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).

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• 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

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 7 claims · 4 setups

  Has reproduction · 86

  TNBC can be divided into four gene-expression-defined subtypes: BLIA, BLIS, MES, and LAR

  tnbc unique 719-gene gene term machine

• 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

• 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

• scArchon: a scalable benchmarking framework for assessing single-cell perturbation models.

  PMID 42121287 · PMC13162514 · Genome biology · 2026 · 8 claims · 8 setups

  Full-text index only

  scArchon is a reproducible, modular, Snakemake-based benchmarking platform that evaluates perturbation response prediction tools in a standardized, containerized, extensible manner.

  pbmcs epithelial liver glioblastoma scrna-seq gene dimensionality

• MicroRNA Enrichment and Docking-Based Evaluation of Ilomastat Targeting of MMP-2 in Esophageal Squamous Cell Carcinoma: Insights from a South African Cohort.

  PMID 42158110 · PMC13181172 · Computational and structural biotechnology journal · 2026 · 7 claims · 5 setups

  Full-text index only

  The miR-29 family inhibits MMP-2 and represents a key regulatory axis in tumor invasion

  paired deg mmp-2 escc bulk pathway molecular

• Gene-Expression Profiling Suggests Impaired Signaling via the Interferon Pathway in Cstb-/- Microglia.

  PMID 27355630 · PMC4927094 · PloS one · 2016 · 8 claims · 8 setups

  Has reproduction · 54

  In Cstb-/- microglia, 184 genes were differentially expressed relative to control, of which 33 were identified by both microarray and RNA-seq.

  analysis microarray rna-seq quantitative

• Placental gene signatures associated with high neonatal adiposity: role for immune cell activation.

  PMID 41958865 · PMC13061145 · Journal of the Endocrine Society · 2026 · 8 claims · 8 setups

  Full-text index only

  A placental transcriptomic signature is associated with high neonatal adiposity

  placental term atlas neonates bulk gene protein-protein

• Substantial unannotated noncoding transcripts in tumors may transcriptionally regulate cancer-related genes.

  PMID 41606598 · PMC12924361 · BMC biology · 2026 · 8 claims · 8 setups

  Full-text index only

  Many unannotated genes and transcripts (MSTRG/UNTs) are pervasively generated and significantly differentially expressed in cancer cell lines and tissues across four tumor types (lung, liver, stomach, colon)

  cancer a549 unt bulk chip-seq computational

• Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor-Treg crosstalk in castration-resistant prostate cancer.

  PMID 41710887 · PMC12909565 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  Higher EZH2 expression is associated with adverse clinical outcomes in bulk PCa/CRPC cohorts

  tcga-prad su2c gse264573 gse137829 bulk scrna-seq ligand-receptor

• De novo transcriptome assembly and annotation of Penaeus monodon hemocytes under WSSV infection and STAT knockdown.

  PMID 41942475 · PMC13233909 · Scientific data · 2026 · 8 claims · 7 setups

  Full-text index only

  A validated de novo hemocyte transcriptome assembly and 12-library RNA-seq dataset for P. monodon under WSSV infection and PmSTAT knockdown is provided as a public resource.

  penaeus monodon assembled predicted bulk novo busco

• Telomerase-Associated Genes as Prognostic Markers in High-Grade Serous Ovarian Cancer.

  PMID 42050900 · PMC13137916 · Medical science monitor : international medical journal of experimental and clinical research · 2026 · 8 claims · 8 setups

  Full-text index only

  TAGs are linked to HGSOC progression and yield a candidate prognostic model

  hgsoc tcga-ov scrna-seq-derived single-cell bulk cellchat

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 7 setups

  Has reproduction · 19

  Glioblastoma, ischemic stroke, and moyamoya disease share molecular biomarkers and pathways indicating a pathological interconnection

  extracellular cortical neural shared rna-seq microarray gene

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal