急性中毒30天死亡率的早期生物标志物预后信号:来自衍生的MIMIC-IV数据集的完整病例亚组的探索性分析

IF 1.8 4区 医学 Q4 TOXICOLOGY
Ramazan Sami Aktaş, Mehmet Şirin Büyükkaya, Fatma Okucu, İdris Tüzün, Ömer Okucu
{"title":"急性中毒30天死亡率的早期生物标志物预后信号:来自衍生的MIMIC-IV数据集的完整病例亚组的探索性分析","authors":"Ramazan Sami Aktaş, Mehmet Şirin Büyükkaya, Fatma Okucu, İdris Tüzün, Ömer Okucu","doi":"10.2131/jts.51.517","DOIUrl":null,"url":null,"abstract":"<p><p>Reliable early prognostic tools for acute poisoning remain limited. This study examined whether four first-measured routine biomarkers - glucose, lactate, bicarbonate, and white blood cell count (WBC) - carry prognostic signal for 30-day mortality in emergency department (ED) patients with acute poisoning, using a pre-processed, de-identified electronic health records dataset derived from MIMIC-IV (Medical Information Mart for Intensive Care, version 3.1; a publicly available critical care database from Beth Israel Deaconess Medical Center, Boston, USA, hosted on PhysioNet; n=12,039 ED visits; 59 deaths; 30-day mortality 0.49%). Due to extreme non-random missingness across all four biomarkers (lactate 95.2%; bicarbonate/glucose/WBC 88-89%), multivariable modelling was restricted to a complete-case subgroup (n=503; deaths=19). This subgroup was markedly non-representative: intensive care unit (ICU) admission rate 66.4% versus 2.1% in excluded visits (standardised mean difference [SMD]=1.844), reflecting selective laboratory ordering in clinically severe patients. In univariable analyses across available cases, all four biomarkers were significantly associated with 30-day mortality. Within the complete-case subgroup, glucose alone demonstrated good discrimination (area under the receiver operating characteristic curve [AUROC]=0.812; 95% confidence interval [CI] 0.721-0.885), and glucose and WBC were independently associated with mortality in multivariable analysis (adjusted odds ratios [aOR] 1.05 and 1.13, respectively). The calibration slope of 0.646 for the primary four-biomarker model indicated systematic overestimation of absolute risk. These findings are strictly exploratory. Critical limitations - extreme non-random missingness, ICU-enriched complete-case subgroup, absent age and vital signs, low event count (n=19), and absence of external validation - preclude clinical application. This work defines data and design requirements for a future adequately powered prospective prognostic study in acute poisoning.</p>","PeriodicalId":17654,"journal":{"name":"Journal of Toxicological Sciences","volume":"51 9","pages":"517-525"},"PeriodicalIF":1.8000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Early biomarker prognostic signals for 30-day mortality in acute poisoning: exploratory analysis of a complete-case subgroup from a derived MIMIC-IV dataset.\",\"authors\":\"Ramazan Sami Aktaş, Mehmet Şirin Büyükkaya, Fatma Okucu, İdris Tüzün, Ömer Okucu\",\"doi\":\"10.2131/jts.51.517\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Reliable early prognostic tools for acute poisoning remain limited. This study examined whether four first-measured routine biomarkers - glucose, lactate, bicarbonate, and white blood cell count (WBC) - carry prognostic signal for 30-day mortality in emergency department (ED) patients with acute poisoning, using a pre-processed, de-identified electronic health records dataset derived from MIMIC-IV (Medical Information Mart for Intensive Care, version 3.1; a publicly available critical care database from Beth Israel Deaconess Medical Center, Boston, USA, hosted on PhysioNet; n=12,039 ED visits; 59 deaths; 30-day mortality 0.49%). Due to extreme non-random missingness across all four biomarkers (lactate 95.2%; bicarbonate/glucose/WBC 88-89%), multivariable modelling was restricted to a complete-case subgroup (n=503; deaths=19). This subgroup was markedly non-representative: intensive care unit (ICU) admission rate 66.4% versus 2.1% in excluded visits (standardised mean difference [SMD]=1.844), reflecting selective laboratory ordering in clinically severe patients. In univariable analyses across available cases, all four biomarkers were significantly associated with 30-day mortality. Within the complete-case subgroup, glucose alone demonstrated good discrimination (area under the receiver operating characteristic curve [AUROC]=0.812; 95% confidence interval [CI] 0.721-0.885), and glucose and WBC were independently associated with mortality in multivariable analysis (adjusted odds ratios [aOR] 1.05 and 1.13, respectively). The calibration slope of 0.646 for the primary four-biomarker model indicated systematic overestimation of absolute risk. These findings are strictly exploratory. Critical limitations - extreme non-random missingness, ICU-enriched complete-case subgroup, absent age and vital signs, low event count (n=19), and absence of external validation - preclude clinical application. This work defines data and design requirements for a future adequately powered prospective prognostic study in acute poisoning.</p>\",\"PeriodicalId\":17654,\"journal\":{\"name\":\"Journal of Toxicological Sciences\",\"volume\":\"51 9\",\"pages\":\"517-525\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2026-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Toxicological Sciences\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.2131/jts.51.517\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"TOXICOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Toxicological Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2131/jts.51.517","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"TOXICOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

可靠的急性中毒早期预后工具仍然有限。本研究检查了四种首次测量的常规生物标志物——葡萄糖、乳酸、碳酸氢盐和白细胞计数(WBC)——是否携带急诊科(ED)急性中毒患者30天死亡率的预后信号,使用来自MIMIC-IV(重症医疗信息市场,3.1版;美国波士顿贝斯以色列女执事医疗中心的公开重症监护数据库,托管在PhysioNet上;n= 12039次急诊科就诊;59人死亡;30天死亡率0.49%)。由于所有四种生物标志物(乳酸95.2%;碳酸氢盐/葡萄糖/白细胞88-89%)的极度非随机缺失,多变量模型仅限于完整病例亚组(n=503;死亡=19)。该亚组明显不具有代表性:重症监护病房(ICU)的入院率为66.4%,而排除就诊的住院率为2.1%(标准化平均差[SMD]=1.844),反映了临床重症患者的选择性实验室排序。在对现有病例的单变量分析中,所有四种生物标志物都与30天死亡率显著相关。在完全病例亚组中,单独葡萄糖表现出良好的辨别能力(受试者工作特征曲线下面积[AUROC]=0.812; 95%可信区间[CI] 0.721-0.885),在多变量分析中,葡萄糖和白细胞与死亡率独立相关(校正优势比[aOR]分别为1.05和1.13)。主要四生物标志物模型的校准斜率为0.646,表明系统高估了绝对风险。这些发现完全是探索性的。严重的局限性——极端非随机缺失、icu富集的完整病例亚组、缺乏年龄和生命体征、低事件计数(n=19)和缺乏外部验证——排除了临床应用。这项工作为未来急性中毒的前瞻性预后研究确定了数据和设计要求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Early biomarker prognostic signals for 30-day mortality in acute poisoning: exploratory analysis of a complete-case subgroup from a derived MIMIC-IV dataset.

Reliable early prognostic tools for acute poisoning remain limited. This study examined whether four first-measured routine biomarkers - glucose, lactate, bicarbonate, and white blood cell count (WBC) - carry prognostic signal for 30-day mortality in emergency department (ED) patients with acute poisoning, using a pre-processed, de-identified electronic health records dataset derived from MIMIC-IV (Medical Information Mart for Intensive Care, version 3.1; a publicly available critical care database from Beth Israel Deaconess Medical Center, Boston, USA, hosted on PhysioNet; n=12,039 ED visits; 59 deaths; 30-day mortality 0.49%). Due to extreme non-random missingness across all four biomarkers (lactate 95.2%; bicarbonate/glucose/WBC 88-89%), multivariable modelling was restricted to a complete-case subgroup (n=503; deaths=19). This subgroup was markedly non-representative: intensive care unit (ICU) admission rate 66.4% versus 2.1% in excluded visits (standardised mean difference [SMD]=1.844), reflecting selective laboratory ordering in clinically severe patients. In univariable analyses across available cases, all four biomarkers were significantly associated with 30-day mortality. Within the complete-case subgroup, glucose alone demonstrated good discrimination (area under the receiver operating characteristic curve [AUROC]=0.812; 95% confidence interval [CI] 0.721-0.885), and glucose and WBC were independently associated with mortality in multivariable analysis (adjusted odds ratios [aOR] 1.05 and 1.13, respectively). The calibration slope of 0.646 for the primary four-biomarker model indicated systematic overestimation of absolute risk. These findings are strictly exploratory. Critical limitations - extreme non-random missingness, ICU-enriched complete-case subgroup, absent age and vital signs, low event count (n=19), and absence of external validation - preclude clinical application. This work defines data and design requirements for a future adequately powered prospective prognostic study in acute poisoning.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
3.20
自引率
5.00%
发文量
53
审稿时长
4-8 weeks
期刊介绍: The Journal of Toxicological Sciences (J. Toxicol. Sci.) is a scientific journal that publishes research about the mechanisms and significance of the toxicity of substances, such as drugs, food additives, food contaminants and environmental pollutants. Papers on the toxicities and effects of extracts and mixtures containing unidentified compounds cannot be accepted as a general rule.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书