Evidence map›Paper›PMID 42598091›Full record

ArticleFrontiers in medicine2026

Resting heart rate as an independent predictor of major adverse cardiovascular events in patients receiving maintenance hemodialysis: a prospective cohort study.

Ruoyu Tong, Liming Fan, Zhengmao Luo, Zijie Huang, Weidong Zhang, Meng Shen, Qiong Wu, Kairong Zheng, Xinwei Wang, Jin Li and 3 more

Abstract read
In one paragraph

Article in Frontiers 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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1 · What the graph read from it

What it found

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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.

2 · The registry

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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

13 authors.

Ruoyu Tong *Department of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Liming Fan *Department of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Zhengmao LuoDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Zijie HuangDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Weidong ZhangDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Meng ShenDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Qiong WuDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Kairong ZhengDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Xinwei WangDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Jin LiDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Shuzhen ZhouDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Yuanhang HuangDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.
Xianyang ZhongDepartment of Nephrology, General Hospital of Southern Theater Command, People's Liberation Army, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Existing clinical evidence in the literature regarding the association between resting heart rate (RHR) and major adverse cardiovascular events (MACE) in patients receiving maintenance hemodialysis (MHD) remains unclear and inconsistent. Objective: To determine whether RHR independently predicts major adverse cardiovascular events (MACE) in patients receiving maintenance hemodialysis (MHD). Methods: We conducted a prospective cohort study in which 309 adult MHD patients receiving maintenance hemodialysis were stratified into three groups according to the 33rd and 66th percentiles of baseline RHR. The primary outcome was incidence of MACE. Univariaable and multivariaable logistic regression analyses were performed, followed by internal validation of the final multivariable model using bootstrap resampling. A nomogram, calibration plots, and decision curve analysis (DCA) were used to evaluate model performance and clinical utility. It is noteworthy that heart failure events were identified based on the documented clinical diagnosis made by the treating physician after comprehensive assessment of symptoms, signs, medical history, and available investigations. Although BNP measurements and echocardiographic assessments were not available for all patients, their absence did not preclude a clinical diagnosis of heart failure in routine practice. Results: The incidence of total MACE increased progressively across RHR tertiles (T1: 20.5%, T2: 38.0%, T3: 52.6%; Conclusion: In this single-center cohort of patients receiving maintenance hemodialysis, elevated RHR was independently associated with an increased risk of MACE after adjustment for psychosocial and metabolic factors, including HADS score, diabetes, uric acid, and iPTH. Incorporating RHR and these clinical variables into a risk model may facilitate early identification of high-risk patients for targeted intervention, although external validation is required before broader clinical application.

Indexed as

cardiovascular risk predictionmaintenance hemodialysismajor adverse cardiovascular events (MACE)nomogramresting heart rate

Identifiers

PMID42598091
PMCPMC13470256

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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.