Development and internal validation of a model for predicting cefoperazone/sulbactam-associated coagulation disorders in Chinese inpatients.

IF 2.8 3区 医学 Q2 PHARMACOLOGY & PHARMACY
An Fu, Feng Ge, Yanwei Wang, Haili Guo, Man Zhu, Shu Li, Ao Gao, Chao Li, Jingchuan Lu, Daihong Guo
{"title":"Development and internal validation of a model for predicting cefoperazone/sulbactam-associated coagulation disorders in Chinese inpatients.","authors":"An Fu, Feng Ge, Yanwei Wang, Haili Guo, Man Zhu, Shu Li, Ao Gao, Chao Li, Jingchuan Lu, Daihong Guo","doi":"10.1186/s40360-024-00761-7","DOIUrl":null,"url":null,"abstract":"<p><strong>Background and aim: </strong>The use of cefoperazone/sulbactam (CPZ/SAM) could commonly cause vitamin K-dependent coagulation disorders and even hemorrhage sometimes. However, there is a lack of prediction tools estimating the risk for this. This study aimed at developing and internally validating a model for predicting CPZ/SAM-associated coagulation disorders in Chinese inpatients.</p><p><strong>Methods: </strong>A case-control study was conducted in 11,092 adult inpatients admitted to a Chinese general hospital between 2020 and 2021 and treated with CPZ/SAM. Patients with CPZ/SAM-associated coagulation disorders were identified through the Adverse Drug Events Active Surveillance and Assessment System-II and subsequent manual evaluation. Controls were selected from eligible patients who didn't develop coagulation disorders after CPZ/SAM therapy, with a 1:1 propensity score matching. The final predictors were obtained by univariable and multivariable logistic regression analyses. Internal validation and calibration for the model were performed using 1000 bootstrap resamplings.</p><p><strong>Results: </strong>258 patients were identified as CPZ/SAM-associated coagulation disorders in 2184 patients eligible for inclusions and exclusions and the incidence was 11.8%. A final population of 252 cases and 252 controls was included for model development and validation. Malnutrition (OR = 2.41 (1.56-3.77)), history of recent bleeding (OR = 1.95 (1.32-2.90)), treatment duration (OR = 1.10 (1.07-1.14)), combination with carbapenems (OR = 4.43 (1.85-11.88)), and serum creatinine (OR = 1.01 (1.00-1.01)) were identified as final predictors. The model showed good discrimination, calibration, and clinical practicality, with the validated area under the receiver operating characteristic curve being 0.723 (0.683-0.770).</p><p><strong>Conclusions: </strong>The model with good performance quantifies the risk for CPZ/SAM-associated coagulation disorders, and may support individual assessment and interventions to mitigate the risk after external validation.</p>","PeriodicalId":9023,"journal":{"name":"BMC Pharmacology & Toxicology","volume":null,"pages":null},"PeriodicalIF":2.8000,"publicationDate":"2024-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11241986/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Pharmacology & Toxicology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s40360-024-00761-7","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Background and aim: The use of cefoperazone/sulbactam (CPZ/SAM) could commonly cause vitamin K-dependent coagulation disorders and even hemorrhage sometimes. However, there is a lack of prediction tools estimating the risk for this. This study aimed at developing and internally validating a model for predicting CPZ/SAM-associated coagulation disorders in Chinese inpatients.

Methods: A case-control study was conducted in 11,092 adult inpatients admitted to a Chinese general hospital between 2020 and 2021 and treated with CPZ/SAM. Patients with CPZ/SAM-associated coagulation disorders were identified through the Adverse Drug Events Active Surveillance and Assessment System-II and subsequent manual evaluation. Controls were selected from eligible patients who didn't develop coagulation disorders after CPZ/SAM therapy, with a 1:1 propensity score matching. The final predictors were obtained by univariable and multivariable logistic regression analyses. Internal validation and calibration for the model were performed using 1000 bootstrap resamplings.

Results: 258 patients were identified as CPZ/SAM-associated coagulation disorders in 2184 patients eligible for inclusions and exclusions and the incidence was 11.8%. A final population of 252 cases and 252 controls was included for model development and validation. Malnutrition (OR = 2.41 (1.56-3.77)), history of recent bleeding (OR = 1.95 (1.32-2.90)), treatment duration (OR = 1.10 (1.07-1.14)), combination with carbapenems (OR = 4.43 (1.85-11.88)), and serum creatinine (OR = 1.01 (1.00-1.01)) were identified as final predictors. The model showed good discrimination, calibration, and clinical practicality, with the validated area under the receiver operating characteristic curve being 0.723 (0.683-0.770).

Conclusions: The model with good performance quantifies the risk for CPZ/SAM-associated coagulation disorders, and may support individual assessment and interventions to mitigate the risk after external validation.

中国住院患者头孢哌酮/舒巴坦相关凝血功能障碍预测模型的开发与内部验证
背景和目的:使用头孢哌酮/舒巴坦(CPZ/SAM)通常会引起维生素 K 依赖性凝血功能障碍,甚至有时会导致出血。然而,目前缺乏估算这种风险的预测工具。本研究旨在建立一个预测中国住院患者 CPZ/SAM 相关凝血功能障碍的模型,并进行内部验证:一项病例对照研究在 2020 年至 2021 年期间对一家中国综合医院收治的 11,092 名使用 CPZ/SAM 治疗的成年住院患者进行了调查。CPZ/SAM相关凝血功能障碍患者是通过药物不良事件主动监测和评估系统-II及随后的人工评估确定的。对照组从接受 CPZ/SAM 治疗后未出现凝血功能障碍的合格患者中选出,并进行 1:1 倾向评分匹配。通过单变量和多变量逻辑回归分析得出最终预测因素。结果:在2184名符合纳入和排除条件的患者中,有258名患者被确定为CPZ/SAM相关凝血功能障碍,发病率为11.8%。最终有 252 例病例和 252 例对照被纳入模型开发和验证。营养不良(OR = 2.41 (1.56-3.77))、近期出血史(OR = 1.95 (1.32-2.90))、治疗时间(OR = 1.10 (1.07-1.14))、与碳青霉烯类药物合用(OR = 4.43 (1.85-11.88))和血清肌酐(OR = 1.01 (1.00-1.01))被确定为最终预测因素。该模型具有良好的区分度、校准性和临床实用性,经验证的接收者工作特征曲线下面积为 0.723(0.683-0.770):该模型性能良好,可量化 CPZ/SAM 相关凝血功能障碍的风险,经外部验证后,可支持个体评估和干预措施,以降低风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
BMC Pharmacology & Toxicology
BMC Pharmacology & Toxicology PHARMACOLOGY & PHARMACYTOXICOLOGY&nb-TOXICOLOGY
CiteScore
4.80
自引率
0.00%
发文量
87
审稿时长
12 weeks
期刊介绍: BMC Pharmacology and Toxicology is an open access, peer-reviewed journal that considers articles on all aspects of chemically defined therapeutic and toxic agents. The journal welcomes submissions from all fields of experimental and clinical pharmacology including clinical trials and toxicology.
×
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:481959085
Book学术官方微信