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Wears K, Lin AE, Starr LJ. The Myhre Syndrome Foundation as a global modern support group: The business of rare. AMERICAN JOURNAL OF MEDICAL GENETICS. PART C, SEMINARS IN MEDICAL GENETICS 2024:e32104. [PMID: 39351863 DOI: 10.1002/ajmg.c.32104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 07/30/2024] [Accepted: 08/03/2024] [Indexed: 10/03/2024]
Abstract
Advocacy support groups grow into national and international organizations, but they all begin with personal experiences. As the parents to a newly diagnosed two-year-old son with Myhre syndrome, my husband and I were overwhelmed with the journey ahead. Thanks to networking, primarily through social media, we located other families living with Myhre syndrome and were quickly immersed in the challenges and joy of this community. Myhre syndrome, caused by pathogenic missense variants in SMAD4, is a rare connective tissue disease characterized by short stature, hearing loss, neurodevelopmental challenges, and fibroproliferation. This personal essay, written with physician partners, describes the development of a global advocacy group for patients with Myhre syndrome. I have the honor of serving as the founding Executive Director and reflect proudly on the great strides that our marvelous support group has made. We empower the global community impacted by this rare condition by providing meaningful and accessible data, educational opportunities, and connections with others going through similar experiences. Utilizing the expertise of our Board of Directors and my corporate expertise, we discuss how we have been able to elevate our ultra-rare community into a broader, more comprehensive network.
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Affiliation(s)
- Kate Wears
- Myhre Syndrome Foundation, Richardson, Texas, USA
| | - Angela E Lin
- Medical Genetics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Lois J Starr
- Genetics, Children's Nebraska, University of Nebraska Medical Center, Omaha, Nebraska, USA
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Lin AE, Scimone ER, Thom RP, Balaguru D, Kinane TB, Moschovis PP, Cohen MS, Tan W, Hague CD, Dannheim K, Levitsky LL, Lilly E, DiGiacomo DV, Masse KM, Kadzielski SM, Zar-Kessler CA, Ginns LC, Neumeyer AM, Colvin MK, Elder JS, Learn CP, Mou H, Weagle KM, Buch KA, Butler WE, Alhadid K, Musolino PL, Sultana S, Bandyopadhyay D, Rapalino O, Peacock ZS, Chou EL, Heidary G, Dorfman AT, Morris SA, Bergin JD, Rayment JH, Schimmenti LA, Lindsay ME. Emergence of the natural history of Myhre syndrome: 47 patients evaluated in the Massachusetts General Hospital Myhre Syndrome Clinic (2016-2023). Am J Med Genet A 2024; 194:e63638. [PMID: 38779990 DOI: 10.1002/ajmg.a.63638] [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: 03/03/2024] [Revised: 04/03/2024] [Accepted: 04/11/2024] [Indexed: 05/25/2024]
Abstract
Myhre syndrome is an increasingly diagnosed ultrarare condition caused by recurrent germline autosomal dominant de novo variants in SMAD4. Detailed multispecialty evaluations performed at the Massachusetts General Hospital (MGH) Myhre Syndrome Clinic (2016-2023) and by collaborating specialists have facilitated deep phenotyping, genotyping and natural history analysis. Of 47 patients (four previously reported), most (81%) patients returned to MGH at least once. For patients followed for at least 5 years, symptom progression was observed in all. 55% were female and 9% were older than 18 years at diagnosis. Pathogenic variants in SMAD4 involved protein residues p.Ile500Val (49%), p.Ile500Thr (11%), p.Ile500Leu (2%), and p.Arg496Cys (38%). Individuals with the SMAD4 variant p.Arg496Cys were less likely to have hearing loss, growth restriction, and aortic hypoplasia than the other variant groups. Those with the p.Ile500Thr variant had moderate/severe aortic hypoplasia in three patients (60%), however, the small number (n = 5) prevented statistical comparison with the other variants. Two deaths reported in this cohort involved complex cardiovascular disease and airway stenosis, respectively. We provide a foundation for ongoing natural history studies and emphasize the need for evidence-based guidelines in anticipation of disease-specific therapies.
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Affiliation(s)
- Angela E Lin
- Medical Genetics and Metabolism, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Eleanor R Scimone
- Medical Genetics and Metabolism, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Robyn P Thom
- Lurie Center for Autism, Mass General for Children, Boston, Massachusetts, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Duraisamy Balaguru
- Pediatric Cardiology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - T Bernard Kinane
- Pediatric Pulmonary and Sleep Medicine, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Peter P Moschovis
- Pediatric Pulmonary and Sleep Medicine, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Michael S Cohen
- Pediatric Otorhinolaryngology, Massachusetts Eye and Ear, Boston, Massachusetts, USA
| | - Weizhen Tan
- Pediatric Nephrology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Cole D Hague
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Katelyn Dannheim
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Lynne L Levitsky
- Pediatric Endocrinology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Evelyn Lilly
- Department of Dermatology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Daniel V DiGiacomo
- Division of Rheumatology, Allergy and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Kara M Masse
- Department of Physical Therapy, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Sarah M Kadzielski
- Lurie Center for Autism, Mass General for Children, Boston, Massachusetts, USA
- Pediatric Gastroenterology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Claire A Zar-Kessler
- Pediatric Gastroenterology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Leo C Ginns
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Ann M Neumeyer
- Lurie Center for Autism, Mass General for Children, Boston, Massachusetts, USA
- Pediatric Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Mary K Colvin
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Jack S Elder
- Division of Pediatric Urology, Department of Urology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Christopher P Learn
- Division of Cardiology, Department of Medicine, Corrigan Minehan Heart Center, Adult Congenital Heart Disease, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Hongmei Mou
- Mucosal Immunology and Biology Research Center, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Kathryn M Weagle
- Department of Child Life, Pediatric Imaging Program, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Karen A Buch
- Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - William E Butler
- Department of Neurosurgery, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Kenda Alhadid
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Patricia L Musolino
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Sadia Sultana
- Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | | | - Otto Rapalino
- Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Zachary S Peacock
- Oral and Maxillofacial Surgery, Massachusetts General Hospital and Harvard School of Dental Medicine, Boston, Massachusetts, USA
| | - Elizabeth L Chou
- Division of Vascular and Endovascular Surgery, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Gena Heidary
- Department of Ophthalmology, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Aaron T Dorfman
- Division of Cardiology, Department of Pediatrics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Shaine A Morris
- Division of Cardiology, Department of Pediatrics, Texas Children's Hospital and Baylor College of Medicine, Houston, Texas, USA
| | - James D Bergin
- Division of Cardiology, Department of Medicine, University of Virginia, Charlottesville, Virginia, USA
| | - Jonathan H Rayment
- Respiratory Medicine, Department of Pediatrics, British Columbia Children's Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Lisa A Schimmenti
- Department of Clinical Genomics, Mayo Clinic, Rochester, Minnesota, USA
- Department of Otorhinolaryngology, Head and Neck Surgery, Mayo Clinic, Rochester, Minnesota, USA
- Department of Ophthalmology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, Minnesota, USA
| | - Mark E Lindsay
- Pediatric Cardiology, Department of Pediatrics, Massachusetts General Hospital, Boston, Massachusetts, USA
- Pediatric Cardiology, Department of Pediatrics, Cardiovascular Genetics Program, Cardiology Division, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
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Vanbelleghem E, Van Damme T, Beyens A, Symoens S, Claes K, De Backer J, Meerschaut I, Vanommeslaeghe F, Delanghe SE, van den Ende J, Beyltjens T, Scimone ER, Lindsay ME, Schimmenti LA, Hinze AM, Dunn E, Gomez-Ospina N, Vandernoot I, Delguste T, Coppens S, Cormier-Daire V, Tartaglia M, Garavelli L, Shieh J, Demir Ş, Arslan Ateş E, Zenker M, Rohanizadegan M, Rivera-Cruz G, Douzgou S, Lin AE, Callewaert B. Myhre syndrome in adulthood: clinical variability and emerging genotype-phenotype correlations. Eur J Hum Genet 2024; 32:1086-1094. [PMID: 38997468 PMCID: PMC11369149 DOI: 10.1038/s41431-024-01664-1] [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: 01/30/2024] [Revised: 05/26/2024] [Accepted: 06/26/2024] [Indexed: 07/14/2024] Open
Abstract
Myhre syndrome (MS, MIM 139210) is a rare multisystemic disorder caused by recurrent pathogenic missense variants in SMAD4. The clinical features have been mainly documented in childhood and comprise variable neurocognitive development, recognizable craniofacial features, a short stature with a pseudo-muscular build, hearing loss, thickened skin, joint limitations, diverse cardiovascular and airway manifestations, and increased fibrosis often following trauma or surgery. In contrast, adults with MS are underreported obscuring potential clinical variability. Here, we describe 24 adults with MS, including 17 diagnosed after the age of 18 years old, and we review the literature on adults with MS. Overall, our cohort shows a milder phenotype as well as lower mortality rates compared to what has been published in literature. Individuals with a codon 500 variant in SMAD4 present with a more pronounced neurodevelopmental and systemic phenotype. However, in contrast to the literature, we observe cardiovascular abnormalities in individuals with the p.(Arg496Cys) variant. In addition, we describe scoliosis as a new manifestation and we report fertility in two additional males with the p.(Arg496Cys). In conclusion, our study contributes novel insights into the clinical variability of MS and underscores the importance of variant-specific considerations, and we provide recommendations for the management of MS in adulthood.
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Affiliation(s)
- Eva Vanbelleghem
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Tim Van Damme
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
| | - Aude Beyens
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Sofie Symoens
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Kathleen Claes
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Julie De Backer
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium
- Department of Cardiology, Ghent University Hospital, Ghent, Belgium
| | - Ilse Meerschaut
- Department of Pediatric Cardiology, University Hospital Brussels, Brussels, Belgium
| | | | | | - Jenneke van den Ende
- Department of Medical Genetics, Antwerp University Hospital and University of Antwerp, Antwerp, Belgium
| | - Tessi Beyltjens
- Department of Medical Genetics, Antwerp University Hospital and University of Antwerp, Antwerp, Belgium
| | - Eleanor R Scimone
- Department of Pediatrics, Genetics Unit, MassGeneral for Children, Boston, MA, USA
| | - Mark E Lindsay
- Cardiovascular Genetics Program, Cardiology Division, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Cardiology Division, Department of Pediatrics, Massachusetts General Hospital, Boston, MA, USA
| | | | - Alicia M Hinze
- Division of Rheumatology, Mayo Clinic, Rochester, MN, USA
| | - Emily Dunn
- Department of Pediatrics, Division of Medical Genetic, Stanford University, Stanford, CA, USA
| | - Natalia Gomez-Ospina
- Department of Pediatrics, Division of Medical Genetic, Stanford University, Stanford, CA, USA
| | - Isabelle Vandernoot
- ULB Center of Human Genetics, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Thomas Delguste
- ULB Center of Human Genetics, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Sandra Coppens
- ULB Center of Human Genetics, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Valérie Cormier-Daire
- Paris Cité University, Centre of Reference for Constitutional Bone Diseases (MOC), Department of Genetics, INSERM UMR 1163, Imagine Institute, Necker-Enfants Malades Hospital, Paris, France
| | - Marco Tartaglia
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Livia Garavelli
- Medical Genetics Unit, Azienda USL-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | - Joseph Shieh
- Institute for Human Genetics and Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA
| | - Şenol Demir
- Department of Medical Genetics, School of Medicine, Marmara University, Istanbul, Turkey
| | - Esra Arslan Ateş
- Department of Medical Genetics, Faculty of Medicine, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - Martin Zenker
- Institute of Human Genetics, University Hospital Magdeburg, Magdeburg, Germany
| | - Mersedeh Rohanizadegan
- Department of Medicine, Division of Translational Medicine & Human Genetics, University of Pennsylvania, Philadelphia, PA, USA
| | - Greysha Rivera-Cruz
- Division of Reproductive Endocrinology and Infertility, Stanford University School of Medicine, Stanford, CA, USA
| | - Sofia Douzgou
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Angela E Lin
- Department of Pediatrics, Genetics Unit, MassGeneral for Children, Boston, MA, USA
| | - Bert Callewaert
- Center for Medical Genetics, Ghent University Hospital, Ghent, Belgium.
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium.
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Faviez C, Chen X, Garcelon N, Zaidan M, Billot K, Petzold F, Faour H, Douillet M, Rozet JM, Cormier-Daire V, Attié-Bitach T, Lyonnet S, Saunier S, Burgun A. Objectivizing issues in the diagnosis of complex rare diseases: lessons learned from testing existing diagnosis support systems on ciliopathies. BMC Med Inform Decis Mak 2024; 24:134. [PMID: 38789985 PMCID: PMC11127295 DOI: 10.1186/s12911-024-02538-8] [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: 01/30/2024] [Accepted: 05/17/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND There are approximately 8,000 different rare diseases that affect roughly 400 million people worldwide. Many of them suffer from delayed diagnosis. Ciliopathies are rare monogenic disorders characterized by a significant phenotypic and genetic heterogeneity that raises an important challenge for clinical diagnosis. Diagnosis support systems (DSS) applied to electronic health record (EHR) data may help identify undiagnosed patients, which is of paramount importance to improve patients' care. Our objective was to evaluate three online-accessible rare disease DSSs using phenotypes derived from EHRs for the diagnosis of ciliopathies. METHODS Two datasets of ciliopathy cases, either proven or suspected, and two datasets of controls were used to evaluate the DSSs. Patient phenotypes were automatically extracted from their EHRs and converted to Human Phenotype Ontology terms. We tested the ability of the DSSs to diagnose cases in contrast to controls based on Orphanet ontology. RESULTS A total of 79 cases and 38 controls were selected. Performances of the DSSs on ciliopathy real world data (best DSS with area under the ROC curve = 0.72) were not as good as published performances on the test set used in the DSS development phase. None of these systems obtained results which could be described as "expert-level". Patients with multisystemic symptoms were generally easier to diagnose than patients with isolated symptoms. Diseases easily confused with ciliopathy generally affected multiple organs and had overlapping phenotypes. Four challenges need to be considered to improve the performances: to make the DSSs interoperable with EHR systems, to validate the performances in real-life settings, to deal with data quality, and to leverage methods and resources for rare and complex diseases. CONCLUSION Our study provides insights into the complexities of diagnosing highly heterogenous rare diseases and offers lessons derived from evaluation existing DSSs in real-world settings. These insights are not only beneficial for ciliopathy diagnosis but also hold relevance for the enhancement of DSS for various complex rare disorders, by guiding the development of more clinically relevant rare disease DSSs, that could support early diagnosis and finally make more patients eligible for treatment.
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Affiliation(s)
- Carole Faviez
- Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université Paris Cité, Paris, F-75006, France.
- HeKA, Inria Paris, Paris, F-75012, France.
- Universite Paris Cite, Paris, France.
| | - Xiaoyi Chen
- Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université Paris Cité, Paris, F-75006, France
- HeKA, Inria Paris, Paris, F-75012, France
- Data Science Platform, Université Paris Cité, Imagine Institute, INSERM UMR 1163, Paris, F-75015, France
| | - Nicolas Garcelon
- Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université Paris Cité, Paris, F-75006, France
- HeKA, Inria Paris, Paris, F-75012, France
- Data Science Platform, Université Paris Cité, Imagine Institute, INSERM UMR 1163, Paris, F-75015, France
| | - Mohamad Zaidan
- Service de Néphrologie, Dialyse et Transplantation, Hôpital Universitaire Bicêtre, Assistance Publique-Hôpitaux de Paris (AP-HP), Kremlin Bicêtre, F-94270, France
| | - Katy Billot
- Laboratory of Renal Hereditary Diseases, Imagine Institute, INSERM UMR 1163, Université Paris Cité, Paris, F-75015, France
| | - Friederike Petzold
- Laboratory of Renal Hereditary Diseases, Imagine Institute, INSERM UMR 1163, Université Paris Cité, Paris, F-75015, France
- Division of Nephrology, University of Leipzig Medical Center, Leipzig, Germany
| | - Hassan Faour
- Data Science Platform, Université Paris Cité, Imagine Institute, INSERM UMR 1163, Paris, F-75015, France
| | - Maxime Douillet
- Data Science Platform, Université Paris Cité, Imagine Institute, INSERM UMR 1163, Paris, F-75015, France
| | - Jean-Michel Rozet
- Laboratory of Genetics in Ophthalmology, Imagine Institute, INSERM UMR 1163, Université Paris Cité, Paris, F-75015, France
| | - Valérie Cormier-Daire
- Reference Centre for Constitutional Bone Diseases, laboratory of Osteochondrodysplasia, Imagine Institute, INSERM UMR 1163, Université Paris Cité, Paris, F-75015, France
- Service de médecine génomique des maladies rares, Hôpital Necker-Enfants Malades, AP-HP, Paris, F-75015, France
| | - Tania Attié-Bitach
- Service d'Histologie-Embryologie-Cytogénétique, Hôpital Necker-Enfants Malades, AP-HP, Paris, F-75015, France
| | - Stanislas Lyonnet
- Service de médecine génomique des maladies rares, Hôpital Necker-Enfants Malades, AP-HP, Paris, F-75015, France
- Laboratory of Embryology and Genetics of Congenital Malformations, INSERM UMR 1163, Imagine Institute, Paris Cité, Paris, F-75015, France
| | - Sophie Saunier
- Laboratory of Renal Hereditary Diseases, Imagine Institute, INSERM UMR 1163, Université Paris Cité, Paris, F-75015, France
| | - Anita Burgun
- Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université Paris Cité, Paris, F-75006, France
- HeKA, Inria Paris, Paris, F-75012, France
- Department of Medical Informatics, Hôpital Necker-Enfants Malades, AP-HP, Paris, F-75015, France
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Faviez C, Vincent M, Garcelon N, Boyer O, Knebelmann B, Heidet L, Saunier S, Chen X, Burgun A. Performance and clinical utility of a new supervised machine-learning pipeline in detecting rare ciliopathy patients based on deep phenotyping from electronic health records and semantic similarity. Orphanet J Rare Dis 2024; 19:55. [PMID: 38336713 PMCID: PMC10858490 DOI: 10.1186/s13023-024-03063-7] [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: 08/29/2023] [Accepted: 02/03/2024] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND Rare diseases affect approximately 400 million people worldwide. Many of them suffer from delayed diagnosis. Among them, NPHP1-related renal ciliopathies need to be diagnosed as early as possible as potential treatments have been recently investigated with promising results. Our objective was to develop a supervised machine learning pipeline for the detection of NPHP1 ciliopathy patients from a large number of nephrology patients using electronic health records (EHRs). METHODS AND RESULTS We designed a pipeline combining a phenotyping module re-using unstructured EHR data, a semantic similarity module to address the phenotype dependence, a feature selection step to deal with high dimensionality, an undersampling step to address the class imbalance, and a classification step with multiple train-test split for the small number of rare cases. The pipeline was applied to thirty NPHP1 patients and 7231 controls and achieved good performances (sensitivity 86% with specificity 90%). A qualitative review of the EHRs of 40 misclassified controls showed that 25% had phenotypes belonging to the ciliopathy spectrum, which demonstrates the ability of our system to detect patients with similar conditions. CONCLUSIONS Our pipeline reached very encouraging performance scores for pre-diagnosing ciliopathy patients. The identified patients could then undergo genetic testing. The same data-driven approach can be adapted to other rare diseases facing underdiagnosis challenges.
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Affiliation(s)
- Carole Faviez
- Centre de Recherche des Cordeliers, Université Paris Cité, Sorbonne Université, INSERM UMR 1138, 75006, Paris, France.
- Inria, 75012, Paris, France.
| | - Marc Vincent
- Université Paris Cité, Imagine Institute, Data Science Platform, INSERM UMR 1163, 75015, Paris, France
| | - Nicolas Garcelon
- Centre de Recherche des Cordeliers, Université Paris Cité, Sorbonne Université, INSERM UMR 1138, 75006, Paris, France
- Inria, 75012, Paris, France
- Université Paris Cité, Imagine Institute, Data Science Platform, INSERM UMR 1163, 75015, Paris, France
| | - Olivia Boyer
- Department of Pediatric Nephrology, APHP-Centre, Reference Center for Inherited Renal Diseases (MARHEA), Imagine Institute, Hôpital Necker-Enfants Malades, Université Paris Cité, 75015, Paris, France
- Laboratory of Renal Hereditary Diseases, INSERM UMR 1163, Imagine Institute, Université Paris Cité, 75015, Paris, France
| | - Bertrand Knebelmann
- Nephrology and Transplantation Department, MARHEA, Hôpital Necker-Enfants Malades, AP-HP, Université Paris Cité, 75015, Paris, France
| | - Laurence Heidet
- Department of Pediatric Nephrology, APHP-Centre, Reference Center for Inherited Renal Diseases (MARHEA), Imagine Institute, Hôpital Necker-Enfants Malades, Université Paris Cité, 75015, Paris, France
| | - Sophie Saunier
- Laboratory of Renal Hereditary Diseases, INSERM UMR 1163, Imagine Institute, Université Paris Cité, 75015, Paris, France
| | - Xiaoyi Chen
- Centre de Recherche des Cordeliers, Université Paris Cité, Sorbonne Université, INSERM UMR 1138, 75006, Paris, France
- Inria, 75012, Paris, France
- Université Paris Cité, Imagine Institute, Data Science Platform, INSERM UMR 1163, 75015, Paris, France
| | - Anita Burgun
- Centre de Recherche des Cordeliers, Université Paris Cité, Sorbonne Université, INSERM UMR 1138, 75006, Paris, France
- Inria, 75012, Paris, France
- Département d'informatique Médicale, Hôpital Necker-Enfants Malades, AP-HP, 75015, Paris, France
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Brunet-Garcia L, Prada Martínez FH, Carretero Bellon JM. Myhre syndrome: expanding its paediatric phenotypic spectrum. Cardiol Young 2023; 33:2408-2410. [PMID: 37325812 DOI: 10.1017/s1047951123001592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Myhre syndrome is a rare disease secondary to pathogenic variants in SMAD4 gene. It is a multisystem disease characterised by short stature, deafness, joint stiffness, craniofacial dysmorphism, and potential cardiac manifestations. Herein, we report two new paediatric cases of Myhre syndrome who, additionally, presented with mid-aortic syndrome. This confirms and extends the scarce reports describing the association between these two entities.
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Affiliation(s)
- Laia Brunet-Garcia
- Department of Paediatric Cardiology, Consorci Sanitari del Maresme, Hospital de Mataró, Barcelona, Spain
| | | | - Juan Manuel Carretero Bellon
- Department of Paediatric Cardiology, Hospital Sant Joan de Déu. Barcelona, Spain
- Department of Paediatric Cardiology, Hospital Universitari Joan XXIII, Universitat Rovira i Virgili, Tarragona, Spain
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Tüysüz B, Kasap B, Uludağ Alkaya D, Alp Ünkar Z, Köseoğlu P, Geyik F, Özer E, Önal H, Gezdirici A, Ercan O. Investigation of (Epi)genetic causes in syndromic short children born small for gestational age. Eur J Med Genet 2023; 66:104854. [PMID: 37758162 DOI: 10.1016/j.ejmg.2023.104854] [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: 04/24/2023] [Revised: 08/08/2023] [Accepted: 09/24/2023] [Indexed: 10/03/2023]
Abstract
Intrauterine onset syndromic short stature constitutes a group of diseases that pose challenges in differential diagnosis due to their rarity and clinical as well as molecular heterogeneity. The aim of this study was to investigate the presence of (epi)genetic causes in children born small for gestational age (SGA) and manifesting clinically undiagnosed syndromic short stature. The study group comprised twenty-nine cases selected from the syndromic SGA cohort. Various analyses were performed, including chromosomal microarray (CMA), methylation-specific-multiple ligation probe amplification for chromosomes 6,14 and 20, and whole exome sequencing (WES). Pathogenic copy number variants (CNVs) on chromosomes 2q13, 22q11.3, Xp22.33, 17q21.31, 19p13.13 and 4p16.31 causing syndromic growth disturbance were detected in six patients. Maternal uniparental disomy 14 was identified in a patient. WES was performed in the remaining 22 patients, revealing pathogenic variants in nine cases; six were monoallelic (ACAN, ARID2, NIPBL, PIK3R1, SMAD4, BRIP1), two were biallelic (BRCA2, RFWD3) and one was hemizygous (HUWE1). Seven of these were novel. Craniofacial dysmorphism, which is an important clue for the diagnosis of syndromes, was very mild in all patients. This study unveiled, for the first time, that ARID2 mutatios can cause syndromic SGA. In conclusion, a high (55.2%) diagnosis rate was achieved through the utilization of CMA, epigenetic and WES analyzes; 15 rare syndromes were defined, who were born with SGA and had atypical and/or mild dysmorphic findings. This study not only drew attention to the association of some rare syndromes with SGA, but also introduced novel genes and CNVs as potential contributors to syndromic SGA.
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Affiliation(s)
- Beyhan Tüysüz
- Department of Pediatric Genetics, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey.
| | - Büşra Kasap
- Department of Pediatric Genetics, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey
| | - Dilek Uludağ Alkaya
- Department of Pediatric Genetics, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey
| | - Zeynep Alp Ünkar
- Department of Neonatology, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey
| | - Pınar Köseoğlu
- Department of Genetics, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Filiz Geyik
- Department of Genetics, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Emre Özer
- Department of Pediatric Genetics, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey
| | - Hasan Önal
- Department of Pediatric Endocrinology, University of Health Sciences Turkey, Başakşehir Çam ve Sakura City Hospital, Istanbul, Turkey
| | - Alper Gezdirici
- Department of Medical Genetic, University of Health Sciences Turkey, Başakşehir Çam ve Sakura City Hospital, Istanbul, Turkey
| | - Oya Ercan
- Department of Pediatric Endocrinology, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul, Turkey
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Bhushan V, Kumar G, Yadav A, Tripathi S. Psychiatric manifestations of Myhre syndrome: A case report. Indian J Psychiatry 2023; 65:1083-1084. [PMID: 38108059 PMCID: PMC10725206 DOI: 10.4103/indianjpsychiatry.indianjpsychiatry_158_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 08/24/2023] [Accepted: 08/30/2023] [Indexed: 12/19/2023] Open
Affiliation(s)
| | - Gyanendra Kumar
- Department of Psychiatry, IMHH, Agra, Uttar Pradesh, India E-mail:
| | - Arti Yadav
- Department of Psychiatry, IMHH, Agra, Uttar Pradesh, India E-mail:
| | - Sheetal Tripathi
- Department of Psychiatry, IMHH, Agra, Uttar Pradesh, India E-mail:
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Demir Ş, Alavanda C, Yeşil G, Aslanger AD, Ateş EA. A Second Family with Myhre Syndrome Caused by the Same Recurrent SMAD4 Pathogenic Variation (p.Arg496Cys). Mol Syndromol 2023; 14:175-180. [PMID: 37064342 PMCID: PMC10090971 DOI: 10.1159/000527149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 09/20/2022] [Indexed: 01/15/2023] Open
Abstract
Introduction Myhre syndrome (MS; OMIM #139210) is a rare connective tissue disorder presenting with cardiovascular, respiratory, gastrointestinal, and skeletal system findings. Fewer than 100 patients were reported until recently, and all molecularly confirmed cases had de novo heterozygous gain-of-function mutations in the SMAD4 gene. Dysregulation of the TGF-beta signaling pathway leads to axial and appendicular skeleton, connective tissue, cardiovascular system, and central nervous system abnormalities. Case Presentation Two siblings, 12 and 9 years old, were referred to us because of intellectual disability, neurodevelopmental delay, and dysmorphic facial features. Physical examination revealed hypertelorism, strabismus, small mouth, prognathism, short neck, stiff skin, and brachydactyly. Discussion With a clinical diagnosis of MS, the SMAD4 gene was analyzed via Sanger sequencing, and a heterozygous c.1486C>T (p.Arg496Cys) pathogenic variation was detected in both of the siblings. The segregation analysis revealed that the mutation was inherited from the father who displayed a milder phenotype. Among the 90 patients in the literature, one family was reported in which two siblings carried the same variation (p.Arg496Cys), inherited from the severely affected mother. We are reporting the second family which has three affected family members, a father and two children. We report this study to remind the clinicians to be aware of the parental transmission of SMAD4 variations and also evaluate the parents of the Myhre cases.
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Affiliation(s)
- Şenol Demir
- Department of Medical Genetics, School of Medicine, Marmara University, Istanbul, Turkey
| | - Ceren Alavanda
- Department of Medical Genetics, School of Medicine, Marmara University, Istanbul, Turkey
| | - Gözde Yeşil
- Department of Medical Genetics, School of Medicine, Istanbul University, Istanbul, Turkey
| | - Ayça Dilruba Aslanger
- Department of Medical Genetics, School of Medicine, Istanbul University, Istanbul, Turkey
| | - Esra Arslan Ateş
- Genetic Diseases Diagnostic Center, Marmara University Pendik Training and Research Hospital, İstanbul, Turkey
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