A robust pipeline with high replication rate for detection of somatic variants in the adaptive immune system as a source of common genetic variation in autoimmune disease.


Journal

Human molecular genetics
ISSN: 1460-2083
Titre abrégé: Hum Mol Genet
Pays: England
ID NLM: 9208958

Informations de publication

Date de publication:
15 04 2019
Historique:
received: 09 11 2018
revised: 09 11 2018
accepted: 05 12 2018
pubmed: 13 12 2018
medline: 2 7 2019
entrez: 13 12 2018
Statut: ppublish

Résumé

The role of somatic variants in diseases beyond cancer is increasingly being recognized, with potential roles in autoinflammatory and autoimmune diseases. However, as mutation rates and allele fractions are lower, studies in these diseases are substantially less tolerant of false positives, and bio-informatics algorithms require high replication rates. We developed a pipeline combining two variant callers, MuTect2 and VarScan2, with technical filtering and prioritization. Our pipeline detects somatic variants with allele fractions as low as 0.5% and achieves a replication rate of >55%. Validation in an independent data set demonstrates excellent performance (sensitivity > 57%, specificity > 98%, replication rate > 80%). We applied this pipeline to the autoimmune disease multiple sclerosis (MS) as a proof-of-principle. We demonstrate that 60% of MS patients carry 2-10 exonic somatic variants in their peripheral blood T and B cells, with the vast majority (80%) occurring in T cells and variants persisting over time. Synonymous variants significantly co-occur with non-synonymous variants. Systematic characterization indicates somatic variants are enriched for being novel or very rare in public databases of germline variants and trend towards being more damaging and conserved, as reflected by higher phred-scaled combined annotation-dependent depletion (CADD) and genomic evolutionary rate profiling (GERP) scores. Our pipeline and proof-of-principle now warrant further investigation of common somatic genetic variation on top of inherited genetic variation in the context of autoimmune disease, where it may offer subtle survival advantages to immune cells and contribute to the capacity of these cells to participate in the autoimmune reaction.

Identifiants

pubmed: 30541027
pii: 5240686
doi: 10.1093/hmg/ddy425
pmc: PMC6452186
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1369-1380

Informations de copyright

© The Author(s) 2018. Published by Oxford University Press.

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Auteurs

Lies Van Horebeek (L)

KU Leuven, Department of Neurosciences, Laboratory for Neuroimmunology, Leuven, Belgium.

Kelly Hilven (K)

KU Leuven, Department of Neurosciences, Laboratory for Neuroimmunology, Leuven, Belgium.

Klara Mallants (K)

KU Leuven, Department of Neurosciences, Laboratory for Neuroimmunology, Leuven, Belgium.

Annemarie Van Nieuwenhuijze (A)

VIB & KU Leuven Center for Brain and Disease Research, VIB, KU Leuven, Leuven, Belgium.
KU Leuven, Department of Microbiology and Immunology, Leuven, Belgium.

Tiina Kelkka (T)

Hematology Research Unit Helsinki, University of Helsinki, Department of Hematology, Helsinki University Hospital Comprehensive Cancer Centre, FIN-00290 Helsinki, Finland.
Department of Clinical Chemistry and Hematology, University of Helsinki, Helsinki, Finland.

Paula Savola (P)

Hematology Research Unit Helsinki, University of Helsinki, Department of Hematology, Helsinki University Hospital Comprehensive Cancer Centre, FIN-00290 Helsinki, Finland.
Department of Clinical Chemistry and Hematology, University of Helsinki, Helsinki, Finland.

Satu Mustjoki (S)

Hematology Research Unit Helsinki, University of Helsinki, Department of Hematology, Helsinki University Hospital Comprehensive Cancer Centre, FIN-00290 Helsinki, Finland.
Department of Clinical Chemistry and Hematology, University of Helsinki, Helsinki, Finland.

Susan M Schlenner (SM)

VIB & KU Leuven Center for Brain and Disease Research, VIB, KU Leuven, Leuven, Belgium.
KU Leuven, Department of Microbiology and Immunology, Leuven, Belgium.

Adrian Liston (A)

VIB & KU Leuven Center for Brain and Disease Research, VIB, KU Leuven, Leuven, Belgium.
KU Leuven, Department of Microbiology and Immunology, Leuven, Belgium.

Bénédicte Dubois (B)

KU Leuven, Department of Neurosciences, Laboratory for Neuroimmunology, Leuven, Belgium.
Department of Neurology, University Hospitals Leuven, Leuven, Belgium.

An Goris (A)

KU Leuven, Department of Neurosciences, Laboratory for Neuroimmunology, Leuven, Belgium.

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