Evidence mapPaperPMID 41217963Full record

ArticleScience progress

The relationship between cholesterol, high-density lipoprotein, and glucose index and hypertension: A study based on two national cohorts.

Zhe Zhang, Shushen Weng, Dong Cai, Lingling Zhao, Mengting Chen

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In one paragraph

Article in Science progress. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

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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

9 citing papers in PubMed.

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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

5 authors.

Zhe ZhangDepartment of Traditional Internal Medicine, The Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.ORCID 0000-0002-1852-2822
Shushen WengDepartment of Traditional Internal Medicine, The Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.
Dong CaiDepartment of Traditional Internal Medicine, The Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.
Lingling ZhaoDepartment of Traditional Internal Medicine, The Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.
Mengting ChenDepartment of Traditional Internal Medicine, The Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BackgroundHypertension remains a major global public health concern and is strongly linked to metabolic dysregulation. The cholesterol-high-density lipoprotein-glucose index, a recently proposed composite marker that integrates lipid and glycemic parameters, has not been comprehensively investigated in relation to hypertension.MethodsData from two nationally representative cohorts were analyzed: the China Health and Retirement Longitudinal Study (CHARLS) for longitudinal evaluation and the US National Health and Nutrition Examination Survey (NHANES) for cross-sectional assessment. Logistic regression analyses were used to examine the association between the cholesterol-high-density lipoprotein-glucose index and hypertension. Restricted cubic spline models were applied to assess potential non-linear relationships, while receiver operating characteristic curves were employed to evaluate the discriminative capacity of the cholesterol-high-density lipoprotein-glucose index. Sensitivity analyses were conducted to confirm the robustness of the findings.ResultsA total of 4031 participants from CHARLS and 10,355 participants from NHANES were included. Higher cholesterol-high-density lipoprotein-glucose index values were significantly and independently associated with an increased risk of hypertension in both cohorts. In the CHARLS cohort, each one-unit increase in cholesterol-high-density lipoprotein-glucose corresponded to a 1.60-fold higher risk of hypertension after full adjustment, while in the NHANES cohort, the risk was 1.73-fold higher. Restricted cubic spline analysis indicated a linear association between cholesterol-high-density lipoprotein-glucose and hypertension. Receiver operating characteristic curve analyses demonstrated modest discriminative ability (AUC: 0.566 in CHARLS; 0.612 in NHANES). Sensitivity analyses supported the consistency and stability of these results.ConclusionThe cholesterol-high-density lipoprotein-glucose index shows an independent and positive association with hypertension across diverse populations. However, its discriminative power as a standalone marker remains modest and should be interpreted with caution. Further prospective and mechanistic studies are needed to validate its clinical applicability and to explore the potential value of integrating cholesterol-high-density lipoprotein-glucose with other cardiometabolic risk indicators.

Indexed as

Blood GlucoseCholesterolHypertensionLipoproteins, HDLAgedBiomarkersChinaCohort StudiesCross-Sectional StudiesFemaleHumansLongitudinal StudiesMaleMiddle AgedNutrition SurveysRisk FactorsBiomarkersBlood GlucoseCholesterolLipoproteins, HDLCHARLSCHG indexcross-sectional studyhypertensionNHANES

Identifiers

PMID41217963
PMCPMC12614891

What Socratic 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 Socratic graph.