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Makwana R, Christ C, Marchi E, Harpell R, Lyon GJ. Longitudinal adaptive behavioral outcomes in Ogden syndrome by seizure status and therapeutic intervention. Am J Med Genet A 2024; 194:e63651. [PMID: 38747166 PMCID: PMC11315639 DOI: 10.1002/ajmg.a.63651] [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: 02/21/2024] [Revised: 04/16/2024] [Accepted: 04/27/2024] [Indexed: 05/28/2024]
Abstract
Ogden syndrome, also known as NAA10-related neurodevelopmental syndrome, is a rare genetic condition associated with pathogenic variants in the NAA10 N-terminal acetylation family of proteins. The condition was initially described in 2011 and is characterized by a range of neurologic symptoms, including intellectual disability and seizures, as well as developmental delays, psychiatric symptoms, congenital heart abnormalities, hypotonia, and others. Previously published articles have described the etiology and phenotype of Ogden syndrome, mostly with retrospective analyses; herein, we report prospective data concerning its progress over time. The current study involves a total of 58 distinct participants; of these, 43 caregivers were interviewed using the Vineland-3 and answered a survey regarding therapy and other questions, 10 of whom completed the Vineland-3 but did not answer the survey, and 5 participants who answered the survey but have not yet performed the Vineland-3 due to language constraints. The average age at the time of the most recent assessment was 12.4 years, with individuals ranging in age from 11 months to 40.2 years. Using Vineland-3 scores, we show decline in cognitive function over time in individuals with Ogden syndrome (n = 53). Sub-domain analysis found the decline to be present across all modalities. In addition, we describe the nature of seizures in this condition in greater detail, as well as investigate how already-available non-pharmaceutical therapies impact individuals with NAA10-related neurodevelopmental syndrome. Additional investigation between seizure and non-seizure groups showed no significant difference in adaptive behavior outcomes. A therapy investigation showed speech therapy to be the most commonly used therapy by individuals with NAA10-related neurodevelopmental syndrome, followed by occupational and physical therapy, with more severely affected individuals receiving more types of therapy than their less-severe counterparts. Early intervention analysis was only significantly effective for speech therapy, with analyses of all other therapies being non-significant. Our study portrays the decline in cognitive function over time of individuals within our cohort, independent of seizure status, and therapies being received, and highlights the urgent need for the development of effective treatments for Ogden syndrome.
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Affiliation(s)
- Rikhil Makwana
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Carolina Christ
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Randie Harpell
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
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Roston TM, Bezzerides VJ, Roberts JD, Abrams DJ. Management of ultrarare inherited arrhythmia syndromes. Heart Rhythm 2024:S1547-5271(24)03142-4. [PMID: 39154872 DOI: 10.1016/j.hrthm.2024.08.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 08/06/2024] [Accepted: 08/08/2024] [Indexed: 08/20/2024]
Abstract
Ultrarare inherited arrhythmia syndromes are increasingly diagnosed as a result of increased awareness as well as increased availability and reduced cost of genetic testing. Yet by definition, their rarity and heterogeneous expression make development of evidence-based management strategies more challenging, typically employing strategies garnered from similar genetic cardiac disorders. For the most part, reliance on anecdotal experiences, expert opinion, and small retrospective cohort studies is the only means to diagnose and to treat these patients. Here we review the management of specific ultrarare inherited arrhythmic syndromes together with the genetic and molecular basis, which will become increasingly important with the development of targeted therapies to correct the biologic basis of these disorders.
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Affiliation(s)
- Thomas M Roston
- Division of Cardiology and Centre for Cardiovascular Innovation, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Vassilios J Bezzerides
- Center for Cardiovascular Genetics, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jason D Roberts
- Population Health Research Institute, McMaster University, and Hamilton Health Sciences, Hamilton, Ontario, Canada
| | - Dominic J Abrams
- Center for Cardiovascular Genetics, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts.
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Makwana R, Christ C, Patel R, Marchi E, Harpell R, Lyon GJ. A Natural History of NAA15 -related Neurodevelopmental Disorder Through Adolescence. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.04.20.24306120. [PMID: 38712024 PMCID: PMC11071585 DOI: 10.1101/2024.04.20.24306120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
NAA15 is a member of the NatA N-terminal acetyltransferase complex, which also includes the NAA10 enzymatic sub-unit. Individuals with variants in the NAA15 coding region develop NAA15 -related neurodevelopmental syndrome, which presents with a wide array of manifestations that affect the heart, brain, musculoskeletal system, and behavioral and cognitive development. We tracked a cohort of 27 participants (9 females and 18 males) over time, each with a pathogenic NAA15 variant, and administered the Vineland-3 assessment to assess their adaptive functioning. We found that the cohort performed significantly worse compared to the normalized Vineland values. On average, females performed better than males, and they performed significantly better on the Motor Domain and Fine Motor Sub-Domain portions of the assessment. Over time, females showed a decrease in adaptive functioning, with the decline being especially correlated at the Coping, Domestic, and Fine motor sub-domains. Males (after excluding one outlier) showed a moderate positive correlation between age and ABC standard score. Ultimately, additional longitudinal data should be collected to determine the validity of the between sex-differences and to better understand the change in adaptive behavioral outcomes of individuals with NAA15 -neurodevelopmental disorder as they age.
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Patel R, Park AY, Marchi E, Gropman AL, Whitehead MT, Lyon GJ. Ophthalmic manifestations of NAA10-related and NAA15-related neurodevelopmental syndromes: Analysis of cortical visual impairment and refractive errors. Am J Med Genet A 2024:e63821. [PMID: 39012200 DOI: 10.1002/ajmg.a.63821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 07/02/2024] [Accepted: 07/07/2024] [Indexed: 07/17/2024]
Abstract
NAA10-related (Ogden syndrome) and NAA15-related neurodevelopmental syndrome are known to present with varying degrees of intellectual disability, hypotonia, congenital cardiac abnormalities, seizures, and delayed speech and motor development. However, the ophthalmic manifestations of NAA10 and NAA15 variants are not yet fully characterized or understood. This study analyzed the prevalence of six ophthalmic conditions (cortical visual impairment, myopia, hyperopia, strabismus, nystagmus, and astigmatism) in 67 patients with pathogenic (P) or likely pathogenic (LP) variants in the NAA10 cohort (54 inherited, 10 de novo; 65 missense, 2 frameshift) and 19 patients with (L)P variants in the NAA15 cohort (18 de novo; 8 frameshift, 4 missense, 4 nonsense, and 1 splice site). Patients were interviewed virtually or in-person to collect a comprehensive medical history verified by medical records. These records were then analyzed to calculate the prevalence of these ophthalmic manifestations in each cohort. Analysis revealed a higher prevalence of ophthalmic conditions in our NAA10 cohort compared to existing literature (myopia 25.4% vs. 4.7%; astigmatism 37.3% vs. 13.2%; strabismus 28.4% vs. 3.8%; CVI 22.4% vs. 8.5%, respectively). No statistically significant differences were identified in the prevalence of these conditions between the NAA10 and NAA15 variants. Our study includes novel neuroimaging of 13 NAA10 and 5 NAA15 probands, which provides no clear correlation between globe size and severity of comorbid ophthalmic disease. Finally, anecdotal evidence was compiled to underscore the importance of early ophthalmologic evaluations and therapeutic interventions.
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Affiliation(s)
- Rahi Patel
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, USA
| | - Agnes Y Park
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, USA
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, USA
| | - Andrea L Gropman
- Department of Neurology, George Washington University, Washington, DC, USA
- Division of Neuroradiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Matthew T Whitehead
- Department of Radiology Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Division of Neurogenetics and Developmental Pediatrics, Children's National Health System, Washington, DC, USA
| | - Gholson J Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, USA
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, USA
- Biology PhD Program, The Graduate Center, The City University of New York, New York, New York, USA
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Freri E, Canafoglia L, Ciaccio C, Rossi Sebastiano D, Caputo D, Solazzi R, Sciacca FL, Iascone M, Panzica F, Granata T, Franceschetti S, Nardocci N. Cortical Myoclonus and Complex Paroxysmal Dyskinesias in a Patient with NAA15 Variant. Mov Disord 2024; 39:1238-1240. [PMID: 38643413 DOI: 10.1002/mds.29793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Accepted: 03/11/2024] [Indexed: 04/22/2024] Open
Affiliation(s)
- Elena Freri
- Department of Paediatric Neuroscience, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Laura Canafoglia
- Integrated Diagnostics for Epilepsy, Department of Diagnostic and Technology, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Claudia Ciaccio
- Department of Paediatric Neuroscience, European Reference Network ITHACA, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Davide Rossi Sebastiano
- Neurophysiopathology, Department of Diagnostic and Technology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Davide Caputo
- Department of Paediatric Neuroscience, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Roberta Solazzi
- Department of Paediatric Neuroscience, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Francesca L Sciacca
- Laboratory of Cytogenetics, Unit of Neurological Biochemistry and Neuropharmacology, Department of Diagnostic and Technology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Maria Iascone
- Medical Genetics Laboratory, ASST Papa Giovanni XXIII, Bergamo, Italy
| | - Ferruccio Panzica
- Clinical Engineering, Department of Diagnostic and Technology, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Tiziana Granata
- Department of Paediatric Neuroscience, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Silvana Franceschetti
- Integrated Diagnostics for Epilepsy, Department of Diagnostic and Technology, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Nardo Nardocci
- Department of Paediatric Neuroscience, European Reference Network EPIcare, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
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Patel R, Makwana R, Christ C, Marchi E, Ung N, Harpell R, Miyake CY, Gropman AL, Lyon GJ, Whitehead MT. Neuroanatomical Features of NAA10- and NAA15-Related Neurodevelopmental Syndromes. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.06.24.24309433. [PMID: 38978667 PMCID: PMC11230317 DOI: 10.1101/2024.06.24.24309433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Background NAA10-related (Ogden Syndrome) and NAA15-related neurodevelopmental syndromes present with varying degrees of intellectual disability, hypotonia, congenital cardiac abnormalities, seizures, and delayed speech and motor development. While there is much data on the clinical manifestations of these conditions, there are few radiologic reports describing the neuroanatomical abnormalities present on imaging. Objective Our goal was to provide neuroimaging analyses for a subset of probands with NAA10- and NAA15-related neurodevelopmental symptoms and assess severity, common radiologic anomalies, and changes over time to better understand the pathophysiology of these disease processes. Materials and Methods Neuroimaging studies from 26 probands (18 with pathogenic variants in NAA10, 8 with pathogenic variants in NAA15) were collected and analyzed. Size of the cerebrum, brainstem, and cerebellum, as well as myelination, brain malformations, globus pallidus hyperintensity, brain lesions, 4th ventricle size, tegmentovermian angle, cisterna magna size, pituitary size, olfactory tract, palate arch, and choroid plexus abnormalities were analyzed. In depth medical histories were also collected on all probands, including genetic testing results and social, cognitive, and developmental history. The Vineland 3 Adaptive Behavior Scale was also administered to the parents to assess functional status of the probands. Results On average, individuals with Ogden Syndrome had 5.7 anatomical abnormalities (standard deviation (SD) = 3.0), whereas those with NAA15 related neurodevelopmental syndrome had 2.8 (SD = 2.3) (p = .02). Probands who had more anatomical abnormalities tended to score worse on Vineland assessments, suggesting a possible correlation between the two. Structural-functional anatomic differences seen were preserved such that individuals with greater defects on, for example, motor regions of their scans tested worse on motor portions of the Vineland. Probands followed longitudinally demonstrated several changes between scans, most commonly in the cerebellum, brainstem, and degree of myelination. Such changes were only observed for probands with NAA10 variants in our cohort. Conclusion Despite clinical imaging being reported as being predominantly "normal" during routine clinical care, this analysis of a cohort of patients with NAA10-related (Ogden Syndrome) and NAA15-related neurodevelopmental syndrome by one neuroradiologist has established a range of subtle abnormalities. We hope these findings guide future research and diagnostic studies for this patient population.
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Affiliation(s)
- Rahi Patel
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Rikhil Makwana
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Carolina Christ
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Nathaniel Ung
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Randie Harpell
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Christina Y. Miyake
- Department of Pediatrics, Division of Cardiology, Texas Children’s Hospital
- Department of Molecular Physiology and Biophysics, Baylor College of Medicine, 6651 Main Street, Houston, TX 77003, USA
| | - Andrea L. Gropman
- Division of Neurogenetics and Neurodevelopmental Pediatrics, Children’s National Health System, Washington, DC, USA
- Department of Neurology, George Washington University, Washington, DC, US
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
| | - Matthew T. Whitehead
- Division of Neuroradiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Radiology Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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7
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Calis S, Gevaert K. The role of Nα-terminal acetylation in protein conformation. FEBS J 2024. [PMID: 38923676 DOI: 10.1111/febs.17209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 06/12/2024] [Indexed: 06/28/2024]
Abstract
Especially in higher eukaryotes, the N termini of proteins are subject to enzymatic modifications, with the acetylation of the alpha-amino group of nascent polypeptides being a prominent one. In recent years, the specificities and substrates of the enzymes responsible for this modification, the Nα-terminal acetyltransferases, have been mapped in several proteomic studies. Aberrant expression of, and mutations in these enzymes were found to be associated with several human diseases, explaining the growing interest in protein Nα-terminal acetylation. With some enzymes, such as the Nα-terminal acetyltransferase A complex having thousands of possible substrates, researchers are now trying to decipher the functional outcome of Nα-terminal protein acetylation. In this review, we zoom in on one possible functional consequence of Nα-terminal protein acetylation; its effect on protein folding. Using selected examples of proteins associated with human diseases such as alpha-synuclein and huntingtin, here, we discuss the sometimes contradictory findings of the effects of Nα-terminal protein acetylation on protein (mis)folding and aggregation.
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Affiliation(s)
- Sam Calis
- VIB Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Belgium
| | - Kris Gevaert
- VIB Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Belgium
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8
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Lesmann H, Hustinx A, Moosa S, Klinkhammer H, Marchi E, Caro P, Abdelrazek IM, Pantel JT, Hagen MT, Thong MK, Binti Mazlan RA, Tae SK, Kamphans T, Meiswinkel W, Li JM, Javanmardi B, Knaus A, Uwineza A, Knopp C, Tkemaladze T, Elbracht M, Mattern L, Jamra RA, Velmans C, Strehlow V, Jacob M, Peron A, Dias C, Nunes BC, Vilella T, Pinheiro IF, Kim CA, Melaragno MI, Weiland H, Kaptain S, Chwiałkowska K, Kwasniewski M, Saad R, Wiethoff S, Goel H, Tang C, Hau A, Barakat TS, Panek P, Nabil A, Suh J, Braun F, Gomy I, Averdunk L, Ekure E, Bergant G, Peterlin B, Graziano C, Gaboon N, Fiesco-Roa M, Spinelli AM, Wilpert NM, Phowthongkum P, Güzel N, Haack TB, Bitar R, Tzschach A, Rodriguez-Palmero A, Brunet T, Rudnik-Schöneborn S, Contreras-Capetillo SN, Oberlack A, Samango-Sprouse C, Sadeghin T, Olaya M, Platzer K, Borovikov A, Schnabel F, Heuft L, Herrmann V, Oegema R, Elkhateeb N, Kumar S, Komlosi K, Mohamed K, Kalantari S, Sirchia F, Martinez-Monseny AF, Höller M, Toutouna L, Mohamed A, Lasa-Aranzasti A, Sayer JA, Ehmke N, Danyel M, Sczakiel H, Schwartzmann S, Boschann F, Zhao M, Adam R, Einicke L, Horn D, Chew KS, KAM CC, Karakoyun M, Pode-Shakked B, Eliyahu A, Rock R, Carrion T, Chorin O, Zarate YA, Conti MM, Karakaya M, Tung ML, Chandra B, Bouman A, Lumaka A, Wasif N, Shinawi M, Blackburn PR, Wang T, Niehues T, Schmidt A, Roth RR, Wieczorek D, Hu P, Waikel RL, Ledgister Hanchard SE, Elmakkawy G, Safwat S, Ebstein F, Krüger E, Küry S, Bézieau S, Arlt A, Olinger E, Marbach F, Li D, Dupuis L, Mendoza-Londono R, Houge SD, Weis D, Chung BHY, Mak CC, Kayserili H, Elcioglu N, Aykut A, Şimşek-Kiper PÖ, Bögershausen N, Wollnik B, Bentzen HB, Kurth I, Netzer C, Jezela-Stanek A, Devriendt K, Gripp KW, Mücke M, Verloes A, Schaaf CP, Nellåker C, Solomon BD, Nöthen MM, Abdalla E, Lyon GJ, Krawitz PM, Hsieh TC. GestaltMatcher Database - A global reference for facial phenotypic variability in rare human diseases. RESEARCH SQUARE 2024:rs.3.rs-4438861. [PMID: 38903062 PMCID: PMC11188141 DOI: 10.21203/rs.3.rs-4438861/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/22/2024]
Abstract
The most important factor that complicates the work of dysmorphologists is the significant phenotypic variability of the human face. Next-Generation Phenotyping (NGP) tools that assist clinicians with recognizing characteristic syndromic patterns are particularly challenged when confronted with patients from populations different from their training data. To that end, we systematically analyzed the impact of genetic ancestry on facial dysmorphism. For that purpose, we established the GestaltMatcher Database (GMDB) as a reference dataset for medical images of patients with rare genetic disorders from around the world. We collected 10,980 frontal facial images - more than a quarter previously unpublished - from 8,346 patients, representing 581 rare disorders. Although the predominant ancestry is still European (67%), data from underrepresented populations have been increased considerably via global collaborations (19% Asian and 7% African). This includes previously unpublished reports for more than 40% of the African patients. The NGP analysis on this diverse dataset revealed characteristic performance differences depending on the composition of training and test sets corresponding to genetic relatedness. For clinical use of NGP, incorporating non-European patients resulted in a profound enhancement of GestaltMatcher performance. The top-5 accuracy rate increased by +11.29%. Importantly, this improvement in delineating the correct disorder from a facial portrait was achieved without decreasing the performance on European patients. By design, GMDB complies with the FAIR principles by rendering the curated medical data findable, accessible, interoperable, and reusable. This means GMDB can also serve as data for training and benchmarking. In summary, our study on facial dysmorphism on a global sample revealed a considerable cross ancestral phenotypic variability confounding NGP that should be counteracted by international efforts for increasing data diversity. GMDB will serve as a vital reference database for clinicians and a transparent training set for advancing NGP technology.
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Affiliation(s)
- Hellen Lesmann
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Alexander Hustinx
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Shahida Moosa
- Division of Molecular Biology and Human Genetics, Stellenbosch University and Medical Genetics, Tygerberg Hospital, Stellenbosch, South Africa
| | - Hannah Klinkhammer
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
- Institute for Medical Biometry, Informatics and Epidemiology, University of Bonn, Bonn, NRW, Germany
| | - Elaine Marchi
- New York State Institute for Basic Research in Developmental Disabilities, New York State, Albany, New York, USA
| | - Pilar Caro
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Ibrahim M. Abdelrazek
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Jean Tori Pantel
- Institute for Digitalization and General Medicine, University Hospital RWTH Aachen, Aachen, NRW, Germany
- Centre for Rare Diseases Aachen (ZSEA), University Hospital RWTH Aachen, Aachen, NRW, Germany
| | - Merle ten Hagen
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Meow-Keong Thong
- Department of Paediatrics, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | | | - Sok Kun Tae
- Department of Paediatrics, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | | | | | - Jing-Mei Li
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Behnam Javanmardi
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Alexej Knaus
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Annette Uwineza
- College of Medicine and Health Sciences, University of Rwanda, and University Teaching Hospital of Kigali, Kigali, Rwanda
| | - Cordula Knopp
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Tinatin Tkemaladze
- Department of Molecular and Medical Genetics, Tbilisi State Medical University, Tbilisi, Georgia
- Givi Zhvania Pediatric Academic Clinic, Tbilisi State Medical University, Georgia
| | - Miriam Elbracht
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Larissa Mattern
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Rami Abou Jamra
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Clara Velmans
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Vincent Strehlow
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Maureen Jacob
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | - Angela Peron
- Medical Genetics, Meyer Children’s Hospital IRCCS, Firenze, Italy
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio”, Università degli Studi di Firenze, Italy
| | - Cristina Dias
- Department of Medical Genetics, Guy’s and St. Thomas’ NHS Foundation Trust, London, UK
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children, Great Ormond Street, London, UK
- Neural Stem Cell Biology Laboratory, The Francis Crick Institute, UK
- Department of Medical & Molecular Genetics, School of Basic and Medical Biosciences, Faculty of Life Sciences & Medicine, King’s College London, UK
| | - Beatriz Carvalho Nunes
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Thainá Vilella
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | | | - Chong Ae Kim
- Genetics Unit, Instituto da Criança, Universidade de São Paulo, São Paulo, Brazil
| | - Maria Isabel Melaragno
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Hannah Weiland
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Sophia Kaptain
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Karolina Chwiałkowska
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
- IMAGENE.ME SA, Bialystok, Poland
| | - Miroslaw Kwasniewski
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
- IMAGENE.ME SA, Bialystok, Poland
| | - Ramy Saad
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children, Great Ormond Street, London, UK
- Department of Genetics and Genomic Medicine, UCL Institute of Child Health, London UK
| | - Sarah Wiethoff
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, NRW, Germany
| | - Himanshu Goel
- School of Medicine and Public Health, University of Newcastle, Callaghan NSW, Australia
| | - Clara Tang
- Kabuki Syndrome Foundation, Northbrook, IL, USA
| | - Anna Hau
- Hunter Genetics, Hunter New England Health Service, Newcastle, Australia
| | - Tahsin Stefan Barakat
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Przemysław Panek
- Department of Genetics and Clinical Immunology, National Institute of Tuberculosis and Lung Diseases, Warsaw, Poland
| | - Amira Nabil
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Julia Suh
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Frederik Braun
- Institute of Human Genetics, University Hospital Essen, University Duisburg-Essen, Essen, NRW, Germany
| | - Israel Gomy
- Department of Genetics, Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Sao Paulo, Brazil
| | - Luisa Averdunk
- Department of General Pediatrics and Neonatology, University Children’s Hospital, Heinrich-Heine-University, Medical Faculty, Düsseldorf, Germany
| | - Ekanem Ekure
- Department of Paediatrics, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Gaber Bergant
- Clinical Institute of Genomic Medicine, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Borut Peterlin
- Clinical Institute of Genomic Medicine, University Medical Centre Ljubljana
| | | | - Nagwa Gaboon
- Medical Genetics Center, Faculty of Medicine, Ain Shams University, Cairo, Egypt
- Medical Genetics Department, Armed Forces College of Medicine, Cairo, Egypt
| | - Moisés Fiesco-Roa
- Programa de Maestría y Doctorado en Ciencias Médicas, Odontológicas y de la Salud, Universidad Nacional Autónoma de México, México City, Mexico
- Laboratorio de Citogenética, Instituto Nacional de Pediatría, México City, Mexico
| | | | - Nina-Maria Wilpert
- NeuroCure Cluster of Excellence; Charité–Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, D-10117 Berlin, Germany
- Department of Neuropediatrics, Charité–Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, D-13353 Berlin, Germany
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Biomedical Innovation Academy, BIH Charité Junior Clinician Scientist Program, D-10117 Berlin, German
| | - Prasit Phowthongkum
- Excellence Center for Genomics and Precision Medicine, King Chulalongkorn Memorial Hospital, the Thai Red Cross Society, Bangkok, Thailand
- Division of Medical Genetics and Genomics, Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Nergis Güzel
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Tobias B. Haack
- Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
| | - Rana Bitar
- Pediatric Gastroenterology Department, Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
- Khalifa University, Abu Dhabi, United Arab Emirates
| | - Andreas Tzschach
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Agusti Rodriguez-Palmero
- Paediatric Neurology Unit, Department of Pediatrics, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Theresa Brunet
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | | | | | - Ava Oberlack
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | - Carole Samango-Sprouse
- Department of Pediatrics, George Washington University, 2121 I St. NW, Washington D.C. 2005
- Department of Human and Molecular Genetics, Florida International University, 11200 SW 8th Street, AHC2 Miami, Florida 22199
- Department of Research, The Focus Foundation, 820 W. Central Ave. #190, Davidsonville, MD 21035
| | - Teresa Sadeghin
- Department of Research, The Focus Foundation, 2772 Rutland Road P.O. Box 190, Davidsonville, MD 21035
| | - Margaret Olaya
- Department of Research, The Focus Foundation, 2772 Rutland Road P.O. Box 190, Davidsonville, MD 21035
| | - Konrad Platzer
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | | | - Franziska Schnabel
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Lara Heuft
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Vera Herrmann
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Renske Oegema
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Nour Elkhateeb
- Department of Clinical Genetics, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Sheetal Kumar
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Katalin Komlosi
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Khoushoua Mohamed
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Silvia Kalantari
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
| | - Fabio Sirchia
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
- Medical Genetics Unit, IRCCS San Matteo Foundation, Pavia, Italy
| | - Antonio F. Martinez-Monseny
- Department of Clinical Genetics, SJD Barcelona Children’s Hospital, Esplugues del Llobregat (Barcelona), Spain
| | - Matthias Höller
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Louiza Toutouna
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Amal Mohamed
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Amaia Lasa-Aranzasti
- Medicine Genetics Group, Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, Barcelona, Catalunya, Spain
- Department of Clinical and Molecular Genetics, Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Hospital Universitari, Barcelona, Catalunya, Spain
| | - John A. Sayer
- Biosciences Institute, Newcastle University, Central Parkway, Newcastle upon Tyne, UK
- Renal Services, The Newcastle Upon Tyne NHS Hospitals Foundation Trust, Freeman Road, Newcastle Upon Tyne, UK
| | - Nadja Ehmke
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Magdalena Danyel
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Henrike Sczakiel
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Sarina Schwartzmann
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Felix Boschann
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Max Zhao
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Ronja Adam
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Lara Einicke
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Denise Horn
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Kee Seang Chew
- Department of Paediatrics, Faculty of Medicine, University Malaya, 59100 Kuala Lumpur, Malaysia
| | - Choy Chen KAM
- Department of Paediatrics, Faculty of Medicine, University Malaya, 59100 Kuala Lumpur, Malaysia
| | - Miray Karakoyun
- Ege University, Faculty of Medicine, Department of Pediatric Gastroenterology Hepatology and Nutrition, Izmir, Turkey
| | - Ben Pode-Shakked
- The Institute of Rare Diseases, Edmond and Lily Safra Children’s Hospital, Sheba Medical Center, Ramat Gan, Israel
- The faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
| | - Aviva Eliyahu
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Tel-Hashomer, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- The Mina and Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat Gan, Israel
| | - Rachel Rock
- Metabolic Diseases Clinic, Edmond and Lily Safra Children’s Hospital, Sheba Medical Center
- National Newborn Screening Program, Public Health Services, Ministry of Health Tel-Hashomer, Israel
| | - Teresa Carrion
- Rare diseases Unit, Pediatric Department, Hospital Universitari Son Espases, Palma de Mallorca, Spain
| | - Odelia Chorin
- The Institute of Rare Diseases, Edmond and Lily Safra Children’s Hospital, Sheba Medical Center, Tel-Hashomer, Israel
| | - Yuri A. Zarate
- Department of Pediatrics, Section of Genetics and Metabolism, University of Arkansas for Medical Sciences and Arkansas Children’s Hospital, Little Rock, AR, USA
- Division of Genetics and Metabolism, University of Kentucky, Lexington, KY, USA
| | | | - Mert Karakaya
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Moon Ley Tung
- University of Iowa Roy J and Lucille A Carver College of Medicine, Iowa City, IA 52242, USA
- Division of Medical Genetics and Genomics, Stead Family Department of Pediatrics, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USA
| | - Bharatendu Chandra
- University of Iowa Roy J and Lucille A Carver College of Medicine, Iowa City, IA 52242, USA
- Division of Medical Genetics and Genomics, Stead Family Department of Pediatrics, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USA
| | - Arjan Bouman
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Aime Lumaka
- Center for Human Genetics, Faculty of Medicine, University of Kinshasa, Kinshasa, DR Congo
| | - Naveed Wasif
- Institute of Human Genetics, University of Ulm, Ulm, Baden-Württemberg, Germany
- University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Marwan Shinawi
- Division of Genetics and Genomic Medicine, Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
| | - Patrick R. Blackburn
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
| | - Tianyun Wang
- Department of Medical Genetics, Center for Medical Genetics, Peking University Health Science Center, Beijing 100191, China
- Neuroscience Research Institute, Peking University; Key Laboratory for Neuroscience, Ministry of Education of China & National Health Commission of China, Beijing 100191, China
- Autism Research Center, Peking University Health Science Center, Beijing 100191, China
| | - Tim Niehues
- Department of Pediatrics, Helios Klinik Krefeld, Krefeld 47805, Germany
| | - Axel Schmidt
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Regina Rita Roth
- Institute of Human Genetics, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Germany
| | - Dagmar Wieczorek
- Institute of Human Genetics, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Germany
| | - Ping Hu
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | - Rebekah L. Waikel
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | | | - Gehad Elmakkawy
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Sylvia Safwat
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Frédéric Ebstein
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Elke Krüger
- Insitute for Medical Biochemistry and Molecular Biology, University of Greifswald, Greifswald, Greifswald, Germany
| | - Sébastien Küry
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Stéphane Bézieau
- Nantes Université, CHU Nantes, CNRS, INSERM, l’institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Annabelle Arlt
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Eric Olinger
- Center for Human Genetics, Cliniques Universitaires Saint-Luc, Brussels, Belgium
| | - Felix Marbach
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Dong Li
- Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Lucie Dupuis
- Department to Paediatrics, Division of Clinical and Metabolic Genetics, The Hospital of Sick Children, Toronto, Ontario, Canada
| | - Roberto Mendoza-Londono
- Department to Paediatrics, Division of Clinical and Metabolic Genetics, The Hospital of Sick Children, Toronto, Ontario, Canada
| | - Sofia Douzgou Houge
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Denisa Weis
- Institue for Medical Genetics, Kepler University Hospital, Linz, Austria
| | - Brian Hon-Yin Chung
- Hong Kong Genome Institute, Hong Kong, China
- Department of Paediatrics and Adolescent Medicine, The University of Hong Kong, Hong Kong, China
| | - Christopher C.Y. Mak
- Department of Paediatrics and Adolescent Medicine, The University of Hong Kong, Hong Kong, China
| | - Hülya Kayserili
- Medical Genetics Department, Koç University School of Medicine (KUSoM), 34010, Istanbul, Türkiye
| | - Nursel Elcioglu
- Department of Pediatric Genetics, Marmara University School of Medicine, Istanbul, Türkiye
| | - Ayca Aykut
- Department of Medical Genetics, Ege University Faculty of Medicine, Izmir, Türkiye
| | | | - Nina Bögershausen
- Institut of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - Bernd Wollnik
- Institut of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
- Cluster of Excellence “Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells” (MBExC), University of Göttingen, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Göttingen, Göttingen, Germany
| | - Heidi Beate Bentzen
- Centre for Medical Ethics, Faculty of Medicine, University of Oslo, Oslo, Norway
- Cancer Registry of Norway, Norwegian Institute of Public Health, Oslo, Norway
| | - Ingo Kurth
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Christian Netzer
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Aleksandra Jezela-Stanek
- Department of Genetics and Clinical Immunology, National Institute of Tuberculosis and Lung Diseases, Warsaw, Poland
| | | | - Karen W. Gripp
- Division of Medical Genetics, A.I. du Pont Hospital for Children/Nemours, USA, Wilmington, Delaware, USA
| | - Martin Mücke
- Institute for Digitalization and General Medicine, University Hospital RWTH Aachen, Aachen, NRW, Germany
- Centre for Rare Diseases Aachen (ZSEA), University Hospital RWTH Aachen, Aachen, NRW, Germany
| | - Alain Verloes
- Department of Clinical Genetics, Robert-Debré Hospital, Paris, France
| | - Christian P. Schaaf
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Christoffer Nellåker
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Women’s & Reproductive Health, University of Oxford, Oxford, UK
| | - Benjamin D. Solomon
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | - Markus M. Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Ebtesam Abdalla
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
| | - Peter M. Krawitz
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Tzung-Chien Hsieh
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
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9
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Lesmann H, Hustinx A, Moosa S, Klinkhammer H, Marchi E, Caro P, Abdelrazek IM, Pantel JT, Ten Hagen M, Thong MK, Binti Mazlan RA, Tae SK, Kamphans T, Meiswinkel W, Li JM, Javanmardi B, Knaus A, Uwineza A, Knopp C, Tkemaladze T, Elbracht M, Mattern L, Jamra RA, Velmans C, Strehlow V, Jacob M, Peron A, Dias C, Nunes BC, Vilella T, Pinheiro IF, Kim CA, Melaragno MI, Weiland H, Kaptain S, Chwiałkowska K, Kwasniewski M, Saad R, Wiethoff S, Goel H, Tang C, Hau A, Barakat TS, Panek P, Nabil A, Suh J, Braun F, Gomy I, Averdunk L, Ekure E, Bergant G, Peterlin B, Graziano C, Gaboon N, Fiesco-Roa M, Spinelli AM, Wilpert NM, Phowthongkum P, Güzel N, Haack TB, Bitar R, Tzschach A, Rodriguez-Palmero A, Brunet T, Rudnik-Schöneborn S, Contreras-Capetillo SN, Oberlack A, Samango-Sprouse C, Sadeghin T, Olaya M, Platzer K, Borovikov A, Schnabel F, Heuft L, Herrmann V, Oegema R, Elkhateeb N, Kumar S, Komlosi K, Mohamed K, Kalantari S, Sirchia F, Martinez-Monseny AF, Höller M, Toutouna L, Mohamed A, Lasa-Aranzasti A, Sayer JA, Ehmke N, Danyel M, Sczakiel H, Schwartzmann S, Boschann F, Zhao M, Adam R, Einicke L, Horn D, Chew KS, Kam CC, Karakoyun M, Pode-Shakked B, Eliyahu A, Rock R, Carrion T, Chorin O, Zarate YA, Conti MM, Karakaya M, Tung ML, Chandra B, Bouman A, Lumaka A, Wasif N, Shinawi M, Blackburn PR, Wang T, Niehues T, Schmidt A, Roth RR, Wieczorek D, Hu P, Waikel RL, Ledgister Hanchard SE, Elmakkawy G, Safwat S, Ebstein F, Krüger E, Küry S, Bézieau S, Arlt A, Olinger E, Marbach F, Li D, Dupuis L, Mendoza-Londono R, Houge SD, Weis D, Chung BHY, Mak CCY, Kayserili H, Elcioglu N, Aykut A, Şimşek-Kiper PÖ, Bögershausen N, Wollnik B, Bentzen HB, Kurth I, Netzer C, Jezela-Stanek A, Devriendt K, Gripp KW, Mücke M, Verloes A, Schaaf CP, Nellåker C, Solomon BD, Nöthen MM, Abdalla E, Lyon GJ, Krawitz PM, Hsieh TC. GestaltMatcher Database - A global reference for facial phenotypic variability in rare human diseases. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2023.06.06.23290887. [PMID: 37503210 PMCID: PMC10371103 DOI: 10.1101/2023.06.06.23290887] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
The most important factor that complicates the work of dysmorphologists is the significant phenotypic variability of the human face. Next-Generation Phenotyping (NGP) tools that assist clinicians with recognizing characteristic syndromic patterns are particularly challenged when confronted with patients from populations different from their training data. To that end, we systematically analyzed the impact of genetic ancestry on facial dysmorphism. For that purpose, we established the GestaltMatcher Database (GMDB) as a reference dataset for medical images of patients with rare genetic disorders from around the world. We collected 10,980 frontal facial images - more than a quarter previously unpublished - from 8,346 patients, representing 581 rare disorders. Although the predominant ancestry is still European (67%), data from underrepresented populations have been increased considerably via global collaborations (19% Asian and 7% African). This includes previously unpublished reports for more than 40% of the African patients. The NGP analysis on this diverse dataset revealed characteristic performance differences depending on the composition of training and test sets corresponding to genetic relatedness. For clinical use of NGP, incorporating non-European patients resulted in a profound enhancement of GestaltMatcher performance. The top-5 accuracy rate increased by +11.29%. Importantly, this improvement in delineating the correct disorder from a facial portrait was achieved without decreasing the performance on European patients. By design, GMDB complies with the FAIR principles by rendering the curated medical data findable, accessible, interoperable, and reusable. This means GMDB can also serve as data for training and benchmarking. In summary, our study on facial dysmorphism on a global sample revealed a considerable cross ancestral phenotypic variability confounding NGP that should be counteracted by international efforts for increasing data diversity. GMDB will serve as a vital reference database for clinicians and a transparent training set for advancing NGP technology.
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Affiliation(s)
- Hellen Lesmann
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Alexander Hustinx
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Shahida Moosa
- Division of Molecular Biology and Human Genetics, Stellenbosch University and Medical Genetics, Tygerberg Hospital, Stellenbosch, South Africa
| | - Hannah Klinkhammer
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
- Institute for Medical Biometry, Informatics and Epidemiology, University of Bonn, Bonn, NRW, Germany
| | - Elaine Marchi
- New York State Institute for Basic Research in Developmental Disabilities, New York State, Albany, New York, USA
| | - Pilar Caro
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Ibrahim M Abdelrazek
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Jean Tori Pantel
- Institute for Digitalization and General Medicine, University Hospital RWTH Aachen, Aachen, NRW, Germany
- Centre for Rare Diseases Aachen (ZSEA), University Hospital RWTH Aachen, Aachen, NRW, Germany
| | - Merle Ten Hagen
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Meow-Keong Thong
- Department of Paediatrics, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | | | - Sok Kun Tae
- Department of Paediatrics, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | | | | | - Jing-Mei Li
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Behnam Javanmardi
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Alexej Knaus
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Annette Uwineza
- College of Medicine and Health Sciences, University of Rwanda, and University Teaching Hospital of Kigali, Kigali, Rwanda
| | - Cordula Knopp
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Tinatin Tkemaladze
- Department of Molecular and Medical Genetics, Tbilisi State Medical University, Tbilisi, Georgia
- Givi Zhvania Pediatric Academic Clinic, Tbilisi State Medical University, Georgia
| | - Miriam Elbracht
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Larissa Mattern
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Rami Abou Jamra
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Clara Velmans
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Vincent Strehlow
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Maureen Jacob
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | - Angela Peron
- Medical Genetics, Meyer Children's Hospital IRCCS, Firenze, Italy
- Department of Experimental and Clinical Biomedical Sciences "Mario Serio", Università degli Studi di Firenze, Italy
| | - Cristina Dias
- Department of Medical Genetics, Guy's and St. Thomas' NHS Foundation Trust, London, UK
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children, Great Ormond Street, London, UK
- Neural Stem Cell Biology Laboratory, The Francis Crick Institute, UK
- Department of Medical & Molecular Genetics, School of Basic and Medical Biosciences, Faculty of Life Sciences & Medicine, King's College London, UK
| | - Beatriz Carvalho Nunes
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Thainá Vilella
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | | | - Chong Ae Kim
- Genetics Unit, Instituto da Criança, Universidade de São Paulo, São Paulo, Brazil
| | - Maria Isabel Melaragno
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Hannah Weiland
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Sophia Kaptain
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Karolina Chwiałkowska
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
- IMAGENE.ME SA, Bialystok, Poland
| | - Miroslaw Kwasniewski
- IMAGENE.ME SA, Bialystok, Poland
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
| | - Ramy Saad
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children, Great Ormond Street, London, UK
- Department of Genetics and Genomic Medicine, UCL Institute of Child Health, London UK
| | - Sarah Wiethoff
- Department of Neurology with Institute of Translational Neurology, University Hospital Münster, Münster, NRW, Germany
| | - Himanshu Goel
- School of Medicine and Public Health, University of Newcastle, Callaghan NSW, Australia
| | - Clara Tang
- Kabuki Syndrome Foundation, Northbrook, IL, USA
| | - Anna Hau
- Hunter Genetics, Hunter New England Health Service, Newcastle, Australia
| | - Tahsin Stefan Barakat
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Przemysław Panek
- Department of Genetics and Clinical Immunology, National Institute of Tuberculosis and Lung Diseases, Warsaw, Poland
| | - Amira Nabil
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Julia Suh
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Frederik Braun
- Institute of Human Genetics, University Hospital Essen, University Duisburg-Essen, Essen, NRW, Germany
| | - Israel Gomy
- Department of Genetics, Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, Sao Paulo, Brazil
| | - Luisa Averdunk
- Department of General Pediatrics and Neonatology, University Children's Hospital, Heinrich-Heine-University, Medical Faculty, Düsseldorf, Germany
| | - Ekanem Ekure
- Department of Paediatrics, College of Medicine, University of Lagos, Lagos, Nigeria
| | - Gaber Bergant
- Clinical Institute of Genomic Medicine, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Borut Peterlin
- Clinical Institute of Genomic Medicine, University Medical Centre Ljubljana
| | | | - Nagwa Gaboon
- Medical Genetics Center, Faculty of Medicine, Ain Shams University, Cairo, Egypt
- Medical Genetics Department, Armed Forces College of Medicine, Cairo, Egypt
| | - Moisés Fiesco-Roa
- Programa de Maestría y Doctorado en Ciencias Médicas, Odontológicas y de la Salud, Universidad Nacional Autónoma de México, México City, Mexico
- Laboratorio de Citogenética, Instituto Nacional de Pediatría, México City, Mexico
| | | | - Nina Maria Wilpert
- NeuroCure Cluster of Excellence; Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, D-10117 Berlin, Germany
- Department of Neuropediatrics, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, D-13353 Berlin, Germany
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Biomedical Innovation Academy, BIH Charité Junior Clinician Scientist Program, D-10117 Berlin, German
| | - Prasit Phowthongkum
- Excellence Center for Genomics and Precision Medicine, King Chulalongkorn Memorial Hospital, the Thai Red Cross Society, Bangkok, Thailand
- Division of Medical Genetics and Genomics, Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Nergis Güzel
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Tobias B Haack
- Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
| | - Rana Bitar
- Pediatric Gastroenterology Department, Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
- Khalifa University, Abu Dhabi, United Arab Emirates
| | - Andreas Tzschach
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Agusti Rodriguez-Palmero
- Paediatric Neurology Unit, Department of Pediatrics, Hospital Universitari Germans Trias i Pujol, Universitat AutÓnoma de Barcelona, Barcelona, Spain
| | - Theresa Brunet
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | | | | | - Ava Oberlack
- Institute of Human Genetics, Klinikum rechts der Isar, Technical University of Munich, School of Medicine and Health, Munich, Germany
| | - Carole Samango-Sprouse
- Department of Pediatrics, George Washington University, 2121 I St. NW, Washington D.C. 2005
- Department of Human and Molecular Genetics, Florida International University, 11200 SW 8th Street, AHC2 Miami, Florida 22199
- Department of Research, The Focus Foundation, 820 W. Central Ave. #190, Davidsonville, MD 21035
| | - Teresa Sadeghin
- Department of Research, The Focus Foundation, 2772 Rutland Road P.O. Box 190, Davidsonville, MD 21035
| | - Margaret Olaya
- Department of Research, The Focus Foundation, 2772 Rutland Road P.O. Box 190, Davidsonville, MD 21035
| | - Konrad Platzer
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | | | - Franziska Schnabel
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Lara Heuft
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Vera Herrmann
- Institute of Human Genetics, University of Leipzig Medical Center, Leipzig, Germany
| | - Renske Oegema
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Nour Elkhateeb
- Department of Clinical Genetics, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Sheetal Kumar
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Katalin Komlosi
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Khoushoua Mohamed
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Silvia Kalantari
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
| | - Fabio Sirchia
- Department of Molecular Medicine, University of Pavia, Pavia, Italy
- Medical Genetics Unit, IRCCS San Matteo Foundation, Pavia, Italy
| | - Antonio F Martinez-Monseny
- Department of Clinical Genetics, SJD Barcelona Children's Hospital, Esplugues del Llobregat (Barcelona), Spain
| | - Matthias Höller
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Louiza Toutouna
- Institute of Human Genetics, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Amal Mohamed
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Amaia Lasa-Aranzasti
- Medicine Genetics Group, Vall d'Hebron Institut de Recerca (VHIR), Vall d'Hebron Barcelona Hospital Campus, Vall d'Hebron Hospital Universitari, Barcelona, Catalunya, Spain
- Department of Clinical and Molecular Genetics, Vall d'Hebron Barcelona Hospital Campus, Vall d'Hebron Hospital Universitari, Barcelona, Catalunya, Spain
| | - John A Sayer
- Biosciences Institute, Newcastle University, Central Parkway, Newcastle upon Tyne, UK
- Renal Services, The Newcastle Upon Tyne NHS Hospitals Foundation Trust, Freeman Road, Newcastle Upon Tyne, UK
| | - Nadja Ehmke
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Magdalena Danyel
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Henrike Sczakiel
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Sarina Schwartzmann
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Felix Boschann
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Max Zhao
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Ronja Adam
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Lara Einicke
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Denise Horn
- Institute of Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Kee Seang Chew
- Department of Paediatrics, Faculty of Medicine, University Malaya, 59100 Kuala Lumpur, Malaysia
| | - Choy Chen Kam
- Department of Paediatrics, Faculty of Medicine, University Malaya, 59100 Kuala Lumpur, Malaysia
| | - Miray Karakoyun
- Ege University, Faculty of Medicine, Department of Pediatric Gastroenterology Hepatology and Nutrition, Izmir, Turkey
| | - Ben Pode-Shakked
- The Institute of Rare Diseases, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Ramat Gan, Israel
- The faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel
| | - Aviva Eliyahu
- The Danek Gertner Institute of Human Genetics, Sheba Medical Center, Tel-Hashomer, Israel
- Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
- The Mina and Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat Gan, Israel
| | - Rachel Rock
- Metabolic Diseases Clinic, Edmond and Lily Safra Children's Hospital, Sheba Medical Center
- National Newborn Screening Program, Public Health Services, Ministry of Health Tel-Hashomer, Israel
| | - Teresa Carrion
- Rare diseases Unit, Pediatric Department, Hospital Universitari Son Espases, Palma de Mallorca, Spain
| | - Odelia Chorin
- The Institute of Rare Diseases, Edmond and Lily Safra Children's Hospital, Sheba Medical Center, Tel-Hashomer, Israel
| | - Yuri A Zarate
- Department of Pediatrics, Section of Genetics and Metabolism, University of Arkansas for Medical Sciences and Arkansas Children's Hospital, Little Rock, AR, USA
- Division of Genetics and Metabolism, University of Kentucky, Lexington, KY, USA
| | | | - Mert Karakaya
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Moon Ley Tung
- University of Iowa Roy J and Lucille A Carver College of Medicine, Iowa City, IA 52242, USA
- Division of Medical Genetics and Genomics, Stead Family Department of Pediatrics, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USA
| | - Bharatendu Chandra
- University of Iowa Roy J and Lucille A Carver College of Medicine, Iowa City, IA 52242, USA
- Division of Medical Genetics and Genomics, Stead Family Department of Pediatrics, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USA
| | - Arjan Bouman
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Aime Lumaka
- Center for Human Genetics, Faculty of Medicine, University of Kinshasa, Kinshasa, DR Congo
| | - Naveed Wasif
- Institute of Human Genetics, University of Ulm, Ulm, Baden-Württemberg, Germany
- University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Marwan Shinawi
- Division of Genetics and Genomic Medicine, Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
| | - Patrick R Blackburn
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Tianyun Wang
- Department of Medical Genetics, Center for Medical Genetics, Peking University Health Science Center, Beijing 100191, China
- Neuroscience Research Institute, Peking University; Key Laboratory for Neuroscience, Ministry of Education of China & National Health Commission of China, Beijing 100191, China
- Autism Research Center, Peking University Health Science Center, Beijing 100191, China
| | - Tim Niehues
- Department of Pediatrics, Helios Klinik Krefeld, Krefeld 47805, Germany
| | - Axel Schmidt
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Regina Rita Roth
- Institute of Human Genetics, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Germany
| | - Dagmar Wieczorek
- Institute of Human Genetics, Medical Faculty, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Germany
| | - Ping Hu
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | - Rebekah L Waikel
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | | | - Gehad Elmakkawy
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Sylvia Safwat
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Frédéric Ebstein
- Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Elke Krüger
- Insitute for Medical Biochemistry and Molecular Biology, University of Greifswald, Greifswald, Greifswald, Germany
| | - Sébastien Küry
- Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Stéphane Bézieau
- Nantes Université, CHU Nantes, CNRS, INSERM, l'institut du thorax, F-44000 Nantes, France
- Nantes Université, CHU Nantes, Service de Génétique Médicale, F-44000 Nantes, France
| | - Annabelle Arlt
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Eric Olinger
- Center for Human Genetics, Cliniques Universitaires Saint-Luc, Brussels, Belgium
| | - Felix Marbach
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Dong Li
- Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Lucie Dupuis
- Department to Paediatrics, Division of Clinical and Metabolic Genetics, The Hospital of Sick Children, Toronto, Ontario, Canada
| | - Roberto Mendoza-Londono
- Department to Paediatrics, Division of Clinical and Metabolic Genetics, The Hospital of Sick Children, Toronto, Ontario, Canada
| | - Sofia Douzgou Houge
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Denisa Weis
- Institue for Medical Genetics, Kepler University Hospital, Linz, Austria
| | - Brian Hon-Yin Chung
- Hong Kong Genome Institute, Hong Kong, China
- Department of Paediatrics and Adolescent Medicine, The University of Hong Kong, Hong Kong, China
| | - Christopher C Y Mak
- Department of Paediatrics and Adolescent Medicine, The University of Hong Kong, Hong Kong, China
| | - Hülya Kayserili
- Medical Genetics Department, Koç University School of Medicine (KUSoM), 34010, Istanbul, Türkiye
| | - Nursel Elcioglu
- Department of Pediatric Genetics, Marmara University School of Medicine, Istanbul, Türkiye
| | - Ayca Aykut
- Department of Medical Genetics, Ege University Faculty of Medicine, Izmir, Türkiye
| | | | - Nina Bögershausen
- Institut of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
| | - Bernd Wollnik
- Institut of Human Genetics, University Medical Center Göttingen, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), University of Göttingen, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Göttingen, Göttingen, Germany
| | - Heidi Beate Bentzen
- Centre for Medical Ethics, Faculty of Medicine, University of Oslo, Oslo, Norway
- Cancer Registry of Norway, Norwegian Institute of Public Health, Oslo, Norway
| | - Ingo Kurth
- Institute for Human Genetics and Genomic Medicine, Medical Faculty, RWTH Aachen University, Aachen, NRW, Germany
| | - Christian Netzer
- Institute of Human Genetics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, NRW, Germany
| | - Aleksandra Jezela-Stanek
- Department of Genetics and Clinical Immunology, National Institute of Tuberculosis and Lung Diseases, Warsaw, Poland
| | | | - Karen W Gripp
- Division of Medical Genetics, A.I. du Pont Hospital for Children/Nemours, USA, Wilmington, Delaware, USA
| | - Martin Mücke
- Institute for Digitalization and General Medicine, University Hospital RWTH Aachen, Aachen, NRW, Germany
- Centre for Rare Diseases Aachen (ZSEA), University Hospital RWTH Aachen, Aachen, NRW, Germany
| | - Alain Verloes
- Department of Clinical Genetics, Robert-Debré Hospital, Paris, France
| | - Christian P Schaaf
- Institute of Human Genetics, Heidelberg University, Heidelberg, Baden-Württemberg, Germany
| | - Christoffer Nellåker
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK
| | - Benjamin D Solomon
- Medical Genomics Unit, Medical Genetics Branch, National Human Genome Research Institute, Bethesda, USA
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, NRW, Germany
| | - Ebtesam Abdalla
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Alexandria, Egypt
| | - Gholson J Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
| | - Peter M Krawitz
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
| | - Tzung-Chien Hsieh
- Institute for Genomic Statistics and Bioinformatics, University of Bonn, Bonn, NRW, Germany
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10
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Wu D, Yang J, Liu C, Hsieh TC, Marchi E, Blair J, Krawitz P, Weng C, Chung W, Lyon GJ, Krantz ID, Kalish JM, Wang K. GestaltMML: Enhancing Rare Genetic Disease Diagnosis through Multimodal Machine Learning Combining Facial Images and Clinical Texts. ARXIV 2024:arXiv:2312.15320v2. [PMID: 38711434 PMCID: PMC11071539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Individuals with suspected rare genetic disorders often undergo multiple clinical evaluations, imaging studies, laboratory tests and genetic tests, to find a possible answer over a prolonged period of time. Addressing this "diagnostic odyssey" thus has substantial clinical, psychosocial, and economic benefits. Many rare genetic diseases have distinctive facial features, which can be used by artificial intelligence algorithms to facilitate clinical diagnosis, in prioritizing candidate diseases to be further examined by lab tests or genetic assays, or in helping the phenotype-driven reinterpretation of genome/exome sequencing data. Existing methods using frontal facial photos were built on conventional Convolutional Neural Networks (CNNs), rely exclusively on facial images, and cannot capture non-facial phenotypic traits and demographic information essential for guiding accurate diagnoses. Here we introduce GestaltMML, a multimodal machine learning (MML) approach solely based on the Transformer architecture. It integrates facial images, demographic information (age, sex, ethnicity), and clinical notes (optionally, a list of Human Phenotype Ontology terms) to improve prediction accuracy. Furthermore, we also evaluated GestaltMML on a diverse range of datasets, including 528 diseases from the GestaltMatcher Database, several in-house datasets of Beckwith-Wiedemann syndrome (BWS, over-growth syndrome with distinct facial features), Sotos syndrome (overgrowth syndrome with overlapping features with BWS), NAA10-related neurodevelopmental syndrome, Cornelia de Lange syndrome (multiple malformation syndrome), and KBG syndrome (multiple malformation syndrome). Our results suggest that GestaltMML effectively incorporates multiple modalities of data, greatly narrowing candidate genetic diagnoses of rare diseases and may facilitate the reinterpretation of genome/exome sequencing data.
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Affiliation(s)
- Da Wu
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Jingye Yang
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Cong Liu
- Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Tzung-Chien Hsieh
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, NY, USA
| | - Justin Blair
- Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Peter Krawitz
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
| | - Chunhua Weng
- Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Wendy Chung
- Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, NY, USA
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
| | - Ian D. Krantz
- Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Jennifer M. Kalish
- Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Kai Wang
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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11
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Danti FR, Sarmiento IJK, Moloney PB, Colangelo I, Graziola F, Garavaglia B, Zorzi G, Mencacci NE, Lubbe SJ. Childhood-Onset Lower Limb Focal Dystonia Due to a NAA15 Variant: A Case Report. Mov Disord 2024; 39:747-749. [PMID: 38380600 DOI: 10.1002/mds.29732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 01/03/2024] [Accepted: 01/08/2024] [Indexed: 02/22/2024] Open
Affiliation(s)
- Federica Rachele Danti
- Department of Pediatric Neuroscience, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Ignacio Juan Keller Sarmiento
- Ken and Ruth Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Patrick B Moloney
- Department of Clinical and Movement Neurosciences, UCL Institute of Neurology, University College London, London, UK
| | - Isabel Colangelo
- Medical Genetics and Neurogenetics Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Federica Graziola
- Department of Pediatric Neuroscience, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Barbara Garavaglia
- Medical Genetics and Neurogenetics Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Giovanna Zorzi
- Department of Pediatric Neuroscience, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Niccolò E Mencacci
- Ken and Ruth Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
| | - Steven J Lubbe
- Ken and Ruth Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, Illinois, USA
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12
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Chelban V, Aksnes H, Maroofian R, LaMonica LC, Seabra L, Siggervåg A, Devic P, Shamseldin HE, Vandrovcova J, Murphy D, Richard AC, Quenez O, Bonnevalle A, Zanetti MN, Kaiyrzhanov R, Salpietro V, Efthymiou S, Schottlaender LV, Morsy H, Scardamaglia A, Tariq A, Pagnamenta AT, Pennavaria A, Krogstad LS, Bekkelund ÅK, Caiella A, Glomnes N, Brønstad KM, Tury S, Moreno De Luca A, Boland-Auge A, Olaso R, Deleuze JF, Anheim M, Cretin B, Vona B, Alajlan F, Abdulwahab F, Battini JL, İpek R, Bauer P, Zifarelli G, Gungor S, Kurul SH, Lochmuller H, Da'as SI, Fakhro KA, Gómez-Pascual A, Botía JA, Wood NW, Horvath R, Ernst AM, Rothman JE, McEntagart M, Crow YJ, Alkuraya FS, Nicolas G, Arnesen T, Houlden H. Biallelic NAA60 variants with impaired n-terminal acetylation capacity cause autosomal recessive primary familial brain calcifications. Nat Commun 2024; 15:2269. [PMID: 38480682 PMCID: PMC10937998 DOI: 10.1038/s41467-024-46354-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 02/23/2024] [Indexed: 03/17/2024] Open
Abstract
Primary familial brain calcification (PFBC) is characterized by calcium deposition in the brain, causing progressive movement disorders, psychiatric symptoms, and cognitive decline. PFBC is a heterogeneous disorder currently linked to variants in six different genes, but most patients remain genetically undiagnosed. Here, we identify biallelic NAA60 variants in ten individuals from seven families with autosomal recessive PFBC. The NAA60 variants lead to loss-of-function with lack of protein N-terminal (Nt)-acetylation activity. We show that the phosphate importer SLC20A2 is a substrate of NAA60 in vitro. In cells, loss of NAA60 caused reduced surface levels of SLC20A2 and a reduction in extracellular phosphate uptake. This study establishes NAA60 as a causal gene for PFBC, provides a possible biochemical explanation of its disease-causing mechanisms and underscores NAA60-mediated Nt-acetylation of transmembrane proteins as a fundamental process for healthy neurobiological functioning.
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Affiliation(s)
- Viorica Chelban
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK.
- Neurobiology and Medical Genetics Laboratory, "Nicolae Testemitanu" State University of Medicine and Pharmacy, 165, Stefan cel Mare si Sfant Boulevard, MD, 2004, Chisinau, Republic of Moldova.
| | - Henriette Aksnes
- Department of Biomedicine, University of Bergen, Bergen, Norway.
| | - Reza Maroofian
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Lauren C LaMonica
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, USA
| | - Luis Seabra
- Université Paris Cité, Imagine Institute, Laboratory of Neurogenetics and Neuroinflammation, INSERM UMR 1163, Paris, France
| | | | - Perrine Devic
- Hospices Civils de Lyon, Groupement Hospitalier Sud, Service d'Explorations Fonctionnelles Neurologiques, Lyon, France
| | - Hanan E Shamseldin
- Department of Translational Genomics, Center for Genomic Medicine, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Jana Vandrovcova
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - David Murphy
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Anne-Claire Richard
- Univ Rouen Normandie, Inserm U1245, CHU Rouen, Department of Genetics and CNRMAJ, F-76000, Rouen, France
| | - Olivier Quenez
- Univ Rouen Normandie, Inserm U1245, CHU Rouen, Department of Genetics and CNRMAJ, F-76000, Rouen, France
| | - Antoine Bonnevalle
- Univ Rouen Normandie, Inserm U1245, CHU Rouen, Department of Genetics and CNRMAJ, F-76000, Rouen, France
| | - M Natalia Zanetti
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Rauan Kaiyrzhanov
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- South Kazakhstan Medical Academy Shymkent, Shymkent, 160019, Kazakhstan
| | - Vincenzo Salpietro
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Stephanie Efthymiou
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Lucia V Schottlaender
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- Instituto de Investigaciones en Medicina Traslacional (IIMT), CONICET-Universidad Austral, Av. Juan Domingo Perón 1500, B1629AHJ, Pilar, Argentina
- Instituto de medicina genómica (IMeG), Hospital Universitario Austral, Universidad Austral, Av. Juan Domingo Perón 1500, B1629AHJ, Pilar, Argentina
| | - Heba Morsy
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- Department of Human Genetics, Medical Research Institute, Alexandria University, Alexandria, Egypt
| | - Annarita Scardamaglia
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Ambreen Tariq
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Alistair T Pagnamenta
- Oxford NIHR Biomedical Research Centre, Wellcome Centre for Human Genetics, Oxford, United Kingdom
| | - Ajia Pennavaria
- Department of Biomedicine, University of Bergen, Bergen, Norway
| | - Liv S Krogstad
- Department of Biomedicine, University of Bergen, Bergen, Norway
| | - Åse K Bekkelund
- Department of Biomedicine, University of Bergen, Bergen, Norway
| | - Alessia Caiella
- Department of Biomedicine, University of Bergen, Bergen, Norway
| | - Nina Glomnes
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Department of Clinical Science, University of Bergen, 5020, Bergen, Norway
| | | | - Sandrine Tury
- Institut de Recherche en Infectiologie de Montpellier, Université de Montpellier, CNRS, Montpellier, France
| | - Andrés Moreno De Luca
- Department of Radiology, Autism & Developmental Medicine Institute, Geisinger, Lewisburg, PA, USA
- Department of Radiology, Neuroradiology Section, Kingston Health Sciences Centre, Queen's University Faculty of Health Sciences, Kingston, Ontario, Canada
| | - Anne Boland-Auge
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
| | - Robert Olaso
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
| | - Jean-François Deleuze
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
| | - Mathieu Anheim
- Neurology Department, Strasbourg University Hospital, Strasbourg, France
- Strasbourg Federation of Translational Medicine (FMTS), Strasbourg University, Strasbourg, France
- INSERM-U964; CNRS-UMR7104, University of Strasbourg, Illkirch-Graffenstaden, France
| | - Benjamin Cretin
- Neurology Department, Strasbourg University Hospital, Strasbourg, France
- Strasbourg Federation of Translational Medicine (FMTS), Strasbourg University, Strasbourg, France
- INSERM-U964; CNRS-UMR7104, University of Strasbourg, Illkirch-Graffenstaden, France
| | - Barbara Vona
- Institute of Human Genetics, University Medical Center Göttingen, 37073, Göttingen, Germany
- Institute for Auditory Neuroscience and InnerEarLab, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Fahad Alajlan
- Department of Neuroscience Center, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Firdous Abdulwahab
- Department of Translational Genomics, Center for Genomic Medicine, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Jean-Luc Battini
- Institut de Recherche en Infectiologie de Montpellier, Université de Montpellier, CNRS, Montpellier, France
| | - Rojan İpek
- Paediatric Neurology, Faculty of Medicine, Dicle University, Diyarbakır, Turkey
| | - Peter Bauer
- Centogene GmbH, Am Strande 7, 18055, Rostock, Germany
| | | | - Serdal Gungor
- Inonu University, Faculty of Medicine, Turgut Ozal Research Center, Department of Pediatrics, Division of Pediatric Neurology, Malatya, Turkey
| | - Semra Hiz Kurul
- Dokuz Eylul University, School of Medicine, Department of Paediatric Neurology, Izmir, Turkey
| | - Hanns Lochmuller
- Children's Hospital of Eastern Ontario Research Institute and Division of Neurology, Department of Medicine, The Ottawa Hospital, Ottawa, Canada
- Brain and Mind Research Institute, University of Ottawa, Ottawa, Canada
- Department of Neuropediatrics and Muscle Disorders, Medical Center-University of Freiburg, Faculty of Medicine, Freiburg, Germany
| | - Sahar I Da'as
- Department of Human Genetics, Sidra Medicine, Doha, Qatar
- College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar
| | - Khalid A Fakhro
- Department of Human Genetics, Sidra Medicine, Doha, Qatar
- College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar
- Weill Cornell Medical College, Doha, Qatar
| | - Alicia Gómez-Pascual
- Department of Information and Communications Engineering, University of Murcia, Campus Espinardo, 30100, Murcia, Spain
| | - Juan A Botía
- Department of Information and Communications Engineering, University of Murcia, Campus Espinardo, 30100, Murcia, Spain
| | - Nicholas W Wood
- Department of Clinical and Movement Neurosciences, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
- Neurogenetics Laboratory, The National Hospital for Neurology and Neurosurgery, London, WC1N 3BG, UK
| | - Rita Horvath
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Andreas M Ernst
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, USA
- School of Biological Sciences, Department of Cell and Developmental Biology, University of California San Diego, La Jolla, CA, USA
| | - James E Rothman
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, USA
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK
| | - Meriel McEntagart
- Medical Genetics Department, St George's University Hospitals, London, SWI7 0RE, UK
| | - Yanick J Crow
- Université Paris Cité, Imagine Institute, Laboratory of Neurogenetics and Neuroinflammation, INSERM UMR 1163, Paris, France
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Fowzan S Alkuraya
- Department of Translational Genomics, Center for Genomic Medicine, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
- Department of Anatomy and Cell Biology, College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Gaël Nicolas
- Univ Rouen Normandie, Inserm U1245, CHU Rouen, Department of Genetics and CNRMAJ, F-76000, Rouen, France
| | - Thomas Arnesen
- Department of Biomedicine, University of Bergen, Bergen, Norway.
- Department of Surgery, Haukeland University Hospital, Bergen, Norway.
| | - Henry Houlden
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, London, WC1N 3BG, UK.
- Neurogenetics Laboratory, The National Hospital for Neurology and Neurosurgery, London, WC1N 3BG, UK.
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13
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Makwana R, Christ C, Marchi E, Harpell R, Lyon GJ. Longitudinal Adaptive Behavioral Outcomes in Ogden Syndrome by Seizure Status and Therapeutic Intervention. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.23.24303144. [PMID: 38585745 PMCID: PMC10996826 DOI: 10.1101/2024.02.23.24303144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Ogden syndrome, also known as NAA10-related neurodevelopmental syndrome, is a rare genetic condition associated with pathogenic variants in the NAA10 N-terminal acetylation family of proteins. The condition was initially described in 2011, and is characterized by a range of neurologic symptoms, including intellectual disability and seizures, as well as developmental delays, psychiatric symptoms, congenital heart abnormalities, hypotonia and others. Previously published articles have described the etiology and phenotype of Ogden syndrome, mostly with retrospective analyses; herein, we report prospective data concerning its progress over time. Additionally, we describe the nature of seizures in this condition in greater detail, as well as investigate how already-available non-pharmaceutical therapies impact individuals with NAA10-related neurodevelopmental syndrome. Using Vineland-3 scores, we show decline in cognitive function over time in individuals with Ogden syndrome. Sub-domain analysis found the decline to be present across all modalities. Additional investigation between seizure and non-seizure groups showed no significant difference in adaptive behavior outcomes. Therapy investigation showed speech therapy to be the most commonly used therapy by individuals with NAA10-related neurodevelopmental syndrome, followed by occupational and physical therapy. with more severely affected individuals receiving more types of therapy than their less-severe counterparts. Early intervention analysis was only significantly effective for speech therapy, with analyses of all other therapies being non-significant. Our study portrays the decline in cognitive function over time of individuals within our cohort, independent of seizure status and therapies being received, and highlights the urgent need for the development of effective treatments for Ogden syndrome.
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Affiliation(s)
- Rikhil Makwana
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Carolina Christ
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Randie Harpell
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
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14
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Patel R, Park AY, Marchi E, Gropman AL, Whitehead MT, Lyon GJ. Ophthalmic Manifestations of NAA10-Related and NAA15-Related Neurodevelopmental Syndrome: Analysis of Cortical Visual Impairment and Refractive Errors. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.01.24302161. [PMID: 38352572 PMCID: PMC10862986 DOI: 10.1101/2024.02.01.24302161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/19/2024]
Abstract
NAA10-related and NAA15-related neurodevelopmental syndrome, otherwise known as Ogden Syndrome, is known to present with varying degrees of intellectual disability, hypotonia, congenital cardiac abnormalities, seizures, and delayed speech and motor development. However, the ophthalmic manifestations of NAA10 and NAA15 mutations are not yet fully characterized or understood. This study analyzed the prevalence of six ophthalmic conditions (cortical visual impairment, myopia, hyperopia, strabismus, nystagmus, and astigmatism) in 67 patients with pathogenic mutations in the NAA10 cohort (54 inherited, 10 de novo; 65 missense, 2 frameshift) and 19 patients with pathogenic mutations in the NAA15 cohort (18 de novo; 8 frameshift, 4 missense, 4 nonsense, and 1 splice site). Patients were interviewed virtually or in-person to collect a comprehensive medical history verified by medical records. These records were then analyzed to calculate the prevalence of these ophthalmic manifestations in each cohort. Analysis revealed a higher prevalence of ophthalmic conditions in our NAA10 cohort compared to existing literature (myopia 25.4% vs. 4.7%; astigmatism 37.3% vs. 13.2%; strabismus 28.4% vs. 3.8%; CVI 22.4% vs. 8.5%, respectively). No statistically significant differences were identified between the NAA10 and NAA15 mutations. Our study includes novel neuroimaging of 13 NAA10 and 5 NAA15 probands, which provides no clear correlation between globe size and severity of comorbid ophthalmic disease. Finally, anecdotal evidence was compiled to underscore the importance of early ophthalmologic evaluations and therapeutic interventions.
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Affiliation(s)
- Rahi Patel
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Agnes Y. Park
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Elaine Marchi
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
| | - Andrea L. Gropman
- Division of Neurogenetics and Developmental Pediatrics, Children’s National Health System, Washington, DC, USA
- Department of Neurology, George Washington University, Washington, DC, US
| | - Matthew T. Whitehead
- Division of Neuroradiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Radiology Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gholson J. Lyon
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- George A. Jervis Clinic, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, New York, United States of America
- Biology PhD Program, The Graduate Center, The City University of New York, New York, United States of America
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15
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Varland S, Brønstad KM, Skinner SJ, Arnesen T. A nonsense variant in the N-terminal acetyltransferase NAA30 may be associated with global developmental delay and tracheal cleft. Am J Med Genet A 2023; 191:2402-2410. [PMID: 37387332 DOI: 10.1002/ajmg.a.63338] [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: 04/02/2023] [Revised: 06/03/2023] [Accepted: 06/13/2023] [Indexed: 07/01/2023]
Abstract
Most human proteins are N-terminally acetylated by N-terminal acetyltransferases (NATs), which play crucial roles in many cellular functions. The NatC complex, comprising the catalytic subunit NAA30 and the auxiliary subunits NAA35 and NAA38, is estimated to acetylate up to 20% of the human proteome in a co-translational manner. Several NAT enzymes have been linked to rare genetic diseases, causing developmental delay, intellectual disability, and heart disease. Here, we report a de novo heterozygous NAA30 nonsense variant c.244C>T (p.Q82*) (NM_001011713.2), which was identified by whole exome sequencing in a 5-year-old boy presenting with global development delay, autism spectrum disorder, hypotonia, tracheal cleft, and recurrent respiratory infections. Biochemical studies were performed to assess the functional impact of the premature stop codon on NAA30's catalytic activity. We find that NAA30-Q82* completely disrupts the N-terminal acetyltransferase activity toward a classical NatC substrate using an in vitro acetylation assay. This finding corresponds with structural modeling showing that the truncated NAA30 variant lacks the entire GNAT domain, which is required for catalytic activity. This study suggests that defective NatC-mediated N-terminal acetylation can cause disease, thus expanding the spectrum of NAT variants linked to genetic disease.
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Affiliation(s)
- Sylvia Varland
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Department of Surgery, Haukeland University Hospital, Bergen, Norway
| | | | - Stephanie J Skinner
- Department of Pediatrics, College of Medicine, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Thomas Arnesen
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Department of Surgery, Haukeland University Hospital, Bergen, Norway
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16
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Hsieh TC, Krawitz PM. Computational facial analysis for rare Mendelian disorders. AMERICAN JOURNAL OF MEDICAL GENETICS. PART C, SEMINARS IN MEDICAL GENETICS 2023; 193:e32061. [PMID: 37584245 DOI: 10.1002/ajmg.c.32061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 07/17/2023] [Accepted: 07/28/2023] [Indexed: 08/17/2023]
Abstract
With the advances in computer vision, computational facial analysis has become a powerful and effective tool for diagnosing rare disorders. This technology, also called next-generation phenotyping (NGP), has progressed significantly over the last decade. This review paper will introduce three key NGP approaches. In 2014, Ferry et al. first presented Clinical Face Phenotype Space (CFPS) trained on eight syndromes. After 5 years, Gurovich et al. proposed DeepGestalt, a deep convolutional neural network trained on more than 21,000 patient images with 216 disorders. It was considered a state-of-the-art disorder classification framework. In 2022, Hsieh et al. developed GestaltMatcher to support the ultra-rare and novel disorders not supported in DeepGestalt. It further enabled the analysis of facial similarity presented in a given cohort or multiple disorders. Moreover, this article will present the usage of NGP for variant prioritization and facial gestalt delineation. Although NGP approaches have proven their capability in assisting the diagnosis of many disorders, many limitations remain. This article will introduce two future directions to address two main limitations: enabling the global collaboration for a medical imaging database that fulfills the FAIR principles and synthesizing patient images to protect patient privacy. In the end, with more and more NGP approaches emerging, we envision that the NGP technology can assist clinicians and researchers in diagnosing patients and analyzing disorders in multiple directions in the near future.
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Affiliation(s)
- Tzung-Chien Hsieh
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
| | - Peter M Krawitz
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany
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17
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Abstract
Most proteins receive an acetyl group at the N terminus while in their nascency as the result of modification by co-translationally acting N-terminal acetyltransferases (NATs). The N-terminal acetyl group can influence several aspects of protein functionality. From studies of NAT-lacking cells, it is evident that several cellular processes are affected by this modification. More recently, an increasing number of genetic cases have demonstrated that N-terminal acetylation has crucial roles in human physiology and pathology. In this Cell Science at a Glance and the accompanying poster, we provide an overview of the human NAT enzymes and their properties, substrate coverage, cellular roles and connections to human disease.
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Affiliation(s)
- Henriette Aksnes
- Department of Biomedicine, University of Bergen, 5009 Bergen, Norway
| | - Nina McTiernan
- Department of Biomedicine, University of Bergen, 5009 Bergen, Norway
| | - Thomas Arnesen
- Department of Biomedicine, University of Bergen, 5009 Bergen, Norway
- Department of Biological Sciences, University of Bergen, 5009 Bergen, Norway
- Department of Surgery, Haukeland University Hospital, 5009 Bergen, Norway
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18
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McNeill A. Unusual genomic variants require unusual analyses. Eur J Hum Genet 2023; 31:721-722. [PMID: 37414865 PMCID: PMC10325981 DOI: 10.1038/s41431-023-01405-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023] Open
Affiliation(s)
- Alisdair McNeill
- Department of Neuroscience, The University of Sheffield, Sheffield, UK.
- Sheffield Clinical Genetics Service, Sheffield Children's Hospital NHS Foundation Trust, Sheffield, UK.
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19
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Wei K, Zou C. Clinical manifestations in a Chinese girl with heterozygous de novo NAA10 variant c. 247C > T, p. (Arg83Cys): a case report. Front Pediatr 2023; 11:1198906. [PMID: 37441566 PMCID: PMC10333532 DOI: 10.3389/fped.2023.1198906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 06/13/2023] [Indexed: 07/15/2023] Open
Abstract
The NAA10 gene encodes the catalytic subunit of the N-terminal acetyltransferase protein complex A (NatA), which is supposed to acetylate approximately 40% of the human proteins. After the advent of next-generation sequencing, more variants in the NAA10 gene and Ogden syndrome (OMIM# 300855) have been reported. Individuals with NAA10-related syndrome have a wide spectrum of clinical manifestations and the genotype-phenotype correlation is still far from being confirmed. Here, we report a three years old Chinese girl carrying a heterozygous de novo NAA10 [NM_003491: c. 247C > T, p. (Arg83Cys)] variant (dbSNP# rs387906701) (ClinVar# 208664) (OMIM# 300013.0010). The proband not only has some mild and common clinical manifestations, including dysmorphic features, developmental delay, obstructive hypertrophic cardiomyopathy, and arrhythmia, but also shows some rare clinical features such as exophthalmos, blue sclera, cutaneous capillary malformations, and adenoid hypertrophy. Our attempt is to expand the clinical phenotype associated with NAA10-related syndrome and explore genotype-phenotype correlation with such syndrome.
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