Plasma lipidomics and fungal peptide-based community analysis identifies distinct signatures of early mortality in acute liver failure.

IF 14 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Neha Sharma, Sushmita Pandey, Gaurav Tripathi, Manisha Yadav, Nupur Sharma, Babu Mathew, Abhishak Gupta, Vasundhra Bindal, Sadam H Bhat, Yash Magar, Rimsha Saif, Sanju Yadav, Amritpal Kaur, Rakhi Maiwall, Shvetank Sharma, Shiv Kumar Sarin, Jaswinder Singh Maras
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引用次数: 0

Abstract

Background and aims: Acute liver failure (ALF) has high mortality predominantly due to compromised immune system and increase vulnerability to bacterial and fungal infections.

Method: Plasma lipidome and fungal peptide-based-community (mycobiome) analysis were performed in Discovery cohort (40-ALF, 5-healthy) and validated in a validation cohort of 230-ALF using High-resolution-mass-spectrometry, artificial-neural-network (ANN) and machine-learning (ML).

Results: Untargeted lipidomics identified 2,013 lipids across 8 lipid-groups. 5 lipid-species (Phosphatidylcholine, PC(15:0/17:0), PC(20:1/14:1), PC(26:4/10:0), PC(32:0) and TG(4:0/10:0/23:6)) significantly differentiated ALF-NS (FC>10, p<0.05, FDR<0.01). Mycobiome (alpha/beta diversity) was significantly higher and showed 4 phyla and >20 species significantly dysregulated in ALF-NS linked with lipid-metabolism, fatty-acid-elongation in ER, and others (p<0.05). Lipid and mycobiome diversity in ALF-NS were strongly correlated(r2>0.7, p<0.05). Multi-modular correlation network showed striking associations between lipid, Fungal-peptides modules, and Clinical parameters specific to ALF-NS (p<0.05). Cryptococcus amylolentus CBS6039 and Penicillium oxalicum1142 directly correlated with Phosphatidylcholine, Triglycerides, and severity in ALF-NS(r2>0.85, p<0.05). POD-fungus and POD-lipids showed direct association with infection, necrosis, and hepatic encephalopathy (Beta>1.2, p<0.05). POD-lipid (AUC=0.969) and HR=1.99(1.02-2.04) superseded POD-fungus and severity indices for early-mortality prediction. Finally, significant increase in PC(15:0/17:0) level showed highest normalized importance and predicted early-mortality with >95% accuracy/sensitivity/specificity using ANN and ML. Interestingly, fungal surveillance protein Clec7a was significantly downregulated (>2-fold), leading to a notable rise in fungal infection-mediated choline/phosphatidylcholine and associated enzymes (FC>1.5; Kennedy cycle). This contributed to phosphatidic acid-mediated hyper-inflammation in ALF-non-survivors.

Conclusion: In ALF plasma lipidome and mycobiome are dysregulated. Increase circulating phosphatidylcholine could stratify ALF predisposed to early-mortality or require emergency liver transplantation.

血浆脂质组学和基于真菌肽的群落分析确定了急性肝衰竭早期死亡的不同特征。
背景和目的:急性肝衰竭(ALF)死亡率很高,主要原因是免疫系统受损,更容易受到细菌和真菌感染:方法:使用高分辨率质谱仪、人工神经网络(ANN)和机器学习(ML)对发现队列(40 例 ALF,5 例健康)中的血浆脂质组和基于真菌肽的群落(mycobiome)进行分析,并在 230 例 ALF 的验证队列中进行验证:非靶向脂质组学鉴定出 8 个脂质组中的 2,013 种脂质。5种脂质(磷脂酰胆碱、PC(15:0/17:0)、PC(20:1/14:1)、PC(26:4/10:0)、PC(32:0)和TG(4:0/10:0/23:6))显著区分了ALF-NS(FC>10,p20物种在ALF-NS中显著失调,与脂质代谢、ER中的脂肪酸伸长有关,其他物种(p0.通过使用 ANN 和 ML,结果表明,ALF-NS 的准确性/灵敏度/特异性分别为 p0.7、p0.85、p1.2、p95%。有趣的是,真菌监视蛋白 Clec7a 被显著下调(>2 倍),导致真菌感染介导的胆碱/磷脂酰胆碱和相关酶显著上升(FC>1.5;肯尼迪循环)。这导致了ALF非存活者体内磷脂酸介导的炎症亢进:结论:ALF患者的血浆脂质组和霉菌生物组失调。循环中磷脂酰胆碱的增加可将容易早期死亡或需要紧急肝移植的ALF分层。
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来源期刊
Clinical and Molecular Hepatology
Clinical and Molecular Hepatology Medicine-Hepatology
CiteScore
15.60
自引率
9.00%
发文量
89
审稿时长
10 weeks
期刊介绍: Clinical and Molecular Hepatology is an internationally recognized, peer-reviewed, open-access journal published quarterly in English. Its mission is to disseminate cutting-edge knowledge, trends, and insights into hepatobiliary diseases, fostering an inclusive academic platform for robust debate and discussion among clinical practitioners, translational researchers, and basic scientists. With a multidisciplinary approach, the journal strives to enhance public health, particularly in the resource-limited Asia-Pacific region, which faces significant challenges such as high prevalence of B viral infection and hepatocellular carcinoma. Furthermore, Clinical and Molecular Hepatology prioritizes epidemiological studies of hepatobiliary diseases across diverse regions including East Asia, North Asia, Southeast Asia, Central Asia, South Asia, Southwest Asia, Pacific, Africa, Central Europe, Eastern Europe, Central America, and South America. The journal publishes a wide range of content, including original research papers, meta-analyses, letters to the editor, case reports, reviews, guidelines, editorials, and liver images and pathology, encompassing all facets of hepatology.
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