Construction of a mortality risk prediction model for patients with acute diquat poisoning based on clinically accessible data.

IF 2.9 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Journal of Occupational Medicine and Toxicology Pub Date : 2024-05-21 DOI:10.1186/s12995-024-00416-7
Mingxiu Lv, Yu Du
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引用次数: 0

Abstract

Background: To examine the risk factors associated with mortality in individuals suffering from acute diquat poisoning and to develop an effective prediction model using clinical data.

Methods: A retrospective review was conducted on the clinical records of 107 individuals who were hospitalized for acute diquat poisoning at a tertiary hospital in Sichuan Province between January 2017 and September 30, 2023, and further categorized into survivor and nonsurvivor groups based on their mortality status within 30 days of poisoning. The patient's demographic information, symptoms within 24 h of admission, and details of the initial clinical ancillary examination, as well as the APACHE II score, were documented. The model was developed using backward stepwise logistic regression, and its performance was assessed using receiver operating characteristic curves, calibration curves, Brier scores, decision curve analysis curves, and bootstrap replicates for internal validation.

Results: Multifactorial logistic regression analysis revealed that blood pressure (hypertension, OR 19.73, 95% CI 5.71-68.16; hypotension, OR 61.38, 95% CI 7.40-509.51), white blood count (OR 1.35, 95% CI 1.20-1.52), red cell distribution width-standard deviation (OR 1.22, 95% CI 1.08-1.38), and glomerular filtration rate (OR 0.96, 95% CI 0.94-0.97) were identified as independent risk factors for mortality in patients with diquat. Subsequently, a nomogram with an area under the curve of 0.97 (95% CI: 0.93-1) was developed. Internal bootstrap resampling (1000 repetitions) confirmed the model's adequate discriminatory power, with an area under the curve of 0.97. Decision curve analysis demonstrated greater net gains for the nomogram, while the clinical impact curves indicated greater predictive validity.

Conclusion: The nomogram model developed in this study using available clinical data enhances the prediction of risk for DQ patients and has the potential to provide valuable clinical insights to guide patient treatment decisions.

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根据临床数据,建立急性敌草快中毒患者死亡风险预测模型。
背景:研究急性敌草快中毒患者死亡的相关风险因素,并利用临床数据建立有效的预测模型:研究急性敌草快中毒患者死亡的相关风险因素,并利用临床数据建立有效的预测模型:方法:对2017年1月至2023年9月30日期间在四川省某三级甲等医院因急性敌草快中毒住院的107例患者的临床病历进行回顾性分析,并根据中毒后30天内的死亡情况将其分为存活组和非存活组。患者的人口统计学信息、入院 24 小时内的症状、初步临床辅助检查的详细情况以及 APACHE II 评分均被记录在案。使用后向逐步逻辑回归法建立了模型,并使用接收器操作特征曲线、校准曲线、布赖尔评分、决策曲线分析曲线和用于内部验证的自举重复数据对模型的性能进行了评估:52)、红细胞分布宽度-标准偏差(OR 1.22,95% CI 1.08-1.38)和肾小球滤过率(OR 0.96,95% CI 0.94-0.97)被确定为导致敌百虫患者死亡的独立危险因素。随后,绘制了曲线下面积为 0.97(95% CI:0.93-1)的提名图。内部引导重采样(1000 次重复)证实了该模型具有足够的判别能力,曲线下面积为 0.97。决策曲线分析表明,提名图的净收益更大,而临床影响曲线则显示出更高的预测有效性:本研究利用现有临床数据开发的提名图模型提高了对 DQ 患者风险的预测能力,并有可能为指导患者治疗决策提供有价值的临床见解。
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来源期刊
Journal of Occupational Medicine and Toxicology
Journal of Occupational Medicine and Toxicology PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH-
CiteScore
6.00
自引率
0.00%
发文量
23
审稿时长
19 weeks
期刊介绍: Aimed at clinicians and researchers, the Journal of Occupational Medicine and Toxicology is a multi-disciplinary, open access journal which publishes original research on the clinical and scientific aspects of occupational and environmental health. With high-quality peer review and quick decision times, we welcome submissions on the diagnosis, prevention, management, and scientific analysis of occupational diseases, injuries, and disability. The journal also covers the promotion of health of workers, their families, and communities, and ranges from rehabilitation to tropical medicine and public health aspects.
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