple sclerosis: association in two independent populations.

  PMID 16596167 · PMC1420678 · PLoS genetics · 2006 · 8 claims · 8 setups

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  PRKCA (protein kinase C alpha) on 17q24 is associated with MS in Finnish families

  finnish canadian unrelated blood snp dense multipoint

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

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  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution

• Integrative single-cell analysis uncovers distinct tumour microenvironment ecotypes and immune evasion across skin cancers.

  PMID 41636115 · PMC12869349 · Clinical and translational medicine · 2026 · 7 claims · 8 setups

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  A malignant NARS2+NDUFC2+ melanoma cell subpopulation with reduced MHC-I expression is enriched in advanced-stage tumours and associated with worse survival and immunotherapy response.

  skin prognosis melanoma macrophage single-cell bulk immunofluorescence

• 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

• Cell type-specific eQTL analysis of COVID-19 based on single-cell transcriptomic data.

  PMID 41064594 · PMC12501775 · NAR genomics and bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 51

  Single-cell eQTL analysis across eight immune cell types identified 2593 genes whose expression is significantly associated with common genetic polymorphisms, with most genes showing cell type-specific effects

  pbmcs eight pbmc monocytes scrna-seq genetic cis-eqtl

• A single-cell atlas characterizes dysregulation of the bone marrow immune microenvironment associated with outcomes in multiple myeloma.

  PMID 41514053 · PMC12858409 · Nature cancer · 2026 · 8 claims · 6 setups

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  Generated a single-cell Immune Atlas of 1,397,272 BM cells from 337 NDMM participants (263 discovery, 74 validation) using scRNA-seq

  cd138 bone ndmm single-cell cytogenetic disease

• Genomic biomarkers of immunotherapy plus chemotherapy in patients with advanced NSCLC: Insights from the phase 3 ORIENT-11 study.

  PMID 41660271 · PMC12876322 · iScience · 2026 · 8 claims · 8 setups

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  A 9-gene Immune-Chemotherapy Prediction Score (ICPscore), derived from ORIENT-11 via WGCNA and LASSO Cox regression, predicts survival benefit from ICI plus chemotherapy in advanced NSCLC

  orient-11 hub nsclc oak bulk pd-l1 wgcna

• Ionizing Radiation Enhances Prognostically Significant Cellular Immunity Programs in the Brain Metastasis Microenvironment.

  PMID 41817317 · PMC13223553 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 8 claims · 7 setups

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  High-grade histopathologic TIL infiltration is associated with significantly prolonged overall survival in breast and lung cancer BM.

  breast lung histopathologic sequencing tcr

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• Clonal CD8(+) T cells populate the leptomeninges and coordinate with immune cells in human degenerative brain diseases.

  PMID 41593242 · PMC12864034 · Nature immunology · 2026 · 8 claims · 6 setups

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  The human leptomeninges harbor substantial numbers of clonally expanded, tissue-resident memory CD8 T cells (ZNF683-high, CXCR6+, PD-1+)

  postmortem leptomeninges scrna-seq-derived leptomeningeal single-cell flow imaging

• Single-cell mapping of cholesterol metabolism reveals FDPS as a therapeutic vulnerability in hepatocellular carcinoma.

  PMID 41706364 · PMC12916967 · Cellular oncology (Dordrecht, Netherlands) · 2026 · 7 claims · 8 setups

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  Cholesterol metabolic activity is markedly elevated in HCC tumors and in immune checkpoint blockade (ICB) non-responders, with pronounced intratumoral heterogeneity across malignant cell subpopulations

  hcc tcga-lihc malignant hepa1-6 scrna-seq bulk hdwgcna

• 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

• Highlights of international conference of immunogenomics and immunomics, October 8-12, 2006 Budapest, Hungary.

  PMID 17470366 · PMC7130317 · Cellular immunology · 2006 · 8 claims · 8 setups

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  An 'immunological constant of rejection' involving interferon-stimulated genes (ISGs) and innate immune effector functions (IEF) underlies diverse immune-mediated tissue destruction processes (allograft rejection, cancer rejection, autoimmunity, infection)

  hla-b44 plasma macrophages complement proteomics shotgun cap