{"title":"Plasma lipidomics and fungal peptide-based community analysis identifies distinct signatures for early mortality in acute liver failure.","authors":"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","doi":"10.3350/cmh.2024.0554","DOIUrl":null,"url":null,"abstract":"<p><strong>Background/aims: </strong>Acute liver failure (ALF) has high mortality predominantly due to compromised immune system and increased vulnerability to bacterial and fungal infections.</p><p><strong>Methods: </strong>Plasma lipidome and fungal peptide-based community (mycobiome) analysis were performed in discovery cohort (ALF=40, healthy=5) and validated in a validation cohort of 230 patients with ALF using high-resolution-mass-spectrometry, artificial neural network (ANN) and machine learning (ML).</p><p><strong>Results: </strong>Untargeted lipidomics identified 2,013 lipids across 8 lipid group. 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 values in ALF-NS were strongly correlated (r2>0.7, P<0.05). Multi-modular correlation network showed striking associations between lipid, fungal peptide modules, and clinical parameters specific to ALF-NS (P<0.05). Cryptococcus amylolentus CBS6039 and Penicillium oxalicum 1142 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 POD-lipid (AUC=0.969 and HR=1.99 [1.02-2.04]) superseded POD-fungus and severity indices for early-mortality prediction.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 ANNs and ML predicted early mortality with >95% accuracy, sensitivity, and specificity. Interestingly, fungal surveillance protein Clec7a was significantly downregulated (>2-fold), leading to a notable increase in fungal infection-mediated choline/phosphatidylcholine and associated enzymes (FC>1.5; Kennedy cycle). This contributed to phosphatidic acid-mediated hyper-inflammation in ALF-NS.</p><p><strong>Conclusion: </strong>In ALF, the plasma lipidome and mycobiome are dysregulated. Increased circulating phosphatidylcholine could stratify ALF predisposed to early mortality or require emergency liver transplantation.</p>","PeriodicalId":10275,"journal":{"name":"Clinical and Molecular Hepatology","volume":" ","pages":"1233-1251"},"PeriodicalIF":16.9000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12538150/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical and Molecular Hepatology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3350/cmh.2024.0554","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/13 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background/aims: Acute liver failure (ALF) has high mortality predominantly due to compromised immune system and increased vulnerability to bacterial and fungal infections.
Methods: Plasma lipidome and fungal peptide-based community (mycobiome) analysis were performed in discovery cohort (ALF=40, healthy=5) and validated in a validation cohort of 230 patients with ALF using high-resolution-mass-spectrometry, artificial neural network (ANN) and machine learning (ML).
Results: Untargeted lipidomics identified 2,013 lipids across 8 lipid group. 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 values in ALF-NS were strongly correlated (r2>0.7, P<0.05). Multi-modular correlation network showed striking associations between lipid, fungal peptide modules, and clinical parameters specific to ALF-NS (P<0.05). Cryptococcus amylolentus CBS6039 and Penicillium oxalicum 1142 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 ANNs and ML predicted early mortality with >95% accuracy, sensitivity, and specificity. Interestingly, fungal surveillance protein Clec7a was significantly downregulated (>2-fold), leading to a notable increase in fungal infection-mediated choline/phosphatidylcholine and associated enzymes (FC>1.5; Kennedy cycle). This contributed to phosphatidic acid-mediated hyper-inflammation in ALF-NS.
Conclusion: In ALF, the plasma lipidome and mycobiome are dysregulated. Increased circulating phosphatidylcholine could stratify ALF predisposed to early mortality or require emergency liver transplantation.
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.