Sharma Neha, Pandey Sushmita, Tripathi Gaurav, Yadav Manisha, Sharma Nupur, Mathew Babu, Gupta Abhishak, Bindal Vasundhra, Bhat Sadam H, Magar Yash, Saif Rimsha, Yadav Sanju, Kaur Amritpal, Maiwall Rakhi, Sharma Shvetank, Sarin Shiv Kumar, Maras Jaswinder Singh
Departments of Molecular and Cellular Medicine, Institute of Liver and Biliary Sciences, New Delhi.
Artemis Hospital Gurgaon.
Clin Mol Hepatol. 2024 Dec 13. doi: 10.3350/cmh.2024.0554.
Acute liver failure (ALF) has high mortality predominantly due to compromised immune system and increase vulnerability to bacterial and fungal infections.
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).
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 POD-lipid (AUC=0.969) and HR=1.99(1.02-2.04) superseded POD-fungus and severity indices for early-mortality prediction.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.
In ALF plasma lipidome and mycobiome are dysregulated. Increase circulating phosphatidylcholine could stratify ALF predisposed to early-mortality or require emergency liver transplantation.
急性肝衰竭(ALF)死亡率高,主要原因是免疫系统受损以及易受细菌和真菌感染。
在发现队列(40例ALF患者,5例健康对照)中进行血浆脂质组学和基于真菌肽的群落(真菌群落)分析,并使用高分辨率质谱、人工神经网络(ANN)和机器学习(ML)在230例ALF患者的验证队列中进行验证。
非靶向脂质组学在8个脂质组中鉴定出2013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)和甘油三酯,TG(4:0/10:0/23:6))能显著区分ALF-NS(倍数变化>10,p<0.05,错误发现率<0.01)。ALF-NS中的真菌群落(α/β多样性)显著更高,并且显示出4个门和超过20个物种与脂质代谢、内质网中的脂肪酸延长等显著失调(p<0.05)。ALF-NS中的脂质和真菌群落多样性高度相关(r2>0.7,p<0.05)。多模块相关网络显示脂质、真菌肽模块与ALF-NS特有的临床参数之间存在显著关联(p<0.05)。淀粉样隐球菌CBS6039和草酸青霉1142与ALF-NS中的磷脂酰胆碱、甘油三酯和严重程度直接相关(r2>0.85,p<0.05)。POD-真菌和POD-脂质与感染、坏死和肝性脑病直接相关(β>1.2,p<0.05)。POD-脂质(曲线下面积=0.969)和风险比=1.99(1.02-2.04)在预测早期死亡率方面优于POD-真菌和严重程度指数。最后,PC(15:0/17:0)水平的显著升高显示出最高的标准化重要性,并使用ANN和ML以>95%的准确性/敏感性/特异性预测早期死亡率。有趣的是,真菌监测蛋白Clec7a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升高(倍数变化>1.5;肯尼迪循环)。这导致了ALF非幸存者中磷脂酸介导的过度炎症。
在ALF中,血浆脂质组学和真菌群落失调。循环磷脂酰胆碱增加可对易发生早期死亡或需要紧急肝移植的ALF进行分层。