1
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Behera S, Catreux S, Rossi M, Truong S, Huang Z, Ruehle M, Visvanath A, Parnaby G, Roddey C, Onuchic V, Cameron DL, English A, Mehtalia S, Han J, Mehio R, Sedlazeck FJ. Comprehensive and accurate genome analysis at scale using DRAGEN accelerated algorithms. bioRxiv 2024:2024.01.02.573821. [PMID: 38260545 PMCID: PMC10802302 DOI: 10.1101/2024.01.02.573821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Research and medical genomics require comprehensive and scalable solutions to drive the discovery of novel disease targets, evolutionary drivers, and genetic markers with clinical significance. This necessitates a framework to identify all types of variants independent of their size (e.g., SNV/SV) or location (e.g., repeats). Here we present DRAGEN that utilizes novel methods based on multigenomes, hardware acceleration, and machine learning based variant detection to provide novel insights into individual genomes with ~30min computation time (from raw reads to variant detection). DRAGEN outperforms all other state-of-the-art methods in speed and accuracy across all variant types (SNV, indel, STR, SV, CNV) and further incorporates specialized methods to obtain key insights in medically relevant genes (e.g., HLA, SMN, GBA). We showcase DRAGEN across 3,202 genomes and demonstrate its scalability, accuracy, and innovations to further advance the integration of comprehensive genomics for research and medical applications.
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Affiliation(s)
- Sairam Behera
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | | | | | | | | | | | | | | | | | | | | | - Adam English
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | | | | | | | - Fritz J Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, TX, USA
- Department of Computer Science, Rice University, TX, USA
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2
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Olson ND, Wagner J, McDaniel J, Stephens SH, Westreich ST, Prasanna AG, Johanson E, Boja E, Maier EJ, Serang O, Jáspez D, Lorenzo-Salazar JM, Muñoz-Barrera A, Rubio-Rodríguez LA, Flores C, Kyriakidis K, Malousi A, Shafin K, Pesout T, Jain M, Paten B, Chang PC, Kolesnikov A, Nattestad M, Baid G, Goel S, Yang H, Carroll A, Eveleigh R, Bourgey M, Bourque G, Li G, Ma C, Tang L, Du Y, Zhang S, Morata J, Tonda R, Parra G, Trotta JR, Brueffer C, Demirkaya-Budak S, Kabakci-Zorlu D, Turgut D, Kalay Ö, Budak G, Narcı K, Arslan E, Brown R, Johnson IJ, Dolgoborodov A, Semenyuk V, Jain A, Tetikol HS, Jain V, Ruehle M, Lajoie B, Roddey C, Catreux S, Mehio R, Ahsan MU, Liu Q, Wang K, Ebrahim Sahraeian SM, Fang LT, Mohiyuddin M, Hung C, Jain C, Feng H, Li Z, Chen L, Sedlazeck FJ, Zook JM. PrecisionFDA Truth Challenge V2: Calling variants from short and long reads in difficult-to-map regions. Cell Genom 2022; 2:S2666-979X(22)00058-1. [PMID: 35720974 PMCID: PMC9205427 DOI: 10.1016/j.xgen.2022.100129] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 11/01/2021] [Accepted: 04/08/2022] [Indexed: 11/19/2022]
Abstract
The precisionFDA Truth Challenge V2 aimed to assess the state of the art of variant calling in challenging genomic regions. Starting with FASTQs, 20 challenge participants applied their variant-calling pipelines and submitted 64 variant call sets for one or more sequencing technologies (Illumina, PacBio HiFi, and Oxford Nanopore Technologies). Submissions were evaluated following best practices for benchmarking small variants with updated Genome in a Bottle benchmark sets and genome stratifications. Challenge submissions included numerous innovative methods, with graph-based and machine learning methods scoring best for short-read and long-read datasets, respectively. With machine learning approaches, combining multiple sequencing technologies performed particularly well. Recent developments in sequencing and variant calling have enabled benchmarking variants in challenging genomic regions, paving the way for the identification of previously unknown clinically relevant variants.
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Affiliation(s)
- Nathan D. Olson
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | - Justin Wagner
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | - Jennifer McDaniel
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
| | | | | | | | - Elaine Johanson
- Office of Health Informatics, Office of the Chief Scientist, Office of the Commissioner, US Food and Drug Administration, Silver Spring, MD, USA
| | - Emily Boja
- Office of Health Informatics, Office of the Chief Scientist, Office of the Commissioner, US Food and Drug Administration, Silver Spring, MD, USA
| | - Ezekiel J. Maier
- Booz Allen Hamilton, 8283 Greensboro Drive, Mclean, VA 22102, USA
| | - Omar Serang
- DNAnexus, Inc., 1975 W El Camino Real #204, Mountain View, CA 94040, USA
| | - David Jáspez
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - José M. Lorenzo-Salazar
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Adrián Muñoz-Barrera
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Luis A. Rubio-Rodríguez
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
| | - Carlos Flores
- Genomics Division, Instituto Tecnológico y de Energías Renovables (ITER), Santa Cruz de Tenerife, Spain
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Research Unit, Hospital Universitario N.S. de Candelaria, Santa Cruz de Tenerife, Spain
- Instituto de Tecnologías Biomédicas (ITB), Universidad de La Laguna, 38200 San Cristóbal de La Laguna, Spain
| | - Konstantinos Kyriakidis
- School of Pharmacy, Aristotle University of Thessaloniki (AUTH), 541 24 Thessaloniki, Greece
- Genomics and Epigenomics Translational Research (GENeTres), Center for Interdisciplinary Research and Innovation, 570 01 Thessaloniki, Greece
| | - Andigoni Malousi
- Genomics and Epigenomics Translational Research (GENeTres), Center for Interdisciplinary Research and Innovation, 570 01 Thessaloniki, Greece
- Laboratory of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki (AUTH), 541 24 Thessaloniki, Greece
| | - Kishwar Shafin
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Trevor Pesout
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Miten Jain
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, USA
| | - Pi-Chuan Chang
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | | | - Maria Nattestad
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Gunjan Baid
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Sidharth Goel
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Howard Yang
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Andrew Carroll
- Google Inc, 1600 Amphitheater Pkwy, Mountain View, CA 94040, USA
| | - Robert Eveleigh
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Mathieu Bourgey
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Guillaume Bourque
- The Canadian Center for Computational Genomics (C3G), Montréal, QC, Canada
| | - Gen Li
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - ChouXian Ma
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - LinQi Tang
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - YuanPing Du
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - ShaoWei Zhang
- HuXinDao, QingZhuHu TaiYangShan Road, KaiFu, ChangSha, HuNan, China
| | - Jordi Morata
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Raúl Tonda
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Genís Parra
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Jean-Rémi Trotta
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Baldiri i Reixac 4, 08028 Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Christian Brueffer
- Division of Oncology, Department of Clinical Sciences, Lund University, Lund, Sweden
| | | | | | - Deniz Turgut
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Özem Kalay
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Gungor Budak
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Kübra Narcı
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | - Elif Arslan
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | | | | | | | | | - Amit Jain
- Seven Bridges Genomics, Inc, Charlestown, MA, USA
| | | | | | | | | | | | | | | | - Mian Umair Ahsan
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Qian Liu
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - 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
| | | | - Li Tai Fang
- Roche Sequencing Solutions, Santa Clara, CA 95050, USA
| | | | | | - Chirag Jain
- National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | | | | | | | - Fritz J. Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030, USA
| | - Justin M. Zook
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Dr, MS8312, Gaithersburg, MD 20899, USA
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4
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Miller NA, Farrow EG, Gibson M, Willig LK, Twist G, Yoo B, Marrs T, Corder S, Krivohlavek L, Walter A, Petrikin JE, Saunders CJ, Thiffault I, Soden SE, Smith LD, Dinwiddie DL, Herd S, Cakici JA, Catreux S, Ruehle M, Kingsmore SF. A 26-hour system of highly sensitive whole genome sequencing for emergency management of genetic diseases. Genome Med 2015; 7:100. [PMID: 26419432 PMCID: PMC4588251 DOI: 10.1186/s13073-015-0221-8] [Citation(s) in RCA: 174] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2015] [Accepted: 09/10/2015] [Indexed: 12/14/2022] Open
Abstract
While the cost of whole genome sequencing (WGS) is approaching the realm of routine medical tests, it remains too tardy to help guide the management of many acute medical conditions. Rapid WGS is imperative in light of growing evidence of its utility in acute care, such as in diagnosis of genetic diseases in very ill infants, and genotype-guided choice of chemotherapy at cancer relapse. In such situations, delayed, empiric, or phenotype-based clinical decisions may meet with substantial morbidity or mortality. We previously described a rapid WGS method, STATseq, with a sensitivity of >96 % for nucleotide variants that allowed a provisional diagnosis of a genetic disease in 50 h. Here improvements in sequencing run time, read alignment, and variant calling are described that enable 26-h time to provisional molecular diagnosis with >99.5 % sensitivity and specificity of genotypes. STATseq appears to be an appropriate strategy for acutely ill patients with potentially actionable genetic diseases.
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Affiliation(s)
- Neil A Miller
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Emily G Farrow
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,Department of Pathology, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Margaret Gibson
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Laurel K Willig
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Greyson Twist
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Byunggil Yoo
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Tyler Marrs
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Shane Corder
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Lisa Krivohlavek
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Adam Walter
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Josh E Petrikin
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Carol J Saunders
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,Department of Pathology, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Isabelle Thiffault
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pathology, Children's Mercy, Kansas City, MO, 64108, USA
| | - Sarah E Soden
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Laurie D Smith
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA.,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA.,Department of Pathology, Children's Mercy, Kansas City, MO, 64108, USA.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA
| | - Darrell L Dinwiddie
- Deparment of Pediatrics, and Clinical Translational Science Center, University of New Mexico Health Science Center, Albuquerque, NM, 87131, USA
| | - Suzanne Herd
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Julie A Cakici
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA
| | - Severine Catreux
- Edico Genome, Inc., 3344 North Torrey Pines Court, Plaza Level, La Jolla, CA, 92037, USA
| | - Mike Ruehle
- Edico Genome, Inc., 3344 North Torrey Pines Court, Plaza Level, La Jolla, CA, 92037, USA
| | - Stephen F Kingsmore
- Center for Pediatric Genomic Medicine, Children's Mercy, 2401 Gilham Road, Kansas City, MO, 64108, USA. .,Department of Pediatrics, Children's Mercy, Kansas City, MO, 64108, USA. .,Department of Pathology, Children's Mercy, Kansas City, MO, 64108, USA. .,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, 64108, USA. .,Rady Pediatric Genomics and Systems Medicine Institute, Rady Chlildren's Hospital, 3020 Children's Way, San Diego, CA, 92123, USA.
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