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Melo M, Ribeiro M, Silva PF, Valente S, Alves F, Venâncio M, Sequeiros J, Freixo JP, Antunes D, Oliveira J. Medically Actionable Secondary Findings from Whole-Exome Sequencing (WES) Data in a Sample of 3972 Individuals. Int J Mol Sci 2025; 26:3509. [PMID: 40332002 PMCID: PMC12027037 DOI: 10.3390/ijms26083509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2025] [Revised: 04/01/2025] [Accepted: 04/03/2025] [Indexed: 05/08/2025] Open
Abstract
The application of whole-exome sequencing (WES) for diagnostic purposes has the potential to unravel secondary findings unrelated with the primary reason of testing. Some of those might be of high clinical utility and comprise disease-causing variants in genes, related to life-threatening and clinically actionable diseases. Clarifying the allelic frequencies of such variants in specific populations is a crucial step for the large-scale deployment of genomic medicine. We analysed medically relevant variants in the 81 genes from the American College of Medical Genetics and Genomics (ACMG) v3.2 list of actionable loci, using WES data from a diagnostic laboratory cohort of 3972 persons, tentatively resampled to represent the Portuguese population geographic distribution. We identified medically actionable variants in 6.2% of our cohort, distributed across several disease domains: cardiovascular disorders (3.0%), cancer predisposition (2.0%), miscellaneous disorders (1.1%), and metabolic disorders (0.1%). Additionally, we estimated a frequency of heterozygotes for recessive disease alleles of 11.1%. Overall, our results suggest that medically actionable findings can be identified in approximately 6.2% of persons from our population. This is the first study estimating medically actionable findings in Portugal. These results provide valuable insight for patients, healthcare providers, and policymakers involved in advancing genomic medicine at the national and international level.
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Affiliation(s)
- Mafalda Melo
- Medical Genetics Unit, Hospital Dona Estefânia, Unidade Local de Saúde de Sao José, 1169-045 Lisbon, Portugal (D.A.)
| | - Mariana Ribeiro
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
| | - Paulo Filipe Silva
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
| | - Susana Valente
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
| | - Filipe Alves
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
| | - Margarida Venâncio
- Medical Genetics Unit, Hospital Dona Estefânia, Unidade Local de Saúde de Sao José, 1169-045 Lisbon, Portugal (D.A.)
| | - Jorge Sequeiros
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
- ICBAS School of Medicine and Biomedical Sciences, University of Porto, 4050-313 Porto, Portugal
- Unit for Multidisciplinary Research in Biomedicine (UMIB), ICBAS/ITR-Laboratory for Integrative and Translational Research in Population Health, University of Porto, 4050-313 Porto, Portugal
| | - João Parente Freixo
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
| | - Diana Antunes
- Medical Genetics Unit, Hospital Dona Estefânia, Unidade Local de Saúde de Sao José, 1169-045 Lisbon, Portugal (D.A.)
- NOVA National School of Public Health (ENSP), NOVA University Lisbon, 1600-560 Lisbon, Portugal
| | - Jorge Oliveira
- Centre for Predictive and Preventive Genetics, Institute for Molecular and Cell Biology (CGPP-IBMC), 4200-135 Porto, Portugal; (M.R.); (P.F.S.); (S.V.)
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, 4200-135 Porto, Portugal
- ICBAS School of Medicine and Biomedical Sciences, University of Porto, 4050-313 Porto, Portugal
- Unit for Multidisciplinary Research in Biomedicine (UMIB), ICBAS/ITR-Laboratory for Integrative and Translational Research in Population Health, University of Porto, 4050-313 Porto, Portugal
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van den Bersselaar LR, van Alfen N, Kruijt N, Kamsteeg EJ, Fernandez-Garcia MA, Treves S, Riazi S, Yang CY, Malagon I, van Eijk LT, van Engelen BGM, Scheffer GJ, Jungbluth H, Snoeck MMJ, Voermans NC. Muscle Ultrasound Abnormalities in Individuals with RYR1-Related Malignant Hyperthermia Susceptibility. J Neuromuscul Dis 2023:JND230018. [PMID: 37154182 DOI: 10.3233/jnd-230018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
BACKGROUND Variants in RYR1, the gene encoding the ryanodine receptor-1, can give rise to a wide spectrum of neuromuscular conditions. Muscle imaging abnormalities have been demonstrated in isolated cases of patients with a history of RYR1-related malignant hyperthermia (MH) susceptibility. OBJECTIVE To provide insights into the type and prevalence of muscle ultrasound abnormalities and muscle hypertrophy in patients carrying gain-of-function RYR1 variants associated with MH susceptibility and to contribute to delineating the wider phenotype, optimizing the diagnostic work-up and care for of MH susceptible patients. METHODS We performed a prospective cross-sectional observational muscle ultrasound study in patients with a history of RYR1-related MH susceptibility (n = 40). Study procedures included a standardized history of neuromuscular symptoms and a muscle ultrasound assessment. Muscle ultrasound images were analyzed using a quantitative and qualitative approach and compared to reference values and subsequently subjected to a screening protocol for neuromuscular disorders. RESULTS A total of 15 (38%) patients had an abnormal muscle ultrasound result, 4 (10%) had a borderline muscle ultrasound screening result, and 21 (53%) had a normal muscle ultrasound screening result. The proportion of symptomatic patients with an abnormal result (11 of 24; 46%) was not significantly higher compared to the proportion of asymptomatic patients with an abnormal ultrasound result (4 of 16; 25%) (P = 0.182). The mean z-scores of the biceps brachii (z = 1.45; P < 0.001), biceps femoris (z = 0.43; P = 0.002), deltoid (z = 0.31; P = 0.009), trapezius (z = 0.38; P = 0.010) and the sum of all muscles (z = 0.40; P < 0.001) were significantly higher compared to 0, indicating hypertrophy. CONCLUSIONS Patients with RYR1 variants resulting in MH susceptibility often have muscle ultrasound abnormalities. Frequently observed muscle ultrasound abnormalities include muscle hypertrophy and increased echogenicity.
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Affiliation(s)
- Luuk R van den Bersselaar
- Department of Anesthesiology, Malignant Hyperthermia Investigation Unit, Canisius Wilhelmina Hospital, Nijmegen, The Netherlands
- Department of Neurology, Clinical Neuromuscular Imaging Group, Donders Institutefor Brain, Cognition and Behaviour, Radboud University MedicalCenter, Nijmegen, The Netherlands
| | - Nens van Alfen
- Department of Neurology, Clinical Neuromuscular Imaging Group, Donders Institutefor Brain, Cognition and Behaviour, Radboud University MedicalCenter, Nijmegen, The Netherlands
| | - Nick Kruijt
- Department of Neurology, Clinical Neuromuscular Imaging Group, Donders Institutefor Brain, Cognition and Behaviour, Radboud University MedicalCenter, Nijmegen, The Netherlands
- Department of Primary and Community Care, Radboudumc, Nijmegen, The Netherlands
| | - Erik-Jan Kamsteeg
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Miguel A Fernandez-Garcia
- Department of Paediatric Neurology, Neuromuscular Service, Evelina Children's Hospital, Guy's and St Thomas' Hospital NHS Foundation Trust, London, UK
| | - Susan Treves
- Departments of Biomedicine and Neurology, Neuromuscular research Group, University Hospital Basel, Basel, Switzerland
| | - Sheila Riazi
- Department of Anesthesia, Malignant Hyperthermia Investigation Unit, University Health Network, University of Toronto, Toronto, Canada
| | - Chu-Ya Yang
- Department of Anesthesiology, Malignant Hyperthermia Investigation Unit, Canisius Wilhelmina Hospital, Nijmegen, The Netherlands
| | - Ignacio Malagon
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Lucas T van Eijk
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Baziel G M van Engelen
- Department of Neurology, Clinical Neuromuscular Imaging Group, Donders Institutefor Brain, Cognition and Behaviour, Radboud University MedicalCenter, Nijmegen, The Netherlands
| | - Gert-Jan Scheffer
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Heinz Jungbluth
- Department of Paediatric Neurology, Neuromuscular Service, Evelina Children's Hospital, Guy's and St Thomas' Hospital NHS Foundation Trust, London, UK
- Randall Division for Cell and Molecular Biophysics, Muscle Signalling Section, Faculty of Life Sciences and Medicine, King's College, London, UK
| | - Marc M J Snoeck
- Department of Anesthesiology, Malignant Hyperthermia Investigation Unit, Canisius Wilhelmina Hospital, Nijmegen, The Netherlands
| | - Nicol C Voermans
- Department of Neurology, Clinical Neuromuscular Imaging Group, Donders Institutefor Brain, Cognition and Behaviour, Radboud University MedicalCenter, Nijmegen, The Netherlands
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van den Bersselaar LR, Jungbluth H, Kruijt N, Kamsteeg EJ, Fernandez-Garcia MA, Treves S, Riazi S, Malagon I, van Eijk LT, van Alfen N, van Engelen BGM, Scheffer GJ, Snoeck MMJ, Voermans NC. Neuromuscular symptoms in patients with RYR1-related malignant hyperthermia and rhabdomyolysis. Brain Commun 2022; 4:fcac292. [PMID: 36751502 PMCID: PMC9897183 DOI: 10.1093/braincomms/fcac292] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 07/21/2022] [Accepted: 11/04/2022] [Indexed: 11/12/2022] Open
Abstract
Malignant hyperthermia and exertional rhabdomyolysis have conventionally been considered episodic phenotypes that occur in otherwise healthy individuals in response to an external trigger. However, recent studies have demonstrated a clinical and histopathological continuum between patients with a history of malignant hyperthermia susceptibility and/or exertional rhabdomyolysis and RYR1-related congenital myopathies. We hypothesize that patients with a history of RYR1-related exertional rhabdomyolysis or malignant hyperthermia susceptibility do have permanent neuromuscular symptoms between malignant hyperthermia or exertional rhabdomyolysis episodes. We performed a prospective cross-sectional observational clinical study of neuromuscular features in patients with a history of RYR1-related exertional rhabdomyolysis and/or malignant hyperthermia susceptibility (n = 40) compared with healthy controls (n = 80). Patients with an RYR1-related congenital myopathy, manifesting as muscle weakness preceding other symptoms as well as other (neuromuscular) diseases resulting in muscle weakness were excluded. Study procedures included a standardized history of neuromuscular symptoms, a review of all relevant ancillary diagnostic tests performed up to the point of inclusion and a comprehensive, standardized neuromuscular assessment. Results of the standardized neuromuscular history were compared with healthy controls. Results of the neuromuscular assessment were compared with validated reference values. The proportion of patients suffering from cramps (P < 0.001), myalgia (P < 0.001) and exertional myalgia (P < 0.001) was higher compared with healthy controls. Healthcare professionals were consulted because of apparent neuromuscular symptoms by 17/40 (42.5%) patients and 7/80 (8.8%) healthy controls (P < 0.001). Apart from elevated creatine kinase levels in 19/40 (47.5%) patients and mild abnormalities on muscle biopsies identified in 13/16 (81.3%), ancillary investigations were normal in most patients. The Medical Research Council sum score, spirometry and results of functional measurements were also mostly normal. Three of 40 patients (7.5%) suffered from late-onset muscle weakness, most prominent in the proximal lower extremity muscles. Patients with RYR1 variants resulting in malignant hyperthermia susceptibility and/or exertional rhabdomyolysis frequently report additional neuromuscular symptoms such as myalgia and muscle cramps compared with healthy controls. These symptoms result in frequent consultation of healthcare professionals and sometimes in unnecessary invasive diagnostic procedures. Most patients do have normal strength at a younger age but may develop muscle weakness later in life.
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Affiliation(s)
- Luuk R van den Bersselaar
- Correspondence to: Luuk R van den Bersselaar Weg door Jonkerbos 100, 6532 SZ Nijmegen, The Netherlands E-mail:
| | - Heinz Jungbluth
- Department of Paediatric Neurology, Neuromuscular Service, Evelina Children's Hospital, Guy’s and St Thomas’ Hospital NHS Foundation Trust, SE1 7EH London, UK,Randall Centre of Cell and Molecular Biophysics, Muscle Signaling Section, Faculty of Life Sciences and Medicine (FoLSM), King's College, WC2R 2LS London, UK
| | - Nick Kruijt
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Erik-Jan Kamsteeg
- Department of Human Genetics, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Miguel A Fernandez-Garcia
- Department of Paediatric Neurology, Neuromuscular Service, Evelina Children's Hospital, Guy’s and St Thomas’ Hospital NHS Foundation Trust, SE1 7EH London, UK
| | - Susan Treves
- Departments of Biomedicine and Neurology, Neuromuscular research Group, University Hospital Basel, 4031 Basel, Switzerland
| | - Sheila Riazi
- Department of Anesthesia, Malignant Hyperthermia Investigation Unit, University Health Network, University of Toronto, M5s 1a4 Toronto, Ontario, Canada
| | - Ignacio Malagon
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Lucas T van Eijk
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Nens van Alfen
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Baziel G M van Engelen
- Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
| | - Gert-Jan Scheffer
- Department of Anesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, 6525 GA, Nijmegen, The Netherlands
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Abstract
Genetic diseases disrupt the functionality of an infant's genome during fetal-neonatal adaptation and represent a leading cause of neonatal and infant mortality in the United States. Due to disease acuity, gene locus and allelic heterogeneity, and overlapping and diverse clinical phenotypes, diagnostic genome sequencing in neonatal intensive care units has required the development of methods to shorten turnaround times and improve genomic interpretation. From 2012 to 2021, 31 clinical studies documented the diagnostic and clinical utility of first-tier rapid or ultrarapid whole-genome sequencing through cost-effective identification of pathogenic genomic variants that change medical management, suggest new therapeutic strategies, and refine prognoses. Genomic diagnosis also permits prediction of reproductive recurrence risk for parents and surviving probands. Using implementation science and quality improvement, deployment of a genomic learning healthcare system will contribute to a reduction of neonatal and infant mortality through the integration of genome sequencing into best-practice neonatal intensive care.
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Affiliation(s)
- Stephen F Kingsmore
- Rady Children's Institute for Genomic Medicine, Rady Children's Hospital, San Diego, California, USA;
| | - F Sessions Cole
- Division of Newborn Medicine, Edward Mallinckrodt Department of Pediatrics, Washington University School of Medicine in St. Louis, St. Louis, Missouri, USA;
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McNeill A. Genomics elucidates both common and rare disease aetiology. Eur J Hum Genet 2021; 29:1725-1726. [PMID: 34848842 DOI: 10.1038/s41431-021-01001-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Alisdair McNeill
- Department of Neuroscience, The University of Sheffield, Sheffield, UK. .,Sheffield Clinical Genetics Department, Sheffield Children's Hospital NHS Foundation Trust, Sheffield, UK.
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