Evidence map›Paper›PMID 42638798›Full record

ArticleFrontiers in endocrinology2026

Cumulative lipid-inflammatory indices and the risk of cardiometabolic multimorbidity: a prospective cohort study.

Lijun Meng, Haibo Gao, Jing Yang, Shouling Wu, Shuohua Chen, Yuntao Wu, Qi Zhang

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In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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.

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Lijun MengGraduate School, Hebei Medical University, Shijiazhuang, Hebei, China.
Haibo GaoDepartment of Cardiology, Affiliated Hospital of North China University of Science and Technology, Tangshan, Hebei, China.
Jing YangDepartment of Cardiology, Tangshan Gongren Hospital, Tangshan, Hebei, China.
Shouling WuDepartment of Cardiology, Kailuan General Hospital, Tangshan, Hebei, China.
Shuohua ChenDepartment of Cardiology, Kailuan General Hospital, Tangshan, Hebei, China.
Yuntao WuDepartment of Cardiology, Kailuan General Hospital, Tangshan, Hebei, China.
Qi ZhangDepartment of Cardiology, Affiliated Hospital of North China University of Science and Technology, Tangshan, Hebei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cardiometabolic multimorbidity (CMM) has become a major global public health challenge. Although dyslipidemia and chronic low-grade inflammation are known to contribute to cardiometabolic diseases, their long-term cumulative combined effects on the risk of CMM remain poorly understood. This study aimed to evaluate the associations of cumulative lipid-inflammatory indices with incident CMM in a large prospective cohort. Methods: A total of 25,376 participants from the Kailuan cohort were included and followed up until December 31, 2023. Nine cumulative lipid-inflammatory exposure indices were constructed via trapezoidal area-under-the-curve calculation using repeated measurements from 2006 to 2010. The primary outcome was incident CMM, defined as the concurrence of at least two cardiometabolic diseases including type 2 diabetes, ischemic heart disease and stroke. Multivariable Cox regression, restricted cubic spline analyses, competing-risk models, and subgroup analyses were applied. Results: During a median follow-up of 13.0 years, 481 incident CMM events were documented. All nine cumulative lipid-inflammatory indices were independently and positively associated with an elevated risk of CMM in a dose-response manner. Incorporating these indices into conventional risk model improved risk reclassification and discriminatory ability. Conclusions: Elevated cumulative lipid-inflammatory indices are associated with a higher risk of incident CMM. These composite markers may serve as auxiliary indicators for preliminary risk stratification, while causal relationships cannot be confirmed based on this observational cohort alone.

Indexed as

Cardiovascular DiseasesDiabetes Mellitus, Type 2InflammationLipidsAdultBiomarkersCardiometabolic Risk FactorsChinaFemaleFollow-Up StudiesHumansIncidenceMaleMiddle AgedMultimorbidityProspective StudiesBiomarkersLipidscardiometabolic multimorbiditycumulative exposurelipid-inflammatory indexprospective cohort studyrisk prediction

Identifiers

PMID42638798
PMCPMC13500255

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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.