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危重症脓毒症患者肝功能障碍的潜在生物标志物。

Putative biomarkers of hepatic dysfunction in critically ill sepsis patients.

作者信息

Van Nynatten Logan R, Patel Maitray A, Daley Mark, Miller Michael R, Cepinskas Gediminas, Slessarev Marat, Russell James A, Fraser Douglas D

机构信息

Medicine, Western University, London, ON, Canada.

Epidemiology and Biostatistics, Western University, London, ON, Canada.

出版信息

Clin Exp Med. 2025 Jan 3;25(1):28. doi: 10.1007/s10238-024-01545-3.

Abstract

Sepsis is a major cause of morbidity and mortality worldwide. Among the various types of end-organ damage associated with sepsis, hepatic injury is linked to significantly higher mortality rates compared to dysfunction in other organ systems. This study aimed to investigate potential biomarkers of hepatic injury in sepsis patients through a multi-center, case-control approach. We enrolled three matched cohorts: 37 sepsis patients with hepatic dysfunction (S-HD), 37 sepsis patients without hepatic dysfunction (S-CON), and 18 healthy controls (HC). We measured five proposed biomarkers of hepatic dysfunction-ARG1, MDH1, GSTα, 5-NT, and SDH-using multiplex immunoassays. These biomarkers were compared to traditional markers of hepatic dysfunction, including albumin, bilirubin, ALT, AST, and GGT, across the cohorts using both conventional statistical methods and machine learning techniques. The median age of participants was comparable across cohorts: S-HD (65.0 years, IQR 49.5-82.5), S-CON (65.0 years, IQR 48.0-81.5), and HC (62.5 years, IQR 53.0-65.0; P = 0.794). Patients with hepatic dysfunction (S-HD) exhibited higher illness severity scores compared to those without hepatic dysfunction (S-CON): MODS scores were median 7.0 (IQR 4.0-10.0) in S-HD versus median 4.0 (IQR 2.0-7.0) in S-CON (P = 0.005), and SOFA scores were median 7.0 (IQR 4.0-11.0) in S-HD versus median 3.0 (IQR 2.0-6.0) in S-CON (P < 0.001). Hemoglobin and platelet counts were lower, while creatinine levels were higher in S-HD compared to S-CON (P < 0.05). On ICU Day 1, bilirubin, ALT, AST, GGT, and INR were significantly elevated in S-HD relative to S-CON (P ≤ 0.001), and albumin levels were lower (P < 0.05). Additionally, ARG1, GSTα, 5-NT, and SDH were significantly higher in S-HD patients on ICU Day 1 compared to S-CON (P < 0.05). ARG1, MDH1, and SDH showed positive correlations with AST, ALT, and MODS (P < 0.01). From ICU Day 1 to Day 7, ARG1, GSTα, SDH, and AST levels significantly decreased in S-HD patients (P < 0.05), whereas MDH1 and 5-NT levels did not. Among the proposed biomarkers, GSTα and 5-NT did not correlate with traditional hepatic dysfunction markers but were significant in identifying S-HD patients (feature importance 0.131 and 0.097, respectively) in a random forest classification model. This comprehensive model demonstrated excellent performance in distinguishing sepsis patients with hepatic injury, with sensitivity 0.93, specificity 0.94, NPV 0.94, PPV 0.94, and AUC 0.94. The biomarkers ARG1, MDH1, GSTα, 5-NT, and SDH show promise as novel indicators of hepatic dysfunction associated with sepsis. This study provides a foundational basis for subsequent research aimed at characterizing and clinically validating these markers. Future investigations should focus on integrating these potential biomarkers into routine laboratory assessments for sepsis and related hepatic injury.

摘要

脓毒症是全球发病和死亡的主要原因。在与脓毒症相关的各种终末器官损伤类型中,与其他器官系统功能障碍相比,肝损伤与显著更高的死亡率相关。本研究旨在通过多中心病例对照研究方法,调查脓毒症患者肝损伤的潜在生物标志物。我们纳入了三个匹配队列:37例肝功能障碍的脓毒症患者(S-HD)、37例无肝功能障碍的脓毒症患者(S-CON)和18例健康对照(HC)。我们使用多重免疫测定法测量了五种提出的肝功能障碍生物标志物——精氨酸酶1(ARG1)、苹果酸脱氢酶1(MDH1)、谷胱甘肽S-转移酶α(GSTα)、5'-核苷酸酶(5-NT)和琥珀酸脱氢酶(SDH)。使用传统统计方法和机器学习技术,在各队列中比较了这些生物标志物与肝功能障碍的传统标志物,包括白蛋白、胆红素、谷丙转氨酶(ALT)、谷草转氨酶(AST)和γ-谷氨酰转肽酶(GGT)。各队列参与者的年龄中位数相当:S-HD组为65.0岁(四分位间距IQR 49.5-82.5),S-CON组为65.0岁(IQR 48.0-81.5),HC组为62.5岁(IQR 53.0-65.0;P = 0.794)。肝功能障碍患者(S-HD)与无肝功能障碍患者(S-CON)相比,疾病严重程度评分更高:S-HD组多器官功能障碍综合征(MODS)评分中位数为7.0(IQR 4.0-10.0),而S-CON组中位数为4.0(IQR 2.0-7.0)(P = 0.005);序贯器官衰竭评估(SOFA)评分在S-HD组中位数为7.0(IQR 4.0-11.0),而S-CON组中位数为3.0(IQR 2.0-6.0)(P < 0.001)。与S-CON组相比,S-HD组血红蛋白和血小板计数较低,而肌酐水平较高(P < 0.05)。在重症监护病房(ICU)第1天,S-HD组的胆红素、ALT、AST、GGT和国际标准化比值(INR)相对于S-CON组显著升高(P≤0.001),白蛋白水平较低(P < 0.05)。此外,与S-CON组相比,ICU第1天S-HD患者的ARG1、GSTα、5-NT和SDH显著更高(P < 0.05)。ARG1、MDH1和SDH与AST、ALT和MODS呈正相关(P < 0.01)。从ICU第1天到第7天,S-HD患者的ARG1、GSTα、SDH和AST水平显著下降(P < 0.05),而MDH1和5-NT水平未下降。在提出的生物标志物中,GSTα和5-NT与传统肝功能障碍标志物无相关性,但在随机森林分类模型中对识别S-HD患者具有显著意义(特征重要性分别为0.131和0.097)。这个综合模型在区分有肝损伤的脓毒症患者方面表现出色,敏感性为0.93,特异性为0.94,阴性预测值为0.94,阳性预测值为0.94,曲线下面积(AUC)为0.94。生物标志物ARG1、MDH1、GSTα、5-NT和SDH有望成为与脓毒症相关的肝功能障碍的新型指标。本研究为后续旨在表征和临床验证这些标志物的研究提供了基础依据。未来的研究应侧重于将这些潜在生物标志物整合到脓毒症及相关肝损伤的常规实验室评估中。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49c7/11698781/51afe3b0ed2c/10238_2024_1545_Fig1_HTML.jpg

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