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).

• Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.

  PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 66

  At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls

  subcutaneous sat rhesus bulk gsea xcell

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• 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)

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• MAZ-mediated tumor progression and immune evasion in hormone receptor-positive breast cancer: Targeting tumor microenvironment and PCLAF+ subtype-specific therapy.

  PMID 39805182 · PMC11780959 · Translational oncology · 2025 · 6 claims · 8 setups

  Full-text index only

  A C3 PCLAF+ tumor cell subtype identified by scRNA-seq shows high proliferation/differentiation potential and is linked to aggressive tumor behavior and poor prognosis in HR+BC

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• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

  Full-text index only

  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

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• 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

  Full-text index only

  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

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