Evidence map›Paper›PMID 41863520›Full record

ArticleJACC. Asia2026

Postoperative New-Onset Heart Block in Noncardiac Surgery: Model Development, Validation, and Long-Term Prognostic Analysis.

Kai Zhang, Hao Li, Xiaoling Sha, Chang Liu, Juanjuan Gu, Qiang Fu, Yanhong Liu, Jingsheng Lou, Jiangbei Cao, Weidong Mi

Abstract read
In one paragraph

Article in JACC. Asia, 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.

Kai ZhangDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Hao LiDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Xiaoling ShaMedical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Chang LiuDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Juanjuan GuMedical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Qiang FuDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Yanhong LiuDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Jingsheng LouMedical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Jiangbei CaoDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China.
Weidong MiDepartment of Anesthesiology, The First Medical Center, Chinese People's Liberation Army General Hospital, Beijing, China; Medical School of Chinese People's Liberation Army General Hospital, Beijing, China. Electronic address: wwdd1962@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHeart block is common in cardiac surgery but understudied in noncardiac settings despite its poor prognosis.

objectivesThis study aims to investigate epidemiology, develop predictive models, and assess the prognostic value of new-onset heart block after noncardiac surgery.

methodsThis retrospective study analyzed 281,497 patients from 2008 to 2019. The primary outcome was new-onset heart block within 30 days. We used least absolute shrinkage and selection operator for variable selection and machine learning algorithms (eg, Nnet, LGBM, SVM, and XGB) for prediction. Piecewise Cox regression was used to analyze 1-year survival in elderly patients.

resultsNew-onset heart block occurred in 1,000 of 281,497 patients (0.36%; 95% CI: 0.33%-0.38%). Subtypes included 192 of 281,497 atrioventricular (AV) blocks (0.07%; 95% CI: 0.06%-0.08%); 51 of 281,497 left bundle branch blocks (0.02%; 95% CI: 0.01%-0.02%); and 757 of 281,497 right bundle branch blocks (RBBBs) (0.27%; 95% CI: 0.25%-0.29%). The XGB model achieved a validation area under the curve of 0.804 using 12 predictors. Median follow-up for elderly patients was 162 days (Q1-Q3: 85-256) for nonsurvivors and 365 days (Q1-Q3: 365-365) for survivors. AV block predicted poor early-phase prognosis (adjusted HR: 6.24; 95% CI: 1.83-21.23), whereas RBBB was associated with poor late-phase prognosis (adjusted HR: 2.67; 95% CI: 1.26-5.69).

conclusionsNew-onset heart block affects 0.36% of noncardiac surgery patients. Machine learning effectively predicts this complication. Given the significant mortality risks associated with AV block and RBBB, enhanced perioperative surveillance is crucial.

Indexed as

machine learningnoncardiac surgerypostoperative new-onset heart blocksprediction modelprognosis

Identifiers

PMID41863520
PMCPMC13153885

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.