Fraser Douglas D, Slessarev Marat, Martin Claudio M, Daley Mark, Patel Maitray A, Miller Michael R, Patterson Eric K, O'Gorman David B, Gill Sean E, Wishart David S, Mandal Rupasri, Cepinskas Gediminas
Lawson Health Research Institute, London, ON, Canada.
Department of Pediatrics, Western University, London, ON, Canada.
Crit Care Explor. 2020 Oct 21;2(10):e0272. doi: 10.1097/CCE.0000000000000272. eCollection 2020 Oct.
Coronavirus disease 2019 continues to spread rapidly with high mortality. We performed metabolomics profiling of critically ill coronavirus disease 2019 patients to understand better the underlying pathologic processes and pathways, and to identify potential diagnostic/prognostic biomarkers.
Blood was collected at predetermined ICU days to measure the plasma concentrations of 162 metabolites using both direct injection-liquid chromatography-tandem mass spectrometry and proton nuclear magnetic resonance.
Tertiary-care ICU and academic laboratory.
Patients admitted to the ICU suspected of being infected with severe acute respiratory syndrome coronavirus 2, using standardized hospital screening methodologies, had blood samples collected until either testing was confirmed negative on ICU day 3 (coronavirus disease 2019 negative) or until ICU day 10 if the patient tested positive (coronavirus disease 2019 positive).
None.
Age- and sex-matched healthy controls and ICU patients that were either coronavirus disease 2019 positive or coronavirus disease 2019 negative were enrolled. Cohorts were well balanced with the exception that coronavirus disease 2019 positive patients suffered bilateral pneumonia more frequently than coronavirus disease 2019 negative patients. Mortality rate for coronavirus disease 2019 positive ICU patients was 40%. Feature selection identified the top-performing metabolites for identifying coronavirus disease 2019 positive patients from healthy control subjects and was dominated by increased kynurenine and decreased arginine, sarcosine, and lysophosphatidylcholines. Arginine/kynurenine ratio alone provided 100% classification accuracy between coronavirus disease 2019 positive patients and healthy control subjects ( = 0.0002). When comparing the metabolomes between coronavirus disease 2019 positive and coronavirus disease 2019 negative patients, kynurenine was the dominant metabolite and the arginine/kynurenine ratio provided 98% classification accuracy ( = 0.005). Feature selection identified creatinine as the top metabolite for predicting coronavirus disease 2019-associated mortality on both ICU days 1 and 3, and both creatinine and creatinine/arginine ratio accurately predicted coronavirus disease 2019-associated death with 100% accuracy ( = 0.01).
Metabolomics profiling with feature classification easily distinguished both healthy control subjects and coronavirus disease 2019 negative patients from coronavirus disease 2019 positive patients. Arginine/kynurenine ratio accurately identified coronavirus disease 2019 status, whereas creatinine/arginine ratio accurately predicted coronavirus disease 2019-associated death. Administration of tryptophan (kynurenine precursor), arginine, sarcosine, and/or lysophosphatidylcholines may be considered as potential adjunctive therapies.
2019冠状病毒病仍在迅速传播,死亡率很高。我们对危重症2019冠状病毒病患者进行了代谢组学分析,以更好地了解潜在的病理过程和途径,并识别潜在的诊断/预后生物标志物。
在预定的重症监护病房(ICU)住院日采集血液,使用直接进样-液相色谱-串联质谱法和质子核磁共振法测量162种代谢物的血浆浓度。
三级医疗ICU和学术实验室。
使用标准化医院筛查方法,入住ICU疑似感染严重急性呼吸综合征冠状病毒2的患者,采集血样,直至在ICU第3天检测确认阴性(2019冠状病毒病阴性),或者如果患者检测呈阳性,则直至ICU第10天(2019冠状病毒病阳性)。
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纳入年龄和性别匹配的健康对照者以及2019冠状病毒病阳性或2019冠状病毒病阴性的ICU患者。各队列平衡良好,唯一的例外是2019冠状病毒病阳性患者双侧肺炎的发生率高于2019冠状病毒病阴性患者。2019冠状病毒病阳性ICU患者的死亡率为40%。特征选择确定了用于从健康对照者中识别2019冠状病毒病阳性患者的表现最佳的代谢物,主要是犬尿氨酸增加,精氨酸、肌氨酸和溶血磷脂酰胆碱减少。仅精氨酸/犬尿氨酸比值就能在诊断2019冠状病毒病阳性患者和健康对照者时提供100%的分类准确率(P = 0.0002)。在比较2019冠状病毒病阳性和2019冠状病毒病阴性患者的代谢组时,犬尿氨酸是主要代谢物,精氨酸/犬尿氨酸比值提供了98%的分类准确率(P = 0.005)。特征选择确定肌酐是在ICU第1天和第3天预测2019冠状病毒病相关死亡率的首要代谢物,肌酐和肌酐/精氨酸比值都能以100%的准确率准确预测2019冠状病毒病相关死亡(P = 0.01)。
通过特征分类的代谢组学分析能够轻松区分健康对照者、2019冠状病毒病阴性患者和2019冠状病毒病阳性患者。精氨酸/犬尿氨酸比值能准确识别2019冠状病毒病状态,而肌酐/精氨酸比值能准确预测2019冠状病毒病相关死亡。可考虑将色氨酸(犬尿氨酸前体)、精氨酸、肌氨酸和/或溶血磷脂酰胆碱作为潜在的辅助治疗药物。