Evidence map›Paper›PMID 41545509›Full record

ArticleScientific reports2026

HRV features as potential biomarkers for auxiliary diagnosis in epilepsy.

Yulong Li, Wanling Li, Yanxu Liu, Qian Chen, Xingyuan Guo, Mingkai Tan, Ruiqi Yang, Xinyun Xu, Huan Qin, Lei Chen

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

10 authors.

Yulong LiDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Wanling LiDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Yanxu LiuDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Qian ChenCenter of Biostatistics, Design, Measurement and Evaluation, Department of Clinical Research Management, West China Hospital of Sichuan University, Chengdu, Sichuan, China.
Xingyuan GuoREEM (Shenzhen) Healthcare Co., Ltd., Shenzhen, 515100, China.
Mingkai TanREEM (Shenzhen) Healthcare Co., Ltd., Shenzhen, 515100, China.
Ruiqi YangDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Xinyun XuDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Huan QinDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China.
Lei ChenDepartment of Neurology, West China Hospital, Sichuan University, No.28 Dianxin South Street, Chengdu, 610041, Sichuan, China. leilei_25@126.com.

Funding

Sichuan Science and Technology Program 2024ZDZX0018
6 · The paper itself

Abstract

Epilepsy affects around 70 million people worldwide, and diagnosis is often difficult and delayed, exposing patients to avoidable morbidity and psychosocial burden. Heart rate variability (HRV) is a non-invasive marker of autonomic nervous system function that may be altered in epilepsy and may support clinical decision-making. In this single-center case-control study, we recorded short-term HRV during a standardized cardiovascular autonomic reflex test including supine resting, deep-breathing and three challenges (active standing, Valsalva manoeuvre and sustained handgrip) in 200 adults with epilepsy and 200 age- and sex-matched healthy controls. Patients with epilepsy showed consistently lower HRV than controls. Using HRV and demographic features, we developed logistic regression models to distinguish epilepsy from health in an independent test set. A model integrating rest and sustained handgrip achieved the highest performance, although still only moderate (area under the curve 0.68; sensitivity 0.821; specificity 0.484). Standardized multi-paradigm HRV assessment may therefore provide a feasible, low-cost adjunct to support, but not replace, conventional diagnostic evaluation. However, the single-center design, relatively short recordings and inclusion of only healthy controls limit generalizability, and larger multicenter studies including patients with paroxysmal conditions that mimic epilepsy are needed to determine clinical utility.

Indexed as

EpilepsyHeart RateAdultAutonomic Nervous SystemBiomarkersCase-Control StudiesFemaleHand StrengthHumansMaleMiddle AgedBiomarkersAutonomic nervous functionAuxiliary diagnosisEpilepsyHeart rate variability

Identifiers

PMID41545509
PMCPMC12868892

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.