Evidence map›Paper›PMID 40461959›Full record

ArticleBMC neurology2025

Predicting clopidogrel resistance in acute ischemic stroke patients: key clinical insights and a novel diagnostic nomogram.

Mingzhu Tang, Xiaoying Li, Gaoxian Zhong, Yaxian Dong, Tiezhu Wang, Lihua Yang, Xuanming Lai, Yongyuan Chen, Xiaolian Chen, Jinxi Zuo and 3 more

Abstract read
In one paragraph

Article in BMC neurology, 2025. 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. Recent research progress on the mechanisms of clopidogrel resistance.European journal of clinical pharmacology · 2026
    Review
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

13 authors.

Mingzhu Tang *Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Xiaoying Li *Department of Neurology, The Affiliated Shunde Hospital of Jinan University, Foshan, Guandong Province, 528000, China.
Gaoxian ZhongDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Yaxian DongDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Tiezhu WangDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Lihua YangDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Xuanming LaiDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Yongyuan ChenDepartment of Neurology, The Fifth Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510700, China.
Xiaolian ChenDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Jinxi ZuoDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Junyang XuDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China.
Hongting ShiDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China. shtfyb0719@163.com.
Fangming DiaoDepartment of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, No. 250, Changgang East Road, Haizhu District, Guangzhou City, 510260, China. 56459042@qq.com.

Funding

Foshan Science and Technology Bureauof Guangdong Province, China 2420001004113
6 · The paper itself

Abstract

backgroundClopidogrel plays an important role in the treatment of acute ischemic strokes (AIS) through antiplatelet activity. However, some patients have clopidogrel resistance (CR), which could lead to stroke recurrence and bleeding. This study aimed to explore associated factors of CR and establish a diagnostic nomogram for predicting the probability of CR in AIS patients.

methodsThis retrospective study involved 692 AIS patients from the Second Affiliated Hospital of Guangzhou Medical University, treated with clopidogrel (75 mg/day for 5 ± 2 days) after admission. Platelet reactivity was evaluated using thromboelastography to measure the ADP-induced platelet inhibition ratio (ADP-PIR). Patients were classified into CR (ADP-PIR < 30%) and non-clopidogrel resistance (NCR) groups. Group comparison, followed by least absolute shrinkage and selection operator (LASSO) regression and multivariable logistic regression, was used to identify key predictors of CR. A diagnostic nomogram was developed and its performance was validated using bootstrap resampling.

results16.76% of 692 patients experienced CR after AIS. Beta blocker use (OR: 0.47, 95% CI: 0.22-1.03, P = 0.058) and apolipoprotein A1 (OR: 0.17, 95% CI: 0.07-0.46, P < 0.001) were identified as protective factors, while unstable carotid plaque (OR: 10.65, 95% CI: 4.18-27.13, P < 0.001), high apolipoprotein B levels (OR: 2.35, 95% CI: 1.23-4.51, P = 0.01), and proton pump inhibitors use (OR: 2.09, 95% CI: 1.32-3.31, P = 0.002) were risk factors. Our nomogram effectively validated these factors, showing strong discrimination and clinical utility in diagnosing CR probability.

conclusionsWe identified several significant CR predictors and further developed a diagnostic nomogram of CR to help clinicians choose antiplatelet drugs. TRIAL RETROSPECTIVELY REGISTRATION: Trial Retrospectively registration = ChiCTR2300073944. DATA: 2023-7-25. The present study was approved by the Ethics Committee of the Second Affiliated Hospital of Guangzhou Medical University.

Indexed as

ClopidogrelDrug ResistanceIschemic StrokeNomogramsPlatelet Aggregation InhibitorsAgedFemaleHumansMaleMiddle AgedRetrospective StudiesClopidogrelPlatelet Aggregation InhibitorsAcute ischemic stroke (AIS)Clopidogrel resistance (CR)NomogramProtective factorsRisk factors

Identifiers

PMID40461959
PMCPMC12131564

What OpenQuestion holds

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Registered trials

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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.