Evidence map›Paper›PMID 42395385›Full record

ArticlebioRxiv : the preprint server for biology2026

Metabolomic Network Analysis Reveals Reorganization of Lipid and Steroid Programs Linked to Right Ventricular-Pulmonary Vascular Function in Pulmonary Hypertension.

Ivor W Clinton, Julie C Coursen, Darin T Rosen, Karthik Suresh, Aparna Balasubramanian, Todd M Kolb, Rachel L Damico, Stephen C Mathai, Steven Hsu, Monica Mukherjee and 15 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors.

Ivor W ClintonDivision of Internal Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0009-0007-9778-8568
Julie C CoursenDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0009-0003-4847-6876
Darin T RosenDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0009-0001-5352-9288
Karthik SureshDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0003-2920-0949
Aparna BalasubramanianDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0002-1854-6672
Todd M KolbDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0003-0524-7400
Rachel L DamicoDivision of Pulmonary, Critical Care, and Sleep Medicine University of Miami, FL.ORCID 0000-0002-2584-1557
Stephen C MathaiDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0003-3188-7209
Steven HsuDivision of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0002-8384-2638
Monica MukherjeeDivision of Cardiology, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0001-6088-0773
J Emanuel FinetDepartment of Cardiovascular Medicine, Cleveland Clinic, OH.ORCID 0000-0002-0156-6757
Gabriele GrunigDepartment of Medicine, New York University Grossman School of Medicine, New York, NY.ORCID 0000-0002-1846-6322
John BarnardDepartment of Quantitative Health Sciences, Cleveland Clinic, OH.ORCID 0000-0003-2403-8268
Anna R HemnesDivision of Allergy, Pulmonary, and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, TN.ORCID 0000-0002-2755-5845
Jane A LeopoldDivision of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA.ORCID 0000-0003-0598-8882
Evelyn M HornPerkin Heart Failure Center, Division of Cardiology, Weill Cornell Medicine, New York, NY.ORCID 0000-0002-5751-9415
Erika B RosenzweigDepartment of Pediatrics, Westchester Medical Center, New York Medical College, Valhalla, NY.ORCID 0000-0003-4849-214X
Franz RischardDivision of Pulmonary, Allergy, Critical Care and Sleep Medicine, University of Arizona, Tucson.
Robert P FrantzDepartment of Cardiovascular Medicine, Mayo Clinic, Rochester, MN.ORCID 0000-0003-4128-3978
Serpil C ErzurumLerner Research Institute, Cleveland Clinic, OH.ORCID 0000-0001-5202-9065
Wendy KingLerner Research Institute, Cleveland Clinic, OH.ORCID 0000-0002-0740-0029
Gerald J BeckLerner Research Institute, Cleveland Clinic, OH.ORCID 0000-0002-8876-5045
Nicholas S HillDivision of Pulmonary, Critical Care, and Sleep Medicine, Tufts Medical Center, Boston, MA.ORCID 0000-0002-8242-8339
Paul M HassounDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0003-0601-4975
Catherine E SimpsonDivision of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD.ORCID 0000-0002-2388-5660

Funding

Myocyte Mechanics of Right Ventricular Contractile Failure in Pulmonary Hypertension due to Heart Failure with Reduced Ejection FractionR01HL172830 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI Steven Hsu · 2024 to 2026
$2.0M
Lipidomics of Pulmonary Vascular DiseaseR03HL176624 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI Catherine Simpson · 2025 to 2026
$246k
NHLBI NIH HHS R01 HL172830NHLBI NIH HHS R03 HL176624
6 · The paper itself

Abstract

Background: Pulmonary arterial hypertension (PAH) is characterized by circulating metabolic alterations, but whether these reflect disease-specific metabolic programs or reorganization of normal metabolic architecture, and how they relate to right ventricular-pulmonary vascular function (RV-PV), remains unclear. We hypothesized that the PAH metabolome is organized into biologically coherent, co-regulated metabolic modules whose relationships to RV-PV function would provide insight into known and novel metabolic pathways. Methods: We applied weighted gene co-expression network analysis (WGCNA) to untargeted metabolomic data from 412 PAH patients enrolled in the multicenter PVDOMICS study. Module preservation analysis was performed in 85 healthy controls, with external replication in an independent single-center pulmonary hypertension cohort of 89 patients. Results: WGCNA identified 16 distinct metabolic modules organized around biologically coherent programs. A coherent fatty acid axis, spanning substrate pools, β-oxidation intermediates, and conjugated fatty acid disposal products, formed a central organizing structure, with downstream fatty acid oxidation modules strongly associated with adverse hemodynamics and worse RV-pulmonary artery (PA) coupling. Acylcholine-enriched and 5α-reduced androgen metabolite modules were associated with favorable hemodynamic indices. Module architecture was largely preserved in healthy controls, with subtle disease-associated modular reorganization, rather than emergence of novel modules, observed in PAH. Core modules were recovered in the replication cohort with conserved hub metabolites. Conclusions: These findings establish a systems-level framework demonstrating that PAH involves structured intensification and reorganization of interconnected metabolic programs associated with favorable and adverse RV-PV phenotypes. This work provides new insight into the metabolic architecture underlying PAH and identifies coordinated metabolic pathways linked to pulmonary vascular and right ventricular function.

Identifiers

PMID42395385
PMCPMC13320901

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.