Metabolomic profiles differentiate between porto-sinusoidal vascular disorder, cirrhosis, and healthy individuals
Georg Semmler,
Oleksandr Petrenko,
Juanjo Jose Lozano,
Sarah Shalaby,
Juan I. Sánchez-Avila,
Nara Marella,
Thomas Hannich,
Katharina Wöran,
Lorenz Balcar,
Benedikt Simbrunner,
Katharina Lampichler,
Behrang Mozayani,
Michael Trauner,
Mattias Mandorfer,
Thomas Reiberger,
Juan-Carlos García-Pagán,
Bernhard Scheiner
Affiliations
Georg Semmler
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria
Oleksandr Petrenko
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria; CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria; Christian Doppler Laboratory for Portal Hypertension and Liver Fibrosis, Medical University of Vienna, Vienna, Austria
Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic, Institut de Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS). CIBEREHD (Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas). Health Care Provider of the European Reference Network on Rare Liver Disorders (ERN RARE-Liver). Departament de Medicina i Ciències de la Salut. Universitat de Barcelona, Spain
Juan I. Sánchez-Avila
CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
Nara Marella
CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
Thomas Hannich
CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
Katharina Wöran
Department of Pathology, Medical University of Vienna, Vienna, Austria
Lorenz Balcar
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria
Benedikt Simbrunner
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria
Katharina Lampichler
Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria; Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria
Behrang Mozayani
Department of Pathology, Medical University of Vienna, Vienna, Austria
Michael Trauner
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria
Mattias Mandorfer
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria
Thomas Reiberger
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria; CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria; Christian Doppler Laboratory for Portal Hypertension and Liver Fibrosis, Medical University of Vienna, Vienna, Austria
Juan-Carlos García-Pagán
Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic, Institut de Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS). CIBEREHD (Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas). Health Care Provider of the European Reference Network on Rare Liver Disorders (ERN RARE-Liver). Departament de Medicina i Ciències de la Salut. Universitat de Barcelona, Spain; Corresponding authors. Addresses: Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Währinger Gürtel 18-20, 1090 Vienna, Austria; Tel.: +43 1 40400 47440, fax: +43 1 40400 47350. (B. Scheiner), or Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic, Villarroel 170, Barcelona 08036, Catalonia, Spain; Tel.: +34 932-275- 400 (5790), fax: +34 932-279-856. (J.C. García-Pagán).
Bernhard Scheiner
Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Vienna, Austria; Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria; Clinical Research Group MOTION, Medical University of Vienna, Vienna, Austria; Department of Surgery and Cancer, Imperial College London, London, United Kingdom; Corresponding authors. Addresses: Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, Währinger Gürtel 18-20, 1090 Vienna, Austria; Tel.: +43 1 40400 47440, fax: +43 1 40400 47350. (B. Scheiner), or Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic, Villarroel 170, Barcelona 08036, Catalonia, Spain; Tel.: +34 932-275- 400 (5790), fax: +34 932-279-856. (J.C. García-Pagán).
Background & Aims: Porto-sinusoidal vascular disorder (PSVD) is a rare and diagnostically challenging vascular liver disease. This study aimed to identify distinct metabolomic signatures in patients with PSVD or cirrhosis to facilitate non-invasive diagnosis and elucidate perturbed metabolic pathways. Methods: Serum samples from 20 healthy volunteers (HVs), 20 patients with histologically confirmed PSVD or 20 patients with cirrhosis were analyzed. Metabolites were measured using liquid chromatography-mass spectrometry. Differential abundance was evaluated with Limma’s moderated t-statistics. Artificial neural network and support vector machine models were developed to classify PSVD against cirrhosis or HV metabolomic profiles. An independent cohort was used for validation. Results: A total of 283 metabolites were included for downstream analysis. Clustering effectively separated PSVD from HV metabolomes, although a subset of patients with PSVD (n = 5, 25%) overlapped with those with cirrhosis. Differential testing revealed significant PSVD-linked metabolic perturbations, including pertubations in taurocholic and adipic acids, distinguishing patients with PSVD from both HVs and those with cirrhosis. Alterations in pyrimidine, glycine, serine, and threonine pathways were exclusively associated with PSVD. Machine learning models utilizing selected metabolic signatures reliably differentiated the PSVD group from HVs or patients with cirrhosis using only 4 to 6 metabolites. Validation in an independent cohort demonstrated the high discriminative ability of taurocholic acid (AUROC 0.899) for patients with PSVD vs. HVs and the taurocholic acid/aspartic acid ratio (AUROC 0.720) for PSVD vs. cirrhosis. Conclusions: High-throughput metabolomics enabled the identification of distinct metabolic profiles that differentiate between PSVD, cirrhosis, and healthy individuals. Unique alterations in the glycine, serine, and threonine pathways suggest their potential involvement in PSVD pathogenesis. Impact and implications:: Porto-sinusoidal vascular disorder (PSVD) is a vascular liver disease that can lead to pre-sinusoidal portal hypertension in the absence of cirrhosis, with poorly understood pathophysiology and no established treatment. Our study demonstrates that analyzing the serum metabolome could reveal distinct metabolic signatures in patients with PSVD, including alterations in the pyrimidine, glycine, serine and threonine pathways, potentially shedding light on the disease's underlying pathways. These findings could enable earlier and non-invasive diagnosis of PSVD, potentially reducing reliance on invasive procedures like liver biopsy and guiding diagnostic pathways.