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).
-
Has reproduction · 44
Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.
PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups
The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI
-
Has reproduction · 68
Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.
PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups
GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression
-
Has reproduction · 97
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 · 7 setups
TAA/TAV pathogenesis is more associated with immune-related gene expression than TAA/BAV, with two WGCNA gene modules (brown and blue) enriched for immune functions.
-
Full-text index only
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
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.
-
Has reproduction · 91
Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.
PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 6 claims · 7 setups
CEL (carboxyl ester lipase) is the real hub gene shared between CP and PDAC and is markedly downregulated in PDAC
-
Has reproduction · 71
Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.
PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 7 claims · 7 setups
HIV-1 and PAH share 109 co-expressed genes primarily enriched in type I interferon (IFN) pathways.
-
Has reproduction · 69
Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.
PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups
66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs
-
Full-text index only
Extending Asia Pacific bioinformatics into new realms in the "-omics" era.
PMID 19958472 · PMC2788361 · BMC genomics · 2009 · 8 claims · 6 setups
88 full paper submissions were peer-reviewed for InCoB2009, with 49 shortlisted for oral presentation and 34 accepted into this BMC Genomics supplement, reflecting an overall acceptance rate of 50% across venues.
-
Full-text index only
DiRE: identifying distant regulatory elements of co-expressed genes.
PMID 18487623 · PMC2447744 · Nucleic acids research · 2008 · 8 claims · 4 setups
DiRE predicts distant regulatory elements by combining gene co-expression data, comparative genomics and TFBS profiles to determine TFBS-association signatures
-
Has reproduction · 50
Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.
PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups
A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database
-
Has reproduction
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 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
-
Full-text index only
Biotin tagging coupled with amino acid-coded mass tagging for efficient and precise screening of interaction proteome in mammalian cells.
PMID 19834888 · PMC4302342 · Proteomics · 2009 · 7 claims · 7 setups
BioCAT (biotin tagging + AACT) enables highly sensitive and accurate single-step screening of mammalian protein-protein interactions without establishing a stable cell line
-
Has reproduction · 55
Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.
PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups
352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples
-
Has reproduction
A newly identified glycosyltransferase AsRCOM provides resistance to purple curl leaf disease in agave.
PMID 37936069 · PMC10629022 · BMC genomics · 2023 · 6 claims · 5 setups
The glycosyltransferase gene AsRCOM is the most critical disease-resistance gene against agave purple curl leaf disease, and its overexpression significantly enhances resistance.
-
Has reproduction · 76
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
56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs
-
Has reproduction · 83
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
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs
-
Has reproduction · 49
LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.
PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups
LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS
-
Has reproduction · 80
Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.
PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 7 claims · 8 setups
Six genes (CST7, HSP90AB1, PADI4, PLBD1, RAB32, SLAMF6) are signature diagnostic biomarkers for aSAH identified by LASSO and SVM-RFE.
-
Has reproduction
Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.
PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 7 claims · 6 setups
A 10 immune-related gene signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) was constructed via WGCNA combined with LASSO-Cox and predicts overall survival in gastric cancer
-
Has reproduction · 71
Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.
PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups
Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.