血清炎症标志物升高在确定新冠肺炎患者插管需求中的预测潜力

IF 0.9 Q4 CRITICAL CARE MEDICINE Journal of Critical Care Medicine Pub Date : 2021-11-13 DOI:10.2478/jccm-2021-0035
S. Windham, Kellen Hirsch, R. Peterson, David Douin, Lakshmi Chauhan, Lauren M Heery, Connor Fling, Nemanja Vukovic, F. Holguin, Shanta Zimmer, Kristine M. Erlandson
{"title":"血清炎症标志物升高在确定新冠肺炎患者插管需求中的预测潜力","authors":"S. Windham, Kellen Hirsch, R. Peterson, David Douin, Lakshmi Chauhan, Lauren M Heery, Connor Fling, Nemanja Vukovic, F. Holguin, Shanta Zimmer, Kristine M. Erlandson","doi":"10.2478/jccm-2021-0035","DOIUrl":null,"url":null,"abstract":"Abstract Introduction The predictive potential of demographics, clinical characteristics, and inflammatory markers at admission to determine future intubation needs of hospitalised CoVID-19 patients is unknown. The study aimed to determine the predictive potential of elevated serum inflammatory markers in determining the need for intubation in CoVID-19 Patients. Methods In a retrospective cohort study of hospitalised SARS-CoV2 positive patients, single and multivariable regression analyses were used to determine covariate effects on intubation odds, and a minimax concave penalty regularised logistic regression was used to build a predictive model. A second prospective independent cohort tested the model. Results Systemic inflammatory markers obtained at admission were higher in patients that required subsequent intubation, and adjusted odds of intubation increased for every standard deviation above the mean for c-reactive protein (CRP) OR:2.8 (95% CI 1.8-4.5, p<0.001) and lactate dehydrogenase OR:2.1 (95% CI 1.33.3, p=0.002). A predictive model incorporating C-reactive protein, lactate dehydrogenase, and diabetes status at the time of admission predicted intubation status with an area under the curve (AUC) of 0.78 with corresponding sensitivity of 86%, specificity of 63%. This predictive model achieved an AUC of 0.83, 91% sensitivity, and 41% specificity on the validation cohort. Conclusion In patients hospitalised with CoVID-19, elevated serum inflammatory markers measured within the first twenty-four hours of admission are associated with an increased need for intubation. Additionally, a model of C-reactive protein, lactate dehydrogenase, and the presence of diabetes may play a predictive role in determining the future need for intubation.","PeriodicalId":44227,"journal":{"name":"Journal of Critical Care Medicine","volume":"8 1","pages":"14 - 22"},"PeriodicalIF":0.9000,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"The Predictive Potential of Elevated Serum Inflammatory Markers in Determining the Need for Intubation in CoVID-19 Patients\",\"authors\":\"S. Windham, Kellen Hirsch, R. Peterson, David Douin, Lakshmi Chauhan, Lauren M Heery, Connor Fling, Nemanja Vukovic, F. Holguin, Shanta Zimmer, Kristine M. Erlandson\",\"doi\":\"10.2478/jccm-2021-0035\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Introduction The predictive potential of demographics, clinical characteristics, and inflammatory markers at admission to determine future intubation needs of hospitalised CoVID-19 patients is unknown. The study aimed to determine the predictive potential of elevated serum inflammatory markers in determining the need for intubation in CoVID-19 Patients. Methods In a retrospective cohort study of hospitalised SARS-CoV2 positive patients, single and multivariable regression analyses were used to determine covariate effects on intubation odds, and a minimax concave penalty regularised logistic regression was used to build a predictive model. A second prospective independent cohort tested the model. Results Systemic inflammatory markers obtained at admission were higher in patients that required subsequent intubation, and adjusted odds of intubation increased for every standard deviation above the mean for c-reactive protein (CRP) OR:2.8 (95% CI 1.8-4.5, p<0.001) and lactate dehydrogenase OR:2.1 (95% CI 1.33.3, p=0.002). A predictive model incorporating C-reactive protein, lactate dehydrogenase, and diabetes status at the time of admission predicted intubation status with an area under the curve (AUC) of 0.78 with corresponding sensitivity of 86%, specificity of 63%. This predictive model achieved an AUC of 0.83, 91% sensitivity, and 41% specificity on the validation cohort. Conclusion In patients hospitalised with CoVID-19, elevated serum inflammatory markers measured within the first twenty-four hours of admission are associated with an increased need for intubation. Additionally, a model of C-reactive protein, lactate dehydrogenase, and the presence of diabetes may play a predictive role in determining the future need for intubation.\",\"PeriodicalId\":44227,\"journal\":{\"name\":\"Journal of Critical Care Medicine\",\"volume\":\"8 1\",\"pages\":\"14 - 22\"},\"PeriodicalIF\":0.9000,\"publicationDate\":\"2021-11-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Critical Care Medicine\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2478/jccm-2021-0035\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"CRITICAL CARE MEDICINE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Critical Care Medicine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2478/jccm-2021-0035","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
引用次数: 1

摘要

摘要简介人口统计学、临床特征和炎症标志物在确定新冠肺炎住院患者未来插管需求方面的预测潜力尚不清楚。该研究旨在确定血清炎症标志物升高在确定新冠肺炎患者插管需求方面的预测潜力。方法在一项针对严重急性呼吸系统综合征冠状病毒2型阳性住院患者的回顾性队列研究中,使用单变量和多变量回归分析来确定对插管几率的协变量影响,并使用最小-最大凹罚正则逻辑回归来建立预测模型。第二个前瞻性独立队列对该模型进行了测试。结果入院时获得的全身炎症标志物在需要后续插管的患者中更高,并且每超过c反应蛋白(CRP)OR:2.8(95%CI 1.8-4.5,p<0.001)和乳酸脱氢酶OR:2.1(95%CI 1.33.3,p=0.002)的平均值,插管的调整几率就会增加,乳酸脱氢酶和入院时的糖尿病状态预测插管状态,曲线下面积(AUC)为0.78,相应的灵敏度为86%,特异性为63%。该预测模型在验证队列中的AUC为0.83,敏感性为91%,特异性为41%。结论在新冠肺炎住院患者中,入院后24小时内血清炎症标志物升高与插管需求增加有关。此外,C反应蛋白、乳酸脱氢酶和糖尿病的存在的模型可能在决定未来插管需求方面发挥预测作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
The Predictive Potential of Elevated Serum Inflammatory Markers in Determining the Need for Intubation in CoVID-19 Patients
Abstract Introduction The predictive potential of demographics, clinical characteristics, and inflammatory markers at admission to determine future intubation needs of hospitalised CoVID-19 patients is unknown. The study aimed to determine the predictive potential of elevated serum inflammatory markers in determining the need for intubation in CoVID-19 Patients. Methods In a retrospective cohort study of hospitalised SARS-CoV2 positive patients, single and multivariable regression analyses were used to determine covariate effects on intubation odds, and a minimax concave penalty regularised logistic regression was used to build a predictive model. A second prospective independent cohort tested the model. Results Systemic inflammatory markers obtained at admission were higher in patients that required subsequent intubation, and adjusted odds of intubation increased for every standard deviation above the mean for c-reactive protein (CRP) OR:2.8 (95% CI 1.8-4.5, p<0.001) and lactate dehydrogenase OR:2.1 (95% CI 1.33.3, p=0.002). A predictive model incorporating C-reactive protein, lactate dehydrogenase, and diabetes status at the time of admission predicted intubation status with an area under the curve (AUC) of 0.78 with corresponding sensitivity of 86%, specificity of 63%. This predictive model achieved an AUC of 0.83, 91% sensitivity, and 41% specificity on the validation cohort. Conclusion In patients hospitalised with CoVID-19, elevated serum inflammatory markers measured within the first twenty-four hours of admission are associated with an increased need for intubation. Additionally, a model of C-reactive protein, lactate dehydrogenase, and the presence of diabetes may play a predictive role in determining the future need for intubation.
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
Journal of Critical Care Medicine
Journal of Critical Care Medicine CRITICAL CARE MEDICINE-
CiteScore
2.00
自引率
9.10%
发文量
21
审稿时长
11 weeks
期刊最新文献
Role of Quetiapine in the Prevention of ICU Delirium in Elderly Patients at a High Risk. The Analgesic Effect of Morphine on Peripheral Opioid Receptors: An Experimental Research. Outcome and Determining Characteristics of ICU Patients with Acute Kidney Injury in a Low-Income Country, a Multicenter Experience. Outcomes of Patients Transferred to Tertiary Center by Life-Saving System in Saudi Arabia. A Propensity Score Matching Observational Study. The Correlation of Hemostatic Parameters with the Development of Early Sepsis-Associated Encephalopathy. A Retrospective Observational Study.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1