Evidence map›Paper›PMID 41961723›Full record

ArticleMedicine2026

Elevated monocyte-lymphocyte ratio as an independent predictor of all-cause and cardiovascular mortality in hypertensive patients: A retrospective cohort study.

Chao Wang, Yun Gao, Bo Li, Qikeng Zhang, Zhenyan Xie, Huixi Xie, Qian Zhu, Xuesong Li

Abstract read
In one paragraph

Article in Medicine, 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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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Chao WangDepartment of Neurosurgery, Huizhou Third People's Hospital, The Affiliated Huizhou Hospital, Guangzhou Medical University, Huizhou, China.
Yun Gao
Bo Li
Qikeng Zhang
Zhenyan Xie
Huixi Xie
Qian Zhu

Funding

Key Technologies Research and Development Program of Huizhou 2022CZ010428
6 · The paper itself

Abstract

The monocyte-to-lymphocyte ratio (MLR) has been proposed as a promising inflammatory biomarker, with potential implications for cardiovascular prognosis. However, its association with mortality in hypertensive patients remains unclear. This study aimed to investigate the correlation between MLR and all-cause and cardiovascular mortality in this population. We included 15,871 hypertensive patients from the National Health and Nutrition Examination Survey (2003-2010), with external validation using National Health and Nutrition Examination Survey (2011-2018) data. Mortality details were obtained from the National Death Index. Weighted multivariable Cox regression evaluated the independent association between MLR and mortality risk; restricted cubic spline analysis visualized the relationship, and receiver operating characteristic curves assessed predictive performance. Over a median follow-up of 141 months, 2999 all-cause deaths (18.9%) and 956 cardiovascular deaths (6.0%) occurred. Using an MLR threshold of 0.39, participants were stratified into higher (>0.39) and lower (≤0.39) groups. Fully adjusted models showed that elevated MLR significantly increased all-cause mortality risk (hazard ratio = 1.42, 95% confidence interval: 1.29-1.50, P < .0001) and cardiovascular mortality risk (hazard ratio = 1.59, 95% confidence interval: 1.36-1.80, P < .0001). Restricted cubic spline revealed a U-shaped association (P < .05). External validation confirmed that higher MLR correlated with increased mortality. The area under the curve for 1-, 3-, 5-, and 10-year survival was 0.73, 0.69, 0.67, and 0.66 for all-cause mortality and 0.70, 0.69, 0.71, and 0.68 for cardiovascular mortality, respectively. Elevated MLR is independently associated with higher all-cause and cardiovascular mortality risks in hypertensive patients.

Indexed as

Cardiovascular DiseasesHypertensionLymphocytesMonocytesAdultAgedBiomarkersCause of DeathFemaleHumansMaleMiddle AgedNutrition SurveysPrognosisProportional Hazards ModelsRetrospective StudiesBiomarkersall-cause mortalitycardiovascular mortalityhypertensivemonocyte-to-lymphocyte ratio

Identifiers

PMID41961723
PMCPMC13593092

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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.