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 · 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 · 80
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
WGCNA identified 214 key genes in the blue module most correlated with LUAD
-
Full-text index only
Exploration of the omics evidence landscape: adding qualitative labels to predicted protein-protein interactions.
PMID 17880677 · PMC2375035 · Genome biology · 2007 · 7 claims · 8 setups
Combining pairs of omics evidence types into two-dimensional 'evidence landscapes' allows regions to be identified that specifically and purely predict either physical or metabolic protein interactions
-
Has reproduction · 49
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
ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC
-
Has reproduction · 66
Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.
PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups
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
-
Has reproduction · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 6 claims · 4 setups
Low STAT3 expression in primary prostate cancer is associated with up-regulated OXPHOS and ribosomal biosynthesis at the transcriptomic level.
-
Has reproduction · 78
Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.
PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups
PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs
-
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
-
Has reproduction · 72
Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.
PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 7 setups
edgeR identifies 9 DEGs associated with pCR and 13 DEGs associated with relapse from 579 immune genes in a small TNBC sample set (n=55)
-
Has reproduction · 58
Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.
PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups
EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD
-
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
Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.
PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups
TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.
-
Has reproduction · 71
Comprehensive comparison of gene expression diversity among a variety of human stem cells.
PMID 36458020 · PMC9706419 · NAR genomics and bioinformatics · 2022 · 6 claims · 7 setups
iPSC gene expression is more strongly influenced by tissue origin than other stem cell types, whereas ESCs and somatic stem cells (MSCs, HSCs) are more strongly impacted by culture condition.
-
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
170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions
-
Full-text index only
An integrated approach of immunogenomics and bioinformatics to identify new Tumor Associated Antigens (TAA) for mammary cancer immunological prevention.
PMID 16351756 · PMC1866378 · BMC bioinformatics · 2005 · 8 claims · 6 setups
Meta-analysis of two independent BALB-neuT transcription profiling studies can identify new TAA candidates usable instead of or with Her2
-
Full-text index only
Identification of novel markers for liver fibrosis in HIV/hepatitis C virus coinfected individuals using genomics-based approach.
PMID 18614866 · PMC2654216 · AIDS (London, England) · 2008 · 8 claims · 6 setups
An 8-marker model combining six serum markers, age, and ART experience predicts liver fibrosis stage with an AUROC of 0.904.
-
Has reproduction
DNA demethylation is associated with malignant progression of lower-grade gliomas.
PMID 30760837 · PMC6374451 · Scientific reports · 2019 · 8 claims · 8 setups
Nearly half of IDH-mutant glioblastomas that progressed from lower-grade gliomas show characteristic partial DNA demethylation in previously methylated (G-CIMP) genomic regions of their initial tumor.
-
Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
-
Full-text index only
ATBF1 and NQO1 as candidate targets for allelic loss at chromosome arm 16q in breast cancer: absence of somatic ATBF1 mutations and no role for the C609T NQO1 polymorphism.
PMID 18416817 · PMC2377272 · BMC cancer · 2008 · 8 claims · 7 setups
Five genes (NQO1, ATBF1, DBNDD1, HSBP1, CGI-38) at 16q show significantly lower mRNA expression in breast tumors with LOH at 16q compared to tumors without LOH
-
Has reproduction · 59
Integrating multi-omics data reveals the antitumor role and clinical benefits of gamma-delta T cells in triple-negative breast cancer.
PMID 40197136 · PMC11974128 · BMC cancer · 2025 · 8 claims · 8 setups
High γδT cell infiltration is associated with favorable prognosis in TNBC but not in HR-positive or HER2-positive breast cancer