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).

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Identification of a PRDM1-regulated T cell network to regulate atherosclerotic plaque inflammation.

  PMID 41039608 · PMC12490039 · Genome medicine · 2025 · 7 claims · 7 setups

  Has reproduction · 100

  A distinct gene co-expression module with a prominent T cell signature is associated with unstable plaques.

  carotid calcified atherosclerotic cell-specific microarray single-cell immunohistochemistry

• Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 7 claims · 6 setups

  Has reproduction · 96

  DLNet algorithm ranks genes based on their contribution to classifying treatment vs. control expression data

  oryza processed rice constructed affymetrix protein-protein gene

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort

• IL-6 trans-Signaling Regulates Neutrophilic Inflammation in Alcohol-Associated Hepatitis.

  PMID 40562277 · PMC13168973 · The American journal of pathology · 2026 · 8 claims · 8 setups

  Has reproduction · 71

  Hepatic IL-6R expression progressively declines with increasing severity of alcohol-related liver disease, from normal to early ASH to nonsevere and severe AH

  liver hepatocytes hepg2 ptpn11 bulk immunohistochemistry single-cell

• 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

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.

  PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 74

  540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed

  breast colorectal lung common microarray kegg protein-protein

• IRSN-23 gene diagnosis enhances breast cancer subtype classification and predicts response to neoadjuvant chemotherapy: new validation analyses.

  PMID 40128415 · PMC11993443 · Breast cancer (Tokyo, Japan) · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRSN-23 Gp-R patients have significantly higher pCR rates than Gp-NR patients without anti-HER2 therapy, across the OUH cohort and multiple independent public datasets

  breast microarray rna-seq exome

• Comprehensive analyses of telomerase component DKC1 and its association with clinical, molecular and immune landscapes in uterine corpus endometrial carcinoma.

  PMID 40458122 · PMC12127311 · Frontiers in cell and developmental biology · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  DKC1 mRNA and protein expression are significantly upregulated in UCEC tumors compared with non-tumorous endometrial tissue

  ucec ishikawa rna-seq proteomics immunohistochemistry

• 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

• ASTRA: a comprehensive resource of stress-induced transcriptional activity in human cell lines.

  PMID 41263110 · PMC12807686 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 73

  ASTRA is a curated, open-access database cataloging transcriptomic stress responses in human cell lines across four stress categories (oxidative stress, hypoxia, heat shock, DNA damage/UV)

  lines rna-seq bulk sequencing adapter

• Identification of intrinsic genes across general hypertension, hypertension with left ventricular remodeling, and uncontrolled hypertension.

  PMID 36277786 · PMC9582241 · Frontiers in cardiovascular medicine · 2022 · 7 claims · 8 setups

  Has reproduction · 73

  FBXW4 and 13 other genes are uniquely enriched in the general hypertension group

  peripheral white four gse75360 microarray gene weighted

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• 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

• Comprehensive bioinformatics analysis and experimental verification identify mitochondrial gene Dgat2 as a novel therapeutic biomarker for myocardial ischemia-reperfusion.

  PMID 40510478 · PMC12159077 · Frontiers in endocrinology · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Dgat2 is a hub mitochondria-related differentially expressed gene (MitoDEG) that can serve as a novel biomarker and therapeutic target in MI/RI

  heart degs dgat2 mitodegs microarray kegg protein-protein

• Under the Shadow: Old-biased Genes Are Subject to Weak Purifying Selection at Both the Tissue- and Cell Type-Specific Levels.

  PMID 41092135 · PMC12569596 · Genome biology and evolution · 2025 · 7 claims · 6 setups

  Has reproduction · 93

  ADICT (age-related decrease in transcriptome conservation) is commonly found in ageing tissues of nonmammalian species, including chicken brain, killifish liver and skin, and fruit fly brain

  drosophila nothobranchius gallus heterocephalus bulk single-cell

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors

  platelets degs platelet-specific tep-specific transcriptome pathway k-means

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative