151
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Janvier A, Barrington K, Lantos J. Next generation sequencing in neonatology: what does it mean for the next generation? Hum Genet 2022; 141:1027-1034. [PMID: 35348890 DOI: 10.1007/s00439-022-02438-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 11/03/2021] [Indexed: 11/04/2022]
Abstract
Rapid whole genome sequencing (WGS) and whole exome sequencing (WES), sometimes referred to as "next generation sequencing" (NGS) are now recommended by some experts as a first-line diagnostic test to diagnose infants with suspected monogenic conditions. Estimates of how often NGS leads to diagnoses or changes in management vary widely depending on the population being studied and the indications for testing. Finding a genetic variant that is classified as pathogenic may not necessarily equate with being able to predict the resultant phenotype or to give a reliable prognosis. Molecular diagnoses do not usually lead to changes in clinical management but they often end a family's diagnostic Odyssey and allow informed decisions about future reproductive choices. The likelihood that NGS will be beneficial for patients and families in the NICU remains uncertain. The goal of this paper is to highlight the implications of these ambiguities in interpreting the results of NGS. To do that, we will first review the types of cases that are admitted to NICUs and show why, at least in theory, NGS is unlikely to be useful for most NICU patients and families and may even be harmful for some, although it can help families in some cases. We then present a number of real cases in which NGS results were obtained and show that they often lead to unforeseen and unpredictable consequences. Finally, we will suggest ways to communicate with families about NGS testing and results in order to help them understand the meaning of NGS results and the uncertainty that surrounds them.
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Affiliation(s)
- Annie Janvier
- Department of Pediatrics, Université de Montréal, Montréal, Canada.,Division of Neonatology, CHU Sainte-Justine Research Center, CHU Sainte-Justine, Montréal, Canada.,Bureau de L'éthique Clinique, Université de Montréal, Montréal, Canada.,Unité d'éthique Clinique, Unité de Soins Palliatifs, Bureau du Partenariat Patients-Familles-Soignants, centre d'excellence en Éthique Clinique, CHU Sainte-Justine, Montréal, Canada
| | - Keith Barrington
- Department of Pediatrics, Université de Montréal, Montréal, Canada.,Division of Neonatology, CHU Sainte-Justine Research Center, CHU Sainte-Justine, Montréal, Canada
| | - John Lantos
- University of Missouri-Kansas City, Kansas City, USA.
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152
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P. Fishler K, Euteneuer JC, Brunelli L. Ethical Considerations for Equitable Access to Genomic Sequencing for Critically Ill Neonates in the United States. Int J Neonatal Screen 2022; 8:ijns8010022. [PMID: 35323201 PMCID: PMC8950005 DOI: 10.3390/ijns8010022] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 03/12/2022] [Accepted: 03/14/2022] [Indexed: 11/16/2022] Open
Abstract
Rare diseases impact all socio-economic, geographic, and racial groups indiscriminately. Newborn screening (NBS) is an exemplary international public health initiative that identifies infants with rare conditions early in life to reduce morbidity and mortality. NBS theoretically promotes equity through universal access, regardless of financial ability. There is however heterogeneity in access to newborn screening and conditions that are screened throughout the world. In the United States and some other developed countries, NBS is provided to all babies, subsidized by the local or federal government. Although NBS is an equitable test, infants admitted to neonatal intensive care units (NICUs) may not receive similar benefits to healthier infants. Newborns in the NICU may receive delayed and/or multiple newborn screens due to known limitations in interpreting the results with prematurity, total parenteral nutrition, blood transfusions, infection, and life support. Thus, genomic technologies might be needed in addition to NBS for equitable care of this vulnerable population. Whole exome (WES) and genome sequencing (WGS) have been recently studied in critically ill newborns across the world and have shown promising results in shortening diagnostic odysseys and providing clinical utility. However, in certain circumstances several barriers might limit access to these tests. Here, we discuss some of the existing barriers to genomic sequencing in NICUs in the United States, explore the ethical implications related to low access, consider ways to increase access to genomic testing, and offer some suggestions for future research in these areas.
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Affiliation(s)
- Kristen P. Fishler
- Munroe-Meyer Institute for Genetics and Rehabilitation, University of Nebraska Medical Center, Omaha, NE 68198, USA
- Correspondence:
| | | | - Luca Brunelli
- Division of Neonatology, University of Utah School of Medicine, Salt Lake City, UT 84132, USA;
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153
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Marwaha S, Knowles JW, Ashley EA. A guide for the diagnosis of rare and undiagnosed disease: beyond the exome. Genome Med 2022; 14:23. [PMID: 35220969 PMCID: PMC8883622 DOI: 10.1186/s13073-022-01026-w] [Citation(s) in RCA: 170] [Impact Index Per Article: 56.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 02/10/2022] [Indexed: 02/07/2023] Open
Abstract
Rare diseases affect 30 million people in the USA and more than 300-400 million worldwide, often causing chronic illness, disability, and premature death. Traditional diagnostic techniques rely heavily on heuristic approaches, coupling clinical experience from prior rare disease presentations with the medical literature. A large number of rare disease patients remain undiagnosed for years and many even die without an accurate diagnosis. In recent years, gene panels, microarrays, and exome sequencing have helped to identify the molecular cause of such rare and undiagnosed diseases. These technologies have allowed diagnoses for a sizable proportion (25-35%) of undiagnosed patients, often with actionable findings. However, a large proportion of these patients remain undiagnosed. In this review, we focus on technologies that can be adopted if exome sequencing is unrevealing. We discuss the benefits of sequencing the whole genome and the additional benefit that may be offered by long-read technology, pan-genome reference, transcriptomics, metabolomics, proteomics, and methyl profiling. We highlight computational methods to help identify regionally distant patients with similar phenotypes or similar genetic mutations. Finally, we describe approaches to automate and accelerate genomic analysis. The strategies discussed here are intended to serve as a guide for clinicians and researchers in the next steps when encountering patients with non-diagnostic exomes.
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Affiliation(s)
- Shruti Marwaha
- Department of Medicine, Division of Cardiovascular Medicine, School of Medicine, Stanford University, Stanford, CA, USA.
- Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA.
| | - Joshua W Knowles
- Department of Medicine, Division of Cardiovascular Medicine, School of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine, Diabetes Research Center, Cardiovascular Institute and Prevention Research Center, Stanford, CA, USA
| | - Euan A Ashley
- Department of Medicine, Division of Cardiovascular Medicine, School of Medicine, Stanford University, Stanford, CA, USA.
- Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA.
- Department of Genetics, School of Medicine, Stanford University, Stanford, CA, USA.
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154
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Taylor JP, Malhotra A, Burns NJ, Clause AR, Brown CM, Burns BT, Chandrasekhar A, Schlachetzki Z, Bennett M, Thorpe E, Taft RJ, Perry DL, Coffey AJ. A clinical laboratory's experience using GeneMatcher - building stronger gene-disease relationships. Hum Mutat 2022; 43:765-771. [PMID: 35181961 DOI: 10.1002/humu.24356] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 02/11/2022] [Accepted: 02/16/2022] [Indexed: 11/08/2022]
Abstract
The use of whole-genome sequencing (WGS) has accelerated the pace of gene discovery and highlighted the need for open and collaborative data sharing in the search for novel disease genes and variants. GeneMatcher (GM) is designed to facilitate connections between researchers, clinicians, health-care providers and others to help in the identification of additional patients with variants in the same candidate disease genes. The Illumina Clinical Services Laboratory offers a WGS test for patients with suspected rare and undiagnosed genetic disease and regularly submits potential candidate genes to GM to strengthen gene-disease relationships. We describe our experience with GM, including criteria for evaluation of candidate genes, and our workflow for the submission and review process. We have made 69 submissions, 36 of which are currently active. Ten per cent of submissions have resulted in publications, with an additional 14 submissions part of ongoing collaborations and expected to result in a publication. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Julie P Taylor
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Alka Malhotra
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Nicole J Burns
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Amanda R Clause
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Carolyn M Brown
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Brendan T Burns
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Anjana Chandrasekhar
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Zina Schlachetzki
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Maren Bennett
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Erin Thorpe
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Ryan J Taft
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Denise L Perry
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
| | - Alison J Coffey
- Medical Genomics Research, Illumina Inc., 5200 Illumina Way, San Diego, CA, 92122, USA
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155
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Gorzynski JE, Goenka SD, Shafin K, Jensen TD, Fisk DG, Grove ME, Spiteri E, Pesout T, Monlong J, Baid G, Bernstein JA, Ceresnak S, Chang PC, Christle JW, Chubb H, Dalton KP, Dunn K, Garalde DR, Guillory J, Knowles JW, Kolesnikov A, Ma M, Moscarello T, Nattestad M, Perez M, Ruzhnikov MRZ, Samadi M, Setia A, Wright C, Wusthoff CJ, Xiong K, Zhu T, Jain M, Sedlazeck FJ, Carroll A, Paten B, Ashley EA. Ultrarapid Nanopore Genome Sequencing in a Critical Care Setting. N Engl J Med 2022; 386:700-702. [PMID: 35020984 DOI: 10.1056/nejmc2112090] [Citation(s) in RCA: 117] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
| | | | - Kishwar Shafin
- University of California at Santa Cruz Genomics Institute, Santa Cruz, CA
| | | | | | | | | | - Trevor Pesout
- University of California at Santa Cruz Genomics Institute, Santa Cruz, CA
| | - Jean Monlong
- University of California at Santa Cruz Genomics Institute, Santa Cruz, CA
| | | | | | | | | | | | | | | | - Kyla Dunn
- Stanford Children's Health, Palo Alto, CA
| | | | | | | | | | | | | | | | | | | | | | | | - Chris Wright
- Oxford Nanopore Technologies, Oxford, United Kingdom
| | | | | | | | - Miten Jain
- University of California at Santa Cruz Genomics Institute, Santa Cruz, CA
| | | | | | - Benedict Paten
- University of California at Santa Cruz Genomics Institute, Santa Cruz, CA
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156
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Kingsmore SF. 2022: a pivotal year for diagnosis and treatment of rare genetic diseases. Cold Spring Harb Mol Case Stud 2022; 8:a006204. [PMID: 35217563 PMCID: PMC8958907 DOI: 10.1101/mcs.a006204] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The start of 2022 is an inflection point in the development of diagnostics and treatments for rare genetic diseases in prenatal, pediatric, and adult individuals-the theme of this special issue. Here I briefly review recent developments in two pivotal aspects of genetic disease diagnostics and treatments: education and equitable implementation.
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Affiliation(s)
- Stephen F Kingsmore
- Rady Children's Institute for Genomic Medicine, Rady Children's Hospital, San Diego, California 92123, USA; Keck Graduate Institute, Claremont Colleges, Claremont, California 91711, USA
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157
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Stark Z, Ellard S. Rapid genomic testing for critically ill children: time to become standard of care? Eur J Hum Genet 2022; 30:142-149. [PMID: 34744166 PMCID: PMC8821543 DOI: 10.1038/s41431-021-00990-y] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 10/17/2021] [Indexed: 02/03/2023] Open
Abstract
Rapid genomic testing in critically ill neonatal and paediatric patients has transformed the paradigm of rare disease diagnosis, delivering results in real time to inform patient management. More than 20 studies totalling over 1500 patients from diverse healthcare settings worldwide have now been published, forming a compelling evidence base for healthcare system implementation. We review the reported diagnostic and clinical outcomes, as well as broader evaluations of family and professional experiences, cost effectiveness, implementation challenges and bioethical issues arising from rapid testing. As rapid genomic testing transitions from the research to the healthcare setting to become a 'standard of care' test, there is a need to develop effective service delivery models to support scalability at both the laboratory and clinical level and promote equity of access, prompt test initiation, integrated multidisciplinary input and holistic family support. Harnessing the high level of professional engagement with rapid genomic testing programmes will continue to drive innovation and adoption, while close integration with emerging precision medicine approaches will be necessary to deliver on the promise of reduced infant and child mortality.
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Affiliation(s)
- Zornitza Stark
- Australian Genomics, Melbourne, VIC Australia ,grid.1058.c0000 0000 9442 535XVictorian Clinical Genetics Services, Murdoch Children’s Research Institute, Melbourne, VIC Australia ,grid.1008.90000 0001 2179 088XDepartment of Paediatrics, University of Melbourne, Melbourne, VIC Australia
| | - Sian Ellard
- grid.419309.60000 0004 0495 6261Exeter Genomics Laboratory, South West Genomic Laboratory Hub, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK ,grid.8391.30000 0004 1936 8024Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
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158
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Omorodion J, Dowsett L, Clark RD, Fraser J, Abu-El-Haija A, Strong A, Wojcik MH, Bryant AS, Gold NB. Delayed diagnosis and racial bias in children with genetic conditions. Am J Med Genet A 2022; 188:1118-1123. [PMID: 35037400 PMCID: PMC10064482 DOI: 10.1002/ajmg.a.62626] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 12/05/2021] [Indexed: 11/07/2022]
Abstract
As more therapeutics for genetic conditions become available, the need for timely and equitable genetic diagnosis has become urgent. Using clinical cases, we consider the health system-, provider-, and patient-level factors that contribute to the delayed diagnosis of genetic conditions in pediatric patients from minority populations, leading to health disparities between racial groups. We then provide suggestions to address these factors, with the aim of improving minority health and access to genetic care for all children.
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Affiliation(s)
- Jacklyn Omorodion
- Boston Combined Residency Program, Harvard Medical School, Boston, Massachusetts, USA.,Department of Pediatrics, Boston University School of Medicine, Boston, Massachusetts, USA.,Harvard Medical School Genetics Training Program, Harvard Medical School, Boston, Massachusetts, USA
| | - Leah Dowsett
- Department of Pediatrics, University of Hawai'i John A. Burns School of Medicine, Honolulu, Hawai'i, USA.,Kapi'olani Medical Specialists, Honolulu, Hawai'i, USA
| | - Robin D Clark
- Division of Medical Genetics, Department of Pediatrics, Loma Linda University School of Medicine, Loma Linda, California, USA
| | - Jamie Fraser
- Division of Genetics and Metabolism, Rare Disease Institute, Children's National Hospital, Washington, District of Columbia, USA
| | - Aya Abu-El-Haija
- Division of Genetics, Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Department of Oncology, Dana Farber Cancer Institute, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Alanna Strong
- Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Monica H Wojcik
- Division of Genetics, Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Division of Newborn Medicine, Department of Pediatrics, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Allison S Bryant
- Department of Obstetrics and Gynecology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Nina B Gold
- Harvard Medical School, Boston, Massachusetts, USA.,Division of Medical Genetics and Metabolism, Massachusetts General Hospital, Boston, Massachusetts, USA
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159
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Pezzoli L, Pezzani L, Bonanomi E, Marrone C, Scatigno A, Cereda A, Bedeschi MF, Selicorni A, Gasperini S, Bini P, Maitz S, Maccioni C, Pedron C, Colombo L, Marchetti D, Bellini M, Lincesso AR, Perego L, Pingue M, Della Malva N, Mangili G, Ferrazzi P, Iascone M. Not Only Diagnostic Yield: Whole-Exome Sequencing in Infantile Cardiomyopathies Impacts on Clinical and Family Management. J Cardiovasc Dev Dis 2021; 9:jcdd9010002. [PMID: 35050212 PMCID: PMC8780486 DOI: 10.3390/jcdd9010002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 12/14/2021] [Accepted: 12/17/2021] [Indexed: 12/26/2022] Open
Abstract
Whole-exome sequencing (WES) is a powerful and comprehensive tool for the genetic diagnosis of rare diseases, but few reports describe its timely application and clinical impact on infantile cardiomyopathies (CM). We conducted a retrospective analysis of patients with infantile CMs who had trio (proband and parents)-WES to determine whether results contributed to clinical management in urgent and non-urgent settings. Twenty-nine out of 42 enrolled patients (69.0%) received a definitive molecular diagnosis. The mean time-to-diagnosis was 9.7 days in urgent settings, and 17 out of 24 patients (70.8%) obtained an etiological classification. In non-urgent settings, the mean time-to-diagnosis was 225 days, and 12 out of 18 patients (66.7%) had a molecular diagnosis. In 37 out of 42 patients (88.1%), the genetic findings contributed to clinical management, including heart transplantation, palliative care, or medical treatment, independent of the patient’s critical condition. All 29 patients and families with a definitive diagnosis received specific counseling about recurrence risk, and in seven (24.1%) cases, the result facilitated diagnosis in parents or siblings. In conclusion, genetic diagnosis significantly contributes to patients’ clinical and family management, and trio-WES should be performed promptly to be an essential part of care in infantile cardiomyopathy, maximizing its clinical utility.
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Affiliation(s)
- Laura Pezzoli
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Lidia Pezzani
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
- Pediatria ad Alta Intensità di Cura, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy
| | - Ezio Bonanomi
- Terapia Intensiva Pediatrica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy;
| | - Chiara Marrone
- Cardiologia Pediatrica, Fondazione G. Monasterio, 54100 Massa, Italy;
| | - Agnese Scatigno
- Pediatria, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (A.S.); (A.C.)
| | - Anna Cereda
- Pediatria, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (A.S.); (A.C.)
| | - Maria Francesca Bedeschi
- Genetica Medica, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy;
| | | | - Serena Gasperini
- Malattie Metaboliche Rare, Dipartimento di Pediatria, Fondazione MBBM, ASST, 20900 Monza, Italy;
| | - Paolo Bini
- Terapia Intensiva Neonatale, ASST Lariana, 22100 Como, Italy;
| | - Silvia Maitz
- Ambulatorio di Genetica Pediatrica, Clinica Pediatrica, Fondazione MBBM, Ospedale S. Gerardo, 20900 Monza, Italy;
| | - Carla Maccioni
- Terapia Intensiva Neonatale, Ospedale A. Manzoni, ASST, 23900 Lecco, Italy;
| | - Cristina Pedron
- Cardiologia, Ospedale di Bolzano, Azienda Sanitaria dell’Alto Adige, 39100 Bolzano, Italy;
| | - Lorenzo Colombo
- NICU Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy;
| | - Daniela Marchetti
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Matteo Bellini
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Anna Rita Lincesso
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Loredana Perego
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Monica Pingue
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Nunzia Della Malva
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
| | - Giovanna Mangili
- Patologia Neonatale, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy;
| | - Paolo Ferrazzi
- Centro Cardiomiopatia Ipertrofica, Policlinico di Monza, 20900 Monza, Italy;
| | - Maria Iascone
- Laboratorio di Genetica Medica, ASST Papa Giovanni XXIII, 24127 Bergamo, Italy; (L.P.); (L.P.); (D.M.); (M.B.); (A.R.L.); (L.P.); (M.P.); (N.D.M.)
- Correspondence: ; Tel.: +39-0352678112
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160
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Schroeder BE, Gonzaludo N, Everson K, Than KS, Sullivan J, Taft RJ, Belmont JW. The diagnostic trajectory of infants and children with clinical features of genetic disease. NPJ Genom Med 2021; 6:98. [PMID: 34811359 PMCID: PMC8609026 DOI: 10.1038/s41525-021-00260-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 10/21/2021] [Indexed: 11/09/2022] Open
Abstract
We characterized US pediatric patients with clinical indicators of genetic diseases, focusing on the burden of disease, utilization of genetic testing, and cost of care. Curated lists of diagnosis, procedure, and billing codes were used to identify patients with clinical indicators of genetic disease in healthcare claims from Optum's de-identified Clinformatics® Database (13,076,038 unique patients). Distinct cohorts were defined to represent permissive and conservative estimates of the number of patients. Clinical phenotypes suggestive of genetic diseases were observed in up to 9.4% of pediatric patients and up to 44.7% of critically-ill infants. Compared with controls, patients with indicators of genetic diseases had higher utilization of services (e.g., mean NICU length of stay of 31.6d in a cohort defined by multiple congenital anomalies or neurological presentations compared with 10.1d for patients in the control population (P < 0.001)) and higher overall costs. Very few patients received any genetic testing (4.2-8.4% depending on cohort criteria). These results highlight the substantial proportion of the population with clinical features associated with genetic disorders and underutilization of genetic testing in these populations.
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Affiliation(s)
| | - Nina Gonzaludo
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA USA
| | | | | | | | - Ryan J. Taft
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA USA
| | - John W. Belmont
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA USA
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161
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Maron JL. The Economic Burden of Failing to Integrate Genetic Testing Into Health Care: The Time is Now. Clin Ther 2021; 43:1809-1810. [PMID: 34794832 DOI: 10.1016/j.clinthera.2021.10.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 10/20/2021] [Indexed: 10/19/2022]
Affiliation(s)
- Jill L Maron
- Department of Pediatrics, Division of Newborn Medicine, Women & Infants Hospital of Rhode Island, Providence, Rhode Island.
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162
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Biesecker LG, Green ED, Manolio T, Solomon BD, Curtis D. Should all babies have their genome sequenced at birth? BMJ 2021; 375:n2679. [PMID: 34789511 DOI: 10.1136/bmj.n2679] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
| | - Eric D Green
- National Human Genome Research Institute, Bethesda, Maryland, USA
| | - Teri Manolio
- National Human Genome Research Institute, Bethesda, Maryland, USA
| | | | - David Curtis
- UCL Genetics Institute, University College London, UK
- Centre for Psychiatry, Queen Mary University of London, UK
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163
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Denommé-Pichon AS, Vitobello A, Olaso R, Ziegler A, Jeanne M, Tran Mau-Them F, Couturier V, Racine C, Isidor B, Poë C, Jouan T, Boland A, Fin B, Bacq-Daian D, Besse C, Garde A, Prost A, Garret P, Tisserant É, Delanne J, Nambot S, Juven A, Gorce M, Nizon M, Vincent M, Moutton S, Fradin M, Lavillaureix A, Rollier P, Capri Y, Van-Gils J, Busa T, Sigaudy S, Pasquier L, Barth M, Bruel AL, Flamant C, Prouteau C, Bonneau D, Toutain A, Chantegret C, Callier P, Philippe C, Duffourd Y, Deleuze JF, Sorlin A, Faivre L, Thauvin-Robinet C. Accelerated genome sequencing with controlled costs for infants in intensive care units: a feasibility study in a French hospital network. Eur J Hum Genet 2021; 30:567-576. [PMID: 34782754 PMCID: PMC9091203 DOI: 10.1038/s41431-021-00998-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 10/12/2021] [Accepted: 10/26/2021] [Indexed: 11/09/2022] Open
Abstract
Obtaining a rapid etiological diagnosis for infants with early-onset rare diseases remains a major challenge. These diseases often have a severe presentation and unknown prognosis, and the genetic causes are very heterogeneous. In a French hospital network, we assessed the feasibility of performing accelerated trio-genome sequencing (GS) with limited additional costs by integrating urgent requests into the routine workflow. In addition to evaluating our capacity for such an approach, this prospective multicentre pilot study was designed to identify pitfalls encountered during its implementation. Over 14 months, we included newborns and infants hospitalized in neonatal or paediatric intensive care units with probable genetic disease and in urgent need for etiological diagnosis to guide medical care. The duration of each step and the pitfalls were recorded. We analysed any deviation from the planned schedule and identified obstacles. Trio-GS was performed for 37 individuals, leading to a molecular diagnosis in 18/37 (49%), and 21/37 (57%) after reanalysis. Corrective measures and protocol adaptations resulted in a median duration of 42 days from blood sampling to report. Accelerated trio-GS is undeniably valuable for individuals in an urgent care context. Such a circuit should coexist with a rapid or ultra-rapid circuit, which, although more expensive, can be used in particularly urgent cases. The drop in GS costs should result in its generalized use for diagnostic purposes and lead to a reduction of the costs of rapid GS.
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Affiliation(s)
- Anne-Sophie Denommé-Pichon
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France. .,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France. .,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France.
| | - Antonio Vitobello
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Robert Olaso
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France.,LabEx GENMED, Paris, France
| | - Alban Ziegler
- Department of Biochemistry and Genetics, Angers University Hospital and UMR CNRS 6015-INSERM 1083, Angers, France
| | - Médéric Jeanne
- Service de Génétique, Centre Hospitalier Universitaire de Tours, Tours, France.,UMR 1253, iBrain, Université de Tours, Inserm, Tours, France
| | - Frédéric Tran Mau-Them
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Victor Couturier
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Caroline Racine
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Bertrand Isidor
- CHU Nantes, Service de Génétique Médicale, Nantes, France.,L'institut du thorax, INSERM, CNRS, UNIV Nantes, CHU Nantes, Nantes, France
| | - Charlotte Poë
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Thibaud Jouan
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Anne Boland
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France
| | - Bertrand Fin
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France
| | - Delphine Bacq-Daian
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France
| | - Céline Besse
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France
| | - Aurore Garde
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Adeline Prost
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Philippine Garret
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Émilie Tisserant
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Julian Delanne
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Sophie Nambot
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Aurélien Juven
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Magali Gorce
- Department of Biochemistry and Genetics, Angers University Hospital and UMR CNRS 6015-INSERM 1083, Angers, France
| | - Mathilde Nizon
- CHU Nantes, Service de Génétique Médicale, Nantes, France.,L'institut du thorax, INSERM, CNRS, UNIV Nantes, CHU Nantes, Nantes, France
| | - Marie Vincent
- CHU Nantes, Service de Génétique Médicale, Nantes, France.,L'institut du thorax, INSERM, CNRS, UNIV Nantes, CHU Nantes, Nantes, France
| | - Sébastien Moutton
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Mélanie Fradin
- Service de Génétique Clinique, Centre de Référence Maladies Rares CLAD-Ouest, ERN ITHACA, CHU Rennes, Hôpital Sud, Rennes, France.,Service de Génétique Médicale, CH Saint-Brieuc, Saint-Brieuc, France
| | - Alinoë Lavillaureix
- Service de Génétique Clinique, Centre de Référence Maladies Rares CLAD-Ouest, ERN ITHACA, CHU Rennes, Hôpital Sud, Rennes, France
| | - Paul Rollier
- Service de Génétique Clinique, Centre de Référence Maladies Rares CLAD-Ouest, ERN ITHACA, CHU Rennes, Hôpital Sud, Rennes, France
| | - Yline Capri
- Service de Génétique Clinique, CHU Robert Debré, Paris, France
| | - Julien Van-Gils
- Service de Génétique Médicale, CHU de Bordeaux, Bordeaux, France
| | - Tiffany Busa
- Département de génétique médicale, CHU Timone enfants, AP-HM, Marseille, France
| | - Sabine Sigaudy
- Département de génétique médicale, CHU Timone enfants, AP-HM, Marseille, France
| | - Laurent Pasquier
- Service de Génétique Clinique, Centre de Référence Maladies Rares CLAD-Ouest, ERN ITHACA, CHU Rennes, Hôpital Sud, Rennes, France
| | - Magalie Barth
- Department of Biochemistry and Genetics, Angers University Hospital and UMR CNRS 6015-INSERM 1083, Angers, France
| | - Ange-Line Bruel
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Cyril Flamant
- Réanimation Pédiatrique et Médecine Néonatale, CHU de Nantes, Nantes, France
| | - Clément Prouteau
- Department of Biochemistry and Genetics, Angers University Hospital and UMR CNRS 6015-INSERM 1083, Angers, France
| | - Dominique Bonneau
- Department of Biochemistry and Genetics, Angers University Hospital and UMR CNRS 6015-INSERM 1083, Angers, France
| | - Annick Toutain
- Service de Génétique, Centre Hospitalier Universitaire de Tours, Tours, France.,UMR 1253, iBrain, Université de Tours, Inserm, Tours, France
| | - Corinne Chantegret
- Réanimation pédiatrique, Hôpital d'Enfants, CHU Dijon Bourgogne, Dijon, France
| | - Patrick Callier
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Laboratoire de génétique chromosomique et moléculaire, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France
| | - Christophe Philippe
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Yannis Duffourd
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France
| | - Jean-François Deleuze
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Évry, France.,Centre de Référence, d'Innovation et d'Expertise (CREFIX) du plan FMG2025, US39, F-91057, Évry, France
| | - Arthur Sorlin
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Laurence Faivre
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Centre de Référence Maladies Rares "Anomalies du développement et syndromes malformatifs", Centre de Génétique, FHU-TRANSLAD et Institut GIMI, CHU Dijon Bourgogne, Dijon, France
| | - Christel Thauvin-Robinet
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France. .,UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France. .,Centre de Référence Déficiences Intellectuelles de Causes Rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, France.
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164
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Franck LS, Dimmock D, Hobbs C, Kingsmore SF. Rapid whole-genome sequencing in critically Ill children: shifting from unease to evidence, education, and equitable implementation. J Pediatr 2021; 238:343. [PMID: 34390697 PMCID: PMC10865930 DOI: 10.1016/j.jpeds.2021.08.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 08/06/2021] [Indexed: 12/31/2022]
Affiliation(s)
- Linda S. Franck
- Department of Family Health Care Nursing, University of
California San Francisco, San Francisco, CA
| | - David Dimmock
- Rady Children’s Institute for Genomic Medicine, San
Diego, CA
- Rady Children’s Hospital, San Diego, CA
| | - Charlotte Hobbs
- Rady Children’s Institute for Genomic Medicine, San
Diego, CA
- Rady Children’s Hospital, San Diego, CA
| | - Stephen F. Kingsmore
- Rady Children’s Institute for Genomic Medicine, San
Diego, CA
- Rady Children’s Hospital, San Diego, CA
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165
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Reply. J Pediatr 2021; 238:343-344. [PMID: 34390696 DOI: 10.1016/j.jpeds.2021.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 08/06/2021] [Indexed: 11/22/2022]
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166
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Franck LS, Kriz RM, Rego S, Garman K, Hobbs C, Dimmock D. Implementing Rapid Whole-Genome Sequencing in Critical Care: A Qualitative Study of Facilitators and Barriers to New Technology Adoption. J Pediatr 2021; 237:237-243.e2. [PMID: 34023348 DOI: 10.1016/j.jpeds.2021.05.045] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Revised: 05/14/2021] [Accepted: 05/17/2021] [Indexed: 12/11/2022]
Abstract
OBJECTIVE To characterize the views of members of the multi-disciplinary team regarding the implementation of rapid whole-genome sequencing (rWGS) as a first-tier test for critically ill children in diverse children's hospital settings. STUDY DESIGN Qualitative interviews informed by implementation science theory were conducted with the multidisciplinary patient care teams and hospital leaders at each of the 5 tertiary care children's hospitals involved in a statewide rWGS implementation project. RESULTS Our analysis revealed 5 key themes regarding the implementation process across the sites: the need for rWGS champions, educational needs and strategies, negotiating decision-making roles and processes, workflows and workarounds, and perceptions about rWGS. From the findings a composite clinical workflow diagram was developed to summarize all of the processes involved in the implementation of the test, and the key areas where implementation practices differed. CONCLUSIONS These findings provide insights for design of interventions to support adoption, scale-up, and sustainability of rWGS and other novel technologies in neonatal and pediatric critical care settings.
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Affiliation(s)
- Linda S Franck
- Department of Family Health Care Nursing, University of California, San Francisco, San Francisco, CA.
| | - Rebecca M Kriz
- Department of Family and Community Medicine, University of California, San Francisco, San Francisco, CA
| | - Seema Rego
- Rady Children's Institute for Genomic Medicine, San Diego, CA
| | - Karen Garman
- Rady Children's Institute for Genomic Medicine, San Diego, CA
| | - Charlotte Hobbs
- Rady Children's Institute for Genomic Medicine, San Diego, CA; Rady Children's Hospital, San Diego, CA
| | - David Dimmock
- Rady Children's Institute for Genomic Medicine, San Diego, CA; Rady Children's Hospital, San Diego, CA
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167
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Sources of Unease About the Use of Genome Sequencing for Diagnosing Rare Diseases in Children. J Pediatr 2021; 237:13-15. [PMID: 34166672 DOI: 10.1016/j.jpeds.2021.06.042] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 06/18/2021] [Indexed: 02/06/2023]
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168
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Sanford Kobayashi E, Waldman B, Engorn BM, Perofsky K, Allred E, Briggs B, Gatcliffe C, Ramchandar N, Gold JJ, Doshi A, Ingulli EG, Thornburg CD, Benson W, Farnaes L, Chowdhury S, Rego S, Hobbs C, Kingsmore SF, Dimmock DP, Coufal NG. Cost Efficacy of Rapid Whole Genome Sequencing in the Pediatric Intensive Care Unit. Front Pediatr 2021; 9:809536. [PMID: 35141181 PMCID: PMC8818891 DOI: 10.3389/fped.2021.809536] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 12/29/2021] [Indexed: 11/26/2022] Open
Abstract
The diagnostic and clinical utility of rapid whole genome sequencing (rWGS) for critically ill children in the intensive care unit (ICU) has been substantiated by multiple studies, but comprehensive cost-effectiveness evaluation of rWGS in the ICU outside of the neonatal age group is lacking. In this study, we examined cost data retrospectively for a cohort of 38 children in a regional pediatric ICU (PICU) who received rWGS. We identified seven of 17 patients who received molecular diagnoses by rWGS and had resultant changes in clinical management with sufficient clarity to permit cost and quality adjusted life years (QALY) modeling. Cost of PICU care was estimated to be reduced by $184,846 and a total of 12.1 QALYs were gained among these seven patients. The total cost of rWGS for patients and families for the entire cohort (38 probands) was $239,400. Thus, the net cost of rWGS was $54,554, representing $4,509 per QALY gained. This quantitative, retrospective examination of healthcare utilization associated with rWGS-informed medicine interventions in the PICU revealed approximately one-third of a QALY gained per patient tested at a cost per QALY that was approximately one-tenth of that typically sought for cost-effective new medical interventions. This evidence suggests that performance of rWGS as a first-tier test in selected PICU children with diseases of unknown etiology is associated with acceptable cost-per-QALY gained.
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Affiliation(s)
- Erica Sanford Kobayashi
- Department of Pediatrics, Cedars-Sinai Medical Center, Los Angeles, CA, United States.,Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Bryce Waldman
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Branden M Engorn
- Rady Children's Hospital San Diego, San Diego, CA, United States
| | - Katherine Perofsky
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States.,Rady Children's Hospital San Diego, San Diego, CA, United States
| | - Erika Allred
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States.,Rady Children's Hospital San Diego, San Diego, CA, United States
| | - Benjamin Briggs
- Naval Medical Center San Diego, San Diego, CA, United States
| | - Chelsea Gatcliffe
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, United States
| | - Nanda Ramchandar
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States.,Rady Children's Hospital San Diego, San Diego, CA, United States
| | - Jeffrey J Gold
- Rady Children's Hospital San Diego, San Diego, CA, United States.,Department of Neuroscience, University of California, San Diego, San Diego, CA, United States
| | - Ami Doshi
- Rady Children's Hospital San Diego, San Diego, CA, United States.,Department of Pediatrics, University of California, San Diego, San Diego, CA, United States
| | | | - Courtney D Thornburg
- Rady Children's Hospital San Diego, San Diego, CA, United States.,Department of Pediatrics, University of California, San Diego, San Diego, CA, United States
| | - Wendy Benson
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Lauge Farnaes
- Department of Infectious Disease, University of California, San Diego, San Diego, CA, United States
| | - Shimul Chowdhury
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Seema Rego
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Charlotte Hobbs
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Stephen F Kingsmore
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - David P Dimmock
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States
| | - Nicole G Coufal
- Rady Children's Institute for Genomic Medicine, San Diego, CA, United States.,Rady Children's Hospital San Diego, San Diego, CA, United States.,Department of Pediatrics, University of California, San Diego, San Diego, CA, United States
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