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).

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups

  Has reproduction · 71

  109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules

  pbmc shared hub pbmcs weighted kegg differential

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov

• A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.

  PMID 18414481 · PMC2387231 · Molecular systems biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Comparing human mRNA co-expression with co-expression of orthologous gene pairs in five other organisms identifies proteins that physically associate

  genes hela proteins worm co-expression quantitative functional

• STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.

  PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups

  Has reproduction · 66

  Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level

  prostate bulk weighted reverse

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups

  Has reproduction · 55

  Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.

  heart degs gene genes bulk gene kegg

• Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.

  PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 59

  Short-term stress and long-term adaptations share common metabolic pathways

  great embryonic gef mapk1 bulk gene transcription

• Harnessing secretory pathway differences between HEK293 and CHO to rescue production of difficult to express proteins.

  PMID 35301123 · PMC9189052 · Metabolic engineering · 2022 · 8 claims · 7 setups

  Has reproduction · 71

  Swapping expression host from CHO to HEK293 improves secreted titers for roughly one third of difficult-to-express human proteins

  expicho choebnalt85-1e9 freestyle culture transient semi-stable targeted

• Integrated weighted gene co-expression network analysis with an application to chronic fatigue syndrome.

  PMID 18986552 · PMC2625353 · BMC systems biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers

  cfs most candidate second microarray snp weighted

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• Vaccine-induced ICOS(+)CD38(+) circulating Tfh are sensitive biosensors of age-related changes in inflammatory pathways.

  PMID 34095875 · PMC8149371 · Cell reports. Medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Vaccine-induced ICOS+CD38+ cTfh from elderly adults show increased TNF-NF-κB pathway transcriptional signaling compared to young adults at day 7 post-vaccination

  pbmc sorted rna-seq icos+cd38+ flow bulk gene

• 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

• Systems spatiotemporal dynamics of traumatic brain injury at single-cell resolution reveals humanin as a therapeutic target.

  PMID 35951114 · PMC9372016 · Cellular and molecular life sciences : CMLS · 2022 · 8 claims · 8 setups

  Has reproduction · 98

  Coordinated gene expression patterns across cell types are disrupted and re-organized by mTBI with distinct regional, cellular, and temporal (24-h vs 7-day) specificity.

  hippocampus frontal peripheral cell-type single-cell svm-based ligand-receptor

• Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.

  PMID 19997623 · PMC2780352 · PLoS genetics · 2009 · 8 claims · 6 setups

  Full-text index only

  Functionally associated gene modules, not individual genes, underlie CAD development and can be identified via multi-organ expression clustering

  liver atherosclerotic 128-gene independent two-way gene bioinformatic

• Screening of core genes prognostic for sepsis and construction of a ceRNA regulatory network.

  PMID 36855106 · PMC9976425 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 86

  RNA-seq of peripheral blood from 23 sepsis patients and 10 healthy controls identifies 1,044 DEmRNAs, 66 DEmiRNAs and 155 DElncRNAs.

  peripheral demrnas blood thp-1 rna-seq annotation wgcna

• 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

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• 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

• Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.

  PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups

  Has reproduction · 81

  scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication

  lung pah scrna-seq-derived endothelial scrna-seq bulk cell-cell

• Variations in the transcriptome of Alzheimer's disease reveal molecular networks involved in cardiovascular diseases.

  PMID 18842138 · PMC2760875 · Genome biology · 2008 · 8 claims · 6 setups

  Full-text index only

  AD-related genes (APOE, A2M, PON2, MAP4) and CVD-associated genes (COMT, CBS, WNK1) congregate in a single co-expression module, linking AD and CVD at the transcriptional level

  entorhinal subjects expression differentially microarray significance principal