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

• 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

• Multi-omics analyses identify mannose phosphate isomerase-centered hypoxia-induced angiogenesis signature in colorectal cancer.

  PMID 41204349 · PMC12595641 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 61

  Twelve HIA-related genes were identified that are transcriptionally activated by HIF1A/HIF2A and functionally implicated in angiogenesis in CRC

  hct116 crc tumor chip-seq bulk single

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Estimation of genetic parameters and genome-wide association study for carcass traits in native chickens.

  PMID 40211845 · PMC12229932 · Animal bioscience · 2025 · 8 claims · 7 setups

  Has reproduction · 71

  Carcass traits (SW, EW, ThW, and their percentages except SP) show moderate to high heritability (0.20-0.50), while SP has low heritability (0.08)

  sanhuang breast whole-genome genome-wide heritability

• Age Deceleration and Reversal Gene Patterns in Dauer Diapause.

  PMID 41104926 · PMC12686545 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  Dauer arrest, regardless of duration, does not cause lasting functional decline in lifespan, brood size, or developmental resumption

  daf-2 wild-type same dauer developmental lifespan brood

• Positive Relationships between Intraocular Pressure and Thyroid Function in Graves' Ophthalmopathy: A Three-Aspect Evidence Analysis.

  PMID 40992768 · PMC12479196 · Yonsei medical journal · 2025 · 7 claims · 5 setups

  Has reproduction · 68

  Thyroid function parameters (FT3, FT4) and disease activity (CAS) are significantly associated with elevated IOP in GO patients

  nhanes gtex gse199688 differentially retrospective cross-sectional summary-data-based

• 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

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer

  breast tcga-brca geo gse40622 gene pan-cancer differential

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 6 setups

  Has reproduction · 71

  RCC_LM tumors exhibit higher genomic instability (CNV score) than RCC_noM tumors

  right-sided malignant epithelial types scrna-seq copy trajectory

• Dynamic interaction of MYC enhancer RNA with YEATS2 protein regulates MYC gene transcription in pancreatic cancer.

  PMID 40216980 · PMC12117045 · EMBO reports · 2025 · 8 claims · 11 setups

  Has reproduction · 90

  MYC eRNAs (notably MYC-490-kb) are transcribed from the MYC super-enhancer and are upregulated by chronic TNF-α stimulation specifically in pancreatic cancer cells, not normal pancreatic epithelial cells

  pdac miapaca-2 chronic myc-490-kb survival chip-seq nascent

• Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators.

  PMID 34680414 · PMC8533457 · Biomedicines · 2021 · 7 claims · 8 setups

  Has reproduction · 67

  A set of 15 TFs was identified as sepsis-specific master regulators of pediatric sepsis, dividing into two non-overlapping clusters.

  blood cd4+ pbmc regulons microarray differential master

• SMRT and Illumina RNA sequencing reveal novel insights into the heat stress response and crosstalk with leaf senescence in tall fescue.

  PMID 32746857 · PMC7397585 · BMC plant biology · 2020 · 8 claims · 7 setups

  Has reproduction · 30

  Combined PacBio SMRT and Illumina RNA sequencing generated a full-length reference transcriptome for tall fescue in the absence of a genome sequence.

  tall pooled nicotiana physiological illumina smrt

• PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.

  PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 7 claims · 6 setups

  Has reproduction · 75

  The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival

  pbmcs sorted expanded cancer multiparameter receptor targeted

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 45

  Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data

  tumor-infiltrating peripheral cd4+ tumor single-cell unsupervised pearson

• Development of double-positive thymocytes at single-cell resolution.

  PMID 33771202 · PMC8004397 · Genome medicine · 2021 · 7 claims · 8 setups

  Has reproduction · 86

  DP thymocytes can be classified into blast, rearrangement, and selection subtypes, distinguishable by surface markers CD2 and Ly6d

  thymocytes sorted thymocyte scrna-seq flow immunofluorescence

• SPEAQeasy: a scalable pipeline for expression analysis and quantification for R/bioconductor-powered RNA-seq analyses.

  PMID 33932985 · PMC8088074 · BMC bioinformatics · 2021 · 8 claims · 5 setups

  Has reproduction · 65

  SPEAQeasy is a portable, easy-to-install, Nextflow-powered RNA-seq processing pipeline that lowers the computational entry barrier for biologists/clinicians

  provided amygdala rna-seq differentially pipeline bulk rna-based