Evidence map›Paper›PMID 37868782›Full record

ArticleFrontiers in cardiovascular medicine2023

Cardiovascular sex-differences: insights via physiology-based modeling and potential for noninvasive sensing via ballistocardiography.

Mohamed Zaid, Lorenzo Sala, Laurel Despins, David Heise, Mihail Popescu, Marjorie Skubic, Salman Ahmad, Craig A Emter, Virginia H Huxley, Giovanna Guidoboni

Open access · goldAbstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
2.9field-weighted citation impact, top 8% of its field
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

7 citing papers in PubMed, 13 citations in OpenAlex.

  1. Trial
  2. Article
  3. Article
  4. Sexual Dimorphism in the Development of Cardiometabolic Syndrome.Handbook of experimental pharmacology · 2026
    Review
  5. Review
  6. Toward Sex-Specific Biomaterials Innovation: A Perspective.ACS biomaterials science & engineering · 2025
    Review
  7. 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

10 authors at 6 institutions in 2 countries.

Mohamed ZaidGraduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States.
Lorenzo SalaUniversité Paris-Saclay, INRAE, MaIAGE, Jouy-en-Josas, France.
Laurel DespinsSinclair School of Nursing, University of Missouri, Columbia, MO, United States.
David HeiseScience, Technology & Mathematics, College of Arts and Sciences, Lincoln University, Jefferson City, MO, United States.
Mihail PopescuHealth Management and Informatics, School of Medicine, University of Missouri, Columbia, MO, United States.
Marjorie SkubicElectrical Engineering and Computer Science, College of Engineering, University of Missouri, Columbia, MO, United States.
Salman AhmadSurgery, School of Medicine, University of Missouri, Columbia, MO, United States.
Craig A EmterBiomedical Sciences, College of Veterinary Medicine, University of Missouri, Columbia, MO, United States.
Virginia H HuxleyDepartment of Medical Pharmacology and Physiology, School of Medicine, University of Missouri, Columbia, MO, United States.
Giovanna GuidoboniElectrical and Computer Engineering, Maine College of Engineering and Computing, University of Maine, Orono, ME, United States.
University of Missouri · USUniversity of Maine · USLincoln University - Missouri · USMissouri College · USUniversité Paris-Saclay · FRUniversity of Missouri Health System · US

Funding

SCH: SEEthroughGLAUCOMA: Smart Eye Emulator (SEE) to study glaucoma risk factorsR01EY034718 · NEI · UNIVERSITY OF MAINE ORONO · PI GUIDOBONI, GIOVANNA, HARRIS, ALON · 2022 to 2025
$975k
NEI NIH HHS R01 EY034718
6 · The paper itself

Abstract

In this study, anatomical and functional differences between men and women in their cardiovascular systems and how these differences manifest in blood circulation are theoretically and experimentally investigated. A validated mathematical model of the cardiovascular system is used as a virtual laboratory to simulate and compare multiple scenarios where parameters associated with sex differences are varied. Cardiovascular model parameters related with women's faster heart rate, stronger ventricular contractility, and smaller blood vessels are used as inputs to quantify the impact (i) on the distribution of blood volume through the cardiovascular system, (ii) on the cardiovascular indexes describing the coupling between ventricles and arteries, and (iii) on the ballistocardiogram (BCG) signal. The model-predicted outputs are found to be consistent with published clinical data. Model simulations suggest that the balance between the contractile function of the left ventricle and the load opposed by the arterial circulation attains similar levels in females and males, but is achieved through different combinations of factors. Additionally, we examine the potential of using the BCG waveform, which is directly related to cardiovascular volumes, as a noninvasive method for monitoring cardiovascular function. Our findings provide valuable insights into the underlying mechanisms of cardiovascular sex differences and may help facilitate the development of effective noninvasive cardiovascular monitoring methods for early diagnosis and prevention of cardiovascular disease in both women and men.

Indexed as

ballistocardiographycardiovascular modelingcardiovascular sex differencesnoninvasive sensingphysiology-based modelingsex differeces

Identifiers

PMID37868782
PMCPMC10587415
OpenAlexW4387404086

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.