Research graph
References from Rank-based integration identifies convergent disease mechanisms across omics. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1186/s13059-017-1215-1
10.1186/s13059-017-1215-1 · External reference
10.1038/nrg.2018.4
10.1038/nrg.2018.4 · External reference
10.1093/bib/bbaf355
10.1093/bib/bbaf355 · External reference
10.1038/nrg2825
10.1038/nrg2825 · External reference
Systematic review and meta-analysis of bulk RNAseq studies in human Alzheimer’s disease brain tissue
10.1002/alz.70025 · 2025 · External reference
Unresolved reference
External reference
10.2307/2529826
10.2307/2529826 · External reference
10.1038/s41467-024-49986-4
10.1038/s41467-024-49986-4 · External reference
10.1111/j.1420-9101.2005.00917.x
10.1111/j.1420-9101.2005.00917.x · External reference
10.1093/nar/gkr1265
10.1093/nar/gkr1265 · External reference
10.1093/bioinformatics/btx292
10.1093/bioinformatics/btx292 · External reference
10.1093/bioinformatics/btr709
10.1093/bioinformatics/btr709 · External reference
10.1023/a:1009703431535
10.1023/a:1009703431535 · External reference
10.1073/pnas.0506580102
10.1073/pnas.0506580102 · External reference
Unresolved reference
External reference
10.1126/scitranslmed.aac7071
10.1126/scitranslmed.aac7071 · External reference
10.1172/jci188345
10.1172/jci188345 · External reference
10.1681/asn.2008050492
10.1681/asn.2008050492 · External reference
10.1007/s10157-019-01734-5
10.1007/s10157-019-01734-5 · External reference
10.1038/s41581-023-00699-9
10.1038/s41581-023-00699-9 · External reference
Single-cell RNA sequencing of human kidney
10.1038/s41597-019-0351-8 · 2020 · External reference
10.1093/nar/gkad1025
10.1093/nar/gkad1025 · External reference
10.1038/s41581-024-00889-z
10.1038/s41581-024-00889-z · External reference
10.1053/j.ajkd.2026.01.021
10.1053/j.ajkd.2026.01.021 · External reference
Metabolomics and Gene Expression Analysis Reveal Down-regulation of the Citric Acid (TCA) Cycle in Non-diabetic CKD Patients
10.1016/j.ebiom.2017.10.027 · 2017 · External reference
Fibroblast growth factor-23 remodels vascular extracellular matrix via glycosaminoglycan induction: implications for calcification in chronic kidney disease
10.1080/0886022x.2025.2567528 · 2025 · External reference
10.1038/nm.3762
10.1038/nm.3762 · External reference
10.1161/jaha.120.019667
10.1161/jaha.120.019667 · External reference
AutoAnnotate: A Cytoscape app for summarizing networks with semantic annotations
10.12688/f1000research.9090.1 · 2016 · External reference
Integrated landscape of cardiac metabolism in end-stage human nonischemic dilated cardiomyopathy
2022 · External reference
10.1186/s12864-018-5213-9
10.1186/s12864-018-5213-9 · External reference
10.1161/circulationaha.106.632430
10.1161/circulationaha.106.632430 · External reference
10.1186/s12916-019-1469-4
10.1186/s12916-019-1469-4 · External reference
10.1152/physiolgenomics.00255.2004
10.1152/physiolgenomics.00255.2004 · External reference
RNA sequencing analysis and atrial natriuretic peptide production in patients with dilated and ischemic cardiomyopathy
10.1371/journal.pone.0090157 · 2014 · External reference
10.1016/j.celrep.2022.111400
10.1016/j.celrep.2022.111400 · External reference
10.1161/circulationaha.113.003863
10.1161/circulationaha.113.003863 · External reference
10.1016/j.jacc.2006.07.026
10.1016/j.jacc.2006.07.026 · External reference
10.1016/j.cell.2019.05.010
10.1016/j.cell.2019.05.010 · External reference
A cross-study transcriptional patient map of heart failure defines conserved multicellular coordination in cardiac remodeling
10.1038/s41467-025-62219-6 · 2025 · External reference
Identification and multi-layered validation of seven diagnostic biomarkers for dilated cardiomyopathy via integrative machine learning, single-cell transcriptomics, and Mendelian randomization
10.3389/fcell.2026.1851275 · 2026 · External reference
10.1038/s41569-020-00435-x
10.1038/s41569-020-00435-x · External reference
Dilated cardiomyopathy
10.1038/s41572-019-0084-1 · 2019 · External reference
10.1016/j.lfs.2022.120807
10.1016/j.lfs.2022.120807 · External reference
10.1038/s41569-020-00504-1
10.1038/s41569-020-00504-1 · External reference
Integrative Proteomic Analysis Reveals the Cytoskeleton Regulation and Mitophagy Difference Between Ischemic Cardiomyopathy and Dilated Cardiomyopathy
10.1016/j.mcpro.2023.100667 · 2023 · External reference
10.1038/s41467-020-16584-z
10.1038/s41467-020-16584-z · External reference
10.1073/pnas.2212118120
10.1073/pnas.2212118120 · External reference
10.1038/s41591-018-0046-2
10.1038/s41591-018-0046-2 · External reference
10.1172/jci119776
10.1172/jci119776 · External reference
Single-cell transcriptomics reveals cell-type-specific diversification in human heart failure
10.1038/s44161-022-00028-6 · 2022 · External reference
10.1007/s10741-019-09873-3
10.1007/s10741-019-09873-3 · External reference
10.1172/jci.insight.168655
10.1172/jci.insight.168655 · External reference
The extracellular matrix proteoglycan lumican improves survival and counteracts cardiac dilatation and failure in mice subjected to pressure overload
10.1038/s41598-019-45651-9 · 2019 · External reference
LTBP2 knockdown by siRNA reverses myocardial oxidative stress injury, fibrosis and remodelling during dilated cardiomyopathy
10.1111/apha.13377 · 2020 · External reference
PTN secreted by cardiac fibroblasts promotes myocardial fibrosis and inflammation of pressure overload-induced hypertrophic cardiomyopathy through the PTN-SDC4 pathway
10.1016/j.lfs.2024.123356 · 2025 · External reference
10.1172/jci120849
10.1172/jci120849 · External reference
10.1093/cvr/cvae231
10.1093/cvr/cvae231 · External reference
PHB2 ameliorates Doxorubicin-induced cardiomyopathy through interaction with NDUFV2 and restoration of mitochondrial complex I function
10.1016/j.redox.2023.102812 · 2023 · External reference
10.3390/ijms241210400
10.3390/ijms241210400 · External reference
10.1161/circulationaha.119.039610
10.1161/circulationaha.119.039610 · External reference
10.1038/s41422-019-0208-x
10.1038/s41422-019-0208-x · External reference
10.1038/s41576-020-0258-4
10.1038/s41576-020-0258-4 · External reference
10.1186/s12859-014-0367-1
10.1186/s12859-014-0367-1 · External reference
The Variance Gamma (V
1990 · External reference
10.1007/978-1-4612-0173-1
10.1007/978-1-4612-0173-1 · External reference
Unresolved reference
External reference
10.1093/nar/gkv007
10.1093/nar/gkv007 · External reference
10.1093/nar/28.1.27
10.1093/nar/28.1.27 · External reference
Unresolved reference
External reference
The Molecular Signatures Database (MSigDB) hallmark gene set collection
10.1016/j.cels.2015.12.004 · 2015 · External reference
clusterProfiler 4.0: A universal enrichment tool for interpreting omics data
2021 · External reference
10.1038/s41596-018-0103-9
10.1038/s41596-018-0103-9 · External reference
