Evidence map›Paper›PMID 36256655›Full record

ArticlePloS one2022

Derivation and validation of a predictive model for chronic stress in patients with cardiovascular disease.

Ali O Malik, Philip G Jones, Carlos Mena-Hurtado, Matthew M Burg, Mehdi H Shishehbor, Vittal Hejjaji, Andy Tran, John A Spertus, Kim G Smolderen

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2022. 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
0.2field-weighted citation impact, top 46% 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

0 citing papers in PubMed, 1 citations in OpenAlex.

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

9 authors at 3 institutions in 1 country.

Ali O MalikSaint Luke's' Mid America Heart Institute, Kansas City, MO, United States of America.
Philip G JonesSaint Luke's' Mid America Heart Institute, Kansas City, MO, United States of America.
Carlos Mena-HurtadoYale School of Medicine, New Haven, CO, United States of America.
Matthew M BurgYale School of Medicine, New Haven, CO, United States of America.
Mehdi H ShishehborCase Western Reserve University, Cleveland, OH, United States of America.
Vittal HejjajiSaint Luke's' Mid America Heart Institute, Kansas City, MO, United States of America.
Andy TranSaint Luke's' Mid America Heart Institute, Kansas City, MO, United States of America.
John A SpertusSaint Luke's' Mid America Heart Institute, Kansas City, MO, United States of America.
Kim G SmolderenYale School of Medicine, New Haven, CO, United States of America.ORCID 0000-0001-6104-6254
Saint Luke's Hospital · USYale University · USCase Western Reserve University · US

Funding

CARDIOVASCULAR OUTCOMES RESEARCH TRAINING PROGRAMT32HL110837 · NHLBI · UNIVERSITY OF MISSOURI KANSAS CITY · PI JOHN A SPERTUS · 2012 to 2026
$5.0M
Stress and Congestive Heart Failure: A mechanistic clinical trialR01HL152548 · NHLBI · YALE UNIVERSITY · PI BURG, MATTHEW M, LAMPERT, RACHEL · 2020 to 2024
$3.6M
Stress, Sleep, and Arterial StiffnessR01HL126770 · NHLBI · YALE UNIVERSITY · PI BURG, MATTHEW M · 2016 to 2019
$3.3M
PTSD, Sleep, and Risk for Incident HypertensionR01HL125587 · NHLBI · YALE UNIVERSITY · PI BURG, MATTHEW M · 2015 to 2018
$3.2M
NHLBI NIH HHS R01 HL125587NHLBI NIH HHS R01 HL126770NHLBI NIH HHS R01 HL152548NHLBI NIH HHS T32 HL110837
6 · The paper itself

Abstract

backgroundChronic stress in patients with cardiovascular disease (CVD), including peripheral artery disease (PAD), is independently associated worse outcomes. A model that can reliably identify factors associated with risk of chronic stress in patients with CVD is needed.

methodsIn a prospective myocardial infarction (MI) registry (TRIUMPH), we constructed a logistic regression model using 27 patient demographic, socioeconomic, and clinical factors, adjusting for site, to identify predictors of chronic stress over 1 year. Stress at baseline and at 1-, 6- and 12-month follow-up was measured using the 4-item Perceived Stress Scale (PSS-4) [range 0-16, scores ≥6 depicting high stress]. Chronic stress was defined as at least 2 follow-up PSS-4 scores ≥6. We identified and validated this final model in another prospective registry of patients with symptomatic PAD, the PORTRAIT study.

resultsOur derivation cohort consisted of 4,340 patients with MI (mean age 59.1 ± 12.3 years, 33% females, 30% non-white), of whom 30% had chronic stress at follow-up. Of the 27 factors examined, female sex, current smoking, socioeconomic status, and economic burden due to medical care were positively associated with chronic stress, and ENRICHD Social Support Instrument (ESSI) score and age were inversely related to chronic stress. In the validation cohort of 797 PAD patients (mean age 68.6±9.7 years, 42% females, 28% non-white, 18% chronic stress) the c-statistic for the model was 0.77 and calibration was excellent.

conclusionsWe can reliably identify factors that are independently associated with risk of chronic stress in patients with CVD. As chronic stress is associated with worse outcomes in this population, our work identifies potential targets for interventions to as well as the patients that could benefit from these.

Indexed as

Cardiovascular DiseasesMyocardial InfarctionPeripheral Arterial DiseaseAgedCohort StudiesFemaleHumansMaleMiddle AgedRegistriesRisk Factors

Identifiers

PMID36256655
PMCPMC9578618
OpenAlexW4306728851

What OpenQuestion holds

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Registered trials

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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.