Katrina M Morgan, Erin V Feeney, Philip C Spinella, Barbara A Gaines, Christine M Leeper
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Variables were reduced to PCs; PC scores were generated for each subject and used in logistic regression with outcomes including mortality, blood transfusion, shock (pediatric-adjusted shock index), and patient characteristics including age, sex, injury mechanism, and traumatic brain injury.</p><p><strong>Results: </strong>In total, 59 children had complete data for analysis. Median (interquartile range) age was 10 (4-14) years, 31% female, 21% penetrating mechanism, and median (interquartile range) injury severity score of 16 (9-21). Principal component analysis identified two significant PCs accounting for 67% of overall variance. PC1 included syndecan-1, thrombomodulin, vascular endothelial growth factor, international normalized ratio, and base deficit; PC1 scores were associated with mortality, blood transfusion, and shock (all p < 0.001). PC2 included tissue factor, platelet count, and rapid thromboelastography maximum amplitude; PC2 scores were associated with age (ρ = -0.42, p = 0.001) but no studied clinical outcome. Neither PC was significantly associated with sex, injury mechanism, or traumatic brain injury.</p><p><strong>Conclusion: </strong>Principal component analysis detected two distinct biomarker patterns in injured children involving the domains of the endothelium, coagulation, and platelets. The first phenotype was associated with poor clinical outcomes, while the second was associated with age. This supports the concept that pediatric trauma-induced coagulopathy elicits a heterogeneous response, and suggests that there may be a prognostic value to these phenotypes that warrants further investigation.</p><p><strong>Level of evidence: </strong>Prognostic and Epidemiological; Level IV.</p>","PeriodicalId":17453,"journal":{"name":"Journal of Trauma and Acute Care Surgery","volume":"98 1","pages":"36-41"},"PeriodicalIF":2.9000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Patterns of trauma-induced coagulopathy in injured children: A principal component analysis investigating endothelial, coagulation, and platelet biomarkers.\",\"authors\":\"Katrina M Morgan, Erin V Feeney, Philip C Spinella, Barbara A Gaines, Christine M Leeper\",\"doi\":\"10.1097/TA.0000000000004501\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Trauma-induced coagulopathy is common and associated with poor outcomes in injured children. Our aim was to identify patterns of coagulopathy after injury using endothelial, platelet, and coagulation biomarkers, and associate these phenotypes with relevant patient factors and clinical outcomes in a pediatric trauma cohort.</p><p><strong>Methods: </strong>Principal component (PC) analysis was performed on data from injured children between 2018 and 2022. Laboratories included endothelial markers (syndecan-1, thrombomodulin, tissue factor, and vascular endothelial growth factor), international normalized ratio, platelet count, rapid thromboelastography maximum amplitude, and base deficit. Variables were reduced to PCs; PC scores were generated for each subject and used in logistic regression with outcomes including mortality, blood transfusion, shock (pediatric-adjusted shock index), and patient characteristics including age, sex, injury mechanism, and traumatic brain injury.</p><p><strong>Results: </strong>In total, 59 children had complete data for analysis. Median (interquartile range) age was 10 (4-14) years, 31% female, 21% penetrating mechanism, and median (interquartile range) injury severity score of 16 (9-21). Principal component analysis identified two significant PCs accounting for 67% of overall variance. PC1 included syndecan-1, thrombomodulin, vascular endothelial growth factor, international normalized ratio, and base deficit; PC1 scores were associated with mortality, blood transfusion, and shock (all p < 0.001). PC2 included tissue factor, platelet count, and rapid thromboelastography maximum amplitude; PC2 scores were associated with age (ρ = -0.42, p = 0.001) but no studied clinical outcome. Neither PC was significantly associated with sex, injury mechanism, or traumatic brain injury.</p><p><strong>Conclusion: </strong>Principal component analysis detected two distinct biomarker patterns in injured children involving the domains of the endothelium, coagulation, and platelets. The first phenotype was associated with poor clinical outcomes, while the second was associated with age. This supports the concept that pediatric trauma-induced coagulopathy elicits a heterogeneous response, and suggests that there may be a prognostic value to these phenotypes that warrants further investigation.</p><p><strong>Level of evidence: </strong>Prognostic and Epidemiological; Level IV.</p>\",\"PeriodicalId\":17453,\"journal\":{\"name\":\"Journal of Trauma and Acute Care Surgery\",\"volume\":\"98 1\",\"pages\":\"36-41\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Trauma and Acute Care Surgery\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1097/TA.0000000000004501\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/11/20 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CRITICAL CARE MEDICINE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Trauma and Acute Care Surgery","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/TA.0000000000004501","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/11/20 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
引用次数: 0
摘要
背景:创伤性凝血功能障碍在受伤儿童中很常见,且与不良预后相关。我们的目的是利用内皮、血小板和凝血生物标志物识别损伤后凝血功能障碍的模式,并将这些表型与相关患者因素和儿科创伤队列的临床结果联系起来。方法:对2018 - 2022年住院儿童受伤数据进行主成分分析。实验室包括内皮标志物(syndecan-1、血栓调节蛋白、组织因子和血管内皮生长因子)、国际标准化比率、血小板计数、快速血栓弹性成像最大振幅和碱基缺陷。变量被简化为pc;为每个受试者生成PC评分,并将其用于logistic回归,包括死亡率、输血、休克(儿科调整休克指数)和患者特征(包括年龄、性别、损伤机制和创伤性脑损伤)。结果:59例患儿有完整资料可供分析。年龄中位数(四分位范围)为10(4-14)岁,女性占31%,穿透机制占21%,损伤严重程度评分中位数(四分位范围)为16(9-21)。主成分分析确定了两个显著pc占总方差的67%。PC1包括syndecan-1、血栓调节蛋白、血管内皮生长因子、国际标准化比值、碱基赤字;PC1评分与死亡率、输血和休克相关(均p < 0.001)。PC2包括组织因子、血小板计数和快速血小板弹性成像最大振幅;PC2评分与年龄相关(ρ = -0.42, p = 0.001),但没有研究临床结果。PC与性别、损伤机制或创伤性脑损伤均无显著相关性。结论:主成分分析在受伤儿童中检测到两种不同的生物标志物模式,涉及内皮、凝血和血小板。第一种表型与不良临床结果有关,而第二种表型与年龄有关。这支持了儿童创伤性凝血功能障碍引起异质反应的概念,并表明这些表型可能具有预后价值,值得进一步研究。证据水平:预后和流行病学;IV级。
Patterns of trauma-induced coagulopathy in injured children: A principal component analysis investigating endothelial, coagulation, and platelet biomarkers.
Background: Trauma-induced coagulopathy is common and associated with poor outcomes in injured children. Our aim was to identify patterns of coagulopathy after injury using endothelial, platelet, and coagulation biomarkers, and associate these phenotypes with relevant patient factors and clinical outcomes in a pediatric trauma cohort.
Methods: Principal component (PC) analysis was performed on data from injured children between 2018 and 2022. Laboratories included endothelial markers (syndecan-1, thrombomodulin, tissue factor, and vascular endothelial growth factor), international normalized ratio, platelet count, rapid thromboelastography maximum amplitude, and base deficit. Variables were reduced to PCs; PC scores were generated for each subject and used in logistic regression with outcomes including mortality, blood transfusion, shock (pediatric-adjusted shock index), and patient characteristics including age, sex, injury mechanism, and traumatic brain injury.
Results: In total, 59 children had complete data for analysis. Median (interquartile range) age was 10 (4-14) years, 31% female, 21% penetrating mechanism, and median (interquartile range) injury severity score of 16 (9-21). Principal component analysis identified two significant PCs accounting for 67% of overall variance. PC1 included syndecan-1, thrombomodulin, vascular endothelial growth factor, international normalized ratio, and base deficit; PC1 scores were associated with mortality, blood transfusion, and shock (all p < 0.001). PC2 included tissue factor, platelet count, and rapid thromboelastography maximum amplitude; PC2 scores were associated with age (ρ = -0.42, p = 0.001) but no studied clinical outcome. Neither PC was significantly associated with sex, injury mechanism, or traumatic brain injury.
Conclusion: Principal component analysis detected two distinct biomarker patterns in injured children involving the domains of the endothelium, coagulation, and platelets. The first phenotype was associated with poor clinical outcomes, while the second was associated with age. This supports the concept that pediatric trauma-induced coagulopathy elicits a heterogeneous response, and suggests that there may be a prognostic value to these phenotypes that warrants further investigation.
Level of evidence: Prognostic and Epidemiological; Level IV.
期刊介绍:
The Journal of Trauma and Acute Care Surgery® is designed to provide the scientific basis to optimize care of the severely injured and critically ill surgical patient. Thus, the Journal has a high priority for basic and translation research to fulfill this objectives. Additionally, the Journal is enthusiastic to publish randomized prospective clinical studies to establish care predicated on a mechanistic foundation. Finally, the Journal is seeking systematic reviews, guidelines and algorithms that incorporate the best evidence available.