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Ronzoni L, Pelusi S, Moretti V, Malvestiti F, Eidgah Torghabehei H, Jamialahmadi O, Rondena J, Bianco C, Periti G, Filippo MRD, Romeo S, Prati D, Valenti L. Diagnostic Uptake of Targeted Sequencing in Adults With Steatotic Liver Disease and a Suspected Genetic Contribution. Liver Int 2025; 45:e70010. [PMID: 39945383 PMCID: PMC11822878 DOI: 10.1111/liv.70010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 01/10/2025] [Accepted: 01/17/2025] [Indexed: 02/16/2025]
Abstract
BACKGROUND AND AIMS In patients with steatotic liver diseases (SLD), genetic factors may account for severe liver involvement despite mild or absence of triggering factors or a strong family history. Aim of this study was to examine the diagnostic uptake of targeted sequencing (TS), covering both coding and non-coding regions, of a broad panel of 82 liver and lipid metabolism genes in patients with unexplained SLD. METHODS We enrolled 49 adult patients with SLD and a suspected genetic contribution. Genetic variants were detected through a customised TS panel, whereas the contribution of common genetic variation to the individual susceptibility to SLD was captured by a polygenic risk score (SLD-PRS). RESULTS A diagnosis of rare Mendelian disorder was established in 11 patients (22%), independently of age or family history. Rare variants possibly contributing to clinical phenotype were detected in additional 29 patients (59%). Increased SLD-PRS values were detected in 17 patients (35%), enabling an increase in diagnostic uptake of 24%, especially in those without a strong family history (p = 0.03). Genetic diagnosis allowed refinement of clinical management in 23 (47%) patients. CONCLUSIONS The diagnostic uptake of TS was 22% for Mendelian disorder and 59% for possible contribution to clinical phenotype in selected adult patients with SLD. Evaluation of common variants, as captured by SLD-PRS, yields complementary information increasing the overall utility of the genetic examination.
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Grants
- 777377 Innovative Medicines Initiative 2 joint undertaking of European Union's Horizon 2020 research and innovation program and EFPIA European Union (EU) Program Horizon 2020 for the project LITMUS
- Gilead Sciences Inc.
- 101016726-REVEAL The European Union, H2020-ICT-2018-20/H2020-ICT-2020-2 program "Photonics"
- Italian ministry of Research (MUR) PNRR - M4 - C2 "National Center for Gene Therapy and Drugs based on RNA Technology" CN3, Spoke 4
- 101096312 The European Union, HORIZON-MISS-2021-CANCER-02-03 program "Genial"
- RF-2016-02364358 The Italian Ministry of Health (Ministero della Salute), Ricerca Finalizzata 2016
- Italian ministry of Research (MUR) PRIN 2022
- PNRR-MAD-2022-12375656 The Italian Ministry of Health, Ricerca Finalizzata PNRR 2022
- RF-2021-12373889 The Italian Ministry of Health, Ricerca Finalizzata 2021
- PR-0361 Fondazione Patrimonio Ca' Granda, "Liver BIBLE"
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Ricerca Corrente
- Innovative Medicines Initiative 2 joint undertaking of European Union’s Horizon 2020 research and innovation program and EFPIA European Union (EU) Program Horizon 2020 for the project LITMUS
- The European Union, H2020‐ICT‐2018‐20/H2020‐ICT‐2020‐2 program “Photonics”
- Italian ministry of Research (MUR) PNRR ‐ M4 ‐ C2 “National Center for Gene Therapy and Drugs based on RNA Technology” CN3, Spoke 4
- The European Union, HORIZON‐MISS‐2021‐CANCER‐02‐03 program “Genial”
- The Italian Ministry of Health (Ministero della Salute), Ricerca Finalizzata 2016
- Italian ministry of Research (MUR) PRIN 2022
- The Italian Ministry of Health, Ricerca Finalizzata PNRR 2022
- The Italian Ministry of Health, Ricerca Finalizzata 2021
- Fondazione Patrimonio Ca’ Granda, “Liver BIBLE”
- Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Ricerca Corrente
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Affiliation(s)
- Luisa Ronzoni
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Serena Pelusi
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Vittoria Moretti
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Francesco Malvestiti
- Department of Pathophysiology and TransplantationUniversità Degli Studi di MilanoMilanItaly
| | - Hadi Eidgah Torghabehei
- Omic Sciences Lab, Scientific DirectionFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Oveis Jamialahmadi
- Department of Molecular and Clinical Medicine, Institute of Medicine, Academy, Wallenberg LaboratoryUniversity of GothenburgGothenburgSweden
| | - Jessica Rondena
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Cristiana Bianco
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Giulia Periti
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Maria Rosaria De Filippo
- Omic Sciences Lab, Scientific DirectionFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Stefano Romeo
- Department of Molecular and Clinical Medicine, Institute of Medicine, Academy, Wallenberg LaboratoryUniversity of GothenburgGothenburgSweden
- Department of CardiologySahlgrenska University HospitalGothenburgSweden
- Clinical Nutrition Unit, Department of Medical and Surgical SciencesUniversity Magna GraeciaCatanzaroItaly
| | - Daniele Prati
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
| | - Luca Valenti
- Precisione Medicine Lab, Biological Resource Center and Department of Transfusion MedicineFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
- Department of Pathophysiology and TransplantationUniversità Degli Studi di MilanoMilanItaly
- Omic Sciences Lab, Scientific DirectionFondazione IRCCS ca' Granda Ospedale Maggiore Policlinico MilanoMilanItaly
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Chung DH, Zheng M, Bale AE, Vilarinho S. Hepatology Genome Rounds: An interdisciplinary approach to integrate genomic data into clinical practice. J Hepatol 2023; 79:1065-1071. [PMID: 37011712 PMCID: PMC10523901 DOI: 10.1016/j.jhep.2023.03.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 03/13/2023] [Accepted: 03/21/2023] [Indexed: 04/05/2023]
Abstract
In the last decade, the utility of whole-exome sequencing in uncovering genetic aetiologies of a variety of liver diseases has been demonstrated. These new diagnoses have guided the management, treatment, and prognostication of previously undiagnosed patients, largely thanks to improved insight into the underlying pathogenesis of their conditions. Despite its clear benefits, the uptake of genetic testing by hepatologists has been limited, in part due to limited prior genetic training and/or opportunities for continuing education. Herein, we show that Hepatology Genome Rounds, an interdisciplinary forum highlighting hepatology cases of clinical interest and educational value, are an important venue for integrating genotypic and phenotypic information to enable accurate diagnosis and appropriate management, dissemination of genomic knowledge within the field of hepatology, and ongoing education to providers and trainees in genomic medicine. We describe our single-centre experience and discuss practical considerations for clinicians interested in launching such a series. We foresee that this format will be adopted at other institutions and by additional specialties, with the aim of further incorporating genomic information into clinical medicine.
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Affiliation(s)
- David H Chung
- Department of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Melanie Zheng
- Department of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Allen E Bale
- Department of Genetics, Yale School of Medicine, New Haven, CT, USA
| | - Sílvia Vilarinho
- Department of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine, New Haven, CT, USA; Department of Pathology, Yale School of Medicine, New Haven, CT, USA.
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3
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Ronzoni L, Marini I, Passignani G, Malvestiti F, Marchelli D, Bianco C, Pelusi S, Prati D, Valenti L. Validation of a targeted gene panel sequencing for the diagnosis of hereditary chronic liver diseases. Front Genet 2023; 14:1137016. [PMID: 37388930 PMCID: PMC10300275 DOI: 10.3389/fgene.2023.1137016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 05/30/2023] [Indexed: 07/01/2023] Open
Abstract
Background: The cause of chronic liver diseases (CLD) remains undiagnosed in up to 30% of adult patients. Whole-Exome Sequencing (WES) can improve the diagnostic rate of genetic conditions, but it is not yet widely available, due to the costs and the difficulties in results interpretation. Targeted panel sequencing (TS) represents an alternative more focused diagnostic approach. Aims: To validate a customized TS for hereditary CLD diagnosis. Methods: We designed a customized panel including 82 CLD-associated genes (iron overload, lipid metabolism, cholestatic diseases, storage diseases, specific hereditary CLD and susceptibility to liver diseases). DNA samples from 19 unrelated adult patients with undiagnosed CLD were analyzed by both TS (HaloPlex) and WES (SureSelect Human All Exon kit v5) and the diagnostic performances were compared. Results: The mean depth of coverage of TS-targeted regions was higher with TS than WES (300x vs. 102x; p < 0.0001). Moreover, TS yielded a higher average coverage per gene and lower fraction of exons with low coverage (p < 0.0001). Overall, 374 unique variants were identified across all samples, 98 of which were classified as "Pathogenic" or "Likely Pathogenic" with a high functional impact (HFI). The majority of HFI variants (91%) were detected by both methods; 6 were uniquely identified by TS and 3 by WES. Discrepancies in variant calling were mainly due to variability in read depth and insufficient coverage in the corresponding target regions. All variants were confirmed by Sanger sequencing except two uniquely detected by TS. Detection rate and specificity for variants in TS-targeted regions of TS were 96.9% and 97.9% respectively, whereas those of WES were 95.8% and 100%, respectively. Conclusion: TS was confirmed to be a valid first-tier genetic test, with an average mean depth per gene higher than WES and a comparable detection rate and specificity.
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Affiliation(s)
- Luisa Ronzoni
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Ilaria Marini
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Giulia Passignani
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Francesco Malvestiti
- Department of Pathophysiology and Transplantation, Università Degli Studi di Milano, Milano, Italy
| | - Daniele Marchelli
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Cristiana Bianco
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Serena Pelusi
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Daniele Prati
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
| | - Luca Valenti
- Biological Resource Centre, Precision Medicine Lab, Transfusion Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico Milano, Milano, Italy
- Department of Pathophysiology and Transplantation, Università Degli Studi di Milano, Milano, Italy
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4
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Pelusi S, Ronzoni L, Malvestiti F, Bianco C, Marini I, D'Ambrosio R, Giannotta JA, Soardo G, Maggioni M, Prati D, Valenti L. Clinical exome sequencing for diagnosing severe cryptogenic liver disease in adults: A case series. Liver Int 2022; 42:864-870. [PMID: 35132767 DOI: 10.1111/liv.15185] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 01/13/2022] [Accepted: 01/25/2022] [Indexed: 02/04/2023]
Abstract
Liver diseases remain unexplained in up to 30% of adult patients; genetic analysis could help establish the correct diagnosis. In six adult patients with cryptogenic liver disease, we performed whole-exome sequencing (WES) and evaluated the individual predisposition to progressive fatty liver disease by polygenic risk scores (PRS). In one patient, WES was allowed to diagnose the Hermansky-Pudlak syndrome. In the other two patients, genetic variants in LDLRAP1/MSH6 and ALDOB genes were identified, contributing to explaining the clinical presentation and disease pathogenesis (50% diagnostic uptake). In the other three patients, rare variants with a high likelihood of disrupting protein function in APOB, ATP7B, ABCB4 and ATP8B1 were identified. One patient who developed hepatocellular carcinoma during the follow-up had a high PRS value. The study supports the role of WES, combined with risk stratification by PRS and accurate clinical assessment in improving the diagnosis and informed management in patients with cryptogenic liver disease, a positive family history or severe fatty liver not fully accounted for by environmental triggers.
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Affiliation(s)
- Serena Pelusi
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Luisa Ronzoni
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Francesco Malvestiti
- Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milan, Italy
| | - Cristiana Bianco
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Ilaria Marini
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Roberta D'Ambrosio
- Division of Gastroenterology and Hepatology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | | | - Giorgio Soardo
- Clinic of Internal Medicine-Liver Unit, Department of Medical Area (DAME), Università degli Studi di Udine, Udine, Italy
| | - Marco Maggioni
- Department of Pathology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Daniele Prati
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy
| | - Luca Valenti
- Precision Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico Milano, Milan, Italy.,Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milan, Italy
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5
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Vilarinho S, Ajmera V, Zheng M, Loomba R. Emerging Role of Genomic Analysis in Clinical Evaluation of Lean Individuals With NAFLD. Hepatology 2021; 74:2241-2250. [PMID: 34233030 PMCID: PMC8463418 DOI: 10.1002/hep.32047] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 05/25/2021] [Accepted: 07/01/2021] [Indexed: 12/18/2022]
Abstract
Whereas the rising prevalence of nonalcoholic fatty liver disease (NAFLD) is closely related with the global obesity epidemic, up to 10–20% of individuals with NAFLD are lean as defined by a body mass index of < 25 kg/m2, or < 23 kg/m2 in Asians. This entity designated as “lean NAFLD” is estimated to affect 8 to 10 million individuals in the United States alone. Here, we review the emerging data on the epidemiology, natural history and prognosis of lean NAFLD and put forward a diagnostic approach that combines detailed clinical phenotyping with genomic analysis. We propose two subtypes of lean NAFLD referred to as type 1: individuals with visceral adiposity and insulin resistance but normal BMI; and type 2: lean individuals with hepatic steatosis secondary to a known or unknown monogenic disease. We envision that incorporation of genomic analysis in the diagnostic algorithm of lean patients with NAFLD will elucidate the contribution of common genetic variants through the calculation of NAFLD polygenic risk score and also characterize the diverse array of rare monogenic diseases that can lead to triglyceride accumulation in the cytoplasm of hepatocytes. Collectively, the integration of a molecular diagnosis in the clinical evaluation of patients with lean NAFLD will provide an accurate diagnosis, with possible targeted therapies and may uncover novel molecular mechanisms with potential broader therapeutic implications.
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Affiliation(s)
- Sílvia Vilarinho
- Departments of Internal Medicine, Section of Digestive Diseases, and of Pathology, Yale School of Medicine, New Haven, CT
| | - Veeral Ajmera
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
| | - Melanie Zheng
- Departments of Internal Medicine, Section of Digestive Diseases, and of Pathology, Yale School of Medicine, New Haven, CT
| | - Rohit Loomba
- NAFLD Research Center, Division of Gastroenterology. University of California at San Diego, La Jolla, CA, USA
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Gao E, Hercun J, Heller T, Vilarinho S. Undiagnosed liver diseases. Transl Gastroenterol Hepatol 2021; 6:28. [PMID: 33824932 DOI: 10.21037/tgh.2020.04.04] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Accepted: 03/19/2020] [Indexed: 02/06/2023] Open
Abstract
The landscape of chronic liver disease has drastically changed over the past 20 years, largely due to advances in antiviral therapy and the rise of metabolic syndrome and associated non-alcoholic fatty liver disease (NAFLD). Despite advances in the diagnosis and treatment of a variety of liver diseases, the burden of chronic liver disease is increasing worldwide. The first step to addressing any disease is accurate diagnosis. Here, we discuss liver diseases that remain undiagnosed, either because they are difficult to diagnose or due to hepatic manifestations of an unrecognized systemic disease. Additionally, their underlying etiology may remain unknown or they represent previously uncharacterized and therefore novel liver diseases. Our goal is to provide a framework for approaching undiagnosed liver diseases which elude standard hepatic diagnostic work-up and whose patterns of disease are often overlooked.
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Affiliation(s)
- Emily Gao
- Department of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Julian Hercun
- Translational Hepatology Section, National Institute of Diabetes & Digestive & Kidney Diseases, National Institute of Health, Bethesda, MD, USA
| | - Theo Heller
- Translational Hepatology Section, National Institute of Diabetes & Digestive & Kidney Diseases, National Institute of Health, Bethesda, MD, USA
| | - Sílvia Vilarinho
- Department of Internal Medicine, Section of Digestive Diseases, Yale School of Medicine, New Haven, CT, USA.,Department of Pathology, Yale School of Medicine, New Haven, CT, USA
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