Commonalities across computational workflows for uncovering explanatory variants in undiagnosed cases.


Journal

Genetics in medicine : official journal of the American College of Medical Genetics
ISSN: 1530-0366
Titre abrégé: Genet Med
Pays: United States
ID NLM: 9815831

Informations de publication

Date de publication:
06 2021
Historique:
received: 11 08 2020
accepted: 17 12 2020
revised: 14 12 2020
pubmed: 14 2 2021
medline: 8 7 2021
entrez: 13 2 2021
Statut: ppublish

Résumé

Genomic sequencing has become an increasingly powerful and relevant tool to be leveraged for the discovery of genetic aberrations underlying rare, Mendelian conditions. Although the computational tools incorporated into diagnostic workflows for this task are continually evolving and improving, we nevertheless sought to investigate commonalities across sequencing processing workflows to reveal consensus and standard practice tools and highlight exploratory analyses where technical and theoretical method improvements would be most impactful. We collected details regarding the computational approaches used by a genetic testing laboratory and 11 clinical research sites in the United States participating in the Undiagnosed Diseases Network via meetings with bioinformaticians, online survey forms, and analyses of internal protocols. We found that tools for processing genomic sequencing data can be grouped into four distinct categories. Whereas well-established practices exist for initial variant calling and quality control steps, there is substantial divergence across sites in later stages for variant prioritization and multimodal data integration, demonstrating a diversity of approaches for solving the most mysterious undiagnosed cases. The largest differences across diagnostic workflows suggest that advances in structural variant detection, noncoding variant interpretation, and integration of additional biomedical data may be especially promising for solving chronically undiagnosed cases.

Identifiants

pubmed: 33580225
doi: 10.1038/s41436-020-01084-8
pii: S1098-3600(21)05199-6
pmc: PMC8187147
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, N.I.H., Intramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

1075-1085

Subventions

Organisme : NHGRI NIH HHS
ID : U01 HG007690
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG010215
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007674
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007672
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG010218
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG010233
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG010230
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG010217
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007530
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007703
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007942
Pays : United States

Investigateurs

Maria T Acosta (MT)
Margaret Adam (M)
David R Adams (DR)
Pankaj B Agrawal (PB)
Mercedes E Alejandro (ME)
Justin Alvey (J)
Laura Amendola (L)
Ashley Andrews (A)
Euan A Ashley (EA)
Mahshid S Azamian (MS)
Carlos A Bacino (CA)
Guney Bademci (G)
Eva Baker (E)
Ashok Balasubramanyam (A)
Dustin Baldridge (D)
Jim Bale (J)
Michael Bamshad (M)
Deborah Barbouth (D)
Pinar Bayrak-Toydemir (P)
Anita Beck (A)
Alan H Beggs (AH)
Edward Behrens (E)
Gill Bejerano (G)
Jimmy Bennett (J)
Beverly Berg-Rood (B)
Jonathan A Bernstein (JA)
Gerard T Berry (GT)
Anna Bican (A)
Stephanie Bivona (S)
Elizabeth Blue (E)
John Bohnsack (J)
Carsten Bonnenmann (C)
Devon Bonner (D)
Lorenzo Botto (L)
Brenna Boyd (B)
Lauren C Briere (LC)
Elly Brokamp (E)
Gabrielle Brown (G)
Elizabeth A Burke (EA)
Lindsay C Burrage (LC)
Manish J Butte (MJ)
Peter Byers (P)
William E Byrd (WE)
John Carey (J)
Olveen Carrasquillo (O)
Ta Chen Peter Chang (TCP)
Sirisak Chanprasert (S)
Hsiao-Tuan Chao (HT)
Gary D Clark (GD)
Terra R Coakley (TR)
Laurel A Cobban (LA)
Joy D Cogan (JD)
Matthew Coggins (M)
F Sessions Cole (FS)
Heather A Colley (HA)
Cynthia M Cooper (CM)
Heidi Cope (H)
William J Craigen (WJ)
Andrew B Crouse (AB)
Michael Cunningham (M)
Precilla D'Souza (P)
Hongzheng Dai (H)
Surendra Dasari (S)
Joie Davis (J)
Jyoti G Daya (JG)
Matthew Deardorff (M)
Esteban C Dell'Angelica (EC)
Shweta U Dhar (SU)
Katrina Dipple (K)
Daniel Doherty (D)
Naghmeh Dorrani (N)
Argenia L Doss (AL)
Emilie D Douine (ED)
David D Draper (DD)
Laura Duncan (L)
Dawn Earl (D)
David J Eckstein (DJ)
Lisa T Emrick (LT)
Christine M Eng (CM)
Cecilia Esteves (C)
Marni Falk (M)
Liliana Fernandez (L)
Carlos Ferreira (C)
Elizabeth L Fieg (EL)
Laurie C Findley (LC)
Paul G Fisher (PG)
Brent L Fogel (BL)
Irman Forghani (I)
Laure Fresard (L)
William A Gahl (WA)
Ian Glass (I)
Bernadette Gochuico (B)
Rena A Godfrey (RA)
Katie Golden-Grant (K)
Alica M Goldman (AM)
Madison P Goldrich (MP)
David B Goldstein (DB)
Alana Grajewski (A)
Catherine A Groden (CA)
Irma Gutierrez (I)
Sihoun Hahn (S)
Rizwan Hamid (R)
Neil A Hanchard (NA)
Kelly Hassey (K)
Nichole Hayes (N)
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Anne Hing (A)
Fuki M Hisama (FM)
Ingrid A Holm (IA)
Jason Hom (J)
Martha Horike-Pyne (M)
Alden Huang (A)
Yong Huang (Y)
Laryssa Huryn (L)
Rosario Isasi (R)
Fariha Jamal (F)
Gail P Jarvik (GP)
Jeffrey Jarvik (J)
Suman Jayadev (S)
Lefkothea Karaviti (L)
Jennifer Kennedy (J)
Dana Kiley (D)
Isaac S Kohane (IS)
Jennefer N Kohler (JN)
Susan Korrick (S)
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Deborah Krakow (D)
Donna M Krasnewich (DM)
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Joel B Krier (JB)
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Paolo M Moretti (PM)
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Deborah Mosbrook-Davis (D)
John J Mulvihill (JJ)
David R Murdock (DR)
Anna Nagy (A)
Mariko Nakano-Okuno (M)
Avi Nath (A)
Stanley F Nelson (SF)
John H Newman (JH)
Sarah K Nicholas (SK)
Deborah Nickerson (D)
Shirley Nieves-Rodriguez (S)
Donna Novacic (D)
Devin Oglesbee (D)
James P Orengo (JP)
Laura Pace (L)
Stephen Pak (S)
J Carl Pallais (JC)
Christina G S Palmer (CGS)
Jeanette C Papp (JC)
Neil H Parker (NH)
John A Phillips (JA)
Jennifer E Posey (JE)
Lorraine Potocki (L)
Bradley Power (B)
Barbara N Pusey (BN)
Aaron Quinlan (A)
Archana N Raja (AN)
Deepak A Rao (DA)
Wendy Raskind (W)
Genecee Renteria (G)
Chloe M Reuter (CM)
Lynette Rives (L)
Amy K Robertson (AK)
Lance H Rodan (LH)
Jill A Rosenfeld (JA)
Natalie Rosenwasser (N)
Francis Rossignol (F)
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Ralph Sacco (R)
Jacinda B Sampson (JB)
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Mario Saporta (M)
Judy Schaechter (J)
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Jimann Shin (J)
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None Ben Solomon
Rebecca C Spillmann (RC)
Joan M Stoler (JM)
Jennifer A Sullivan (JA)
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Auteurs

Shilpa Nadimpalli Kobren (SN)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.

Dustin Baldridge (D)

Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.

Matt Velinder (M)

Center for Genomic Discovery, University of Utah, Salt Lake City, UT, USA.

Joel B Krier (JB)

Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.

Kimberly LeBlanc (K)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.

Cecilia Esteves (C)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.

Barbara N Pusey (BN)

National Human Genome Research Institute (NHGRI) at the National Institutes of Health (NIH), Bethesda, MD, USA.

Stephan Züchner (S)

Department of Human Genetics and Hussman Institute for Human Genomics, University of Miami Health System, Miami, FL, USA.

Elizabeth Blue (E)

Division of Medical Genetics, Department of Medicine, University of Washington, Seattle, WA, USA.

Hane Lee (H)

Department of Human Genetics, David Geffen School of Medicine at the University of California, Los Angeles, CA, USA.
Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at the University of California, Los Angeles, CA, USA.

Alden Huang (A)

Department of Human Genetics, David Geffen School of Medicine at the University of California, Los Angeles, CA, USA.

Lisa Bastarache (L)

Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.

Anna Bican (A)

Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.

Joy Cogan (J)

Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.

Shruti Marwaha (S)

Stanford Center for Undiagnosed Diseases, Stanford, CA, USA.

Anna Alkelai (A)

Institute for Genomic Medicine, Columbia University Medical Center, New York City, NY, USA.

David R Murdock (DR)

Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.

Pengfei Liu (P)

Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.
Baylor Genetics, Houston, TX, USA.

Daniel J Wegner (DJ)

Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.

Alexander J Paul (AJ)

McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA.

Shamil R Sunyaev (SR)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.

Isaac S Kohane (IS)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA. isaac_kohane@hms.harvard.edu.

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