bioRxivMolecular BiologyPreprint
Multi-Omic Profiling Defines the Renal Mechanisms of Cardiovascular-Kidney-Metabolic Syndrome in Pulmonary Arterial Hypertension
Madelyn Blake, Sally Prins, Jenna B. MendelsoniD, Lynn M. HartweckiD, Todd Markowski, LeeAnn HigginsiD, Sandra Breuils-Bonnet, Steeve ProvencheriD, Sébastien BonnetiD, Kurt W. PrinsiD
Abstract
Background: Cardiovascular-kidney-metabolic (CKM) syndrome integrates cardiac, renal, and metabolic abnormalities that drive multi-organ injury. In pulmonary arterial hypertension (PAH), CKM manifests as systemic metabolic derangements, right ventricular dysfunction, and renal compromise. Renal dysfunction strongly predicts mortality in PAH, yet current therapies provide little renal benefit. Moreover, the mechanisms driving PAH nephropathy remain poorly understood, limiting our ability to effectively treat PAH-CKM. Methods: Single-nucleus RNA sequencing identified cell-type-specific transcriptional alterations in autopsy-derived kidneys from control (n=5) and PAH (n=4) patients. Mitochondrial, cytoplasmic, and phosphoproteomic analyses profiled proteomic alterations. AlphaFold 3/ChimeraX modeling defined the predicted structural consequences of altered protein phosphorylation. Histological analysis assessed renal fibrosis, glomerular structure, immune cell infiltration, and nephron segment density. Results: 3 of 4 PAH patients exhibited renal impairment, with a cohort mean estimated glomerular filtration rate of 61 plus or minus 36 mL/min/1.73m squared. snRNA-seq identified a distinct cellular architecture in PAH kidneys, marked by an increase in thick ascending limb, proximal tubule, and immune cell nuclei and depletion of collecting duct nuclei. Transcriptional profiling demonstrated proximal tubule and thick ascending limb cells both upregulated fatty acid oxidation, ferroptosis, and cuproptosis pathways. PAH lymphocytes displayed heightened T87 cell receptor signaling, natural killer cell-mediated cytotoxicity, and Th17 differentiation. Histological analyses demonstrated increased perivascular fibrosis, glomerular T-cell infiltration, and a reduction in glomerular basement membrane density in PAH kidneys. Mitochondrial and cytoplasmic proteomics revealed broad metabolic dysfunction characterized by impaired {beta}-oxidation, TCA cycle activity, amino acid metabolism, transsulfuration, and urea cycle pathways. Phosphoproteomics predicted increased GSK3{beta}, STK, and casein kinase activity in PAH kidneys. Finally, using the totality of our data, we nominated multiple druggable targets that could be evaluated to counteract PAH nephropathy. Conclusions: Integrated multi-omic profiling demonstrates PAH nephropathy is defined by glomerular structural remodeling, proximal nephron ferroptotic and cuproptotic signaling, amino acid metabolic dysregulation, and innate and adaptive leukocyte activation. Future studies intervening on these pathways could lead to the development of novel therapeutics to augment renal function in PAH.
- organism: human
- assay: snRNA-seq
- assay: proteomics
- assay: metabolomics
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- approach: experimental assay
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Pulmonary Arterial Hypertension Induces a Metabolic and Inflammatory Hepatopathy
Madelyn J. Blake, Sally Prins, … Kurt W. Prins·Journal of Clinical InvestigationPeer-reviewed·May 28, 2026
- Nephrectomy and high-salt diet inducing pulmonary hypertension and kidney damage by increasing Ang II concentration in rats
- Metabolomic Network Analysis Reveals Reorganization of Lipid and Steroid Programs Linked to Right Ventricular-Pulmonary Vascular Function in Pulmonary Hypertension
Ivor Clinton, Julie C. Coursen, … PVDOMICS Study Group·bioRxiv·Jun 22, 2026
- Multicellular Programs Associated with Right Ventricular Adaptation in Pulmonary Arterial Hypertension
Catherine E. Simpson, Darin T. Rosen, … Paul M. Hassoun·bioRxiv·Aug 1, 2026
- Interrogation of the glycolytic axis in pulmonary arterial hypertension models and how modifying these can lead to potential therapeutic options.
Rachel Sutcliffe, Iona Cuthbertson, … Elaine Soon·bioRxiv·Jan 14, 2026
- With No Lysine Kinase 1 Promotes Right Ventricular Dysfunction Via Glucotoxicity
S. Z. Prisco, M. Eklund, … K. W. Prins·bioRxiv·Jun 22, 2021