Prognostic significance of blood immune cells in children with sepsis and establishment of a predictive model for PICU mortality: a retrospective study.

IF 2.1 3区 医学 Q2 PEDIATRICS
Frontiers in Pediatrics Pub Date : 2024-12-12 eCollection Date: 2024-01-01 DOI:10.3389/fped.2024.1455216
Mulan He, Qiuxia Meng, Zhixin Wei, Zhiyong Yang
{"title":"Prognostic significance of blood immune cells in children with sepsis and establishment of a predictive model for PICU mortality: a retrospective study.","authors":"Mulan He, Qiuxia Meng, Zhixin Wei, Zhiyong Yang","doi":"10.3389/fped.2024.1455216","DOIUrl":null,"url":null,"abstract":"<p><strong>Objectives: </strong>This article aimed to investigate the correlation between blood immune cells and the prognosis in the early phase of pediatric sepsis and construct a prediction model for pediatric intensive care unit (PICU) mortality.</p><p><strong>Methods: </strong>A total of 348 children admitted with sepsis to our PICU were retrospectively collected between January 2020 and June 2024. Of these, 242 children admitted from January 2020 to October 2022 were designated as the modeling group, while 106 children admitted between November 2022 and June 2024 were designated as the prospective validation group. Peripheral blood immune-related parameters, measured from the day of PICU admission to day 7, were analyzed in the modeling group. Risk factors were identified through multivariate logistic regression and integrated into a predictive nomogram. The nomogram was then applied to the prospective validation group to assess its discrimination and calibration. The nomogram's performance was evaluated using the area under the receiver operating characteristic curves (AUC), calibration plots, and decision curve analysis for both groups.</p><p><strong>Results: </strong>Complicated with underlying diseases, invasive mechanical ventilation, increased pediatric risk of mortality score or pediatric sequential organ failure assessment score, and lymphopenia (d1) were independent risk factors for PICU mortality. The 90-day survival of patients with lymphopenia on the first day after admission was low. In addition, patients with persistent lymphopenia had higher mortality. The nomogram showed an AUC of 0.861 (95% CI: 0.813 to 0.909) in the modeling group and 0.875 (95% CI: 0.797 to 0.953) in the prospective validation group. The nomogram also performed well based on the calibration curve and decision curve analysis.</p><p><strong>Conclusion: </strong>Assessing lymphocytes within seven days of PICU admission may be conducive to identifying children with sepsis at increased mortality risk. The nomogram performed well in predicting PICU mortality among patients of interest.</p>","PeriodicalId":12637,"journal":{"name":"Frontiers in Pediatrics","volume":"12 ","pages":"1455216"},"PeriodicalIF":2.1000,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11669697/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Pediatrics","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fped.2024.1455216","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"PEDIATRICS","Score":null,"Total":0}
引用次数: 0

Abstract

Objectives: This article aimed to investigate the correlation between blood immune cells and the prognosis in the early phase of pediatric sepsis and construct a prediction model for pediatric intensive care unit (PICU) mortality.

Methods: A total of 348 children admitted with sepsis to our PICU were retrospectively collected between January 2020 and June 2024. Of these, 242 children admitted from January 2020 to October 2022 were designated as the modeling group, while 106 children admitted between November 2022 and June 2024 were designated as the prospective validation group. Peripheral blood immune-related parameters, measured from the day of PICU admission to day 7, were analyzed in the modeling group. Risk factors were identified through multivariate logistic regression and integrated into a predictive nomogram. The nomogram was then applied to the prospective validation group to assess its discrimination and calibration. The nomogram's performance was evaluated using the area under the receiver operating characteristic curves (AUC), calibration plots, and decision curve analysis for both groups.

Results: Complicated with underlying diseases, invasive mechanical ventilation, increased pediatric risk of mortality score or pediatric sequential organ failure assessment score, and lymphopenia (d1) were independent risk factors for PICU mortality. The 90-day survival of patients with lymphopenia on the first day after admission was low. In addition, patients with persistent lymphopenia had higher mortality. The nomogram showed an AUC of 0.861 (95% CI: 0.813 to 0.909) in the modeling group and 0.875 (95% CI: 0.797 to 0.953) in the prospective validation group. The nomogram also performed well based on the calibration curve and decision curve analysis.

Conclusion: Assessing lymphocytes within seven days of PICU admission may be conducive to identifying children with sepsis at increased mortality risk. The nomogram performed well in predicting PICU mortality among patients of interest.

血液免疫细胞对脓毒症患儿预后的意义及PICU死亡率预测模型的建立:一项回顾性研究
目的:探讨儿童脓毒症早期血液免疫细胞与预后的关系,建立儿童重症监护病房(PICU)死亡率预测模型。方法:回顾性收集2020年1月至2024年6月间我院PICU收治的348例脓毒症患儿。其中,2020年1月至2022年10月入院的242名儿童被指定为建模组,而2022年11月至2024年6月入院的106名儿童被指定为前瞻性验证组。对模型组小鼠从PICU入院当天至第7天的外周血免疫相关参数进行分析。通过多变量逻辑回归确定危险因素,并将其整合到预测nomogram中。然后将nomogram应用于前瞻性验证组以评估其辨别和校准。使用两组的受试者工作特征曲线(AUC)下面积、校准图和决策曲线分析来评估nomogram的性能。结果:合并基础疾病、有创机械通气、儿童死亡风险评分或儿童序贯器官衰竭评估评分升高、淋巴细胞减少(d1)是PICU死亡的独立危险因素。入院后第一天淋巴细胞减少患者90天生存率较低。此外,持续性淋巴细胞减少患者的死亡率更高。模态图显示,建模组的AUC为0.861 (95% CI: 0.813 ~ 0.909),前瞻性验证组的AUC为0.875 (95% CI: 0.797 ~ 0.953)。基于标定曲线和决策曲线分析,nomogram也表现良好。结论:在PICU入院7天内评估淋巴细胞可能有助于识别死亡风险增加的脓毒症患儿。nomogram在预测PICU患者死亡率方面表现良好。
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
Frontiers in Pediatrics
Frontiers in Pediatrics Medicine-Pediatrics, Perinatology and Child Health
CiteScore
3.60
自引率
7.70%
发文量
2132
审稿时长
14 weeks
期刊介绍: Frontiers in Pediatrics (Impact Factor 2.33) publishes rigorously peer-reviewed research broadly across the field, from basic to clinical research that meets ongoing challenges in pediatric patient care and child health. Field Chief Editors Arjan Te Pas at Leiden University and Michael L. Moritz at the Children''s Hospital of Pittsburgh are supported by an outstanding Editorial Board of international experts. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Pediatrics also features Research Topics, Frontiers special theme-focused issues managed by Guest Associate Editors, addressing important areas in pediatrics. In this fashion, Frontiers serves as an outlet to publish the broadest aspects of pediatrics in both basic and clinical research, including high-quality reviews, case reports, editorials and commentaries related to all aspects of pediatrics.
×
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