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Owen MJ, Lefebvre S, Hansen C, Kunard CM, Dimmock DP, Smith LD, Scharer G, Mardach R, Willis MJ, Feigenbaum A, Niemi AK, Ding Y, Van Der Kraan L, Ellsworth K, Guidugli L, Lajoie BR, McPhail TK, Mehtalia SS, Chau KK, Kwon YH, Zhu Z, Batalov S, Chowdhury S, Rego S, Perry J, Speziale M, Nespeca M, Wright MS, Reese MG, De La Vega FM, Azure J, Frise E, Rigby CS, White S, Hobbs CA, Gilmer S, Knight G, Oriol A, Lenberg J, Nahas SA, Perofsky K, Kim K, Carroll J, Coufal NG, Sanford E, Wigby K, Weir J, Thomson VS, Fraser L, Lazare SS, Shin YH, Grunenwald H, Lee R, Jones D, Tran D, Gross A, Daigle P, Case A, Lue M, Richardson JA, Reynders J, Defay T, Hall KP, Veeraraghavan N, Kingsmore SF. An automated 13.5 hour system for scalable diagnosis and acute management guidance for genetic diseases. Nat Commun 2022; 13:4057. [PMID: 35882841 PMCID: PMC9325884 DOI: 10.1038/s41467-022-31446-6] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 06/08/2022] [Indexed: 12/31/2022] Open
Abstract
While many genetic diseases have effective treatments, they frequently progress rapidly to severe morbidity or mortality if those treatments are not implemented immediately. Since front-line physicians frequently lack familiarity with these diseases, timely molecular diagnosis may not improve outcomes. Herein we describe Genome-to-Treatment, an automated, virtual system for genetic disease diagnosis and acute management guidance. Diagnosis is achieved in 13.5 h by expedited whole genome sequencing, with superior analytic performance for structural and copy number variants. An expert panel adjudicated the indications, contraindications, efficacy, and evidence-of-efficacy of 9911 drug, device, dietary, and surgical interventions for 563 severe, childhood, genetic diseases. The 421 (75%) diseases and 1527 (15%) effective interventions retained are integrated with 13 genetic disease information resources and appended to diagnostic reports ( https://gtrx.radygenomiclab.com ). This system provided correct diagnoses in four retrospectively and two prospectively tested infants. The Genome-to-Treatment system facilitates optimal outcomes in children with rapidly progressive genetic diseases.
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Affiliation(s)
- Mallory J. Owen
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Sebastien Lefebvre
- grid.422288.60000 0004 0408 0730Alexion Pharmaceuticals, Inc., Boston, MA 02210 USA
| | - Christian Hansen
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Chris M. Kunard
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - David P. Dimmock
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.419735.d0000 0004 0615 8415Keck Graduate Institute, Claremont, CA 91711 USA
| | - Laurie D. Smith
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA
| | - Gunter Scharer
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA
| | - Rebecca Mardach
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Mary J. Willis
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA
| | - Annette Feigenbaum
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Anna-Kaisa Niemi
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Yan Ding
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Luca Van Der Kraan
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Katarzyna Ellsworth
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Lucia Guidugli
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Bryan R. Lajoie
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | | | | | - Kevin K. Chau
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Yong H. Kwon
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Zhanyang Zhu
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Sergey Batalov
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Shimul Chowdhury
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.419735.d0000 0004 0615 8415Keck Graduate Institute, Claremont, CA 91711 USA
| | - Seema Rego
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - James Perry
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Mark Speziale
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Mark Nespeca
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA ,grid.266100.30000 0001 2107 4242Department of Neuroscience, University of California San Diego, San Diego, CA 92093 USA
| | - Meredith S. Wright
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.419735.d0000 0004 0615 8415Keck Graduate Institute, Claremont, CA 91711 USA
| | | | | | - Joe Azure
- Fabric Genomics, Inc., Oakland, CA 94612 USA
| | - Erwin Frise
- Fabric Genomics, Inc., Oakland, CA 94612 USA
| | | | - Sandy White
- Fabric Genomics, Inc., Oakland, CA 94612 USA
| | - Charlotte A. Hobbs
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Sheldon Gilmer
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Gail Knight
- grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Albert Oriol
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Jerica Lenberg
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.419735.d0000 0004 0615 8415Keck Graduate Institute, Claremont, CA 91711 USA
| | - Shareef A. Nahas
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Kate Perofsky
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Kyu Kim
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Jeanne Carroll
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Nicole G. Coufal
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Erica Sanford
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA
| | - Kristen Wigby
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.266100.30000 0001 2107 4242Department of Pediatrics, University of California San Diego, San Diego, CA 92093 USA
| | - Jacqueline Weir
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Vicki S. Thomson
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Louise Fraser
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Seka S. Lazare
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Yoon H. Shin
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | | | - Richard Lee
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - David Jones
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Duke Tran
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Andrew Gross
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Patrick Daigle
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Anne Case
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Marisa Lue
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | | | - John Reynders
- grid.422288.60000 0004 0408 0730Alexion Pharmaceuticals, Inc., Boston, MA 02210 USA
| | - Thomas Defay
- grid.422288.60000 0004 0408 0730Alexion Pharmaceuticals, Inc., Boston, MA 02210 USA
| | - Kevin P. Hall
- grid.185669.50000 0004 0507 3954Illumina, Inc., San Diego, CA 92122 USA
| | - Narayanan Veeraraghavan
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA
| | - Stephen F. Kingsmore
- grid.286440.c0000 0004 0383 2910Rady Children’s Institute for Genomic Medicine, San Diego, CA 92123 USA ,grid.286440.c0000 0004 0383 2910Rady Children’s Hospital, San Diego, CA 92123 USA ,grid.419735.d0000 0004 0615 8415Keck Graduate Institute, Claremont, CA 91711 USA
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