Evidence map›Paper›PMID 42872556›Full record

ArticleAnnals of medicine2026

Influencing factors analysis and prediction model development for ROSC in adult non-traumatic OHCA: a retrospective study based on pre-hospital emergency settings.

Qing Zhang, Zhixin Pang, Xiangyu Yan, Feng Tang, Shuai Li, Xiaoying Shao, Wenrui Zou, Tongyu Xing, Shengli Guo, Xiangjun Meng and 5 more

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Article in Annals of 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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5 · Who and what money

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15 authors.

Qing ZhangSchool of Disaster and Emergency Medicine, Tianjin University, Tianjin, China.
Zhixin PangTianjin Emergency Medical Center, Tianjin, China.ORCID 0000-0002-7899-5234
Xiangyu YanSchool of Disaster and Emergency Medicine, Tianjin University, Tianjin, China.ORCID 0000-0002-1496-0358
Feng TangTianjin Emergency Medical Center, Tianjin, China.
Shuai LiTianjin Emergency Medical Center, Tianjin, China.
Xiaoying ShaoTianjin Emergency Medical Center, Tianjin, China.
Wenrui ZouTianjin Emergency Medical Center, Tianjin, China.
Tongyu XingTianjin Emergency Medical Center, Tianjin, China.
Shengli GuoTianjin Emergency Medical Center, Tianjin, China.
Xiangjun MengTianjin Emergency Medical Center, Tianjin, China.
Nan HuTianjin Emergency Medical Center, Tianjin, China.
Xiangyan MengSchool of Disaster and Emergency Medicine, Tianjin University, Tianjin, China.
Lu LuSchool of Disaster and Emergency Medicine, Tianjin University, Tianjin, China.
Shanglun LiTianjin Emergency Medical Center, Tianjin, China.ORCID 0009-0004-7172-2374
Haojun FanSchool of Disaster and Emergency Medicine, Tianjin University, Tianjin, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiac arrest is a major global public health problem. This study aimed to explore factors influencing return of spontaneous circulation (ROSC) and develop a prediction model for out-of-hospital cardiac arrest (OHCA) patients.

methodsWe retrospectively collected electronic medical records of adult non-traumatic OHCA patients at Tianjin Emergency Medical Center from January 1, 2023 to December 31, 2024. The primary outcome was sustained ROSC up to emergency department arrival and handover to receiving-hospital staff. Multivariable mixed-effects logistic regression with clinician ID as random intercept adjusted clustering bias; predictors with

resultsAmong 9,386 included cases, 678 (7.2%) achieved ROSC. Mixed-effects regression identified independent ROSC predictors: public location (aOR = 1.285, 95% CI:1.038-1.592), 06:00-12:00 onset (aOR = 1.308, 95% CI:1.018-1.682), prolonged emergency response time (aOR = 0.971, 95% CI:0.945-0.999), extended onset-to-ambulance intervals (5-10 min: aOR = 0.758;10-30 min: aOR = 0.578;>30 min:aOR = 0.498 vs ≤5 min), no OHCA occurred at emergency call (aOR = 1.540, 95% CI:1.048-2.262), male attending physicians (aOR = 1.255, 95% CI:1.077-1.464), longer physician practice years (aOR = 1.043, 95%CI: 1.022-1.065), intermediate physician title (aOR = 1.236, 95% CI:1.047-1.459), shockable initial rhythm (aOR = 2.850, 95% CI:2.390-3.397), endotracheal intubation (aOR = 2.294, 95% CI:1.936-2.718), epinephrine >5 mg (aOR = 0.765,95% CI:0.626-0.935). The nomogram AUC reached 0.775 (95% CI:0.756-0.794) in the training set and 0.775 (95% CI:0.745-0.805) in the test set; 1000 bootstrap internal validation gave an optimism-corrected C-index of 0.7679 with minimal optimism of 0.0071, showing negligible overfitting, good calibration and favorable net clinical benefit

conclusionThis study identified multiple factors significantly associated with ROSC in OHCA patients; the constructed model showed good predictive value.

Indexed as

Cardiopulmonary ResuscitationEmergency Medical ServicesOut-of-Hospital Cardiac ArrestReturn of Spontaneous CirculationAgedChinaFemaleHumansLogistic ModelsMaleMiddle AgedNomogramsRetrospective StudiesROC Curvecardiopulmonary resuscitationnomogramOut-of-hospital cardiac arrestprediction modelpre-hospital emergency medical servicesreturn of spontaneous circulation

Identifiers

PMID42872556
PMCPMC13670265

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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.