Evidence map›Paper›PMID 41991258›Full record

ArticleBMJ open2026

Development and real-world cohort validation of a meta-analysis-derived simplified scoring model for cardiac resynchronisation therapy response: a study protocol.

Xiaotong Liu, Yubo Wang, Meng Wei, Zukela Tuerhong, Yanmei Lu

Abstract readClinical Trial Protocol
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Xiaotong LiuDepartment of Cardiac Pacing and Electrophysiology, The first Affiliated Hospital of Xinjiang Medical University, Urumqi, China.ORCID http://orcid.org/0000-0002-7293-8634
Yubo WangDepartment of Pharmacy, The first Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China.ORCID http://orcid.org/0000-0002-2686-8946
Meng WeiDepartment of Cardiac Pacing and Electrophysiology, The first Affiliated Hospital of Xinjiang Medical University, Urumqi, China.
Zukela TuerhongDepartment of Cardiac Pacing and Electrophysiology, The first Affiliated Hospital of Xinjiang Medical University, Urumqi, China.
Yanmei LuDepartment of Cardiac Pacing and Electrophysiology, The first Affiliated Hospital of Xinjiang Medical University, Urumqi, China luyanmei@xjmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiac resynchronisation therapy (CRT) is a cornerstone device-based treatment for patients with heart failure with ventricular dyssynchrony. However, approximately 30-40% of recipients fail to achieve clinical response. Despite extensive research, validated prediction tools grounded in high-level evidence and readily applicable in clinical practice remain lacking. This study protocol describes the development and real-world validation of a simplified clinical scoring model for CRT response derived from systematic review and meta-analysis. METHODS AND ANALYSIS: This study will develop a CRT response prediction model via meta-analysis and preliminarily validates it in a single-centre retrospective cohort. Initially, systematic searches of multiple databases up to 31 January 2026 and meta-analysis will synthesise effect estimates for candidate predictors, creating an evidence-based foundation that conceptually functions as a 'training dataset'. Predictor selection and prioritisation will be guided by study frequency, effect magnitude and clinical accessibility, with factor weights derived directly from pooled random-effects meta-analytic estimates. Log relative risks will be converted to integer scores to establish a series of nested prediction models. Model performance will then be comprehensively assessed in an independent 'validation dataset' comprising a single-centre cohort from Xinjiang Medical University, evaluating discrimination (area under the receiver operating characteristic curve), calibration (calibration plots and Hosmer-Lemeshow test) and clinical utility (decision curve analysis). The final scoring system will be identified through comparative model evaluation guided by parsimony principles. ETHICS AND DISSEMINATION: This meta-analysis exclusively uses published, de-identified data and therefore does not require ethical approval. The validation cohort employs retrospectively anonymised patient data in strict adherence to the ethical principles of the Declaration of Helsinki. The study protocol has been approved by the Institutional Review Board of the First Affiliated Hospital of Xinjiang Medical University (Approval No.: K202403-48-2503A-Y1). As this constitutes a retrospective analysis of existing data, individual informed consent will be waived. Comprehensive measures to protect participant privacy and ensure data integrity will be implemented throughout all research procedures. The findings will be presented at academic gatherings or published in scholarly, peer-reviewed journals. PROSPERO REGISTRATION NUMBER: CRD42024572313.

Indexed as

Cardiac Resynchronization TherapyHeart FailureHumansMeta-Analysis as TopicResearch DesignRetrospective StudiesSystematic Reviews as TopicTreatment OutcomeValidation Studies as TopicCardiac surgeryCardiovascular DiseaseClinical ProtocolsHeart failureMeta-Analysis

Identifiers

PMID41991258
PMCPMC13110595

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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.