Evidence map›Paper›PMID 41842897›Full record

ArticleJAMA network open2026

Adherence to Healthy Lifestyle and Risk of Cardiometabolic Diseases in Individuals With Hypertension.

Zixin Qiu, Gang Liu, Yang Hu, Siyue Wang, Binkai Liu, Eric B Rimm, Molin Wang, JoAnn E Manson, Frank B Hu, Qi Sun

Abstract read
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. 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.

Zixin QiuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Gang LiuDepartment of Nutrition and Food Hygiene, Hubei Key Laboratory of Food Nutrition and Safety, Ministry of Education Key Lab of Environment and Health, and State Key Laboratory of Environment Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Yang HuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Siyue WangDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Binkai LiuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Eric B RimmDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Molin WangDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
JoAnn E MansonDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Frank B HuDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Qi SunDepartment of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Hypertension significantly increases the risk of cardiovascular diseases (CVDs) and related cardiometabolic conditions, yet the role of healthy lifestyle in modifying these risks remains underexplored. Objective: To investigate associations of adherence to healthy lifestyle before and after a hypertension diagnosis with the risk of developing CVDs and type 2 diabetes (T2D). Design, Setting, and Participants: This prospective, population-based cohort study included US individuals participating in the Nurses' Health Study (1986-2014) and Health Professionals Follow-Up Study (1986-2014) with incident hypertension diagnosed during each study's follow-up period. Follow-up for incident CVDs continued through June 30, 2020, in NHS or June 30, 2016, in HPFS. For incident T2D, follow-up ended December 31, 2019, in both cohorts. Data were analyzed from November 2024 to April 2025. Exposure: A healthy lifestyle, defined as eating a high-quality diet, not smoking, engaging in moderate-to-vigorous-intensity physical activity, no more than moderate alcohol consumption, and having a healthy body mass index. Lifestyle factors were reassessed every 2 to 4 years, and each criterion that was met contributed 1 point to a participant's total healthy lifestyle score (HLS; score range, 0 [least healthy] to 5 [most healthy]). Main Outcomes and Measures: Incident CVDs and/or T2D and multivariable-adjusted hazard ratios (AHRs) for their associations with time-varying lifestyle scores. Results: A total of 25 820 individuals were included (mean [SD] age, 60.6 [0.1] years; 18 742 females [72.6%]). The median HLS at diagnosis was 3 (IQR, 2-4). During a median follow-up period of 24 years (IQR, 23-25 years), 3300 incident CVDs and 2529 T2D cases were identified. After adjustment for medication use and other relevant covariates, the AHR for total CVDs when comparing the highest HLS category (5) with the lowest (0 or 1) was 0.49 (95% CI, 0.39-0.61), and the corresponding AHR for T2D was 0.21 (95% CI, 0.14-0.30). Participants who improved from lower HLS (0-3) to higher (4 or 5) after hypertension diagnosis had lower risk of CVDs (AHR, 0.88; 95% CI, 0.79-0.98) and T2D (AHR, 0.56; 95% CI, 0.48-0.65) compared with those who consistently had lower HLS. Conversely, those whose HLS declined after diagnosis had higher risk of CVDs (AHR, 1.14; 95% CI, 1.00-1.30) and T2D (AHR, 1.75; 95% CI, 1.45-2.10) compared with those who consistently maintained a higher HLS. In joint analyses, higher HLS was associated with a lower risk of cardiometabolic diseases irrespective of antihypertensive medication use. Compared with participants with an HLS of 0 to 2 and no antihypertensive medication use, those with the highest HLS (5) had lower risk of incident CVDs and T2D among both nonusers and users: for CVDs, the AHR was 0.62 (95% CI, 0.42-0.93) among nonusers and 0.63 (95% CI, 0.50-0.80) among users; for T2D, the AHR was 0.32 (95% CI, 0.13-0.78) among nonusers and 0.44 (95% CI, 0.30-0.67) among users. Conclusions and Relevance: In this cohort study of individuals living with hypertension, maintaining a healthy lifestyle was associated with lower risk of major cardiometabolic diseases independent of antihypertensive medication use, underscoring the value of adopting multiple healthy lifestyle behaviors.

Indexed as

Cardiovascular DiseasesDiabetes Mellitus, Type 2Healthy LifestyleHypertensionAdultFemaleHumansMaleMiddle AgedProspective StudiesRisk FactorsUnited States

Identifiers

PMID41842897
PMCPMC13446805

What OpenQuestion holds

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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.