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).

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

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  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Integrative multimodal transcriptomics identifies a cancer-associated fibroblast membrane signature for predicting prognosis and therapeutic response in pancreatic ductal adenocarcinoma.

  PMID 41942785 · PMC13053443 · Journal of molecular medicine (Berlin, Germany) · 2026 · 8 claims · 8 setups

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  A PDAC-enriched myoCAF-c1 fibroblast cluster is closely associated with epithelial-mesenchymal transition (EMT) and angiogenesis

  pdac myocaf-c1-derived tcga-paad scrna-seq spatial bulk

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• A novel polymorphism in the 1A promoter region of the vitamin D receptor is associated with altered susceptibilty and prognosis in malignant melanoma.

  PMID 15238985 · PMC2364794 · British journal of cancer · 2004 · 7 claims · 6 setups

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  A novel A-1012G (adenine-guanine) polymorphism exists in the VDR exon 1a promoter region, identified by SSCP screening and sequencing

  blood variant patients same sscp sanger pcr-rflp

• Identification and Validation of an Autophagy-Related Gene Signature for Prognostic Prediction and Immunotherapy Response in Esophageal Squamous Cell Carcinoma.

  PMID 41681864 · PMC12897147 · Cancers · 2026 · 8 claims · 8 setups

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  A 4-ARG prognostic model (NBEA, CLOCK, NLRX1, MAGEA3) built via stepwise multivariate Cox regression stratifies ESCC patients into high- and low-risk groups with significantly different survival.

  escc gse53625 gse160269 imvigor210 microarray univariate single-cell

• Single cell profiling reveals malignant states and immune landscapes in PCNSL and systemic DLBCL.

  PMID 42023148 · PMC13097095 · iScience · 2026 · 8 claims · 8 setups

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  PCNSL and sDLBCL contain five distinct malignant B-cell subtypes (B0-B4) with discrete differentiation trajectories

  pcnsl malignant bulk sdlbcl scrna-seq infercnv cytotrace2

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A Hybrid signature combining the NPI with 14 SIS-selected genes was constructed from METABRIC training data

  metabric gse96058 test gene sure cox

• Mitochondrial DNA methylation predicts immunotherapy response and prognosis in lung adenocarcinoma: evidence from scRNA-Seq and machine learning.

  PMID 41663976 · PMC12997902 · BMC cancer · 2026 · 8 claims · 8 setups

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  Differentially expressed MTDM-related genes (DEMTDMRGs) are significantly enriched in cell cycle regulation, ferroptosis, and ABC transporter pathways

  luad demtdmrgs gse131907 wgcna kegg univariate

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

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 8 claims · 8 setups

  Has reproduction · 90

  Stemness-related genes ORC1L, KIF20A, and DLGAP5 are upregulated in LUAD and correlate with altered immune cell infiltration (Th2, MDSC, HSC) and reduced patient survival.

  tcga gse40419 gse31210 gene bulk microarray univariate

• Detecting DNA modifications from SMRT sequencing data by modeling sequence context dependence of polymerase kinetic.

  PMID 23516341 · PMC3597545 · PLoS computational biology · 2013 · 8 claims · 7 setups

  Has reproduction · 44

  Local sequence context strongly determines position-specific polymerase kinetic rate: roughly 80% of IPD variation is explained by a 10 bp context (7 bases upstream, 2 bases downstream of the incorporation site), saturating at 7 bases upstream.

  plasmid coli wild-type artificial smrt read-mixing distributional

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• MicroRNA profiling of BRCA1/2 mutation-carrying and non-mutation-carrying high-grade serous carcinomas of ovary.

  PMID 19798417 · PMC2749450 · PloS one · 2009 · 7 claims · 7 setups

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  High grade serous carcinomas with and without BRCA1/2 abnormalities show very similar miRNA expression profiles, with no clear clustering separation by BRCA1/2 status

  high ovarian mir-29a mirna unsupervised significance

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Decoding the Mechanisms of Hepatocellular Carcinoma Cancer Stem Cells and Identifying Potential Therapeutic Strategies Based on Single-cell Omics.

  PMID 41771574 · PMC12951371 · Cancer genomics & proteomics · 2026 · 7 claims · 8 setups

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  Malignant cells from HCC tumors resolve into six transcriptionally distinct subpopulations, including a progenitor-like CSC subset expressing EPCAM, SOX9, and SOX4

  malignant tumor csc six single-cell spatial copy

• Cross-tissue atlas of mucosa-associated lymphoid tissue lymphomas reveals intratumoral heterogeneity and microenvironmental subtypes.

  PMID 42066772 · PMC13198276 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Integrative bulk, single-nucleus, and spatial RNA-seq analysis identifies three LME subtypes in MALT lymphoma: LME1 (mesenchymal), LME2 (inflammatory), and LME3 (depleted).

  malt ffpe snrna-seq-derived snrna-seq bulk single-nucleus spatial

• Dysregulated expression of cell cycle regulators CDC20, PLK1, BUB1, CDC45, CDCA5 in pancreatic ductal adenocarcinoma.

  PMID 41699006 · PMC13002898 · Scientific reports · 2026 · 8 claims · 8 setups

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  CDC20, PLK1, BUB1, CDC45, and CDCA5 are concordantly identified as hub genes across seven NCBI-GEO datasets and the Pakistani RNA-seq dataset

  pakistani pdac overlapping tcga-paad bulk functional protein-protein