Evidence map›Paper›PMID 41944041›Full record

ArticleCirculation2026

Multi-Organ Physiologic Deficits During Exercise Identify Clinical and Molecular Predisposition to Heart Failure with Preserved Ejection Fraction.

Isabela Landsteiner, Lindsey K Stolze, Tess E Peterson, Andrew Perry, Phillip Lin, Quanhu Sheng, Shilin Zhao, Kaushik Amancherla, Michael Y Mi, Takenori Ikoma and 18 more

Abstract read
In one paragraph

Article in Circulation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

28 authors.

Isabela LandsteinerCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.
Lindsey K StolzeVanderbilt University Medical Center, Nashville, TN.
Tess E PetersonDivision of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN.ORCID 0000-0002-7223-651X
Andrew PerryVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0003-3342-6158
Phillip LinVanderbilt University Medical Center, Nashville, TN.ORCID 0009-0003-6988-0237
Quanhu ShengVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0001-8951-9295
Shilin ZhaoVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0002-3921-3965
Kaushik AmancherlaVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0003-3379-5834
Michael Y MiDivision of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0001-8031-8948
Takenori IkomaCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0001-5521-5189
Laura P CohenCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0003-1384-5849
Ilya GivertsCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0002-9363-9748
Joseph CampainCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0002-4087-0647
Joao A C LimaDivision of Cardiology, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD.ORCID 0000-0001-8756-6995
Wendy S PostDivision of Cardiology, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, MD.ORCID 0000-0002-8655-5204
Kent D TaylorThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA.ORCID 0000-0002-2756-4370
Robert GersztenDivision of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA.ORCID 0000-0002-6767-7687
Stephen S RichDepartment of Genome Sciences, University of Virginia School of Medicine, Charlottesville, VA.ORCID 0000-0003-3872-7793
Russell TracyUniversity of Vermont, Burlington, VT.ORCID 0000-0002-0080-2420
Peter DurdaUniversity of Vermont, Burlington, VT.ORCID 0000-0003-4000-2943
Alexis C WoodBaylor College of Medicine, Houston, TX.ORCID 0000-0001-7616-2119
Rajeev MalhotraCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0003-0120-4630
Jerome I RotterThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA.ORCID 0000-0001-7191-1723
Clary ClishBroad Institute of Harvard and MIT, Cambridge, MA.ORCID 0000-0001-8259-9245
Matthew NayorSections of Cardiovascular Medicine and Preventive Medicine and Epidemiology, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA.ORCID 0000-0002-6993-9396
Eric R GamazonVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0003-4204-8734
Ravi V ShahVanderbilt University Medical Center, Nashville, TN.ORCID 0000-0002-4471-7156
Gregory D LewisCardiology Division, Department of Medicine, Massachusetts General Brigham Heart and Vascular Institute, Boston, MA.ORCID 0000-0001-8108-8240

Funding

Vanderbilt Diabetes Research CenterP30DK020593 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI John Michael Stafford · 2012 to 2026
$29.3M
Characterization of Molecular and Physiologic Signatures of Impaired Multi-Organ System Reserve Capacity During Exercise in Heart Failure with Preserved Ejection FractionR01HL151841 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI LEWIS, GREGORY DYER, SHAH, RAVI · 2020 to 2023
$2.7M
Improving disease subtyping and physiological characterization of adult-onset diabetes in electronic health recordsU01DK140952 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Eric R Gamazon, Maggie Ng · 2024 to 2026
$2.3M
Advancing Multi-Omics and Electronic Health Records Computational MethodologiesR01HG011138 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI GAMAZON, ERIC R · 2020 to 2024
$1.6M
Mixed meal tolerance test elicited metabolite responses as novel markers of cardiometabolic riskK23HL171855 · NHLBI · BETH ISRAEL DEACONESS MEDICAL CENTER · PI Michael Mi · 2024 to 2026
$572k
NHGRI NIH HHS R01 HG011138NHLBI NIH HHS K23 HL171855NHLBI NIH HHS R01 HL151841NIDDK NIH HHS P30 DK020593NIDDK NIH HHS U01 DK140952
6 · The paper itself

Abstract

backgroundExercise unmasks limitations in multi-organ system reserve capacity characteristic of heart failure with preserved ejection fraction (HFpEF). However, the metabolic and genetic underpinnings of exercise deficits, and their cumulative contribution to HFpEF severity and prognosis, remain incompletely understood.

methodsWe used invasive cardiopulmonary exercise testing (iCPET), metabolite profiling, and genomics to simultaneously characterize seven exercise physiologic deficits in HFpEF patients: reduced exercise stroke volume and heart rate, steep pulmonary capillary wedge pressure/cardiac output (PCWP/CO) slope, elevated pulmonary vascular resistance, pulmonary mechanical limitation to exercise, impaired peripheral oxygen extraction, and obesity-related exaggerated metabolic cost of initiating exercise. We first mapped the distribution, functional, and prognostic significance of these exercise deficits. We then applied LASSO regression to identify metabolite signatures of each exercise deficit, and measured the relation of these signatures with clinical-demographic features, cardiac magnetic resonance imaging, and incident HF in 6345 individuals in the Multi-Ethnic Study of Atherosclerosis (MESA) study with ≈20-year follow-up. Finally, we mapped deficit-implicated metabolites to tissue-specific genetic variation in ≈2M individuals with HF, and in the largest genome-wide association study (GWAS) studies of HFpEF comorbidities (obesity, renal disease, diabetes) to evaluate shared metabolic mechanisms of HFpEF pathophysiology.

resultsOur iCPET HFpEF cohort (61.7±14.1 years, 54% female, BMI 30.6±6.7 kg/m

conclusionsOrgan-specific responses to exercise and their circulating metabolite signatures are strongly linked to HFpEF development and prognosis. These results offer a paradigm for parsing HFpEF subphenotypes and prioritizing metabolic mechanisms of HFpEF.

Identifiers

PMID41944041
PMCPMC13137975

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.