Nature Communications (Mar 2025)
Mapping variants in thyroid hormone transporter MCT8 to disease severity by genomic, phenotypic, functional, structural and deep learning integration
- Stefan Groeneweg,
- Ferdy S. van Geest,
- Mariano Martín,
- Mafalda Dias,
- Jonathan Frazer,
- Carolina Medina-Gomez,
- Rosalie B. T. M. Sterenborg,
- Hao Wang,
- Anna Dolcetta-Capuzzo,
- Linda J. de Rooij,
- Alexander Teumer,
- Ayhan Abaci,
- Erica L. T. van den Akker,
- Gautam P. Ambegaonkar,
- Christine M. Armour,
- Iiuliu Bacos,
- Priyanka Bakhtiani,
- Diana Barca,
- Andrew J. Bauer,
- Sjoerd A. A. van den Berg,
- Amanda van den Berge,
- Enrico Bertini,
- Ingrid M. van Beynum,
- Nicola Brunetti-Pierri,
- Doris Brunner,
- Marco Cappa,
- Gerarda Cappuccio,
- Barbara Castellotti,
- Claudia Castiglioni,
- Krishna Chatterjee,
- Alexander Chesover,
- Peter Christian,
- Jet Coenen-van der Spek,
- Irenaeus F. M. de Coo,
- Regis Coutant,
- Dana Craiu,
- Patricia Crock,
- Christian DeGoede,
- Korcan Demir,
- Cheyenne Dewey,
- Alice Dica,
- Paul Dimitri,
- Marjolein H. G. Dremmen,
- Rachana Dubey,
- Anina Enderli,
- Jan Fairchild,
- Jonathan Gallichan,
- Luigi Garibaldi,
- Belinda George,
- Evelien F. Gevers,
- Erin Greenup,
- Annette Hackenberg,
- Zita Halász,
- Bianka Heinrich,
- Anna C. Hurst,
- Tony Huynh,
- Amber R. Isaza,
- Anna Klosowska,
- Marieke M. van der Knoop,
- Daniel Konrad,
- David A. Koolen,
- Heiko Krude,
- Abhishek Kulkarni,
- Alexander Laemmle,
- Stephen H. LaFranchi,
- Amy Lawson-Yuen,
- Jan Lebl,
- Selmar Leeuwenburgh,
- Michaela Linder-Lucht,
- Anna López Martí,
- Cláudia F. Lorea,
- Charles M. Lourenço,
- Roelineke J. Lunsing,
- Greta Lyons,
- Jana Krenek Malikova,
- Edna E. Mancilla,
- Kenneth L. McCormick,
- Anne McGowan,
- Veronica Mericq,
- Felipe Monti Lora,
- Carla Moran,
- Katalin E. Muller,
- Lindsey E. Nicol,
- Isabelle Oliver-Petit,
- Laura Paone,
- Praveen G. Paul,
- Michel Polak,
- Francesco Porta,
- Fabiano O. Poswar,
- Christina Reinauer,
- Klara Rozenkova,
- Rowen Seckold,
- Tuba Seven Menevse,
- Peter Simm,
- Anna Simon,
- Yogen Singh,
- Marco Spada,
- Milou A. M. Stals,
- Merel T. Stegenga,
- Athanasia Stoupa,
- Gopinath M. Subramanian,
- Lilla Szeifert,
- Davide Tonduti,
- Serap Turan,
- Joel Vanderniet,
- Adri van der Walt,
- Jean-Louis Wémeau,
- Anne-Marie van Wermeskerken,
- Jolanta Wierzba,
- Marie-Claire Y. de Wit,
- Nicole I. Wolf,
- Michael Wurm,
- Federica Zibordi,
- Amnon Zung,
- Nitash Zwaveling-Soonawala,
- Fernando Rivadeneira,
- Marcel E. Meima,
- Debora S. Marks,
- Juan P. Nicola,
- Chi-Hua Chen,
- Marco Medici,
- W. Edward Visser
Affiliations
- Stefan Groeneweg
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Ferdy S. van Geest
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Mariano Martín
- Department of Clinical Biochemistry (CIBICI-CONICET), Faculty of Chemical Sciences, National University of Córdoba
- Mafalda Dias
- Department of Systems Biology, Harvard Medical School
- Jonathan Frazer
- Department of Systems Biology, Harvard Medical School
- Carolina Medina-Gomez
- Department of Internal Medicine, Erasmus University Medical Center
- Rosalie B. T. M. Sterenborg
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Hao Wang
- Center for Multimodal Imaging and Genetics, University of California San Diego
- Anna Dolcetta-Capuzzo
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Linda J. de Rooij
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Alexander Teumer
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald
- Ayhan Abaci
- Division of Pediatric Endocrinology, Faculty of Medicine, Dokuz Eylul University
- Erica L. T. van den Akker
- Department of Paediatrics, Division of Endocrinology, Erasmus Medical Centre -Sophia Children’s Hospital
- Gautam P. Ambegaonkar
- Department of Paediatric Neurology, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust
- Christine M. Armour
- Regional Genetics Program, Children’s Hospital of Eastern Ontario and Children’s Hospital of Eastern Ontario Research Institute, University of Ottawa
- Iiuliu Bacos
- Centrul Medical Dr. Bacos Cosma
- Priyanka Bakhtiani
- University of Louisville
- Diana Barca
- Carol Davila University of Medicine, Department of Clinical Neurosciences, Paediatric Neurology Discipline II
- Andrew J. Bauer
- Division of Endocrinology and Diabetes, Children’s Hospital of Philadelphia
- Sjoerd A. A. van den Berg
- Diagnostic Laboratory for Endocrinology, Department of Internal Medicine, Erasmus Medical Center
- Amanda van den Berge
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Enrico Bertini
- Unit of Neuromuscular and Neurodegenerative Disorders, Bambino Gesu’ Children’s Research Hospital IRCCS
- Ingrid M. van Beynum
- Department of Pediatrics, Division of Pediatric Cardiology, Erasmus Medical Centre - Sophia Children’s Hospital
- Nicola Brunetti-Pierri
- Department of Translational Medicine, Federico II University
- Doris Brunner
- Gottfried Preyer’s Children Hospital
- Marco Cappa
- Research Area for Innovative Therapies in Endocrinopathies, Bambino Gesù Children’s Hospital, IRCCS
- Gerarda Cappuccio
- Department of Translational Medicine, Federico II University
- Barbara Castellotti
- Unit of Medical Genetics and Neurogenetics, Fondazione IRCCS Istituto Neurologico Carlo Besta
- Claudia Castiglioni
- Department of Neurology, Clinica Meds, School of Medicine, Universidad Finis Terrae
- Krishna Chatterjee
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge
- Alexander Chesover
- Division of Endocrinology, The Hospital for Sick Children and Department of Paediatrics, University of Toronto
- Peter Christian
- East Kent Hospitals University NHS Foundation Trust
- Jet Coenen-van der Spek
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center (Radboudumc)
- Irenaeus F. M. de Coo
- Department of Toxicogenomics, Unit Clinical Genomics, Maastricht University, MHeNs School for Mental Health and Neuroscience
- Regis Coutant
- Department of Pediatric Endocrinology and Diabetology, University Hospital
- Dana Craiu
- Carol Davila University of Medicine, Department of Clinical Neurosciences, Paediatric Neurology Discipline II
- Patricia Crock
- John Hunter Children’s Hospital, Hunter Medical Research Institute, University of Newcastle
- Christian DeGoede
- Department of Paediatric Neurology, Clinical Research Facility, Lancashire Teaching Hospitals NHS Trust
- Korcan Demir
- Division of Pediatric Endocrinology, Faculty of Medicine, Dokuz Eylul University
- Cheyenne Dewey
- Genomics Institute Mary Bridge Children’s Hospital, MultiCare Health System
- Alice Dica
- Carol Davila University of Medicine, Department of Clinical Neurosciences, Paediatric Neurology Discipline II
- Paul Dimitri
- The Department of Oncology and Metabolism, The University of Sheffield, Western Bank
- Marjolein H. G. Dremmen
- Division of Paediatric Radiology, Erasmus Medical Centre – Sophia’s Children Hospital
- Rachana Dubey
- Medanta Superspeciality Hospital
- Anina Enderli
- Department of Neuropediatrics, University Children’s Hospital, University of Zurich
- Jan Fairchild
- Department of Diabetes and Endocrinology, Women’s and Children’s Hospital
- Jonathan Gallichan
- Plymouth Hospitals NHS Trust
- Luigi Garibaldi
- UPMC Children’s Hospital of Pittsburgh
- Belinda George
- Department of Endocrinology, St. John’s Medical College Hospital
- Evelien F. Gevers
- Centre for Endocrinology, William Harvey Research institute, Queen Mary University of London
- Erin Greenup
- Department of Pediatrics, Division of Pediatric Endocrinology, University of Alabama at Birmingham
- Annette Hackenberg
- Department of Neuropediatrics, University Children’s Hospital, University of Zurich
- Zita Halász
- Pediatric Center, Semmelweis University Budapest
- Bianka Heinrich
- Department of Neuropediatrics, University Children’s Hospital, University of Zurich
- Anna C. Hurst
- Department of Genetics, University of Alabama at Birmingham
- Tony Huynh
- Department of Endocrinology & Diabetes, Queensland Children’s Hospital, South Brisbane
- Amber R. Isaza
- Division of Endocrinology and Diabetes, Children’s Hospital of Philadelphia
- Anna Klosowska
- Department of Pediatrics, Hematology and Oncology, Medical University of Gdańsk
- Marieke M. van der Knoop
- Department of Paediatric Neurology, Erasmus Medical Centre
- Daniel Konrad
- Division of Pediatric Endocrinology and Diabetology and Children’s Research Center, University Children’s Hospital, University of Zurich
- David A. Koolen
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center (Radboudumc)
- Heiko Krude
- Institute of Experimental Paediatric Endocrinology, Charité-Universitätsmedizin Berlin
- Abhishek Kulkarni
- Department of Paediatric Endocrinology, SRCC Children’s Hospital
- Alexander Laemmle
- Institute of Clinical Chemistry and Department of Pediatrics, Inselspital, University Hospital Bern
- Stephen H. LaFranchi
- Department of Pediatrics, Doernbecher Children’s Hospital, Oregon Health & Sciences University
- Amy Lawson-Yuen
- Genomics Institute Mary Bridge Children’s Hospital, MultiCare Health System
- Jan Lebl
- Department of Paediatrics, Second Faculty of Medicine, Charles University, University Hospital Motol
- Selmar Leeuwenburgh
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Michaela Linder-Lucht
- Division of Neuropediatrics and Muscular Disorders, Department of Pediatrics and Adolescent Medicine, University Hospital Freiburg
- Anna López Martí
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Cláudia F. Lorea
- Teaching Hospital of Universidade Federal de Pelotas
- Charles M. Lourenço
- National Reference Center for Rare Diseases, Faculdade de Medicina de São José do Rio Preto
- Roelineke J. Lunsing
- Department of Child Neurology, University Medical Center Groningen, University of Groningen
- Greta Lyons
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge
- Jana Krenek Malikova
- Department of Paediatrics, Second Faculty of Medicine, Charles University, University Hospital Motol
- Edna E. Mancilla
- Division of Endocrinology and Diabetes, Children’s Hospital of Philadelphia
- Kenneth L. McCormick
- Department of Pediatrics, Division of Pediatric Endocrinology, University of Alabama at Birmingham
- Anne McGowan
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge
- Veronica Mericq
- Institute of Maternal and Child Research, University of Chile, Santiago, Chile, Department of Pediatrics, Clinica Las Condes
- Felipe Monti Lora
- Pediatric Endocrinology Group, Sabara Children’s Hospital
- Carla Moran
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge
- Katalin E. Muller
- Heim Pal National Pediatric Institute
- Lindsey E. Nicol
- Department of Pediatrics, Doernbecher Children’s Hospital, Oregon Health & Sciences University
- Isabelle Oliver-Petit
- Department of Paediatric Endocrinology and Genetics, Children’s Hospital, Toulouse University Hospital
- Laura Paone
- Endocrinology and Diabetology Unit, Bambino Gesù Children’s Hospital, IRCCS
- Praveen G. Paul
- Department of Paediatrics, Christian Medical College
- Michel Polak
- Paediatric Endocrinology, Diabetology and Gynaecology, Department, Necker Children’s University Hospital, Imagine Institute Affiliate, Université de Paris Cité
- Francesco Porta
- Department of Paediatrics, AOU Città della Salute e della Scienza di Torino, University of Torino
- Fabiano O. Poswar
- Medical Genetics Service, Hospital de Clínicas de Porto Alegre
- Christina Reinauer
- Department of General Pediatrics, Neonatology and Pediatric Cardiology, University Children’s Hospital, Medical Faculty
- Klara Rozenkova
- Department of Paediatrics, Second Faculty of Medicine, Charles University, University Hospital Motol
- Rowen Seckold
- John Hunter Children’s Hospital, Hunter Medical Research Institute, University of Newcastle
- Tuba Seven Menevse
- Marmara University School of Medicine Department of Pediatric Endocrinology
- Peter Simm
- Royal Children’s Hospital/University of Melbourne
- Anna Simon
- Department of Paediatrics, Christian Medical College
- Yogen Singh
- Department of Paediatric Cardiology, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust
- Marco Spada
- Department of Paediatrics, AOU Città della Salute e della Scienza di Torino, University of Torino
- Milou A. M. Stals
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Merel T. Stegenga
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Athanasia Stoupa
- Paediatric Endocrinology, Diabetology and Gynaecology, Department, Necker Children’s University Hospital, Imagine Institute Affiliate, Université de Paris Cité
- Gopinath M. Subramanian
- John Hunter Children’s Hospital, Hunter Medical Research Institute, University of Newcastle
- Lilla Szeifert
- Pediatric Center, Semmelweis University Budapest
- Davide Tonduti
- Child Neurology Unit - C.O.A.L.A. (Center for diagnosis and treatment of leukodystrophies), V. Buzzi Children’s Hospital
- Serap Turan
- Marmara University School of Medicine Department of Pediatric Endocrinology
- Joel Vanderniet
- John Hunter Children’s Hospital, Hunter Medical Research Institute, University of Newcastle
- Adri van der Walt
- Private paediatric Neurology practice Dr A van der Walt
- Jean-Louis Wémeau
- University of Lille
- Anne-Marie van Wermeskerken
- Department of Paediatrics, Flevoziekenhuis
- Jolanta Wierzba
- Department of Internal and Pediatric Nursing, Institute of Nursing and Midwifery, Medical University of Gdańsk
- Marie-Claire Y. de Wit
- Department of Paediatric Neurology, Erasmus Medical Centre
- Nicole I. Wolf
- Department of Child Neurology, Amsterdam Leukodystrophy Center, Emma Children’s Hospital, Amsterdam University Medical Centers, Vrije Universiteit Amsterdam
- Michael Wurm
- University Children’s Hospital Regensburg (KUNO), University of Regensburg, Campus St. Hedwig
- Federica Zibordi
- Child Neurology Unit, Fondazione IRCCS, Istituto Neurologico Carlo Besta
- Amnon Zung
- Pediatric Endocrinology Unit, Kaplan Medical center, Rehovot and the Hebrew University of Jerusalem
- Nitash Zwaveling-Soonawala
- Emma Children’s Hospital, Department of Paediatric Endocrinology, Amsterdam UMC, University of Amsterdam
- Fernando Rivadeneira
- Department of Internal Medicine, Erasmus University Medical Center
- Marcel E. Meima
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- Debora S. Marks
- Department of Systems Biology, Harvard Medical School
- Juan P. Nicola
- Department of Clinical Biochemistry (CIBICI-CONICET), Faculty of Chemical Sciences, National University of Córdoba
- Chi-Hua Chen
- Center for Multimodal Imaging and Genetics, University of California San Diego
- Marco Medici
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- W. Edward Visser
- Academic Center for Thyroid Diseases, Department of Internal Medicine, Erasmus Medical Centre
- DOI
- https://doi.org/10.1038/s41467-025-56628-w
- Journal volume & issue
-
Vol. 16,
no. 1
pp. 1 – 21
Abstract
Abstract Predicting and quantifying phenotypic consequences of genetic variants in rare disorders is a major challenge, particularly pertinent for ‘actionable’ genes such as thyroid hormone transporter MCT8 (encoded by the X-linked SLC16A2 gene), where loss-of-function (LoF) variants cause a rare neurodevelopmental and (treatable) metabolic disorder in males. The combination of deep phenotyping data with functional and computational tests and with outcomes in population cohorts, enabled us to: (i) identify the genetic aetiology of divergent clinical phenotypes of MCT8 deficiency with genotype-phenotype relationships present across survival and 24 out of 32 disease features; (ii) demonstrate a mild phenocopy in ~400,000 individuals with common genetic variants in MCT8; (iii) assess therapeutic effectiveness, which did not differ among LoF-categories; (iv) advance structural insights in normal and mutated MCT8 by delineating seven critical functional domains; (v) create a pathogenicity-severity MCT8 variant classifier that accurately predicted pathogenicity (AUC:0.91) and severity (AUC:0.86) for 8151 variants. Our information-dense mapping provides a generalizable approach to advance multiple dimensions of rare genetic disorders.