Evidence map›Paper›PMID 41084018›Full record

Observational studyLipids in health and disease2025

Exploring the relationship between residual cholesterol, body mass index, and hypertension risk: a national cohort study.

Tian-Qi Teng, Jing Liu, Meng-Meng Wang, Ya-Qin Chen, Jia-Chao Xu, Zi-Han Dong, Qing-Ying Jiao, Ning Zhang, Hai-Chu Yu

Abstract readObservational Study
In one paragraph

Observational study in Lipids in health and disease, 2025. 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

9 authors.

Tian-Qi Teng *Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Jing Liu *Department of Neurology, Xuzhou New Health Geriatric Hospital, Xuzhou, 221000, Jiangsu, China.
Meng-Meng Wang *Department of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Ya-Qin ChenDepartment of Cardiology, Xuzhou Third People's Hospital, Xuzhou, 221000, Jiangsu, China.
Jia-Chao XuDepartment of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Zi-Han DongDepartment of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Qing-Ying JiaoDepartment of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Ning ZhangDepartment of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
Hai-Chu YuDepartment of Cardiology, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China. haichuyu@163.com.

Funding

Qingdao Municipal Science and Technology Bureau 20-3-4-54-nsh
6 · The paper itself

Abstract

backgroundRecent studies suggest a link between residual cholesterol (RC) and hypertension, but the mechanisms remain unclear. Exploring modifiable factors like RC may contribute to chronic disease management.

methodsA total of 1,788 individuals aged 45 years or older were selected from the China Health and Retirement Longitudinal Study (CHARLS), which was conducted from 2011 to 2020. Participants with a baseline BMI ≥ 24 kg/m² or diagnosis of hypertension in 2013 or earlier were excluded. Here, baseline RC levels were treated as the exposure factor, BMI from the 2013 follow-up as the mediator, and incident hypertension from the 2015-2020 follow-up as the outcome variable. This study examined the effect of RC and BMI on hypertension by focusing on the role of BMI in the underlying mechanisms. Additionally, cross-sectional data from the 2011 CHARLS were included to validate the stability of the mediating relationships.

resultsAfter a two-year follow-up (2013), 186 participants (10.4%) developed overweight or obesity (BMI ≥ 24 kg/m²). Within a median follow-up of five years (2015-2020), 24% (430 individuals) experienced the onset of hypertension. RC levels rising by 1 mmol/L were tied to a 4% increase in the risk of overweight/obesity (OR = 1.04, 95% CI: 1.01-1.08). Similarly, an increase of 1 mmol/L in RC was linked to a 30% increased risk of developing hypertension (HR = 1.3, 95% CI: 1.1-1.55). BMI-2013 was significantly associated with incident hypertension (OR = 1.07, 95% CI: 1.03-1.11). These findings remained stable after adjusting for covariates. BMI-2013 was identified as a key mediator in the connection between RC and hypertension, with an indirect effect of β = 0.008 (95% CI: 0.003-0.01, p = 0.02) and a total effect of β = 0.064 (95% CI: 0.017-0.110, p < 0.001), accounting for 11.8% of the total effect (P = 0.02). Sensitivity analysis of the cross-sectional data suggested that the results were stable.

conclusionRC may contribute to hypertension development, with BMI potentially acting as a mediator. These findings highlight the importance of metabolic risk control in reducing the burden of chronic diseases.

Indexed as

Body Mass IndexCholesterolHypertensionOverweightAgedChinaCross-Sectional StudiesFemaleFollow-Up StudiesHumansIncidenceLongitudinal StudiesMaleMiddle AgedRisk FactorsCholesterolBody mass indexHypertensionMediation effectResidual cholesterol

Identifiers

PMID41084018
PMCPMC12516858

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LicenceCC BY-NC-ND
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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.