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Adegunsoye A, Kropski JA, Behr J, Blackwell TS, Corte TJ, Cottin V, Glanville AR, Glassberg MK, Griese M, Hunninghake GM, Johannson KA, Keane MP, Kim JS, Kolb M, Maher TM, Oldham JM, Podolanczuk AJ, Rosas IO, Martinez FJ, Noth I, Schwartz DA. Genetics and Genomics of Pulmonary Fibrosis: Charting the Molecular Landscape and Shaping Precision Medicine. Am J Respir Crit Care Med 2024; 210:401-423. [PMID: 38573068 PMCID: PMC11351799 DOI: 10.1164/rccm.202401-0238so] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 04/04/2024] [Indexed: 04/05/2024] Open
Abstract
Recent genetic and genomic advancements have elucidated the complex etiology of idiopathic pulmonary fibrosis (IPF) and other progressive fibrotic interstitial lung diseases (ILDs), emphasizing the contribution of heritable factors. This state-of-the-art review synthesizes evidence on significant genetic contributors to pulmonary fibrosis (PF), including rare genetic variants and common SNPs. The MUC5B promoter variant is unusual, a common SNP that markedly elevates the risk of early and established PF. We address the utility of genetic variation in enhancing understanding of disease pathogenesis and clinical phenotypes, improving disease definitions, and informing prognosis and treatment response. Critical research gaps are highlighted, particularly the underrepresentation of non-European ancestries in PF genetic studies and the exploration of PF phenotypes beyond usual interstitial pneumonia/IPF. We discuss the role of telomere length, often critically short in PF, and its link to progression and mortality, underscoring the genetic complexity involving telomere biology genes (TERT, TERC) and others like SFTPC and MUC5B. In addition, we address the potential of gene-by-environment interactions to modulate disease manifestation, advocating for precision medicine in PF. Insights from gene expression profiling studies and multiomic analyses highlight the promise for understanding disease pathogenesis and offer new approaches to clinical care, therapeutic drug development, and biomarker discovery. Finally, we discuss the ethical, legal, and social implications of genomic research and therapies in PF, stressing the need for sound practices and informed clinical genetic discussions. Looking forward, we advocate for comprehensive genetic testing panels and polygenic risk scores to improve the management of PF and related ILDs across diverse populations.
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Affiliation(s)
- Ayodeji Adegunsoye
- Pulmonary/Critical Care, and
- Committee on Clinical Pharmacology and Pharmacogenomics, University of Chicago, Chicago, Illinois
| | - Jonathan A. Kropski
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee
- Department of Veterans Affairs Medical Center, Nashville, Tennessee
| | - Juergen Behr
- Department of Medicine V, University Hospital, Ludwig Maximilian University of Munich, Munich, Germany
- Comprehensive Pneumology Center Munich, member of the German Center for Lung Research (DZL), Munich, Germany
| | - Timothy S. Blackwell
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, Tennessee
- Department of Veterans Affairs Medical Center, Nashville, Tennessee
| | - Tamera J. Corte
- Centre of Research Excellence in Pulmonary Fibrosis, Camperdown, New South Wales, Australia
- Department of Respiratory and Sleep Medicine, Royal Prince Alfred Hospital, Camperdown, New South Wales, Australia
- University of Sydney, Sydney, New South Wales, Australia
| | - Vincent Cottin
- National Reference Center for Rare Pulmonary Diseases (OrphaLung), Louis Pradel Hospital, Hospices Civils de Lyon, ERN-LUNG (European Reference Network on Rare Respiratory Diseases), Lyon, France
- Claude Bernard University Lyon, Lyon, France
| | - Allan R. Glanville
- Lung Transplant Unit, St. Vincent’s Hospital Sydney, Sydney, New South Wales, Australia
| | - Marilyn K. Glassberg
- Department of Medicine, Loyola Chicago Stritch School of Medicine, Chicago, Illinois
| | - Matthias Griese
- Department of Pediatric Pneumology, Dr. von Hauner Children’s Hospital, Ludwig-Maximilians-University, German Center for Lung Research, Munich, Germany
| | - Gary M. Hunninghake
- Harvard Medical School, Boston, Massachusetts
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, Massachusetts
| | | | - Michael P. Keane
- Department of Respiratory Medicine, St. Vincent’s University Hospital and School of Medicine, University College Dublin, Dublin, Ireland
| | - John S. Kim
- Department of Medicine, School of Medicine, and
| | - Martin Kolb
- Department of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Toby M. Maher
- Department of Medicine, Keck School of Medicine of University of Southern California, Los Angeles, California
- National Heart and Lung Institute, Imperial College, London, United Kingdom
| | - Justin M. Oldham
- Division of Pulmonary and Critical Care Medicine, University of Michigan, Ann Arbor, Michigan
| | | | | | - Fernando J. Martinez
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Weill Cornell Medicine, New York, New York; and
| | - Imre Noth
- Division of Pulmonary and Critical Care Medicine, University of Virginia, Charlottesville, Virginia
| | - David A. Schwartz
- Department of Medicine, School of Medicine, University of Colorado, Aurora, Colorado
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2
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Diesler R, Legendre M, Si-Mohamed S, Brillet PY, Wemeau L, Manali ED, Gagnadoux F, Hirschi S, Lorillon G, Reynaud-Gaubert M, Bironneau V, Blanchard E, Bourdin A, Dominique S, Justet A, Macey J, Marchand-Adam S, Morisse-Pradier H, Nunes H, Papiris SA, Traclet J, Traore I, Crestani B, Amselem S, Nathan N, Borie R, Cottin V. Similarities and differences of interstitial lung disease associated with pathogenic variants in SFTPC and ABCA3 in adults. Respirology 2024; 29:312-323. [PMID: 38345107 DOI: 10.1111/resp.14667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 01/21/2024] [Indexed: 03/19/2024]
Abstract
BACKGROUND AND OBJECTIVE Variants in surfactant genes SFTPC or ABCA3 are responsible for interstitial lung disease (ILD) in children and adults, with few studies in adults. METHODS We conducted a multicentre retrospective study of all consecutive adult patients diagnosed with ILD associated with variants in SFTPC or ABCA3 in the French rare pulmonary diseases network, OrphaLung. Variants and chest computed tomography (CT) features were centrally reviewed. RESULTS We included 36 patients (median age: 34 years, 20 males), 22 in the SFTPC group and 14 in the ABCA3 group. Clinical characteristics were similar between groups. Baseline median FVC was 59% ([52-72]) and DLco was 44% ([35-50]). An unclassifiable pattern of fibrosing ILD was the most frequent on chest CT, found in 85% of patients, however with a distinct phenotype with ground-glass opacities and/or cysts. Nonspecific interstitial pneumonia and usual interstitial pneumonia were the most common histological patterns in the ABCA3 group and in the SFTPC group, respectively. Annually, FVC and DLCO declined by 1.87% and 2.43% in the SFTPC group, respectively, and by 0.72% and 0.95% in the ABCA3 group, respectively (FVC, p = 0.014 and DLCO , p = 0.004 for comparison between groups). Median time to death or lung transplantation was 10 years in the SFTPC group and was not reached at the end of follow-up in the ABCA3 group. CONCLUSION SFTPC and ABCA3-associated ILD present with a distinct phenotype and prognosis. A radiologic pattern of fibrosing ILD with ground-glass opacities and/or cysts is frequently found in these rare conditions.
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Affiliation(s)
- Rémi Diesler
- Department of Respiratory Medicine, National Reference Centre for Rare Pulmonary Diseases, Hospices civils de Lyon, Université Lyon 1, UMR754, INRAE, ERN-LUNG, Lyon, France
| | - Marie Legendre
- U.F. de Génétique moléculaire, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Hôpital Armand Trousseau, Paris, France
- Childhood Genetic Diseases, UMR_S933, Inserm, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Hôpital Armand Trousseau, Paris, France
| | - Salim Si-Mohamed
- Department of Thoracic Imaging, Louis Pradel Hospital, Hospices Civils de Lyon, Claude Bernard University Lyon 1, INSA-Lyon, UJM-Saint-Étienne, CNRS, Inserm, CREATIS UMR 5220, Lyon, France
| | - Pierre-Yves Brillet
- Service de Radiologie, Assistance Publique-Hôpitaux de Paris, Hôpital Avicenne, Bobigny, France
| | - Lidwine Wemeau
- CHU Lille, Service de Pneumologie et Immuno-Allergologie, Centre de Référence Constitutif des Maladies Pulmonaires Rares, Hôpital Calmette, Lille, France
| | - Effrosyni D Manali
- 2nd Pulmonary Medicine Department, General University Hospital "Attikon," Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Frédéric Gagnadoux
- Service de Pneumologie et Allergologie, Centre Hospitalier Universitaire d'Angers, Angers, France
| | - Sandrine Hirschi
- Service de Pneumologie, Hôpitaux Universitaires de Strasbourg, Strasbourg, France
| | - Gwenaël Lorillon
- National Reference Centre for Histiocytoses, Pulmonary Department, Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Louis, Paris, France
| | - Martine Reynaud-Gaubert
- Service de Pneumologie, Équipe de Transplantation Pulmonaire, Centre de Compétence des Maladies Pulmonaires Rares, Aix-Marseille Université, Assistance Publique-Hôpitaux de Marseille, CHU Nord, Marseille, France
| | - Vanessa Bironneau
- Service de Pneumologie CHU de Poitiers, INSERM CIC 1402, IS-ALIVE Research Group, Université de Poitiers, UFR Médecine et Pharmacie, Poitiers, France
| | - Elodie Blanchard
- Service de Pneumologie, Hôpital Haut Lévêque, CHU de Bordeaux, Bordeaux, France
| | - Arnaud Bourdin
- Department of Respiratory Diseases and PhyMedExp, Centre National de la Recherche Scientifique, INSERM, University of Montpellier, CHU Montpellier, Montpellier, France
| | | | - Aurélien Justet
- Service de Pneumologie, CHU de Caen, Centre de compétence des maladies pulmonaires rares, ISTCT, UMR6030-CNRS-CEA-Université de Caen, Caen, France
| | - Julie Macey
- Respiratory Medicine and Cystic Fibrosis Center, University Hospital Center of Bordeaux, Bordeaux, France
| | - Sylvain Marchand-Adam
- Service de Pneumologie et Explorations Fonctionnelles Respiratoires, CHU Tours, Université François Rabelais, Tours, France
| | | | - Hilario Nunes
- Service de Pneumologie et Oncologie Thoracique, Centre Constitutif Maladies Pulmonaires Rares de l'Adulte, Assistance Publique-Hôpitaux de Paris, Hôpital Avicenne, Paris, France
| | - Spyros A Papiris
- 2nd Pulmonary Medicine Department, General University Hospital "Attikon," Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Julie Traclet
- Department of Respiratory Medicine, National Reference Centre for Rare Pulmonary Diseases, Hospices civils de Lyon, Université Lyon 1, Lyon, France
| | - Ibrahim Traore
- Service de Pneumologie, CHU Jean Minjoz, Besançon, France
| | - Bruno Crestani
- Service de Pneumologie, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat, Paris, France
| | - Serge Amselem
- U.F. de Génétique moléculaire, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Hôpital Armand Trousseau, Paris, France
- Childhood Genetic Diseases, UMR_S933, Inserm, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Hôpital Armand Trousseau, Paris, France
| | - Nadia Nathan
- Childhood Genetic Diseases, UMR_S933, Inserm, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Hôpital Armand Trousseau, Paris, France
- Pediatric Pulmonology Department and Reference Center for Rare Lung Diseases and Laboratory of Childhood Genetic Diseases Inserm UMR_S933, Assistance Publique-Hôpitaux de Paris, Sorbonne University, Armand Trousseau Hospital, Paris, France
| | - Raphaël Borie
- Université Paris Cité, INSERM U1152, Laboratoire D'Excellence Inflamex, Assistance Publique-Hôpitaux de Paris, Service de Pneumologie A, Centre de Référence Constitutif des Maladies Pulmonaires Rares, Fédération Hospitalo-Universitaire Apollo, Hôpital Bichat, Paris, France
| | - Vincent Cottin
- Department of Respiratory Medicine, National Reference Centre for Rare Pulmonary Diseases, Hospices civils de Lyon, Université Lyon 1, UMR754, INRAE, ERN-LUNG, Lyon, France
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Montesi SB, Gomez CR, Beers M, Brown R, Chattopadhyay I, Flaherty KR, Garcia CK, Gomperts B, Hariri LP, Hogaboam CM, Jenkins RG, Kaminski N, Kim GHJ, Königshoff M, Kolb M, Kotton DN, Kropski JA, Lasky J, Magin CM, Maher TM, McCormick M, Moore BB, Nickerson-Nutter C, Oldham J, Podolanczuk AJ, Raghu G, Rosas I, Rowe SM, Schmidt WT, Schwartz D, Shore JE, Spino C, Craig JM, Martinez FJ. Pulmonary Fibrosis Stakeholder Summit: A Joint NHLBI, Three Lakes Foundation, and Pulmonary Fibrosis Foundation Workshop Report. Am J Respir Crit Care Med 2024; 209:362-373. [PMID: 38113442 PMCID: PMC10878386 DOI: 10.1164/rccm.202307-1154ws] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 12/19/2023] [Indexed: 12/21/2023] Open
Abstract
Despite progress in elucidation of disease mechanisms, identification of risk factors, biomarker discovery, and the approval of two medications to slow lung function decline in idiopathic pulmonary fibrosis and one medication to slow lung function decline in progressive pulmonary fibrosis, pulmonary fibrosis remains a disease with a high morbidity and mortality. In recognition of the need to catalyze ongoing advances and collaboration in the field of pulmonary fibrosis, the NHLBI, the Three Lakes Foundation, and the Pulmonary Fibrosis Foundation hosted the Pulmonary Fibrosis Stakeholder Summit on November 8-9, 2022. This workshop was held virtually and was organized into three topic areas: 1) novel models and research tools to better study pulmonary fibrosis and uncover new therapies, 2) early disease risk factors and methods to improve diagnosis, and 3) innovative approaches toward clinical trial design for pulmonary fibrosis. In this workshop report, we summarize the content of the presentations and discussions, enumerating research opportunities for advancing our understanding of the pathogenesis, treatment, and outcomes of pulmonary fibrosis.
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Affiliation(s)
| | - Christian R. Gomez
- Division of Lung Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Michael Beers
- Pulmonary and Critical Care Division, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Robert Brown
- Program in Neurotherapeutics, University of Massachusetts Chan Medical School, Worchester, Massachusetts
| | | | | | - Christine Kim Garcia
- Division of Pulmonary, Allergy, and Critical Care Medicine, Columbia University Irving Medical Center, New York, New York
| | | | - Lida P. Hariri
- Division of Pulmonary and Critical Care Medicine and
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts
| | - Cory M. Hogaboam
- Women’s Guild Lung Institute, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - R. Gisli Jenkins
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Naftali Kaminski
- Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Grace Hyun J. Kim
- Center for Computer Vision and Imaging Biomarkers, Department of Radiological Sciences, David Geffen School of Medicine, and
- Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, California
| | - Melanie Königshoff
- Pulmonary, Allergy, Critical Care and Sleep Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Martin Kolb
- Division of Respirology, McMaster University, Hamilton, Ontario, Canada
| | - Darrell N. Kotton
- Center for Regenerative Medicine, Boston University and Boston Medical Center, Boston, Massachusetts
| | - Jonathan A. Kropski
- Division of Allergy, Pulmonary and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Joseph Lasky
- Pulmonary Fibrosis Foundation, Chicago, Illinois
- Department of Medicine, Tulane University, New Orleans, Louisiana
| | - Chelsea M. Magin
- Department of Bioengineering
- Department of Pediatrics
- Division of Pulmonary Sciences and Critical Care Medicine, Department of Medicine, and
| | - Toby M. Maher
- Keck School of Medicine, University of Southern California, Los Angeles, California
| | | | | | | | | | - Anna J. Podolanczuk
- Division of Pulmonary and Critical Care, Weill Cornell Medical College, New York, New York
| | - Ganesh Raghu
- Division of Pulmonary, Sleep and Critical Care Medicine, University of Washington, Seattle, Washington
| | - Ivan Rosas
- Pulmonary, Critical Care and Sleep Medicine, Baylor College of Medicine, Houston, Texas; and
| | - Steven M. Rowe
- Department of Medicine and
- Gregory Fleming James Cystic Fibrosis Research Center, University of Alabama at Birmingham, Birmingham, Alabama
| | | | - David Schwartz
- Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | | | - Cathie Spino
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - J. Matthew Craig
- Division of Lung Diseases, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Fernando J. Martinez
- Division of Pulmonary and Critical Care, Weill Cornell Medical College, New York, New York
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4
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Desroziers T, Prévot G, Coulomb A, Nau V, Dastot-Le Moal F, Duquesnoy P, Héry M, Le Borgne A, Amselem S, Legendre M, Nathan N. Hypomorphic pathogenic variant in SFTPB leads to adult pulmonary fibrosis. Eur J Hum Genet 2023; 31:1083-1087. [PMID: 37380697 PMCID: PMC10474257 DOI: 10.1038/s41431-023-01413-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 05/25/2023] [Accepted: 06/12/2023] [Indexed: 06/30/2023] Open
Abstract
Biallelic pathogenic variants in the surfactant protein (SP)-B gene (SFTPB) have been associated with fatal forms of interstitial lung diseases (ILD) in newborns and exceptional survival in young children. We herein report the cases of two related adults with pulmonary fibrosis due to a new homozygous SFTPB pathogenic variant, c.582G>A p.(Gln194=). In vitro transcript studies showed that this SFTPB synonymous pathogenic variant induces aberrant splicing leading to three abnormal transcripts with the preservation of the expression of a small proportion of normal SFTPB transcripts. Immunostainings on lung biopsies of the proband showed an almost complete loss of SP-B expression. This hypomorphic splice variant has thus probably allowed the patients' survival to adulthood while inducing an epithelial cell dysfunction leading to ILD. Altogether, this report shows that SFTPB pathogenic variants should be considered in atypical presentations and/or early-onset forms of ILD particularly when a family history is identified.
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Affiliation(s)
- Tifenn Desroziers
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Grégoire Prévot
- Respiratory Medicine, Toulouse University Hospital, Toulouse, France
| | - Aurore Coulomb
- Assistance Publique - Hôpitaux de Paris, Pathology Department, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Valérie Nau
- Assistance Publique - Hôpitaux de Paris, Molecular Genetics Unit, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Florence Dastot-Le Moal
- Assistance Publique - Hôpitaux de Paris, Molecular Genetics Unit, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Philippe Duquesnoy
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Mélanie Héry
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Aurélie Le Borgne
- Respiratory Medicine, Toulouse University Hospital, Toulouse, France
| | - Serge Amselem
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France
- Assistance Publique - Hôpitaux de Paris, Molecular Genetics Unit, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Marie Legendre
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France
- Assistance Publique - Hôpitaux de Paris, Molecular Genetics Unit, Armand Trousseau Hospital, Sorbonne Université, Paris, France
| | - Nadia Nathan
- Inserm UMR_S933, Laboratory of Childhood Genetic Diseases, Armand Trousseau Hospital, Sorbonne Université, Paris, France.
- Assistance Publique - Hôpitaux de Paris, Pediatric Pulmonology Department and Reference Center for Rare Lung Diseases RespiRare, Armand Trousseau Hospital, Sorbonne Université, Paris, France.
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5
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Spagnolo P, Lee JS. Recent advances in the genetics of idiopathic pulmonary fibrosis. Curr Opin Pulm Med 2023; 29:399-405. [PMID: 37410458 PMCID: PMC10470435 DOI: 10.1097/mcp.0000000000000989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/07/2023]
Abstract
PURPOSE OF REVIEW Genetics contributes substantially to the susceptibility to idiopathic pulmonary fibrosis (IPF). Genetic studies in sporadic and familial disease have identified several IPF-associated variants, mainly in telomere-related and surfactant protein genes.Here, we review the most recent literature on genetics of IPF and discuss how it may contribute to disease pathogenesis. RECENT FINDINGS Recent studies implicate genes involved in telomere maintenance, host defence, cell growth, mammalian target of rapamycin signalling, cell-cell adhesion, regulation of TGF-β signalling and spindle assembly as biological processes involved in the pathogenesis of IPF. Both common and rare genetic variants contribute to the overall risk of IPF; however, while common variants (i.e. polymorphisms) account for most of the heritability of sporadic disease, rare variants (i.e. mutations), mainly in telomere-related genes, are the main contributors to the heritability of familial disease. Genetic factors are likely to also influence disease behaviour and prognosis. Finally, recent data suggest that IPF shares genetic associations - and probably some pathogenetic mechanisms - with other fibrotic lung diseases. SUMMARY Common and rare genetic variants are associated with susceptibility and prognosis of IPF. However, many of the reported variants fall in noncoding regions of the genome and their relevance to disease pathobiology remains to be elucidated.
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Affiliation(s)
- Paolo Spagnolo
- Respiratory Disease Unit, Department of Cardiac Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy
| | - Joyce S Lee
- University of Colorado Denver, Anschutz Medical Campus, Aurora, Colorado, USA
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6
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Moss BJ, Rosas IO. Defining the Genetic Landscape of Idiopathic Pulmonary Fibrosis: Role of Common and Rare Variants. Am J Respir Crit Care Med 2023; 207:1118-1120. [PMID: 36796091 PMCID: PMC10161759 DOI: 10.1164/rccm.202301-0177ed] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023] Open
Affiliation(s)
- Benjamin J Moss
- Department of Medicine, Pulmonary, Critical Care, and Sleep Medicine Baylor College of Medicine Houston, Texas
| | - Ivan O Rosas
- Department of Medicine, Pulmonary, Critical Care, and Sleep Medicine Baylor College of Medicine Houston, Texas
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7
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Fanidis D, Pezoulas VC, Fotiadis DΙ, Aidinis V. An explainable machine learning-driven proposal of pulmonary fibrosis biomarkers. Comput Struct Biotechnol J 2023; 21:2305-2315. [PMID: 37007651 PMCID: PMC10049879 DOI: 10.1016/j.csbj.2023.03.043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 03/23/2023] [Accepted: 03/24/2023] [Indexed: 03/29/2023] Open
Abstract
Pulmonary fibrosing diseases are in the very epicenter of biomedical research both due to their increasing prevalence and their association with SARS-CoV-2 infections. Research of idiopathic pulmonary fibrosis, the most lethal among the interstitial lung diseases, is in need for new biomarkers and potential disease targets, a goal that could be accelerated using machine learning techniques. In this study, we have used Shapley values to explain the decisions made by an ensemble learning model trained to classify samples to an either pulmonary fibrosis or steady state based on the expression values of deregulated genes. This process resulted in a full and a laconic set of features capable of separating phenotypes to an at least equal degree as previously published marker sets. Indicatively, a maximum increase of 6% in specificity and 5% in Mathew's correlation coefficient was achieved. Evaluation with an additional independent dataset showed our feature set having a greater generalization potential than the rest. Ultimately, the proposed gene lists are expected not only to serve as new sets of diagnostic marker elements, but also as a target pool for future research initiatives.
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Affiliation(s)
- Dionysios Fanidis
- Institute for Fundamental Biomedical Research, BSRC Alexander Fleming, Vari GR16672, Greece
| | - Vasileios C. Pezoulas
- Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science and Engineering, University of Ioannina, Ioannina GR45110, Greece
| | - Dimitrios Ι. Fotiadis
- Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science and Engineering, University of Ioannina, Ioannina GR45110, Greece
- Biomedical Research Institute, FORTH, Ioannina GR45110, Greece
| | - Vassilis Aidinis
- Institute for Fundamental Biomedical Research, BSRC Alexander Fleming, Vari GR16672, Greece
- Corresponding author.
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8
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Alonso-Gonzalez A, Tosco-Herrera E, Molina-Molina M, Flores C. Idiopathic pulmonary fibrosis and the role of genetics in the era of precision medicine. Front Med (Lausanne) 2023; 10:1152211. [PMID: 37181377 PMCID: PMC10172674 DOI: 10.3389/fmed.2023.1152211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 04/03/2023] [Indexed: 05/16/2023] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is a chronic, rare progressive lung disease, characterized by lung scarring and the irreversible loss of lung function. Two anti-fibrotic drugs, nintedanib and pirfenidone, have been demonstrated to slow down disease progression, although IPF mortality remains a challenge and the patients die after a few years from diagnosis. Rare pathogenic variants in genes that are involved in the surfactant metabolism and telomere maintenance, among others, have a high penetrance and tend to co-segregate with the disease in families. Common recurrent variants in the population with modest effect sizes have been also associated with the disease risk and progression. Genome-wide association studies (GWAS) support at least 23 genetic risk loci, linking the disease pathogenesis with unexpected molecular pathways including cellular adhesion and signaling, wound healing, barrier function, airway clearance, and innate immunity and host defense, besides the surfactant metabolism and telomere biology. As the cost of high-throughput genomic technologies continuously decreases and new technologies and approaches arise, their widespread use by clinicians and researchers is efficiently contributing to a better understanding of the pathogenesis of progressive pulmonary fibrosis. Here we provide an overview of the genetic factors known to be involved in IPF pathogenesis and discuss how they will continue to further advance in this field. We also discuss how genomic technologies could help to further improve IPF diagnosis and prognosis as well as for assessing genetic risk in unaffected relatives. The development and validation of evidence-based guidelines for genetic-based screening of IPF will allow redefining and classifying this disease relying on molecular characteristics and contribute to the implementation of precision medicine approaches.
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Affiliation(s)
- Aitana Alonso-Gonzalez
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Universidad de Santiago de Compostela, Santiago de Compostela, Spain
| | - Eva Tosco-Herrera
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
| | - Maria Molina-Molina
- Servei de Pneumologia, Laboratori de Pneumologia Experimental, IDIBELL, Barcelona, Spain
- Campus de Bellvitge, Universitat de Barcelona, Barcelona, Spain
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
| | - Carlos Flores
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
- Facultad de Ciencias de la Salud, Universidad Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
- *Correspondence: Carlos Flores,
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