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).

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• 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

• Transcriptome profiling of osteoclast subsets associated with arthritis: A pathogenic role of CCR2(hi) osteoclast progenitors.

  PMID 36591261 · PMC9797520 · Frontiers in immunology · 2022 · 8 claims · 6 setups

  Has reproduction · 50

  CCR2hi and CCR2lo periarticular bone marrow OCP subsets show a disparate transcriptome (863 differentially expressed genes)

  sorted rna-seq periarticular bulk gene flow

• 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

• Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.

  PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 88

  APOBEC family genes are differentially expressed across cancer types and tissues, with APOBEC3B being the most aberrantly upregulated gene in most cancers including LUAD

  tcga tcga-luad beas-2b rna-seq somatic gene

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

  Has reproduction

  Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

  tumor melanoma orien bulk gene kaplan-meier

• 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

• Ligilactobacillus salivarius regulating translocation of core bacteria to enrich mouse intrinsic microbiota of heart and liver in defense of heat stress.

  PMID 40276518 · PMC12018310 · Frontiers in immunology · 2025 · 6 claims · 6 setups

  Has reproduction

  Intrinsic microbiota (dominated by Burkholderia and Ralstonia) resides in the heart and liver of healthy SPF mice

  heart ileum metagenomic culturomics 16s

• 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

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• 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

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups

  Has reproduction · 49

  S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort

  blood degs bulk single-gene gene

• Comprehensive Genomic and Phenotypic Characterization of Escherichia coli O78:H9 Strain HPVN24 Isolated from Diarrheic Poultry in Vietnam.

  PMID 41156725 · PMC12565876 · Microorganisms · 2025 · 8 claims · 8 setups

  Has reproduction · 86

  HPVN24 is E. coli APEC serotype O78:H9, sequence type ST23

  coli hemolysis antibiotic whole-genome

• Chromosome-level genome assembly of agar-producing red seaweed Gracilaria vermiculophylla.

  PMID 41629338 · PMC12966425 · Scientific data · 2026 · 8 claims · 8 setups

  Has reproduction · 91

  Assembled the first chromosome-level genome of G. vermiculophylla: 77.5 Mb, 22 pseudochromosomes, contig N50 2.61 Mb, scaffold N50 3.16 Mb

  vermiculophylla assembled predicted genome short-read nanopore hi-c

• Investigating epigenetic biomarkers of age, sex, and disease in captive South African cheetahs (Acinonyx jubatus jubatus).

  PMID 41528985 · PMC12798976 · PloS one · 2026 · 8 claims · 7 setups

  Has reproduction · 58

  A cheetah-specific epigenetic clock (CheetahClock) built from 52 CpG sites predicts age across blood and liver samples with r=0.97 and MAE=0.86 years

  cheetah genes methylation elastic epigenome-wide

• Comparative analysis of circular RNAs between soybean cytoplasmic male-sterile line NJCMS1A and its maintainer NJCMS1B by high-throughput sequencing.

  PMID 30208848 · PMC6134632 · BMC genomics · 2018 · 8 claims · 7 setups

  Has reproduction · 50

  2867 circRNAs were identified in soybean flower buds via high-throughput sequencing with RNase R enrichment, of which 1009 were differentially expressed between NJCMS1A and NJCMS1B

  flower roots analysis parental high-throughput quantitative pcr

• 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