Evidence map›Paper›PMID 30007554›Full record

ArticleJACC. Heart failure2018

The Association of Obesity and Cardiometabolic Traits With Incident HFpEF and HFrEF.

Nazir Savji, Wouter C Meijers, Traci M Bartz, Vijeta Bhambhani, Mary Cushman, Matthew Nayor, Jorge R Kizer, Amy Sarma, Michael J Blaha, Ron T Gansevoort and 20 more

Abstract read
In one paragraph

Article in JACC. Heart failure, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 260 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
260citing papers in PubMed, 1 pooled it
–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

260 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Trial
  4. Trial
  5. Trial
  6. Trial
  7. Review
  8. Article
  9. Article
  10. Obesity paradox in heart failure with and without diabetes mellitus: a retrospective cohort study : Obesity paradox and DM in HF.Clinical research in cardiology : official journal of the German Cardiac Society · 2026
    Article
  11. Review
  12. Article
  13. A Novel Pak1 Activator Ameliorates ER Stress for HFpEF Therapy.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  14. Review
  15. Observational
  16. Review
  17. Review
  18. Article
  19. Review
  20. Review

200 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

30 authors.

Nazir SavjiDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Wouter C MeijersDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Traci M BartzDepartment of Biostatistics, University of Washington, Seattle, Washington.
Vijeta BhambhaniDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts.
Mary CushmanUniversity of Vermont Larner College of Medicine, Burlington, Vermont.
Matthew NayorDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Jorge R KizerDepartment of Medicine and Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York.
Amy SarmaDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Michael J BlahaCiccarone Center for the Prevention of Heart Disease, Johns Hopkins University, Baltimore, Maryland.
Ron T GansevoortDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Julius M GardinDivision of Cardiology, Department of Medicine, Rutgers New Jersey Medical School, Newark, New Jersey.
Hans L HillegeDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Fei JiDepartment of Molecular Biology, Massachusetts General Hospital, Boston, Massachusetts.
Willem J KopCenter of Research on Psychology in Somatic Diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, the Netherlands.
Emily S LauDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Douglas S LeeInstitute for Clinical Evaluative Sciences, Toronto, Canada.
Ruslan SadreyevDepartment of Molecular Biology, Massachusetts General Hospital, Boston, Massachusetts.
Wiek H van GilstDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Thomas J WangDivision of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Markella V ZanniDivision of Neuroendocrinology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Ramachandran S VasanFramingham Heart Study, Framingham, Massachusetts; Cardiovascular Medicine Section, Department of Medicine and Section of Preventive Medicine and Epidemiology, Boston University School of Medicine, Boston, Massachusetts; Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts.
Norrina B AllenDepartment of Epidemiology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois.
Bruce M PsatyCardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, Seattle, Washington; Kaiser Permanente Washington Health Research Institute, Seattle, Washington.
Pim van der HarstDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
Daniel LevyFramingham Heart Study, Framingham, Massachusetts; Center for Population Studies of the National Heart, Lung, and Blood Institute, Bethesda, Maryland.
Martin LarsonFramingham Heart Study, Framingham, Massachusetts; Department of Mathematics and Statistics, Boston University, Boston, Massachusetts.
Sanjiv J ShahDivision of Cardiology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
Rudolf A de BoerDepartment of Internal Medicine, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands.
John S GottdienerUniversity of Maryland, Baltimore, Maryland.
Jennifer E HoDivision of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts; Cardiovascular Research Center, Massachusetts General Hospital, Boston, Massachusetts. Electronic address: jho1@mgh.harvard.edu.

Funding

UCLA Clinical Translational Science InstituteUL1TR001881 · NCATS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI ARLEEN F. BROWN, ARASH NAEIM · 2016 to 2026
$118.1M
Institute for Clinical and Translational ResearchUL1TR001079 · NCATS · JOHNS HOPKINS UNIVERSITY · PI FORD, DANIEL ERNEST · 2013 to 2017
$60.1M
Transgenic & Knock-out MouseP30DK063491 · NIDDK · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI PETER J TONTONOZ · 2003 to 2026
$40.4M
Wake Forest Clinical and Translational Science AwardUL1TR001420 · NCATS · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ARD, JAMY D, FOLEY, KRISTIE L · 2015 to 2023
$32.3M
ROLE OF DIETARY CONSTITUENTS ON GENE EXPRESSION IN INTESTINAL EPITHELIUMP30DK040561 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI Elizabeth Austen Lawson, Takara Leah Stanley · 1994 to 2026
$31.6M
Clinical and Translational Science AwardUL1TR000040 · NCATS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI GINSBERG, HENRY N · 2012 to 2015
$26.2M
Exceptional Survival: Trajectories to Functional Aging (CHS All Stars)R01AG023629 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI NEWMAN, ANNE B. · 2004 to 2016
$9.5M
Noninvasive Cardiovascular Imaging Research Training ProgramT32HL094301 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI Marcelo F DI CARLI · 2010 to 2026
$7.8M
CHS research resources for the cardiovascular health of older adultsU01HL130114 · NHLBI · UNIVERSITY OF WASHINGTON · PI BURKE, GREGORY L, KRONMAL, RICHARD A · 2016 to 2019
$6.6M
CHS Events Follow-up StudyU01HL080295 · NHLBI · UNIVERSITY OF WASHINGTON · PI PSATY, BRUCE M · 2005 to 2008
$4.6M
Eicosanoid Profiles as Determinants of HFpEFR01HL140224 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI HO, JENNIFER E · 2018 to 2021
$3.1M
The Association of Metabolic Disease and Pulmonary HypertensionR01HL134893 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI HO, JENNIFER E · 2017 to 2021
$2.9M
NCATS NIH HHS UL1 TR000040NCATS NIH HHS UL1 TR001079NCATS NIH HHS UL1 TR001420NCATS NIH HHS UL1 TR001881NHLBI NIH HHS HHSN268200800007CNHLBI NIH HHS HHSN268201200036CNHLBI NIH HHS HHSN268201500001INHLBI NIH HHS HHSN268201500003INHLBI NIH HHS K23 HL116780NHLBI NIH HHS K23 HL138260NHLBI NIH HHS N01 HC025195NHLBI NIH HHS N01 HC055222NHLBI NIH HHS N01 HC085079NHLBI NIH HHS N01 HC085080NHLBI NIH HHS N01 HC085081NHLBI NIH HHS N01 HC085082NHLBI NIH HHS N01 HC085083NHLBI NIH HHS N01 HC085086NHLBI NIH HHS N01 HC095159NHLBI NIH HHS N01 HC095160NHLBI NIH HHS N01 HC095161NHLBI NIH HHS N01 HC095162NHLBI NIH HHS N01 HC095163NHLBI NIH HHS N01 HC095164NHLBI NIH HHS N01 HC095165NHLBI NIH HHS N01 HC095166NHLBI NIH HHS N01 HC095167NHLBI NIH HHS N01 HC095168NHLBI NIH HHS N01 HC095169NHLBI NIH HHS R01 HL134893NHLBI NIH HHS R01 HL140224NHLBI NIH HHS T32 HL094301NHLBI NIH HHS U01 HL080295NHLBI NIH HHS U01 HL130114NIA NIH HHS R01 AG023629NIDDK NIH HHS P30 DK040561NIDDK NIH HHS P30 DK063491
6 · The paper itself

Abstract

objectivesThis study evaluated the associations of obesity and cardiometabolic traits with incident heart failure with preserved versus reduced ejection fraction (HFpEF vs. HFrEF). Given known sex differences in HF subtype, we examined men and women separately.

backgroundRecent studies suggest that obesity confers greater risk of HFpEF versus HFrEF. Contributions of associated metabolic traits to HFpEF are less clear.

methodsWe studied 22,681 participants from 4 community-based cohorts followed for incident HFpEF versus HFrEF (ejection fraction ≥50% vs. <50%). We evaluated the association of body mass index (BMI) and cardiometabolic traits with incident HF subtype using Cox models.

resultsThe mean age was 60 ± 13 years, and 53% were women. Over a median follow-up of 12 years, 628 developed incident HFpEF and 835 HFrEF. Greater BMI portended higher risk of HFpEF compared with HFrEF (hazard ratio [HR]: 1.34 per 1-SD increase in BMI; 95% confidence interval [CI]: 1.24 to 1.45 vs. HR: 1.18; 95% CI: 1.10 to 1.27). Similarly, insulin resistance (homeostatic model assessment of insulin resistance) was associated with HFpEF (HR: 1.20 per 1-SD; 95% CI: 1.05 to 1.37), but not HFrEF (HR: 0.99; 95% CI: 0.88 to 1.11; p < 0.05 for difference HFpEF vs. HFrEF). We found that the differential association of BMI with HFpEF versus HFrEF was more pronounced among women (p for difference HFpEF vs. HFrEF = 0.01) when compared with men (p = 0.34).

conclusionsObesity and related cardiometabolic traits including insulin resistance are more strongly associated with risk of future HFpEF versus HFrEF. The differential risk of HFpEF with obesity seems particularly pronounced among women and may underlie sex differences in HF subtypes.

Indexed as

Stroke VolumeAdultAgedBlood GlucoseBody Mass IndexCholesterolCholesterol, HDLFemaleHeart FailureHumansIncidenceInsulin ResistanceMaleMetabolic SyndromeMiddle AgedObesityBlood GlucoseCholesterolCholesterol, HDLTriglyceridesheart failureHFpEFinsulin resistanceobesitysex differences

Identifiers

PMID30007554
PMCPMC6076337

What OpenQuestion holds

Textmetadata
LicenceTDM
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 OpenQuestion graph.