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Abstract
Structural variants (SVs) contribute to many disorders, yet, functionally annotating them remains a major challenge. Here, we integrate SVs with RNA-sequencing from human post-mortem brains to quantify their dosage and regulatory effects. We show that genic and regulatory SVs exist at significantly lower frequencies than intergenic SVs. Functional impact of copy number variants (CNVs) stems from both the proportion of genic and regulatory content altered and loss-of-function intolerance of the gene. We train a linear model to predict expression effects of rare CNVs and use it to annotate regulatory disruption of CNVs from 14,891 independent genome-sequenced individuals. Pathogenic deletions implicated in neurodevelopmental disorders show significantly more extreme regulatory disruption scores and if rank ordered would be prioritized higher than using frequency or length alone. This work shows the deleteriousness of regulatory SVs, particularly those altering CTCF sites and provides a simple approach for functionally annotating the regulatory consequences of CNVs.
Structural variants (SVs) contribute to the genetic architecture of many brain-related disorders. Here, the authors integrate SV calls from genome sequencing (n = 755) with RNA-seq data (n = 629) from post-mortem dorsal lateral prefrontal cortex to annotate the gene regulatory effects of SVs in the human brain and their potential to contribute to disease.
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1 Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916)
2 Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology (M.I.T.), Cambridge, USA (GRID:grid.66859.34); Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
3 Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916)
4 Sage Bionetworks, Seattle, USA (GRID:grid.430406.5) (ISNI:0000 0004 6023 5303)
5 Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology (M.I.T.), Cambridge, USA (GRID:grid.66859.34); Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Division of Medical Sciences, Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
6 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn Institute for Data Science and Genomic Sciences, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
7 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
8 Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology (M.I.T.), Cambridge, USA (GRID:grid.66859.34); Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
9 Division of Psychiatric Epigenomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
10 Seaver Autism for Research and Treatment, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
11 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Seaver Autism for Research and Treatment, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
12 Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Seaver Autism for Research and Treatment, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
13 Icahn Institute for Data Science and Genomic Sciences, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Department of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
14 Center for Genomic & Computational Biology, Duke University, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961); Division of Medical Genetics, Department of Pediatrics, Duke University, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961)
15 Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
16 Laboratory of Neurogenomic Biomarkers, Centre for Integrative Biology (CIBIO), University of Trento, Trento, Italy (GRID:grid.11696.39) (ISNI:0000 0004 1937 0351)
17 Icahn Institute for Data Science and Genomic Sciences, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
18 Department of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
19 Neuropsychiatry Section, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
20 Neuropsychiatric Signaling Program, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
21 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
22 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Department of Biomedicine, Aarhus University, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
23 Human Brain Collection Core, Intramural Research Program, NIMH, National Institutes of Health, Bethesda, USA (GRID:grid.416868.5) (ISNI:0000 0004 0464 0574)
24 Department of Mathematics, University of Trento, Trento, Italy (GRID:grid.11696.39) (ISNI:0000 0004 1937 0351)
25 National Institute of Mental Health, Bethesda, USA (GRID:grid.416868.5) (ISNI:0000 0004 0464 0574)
26 Pamela Sklar Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn Institute for Data Science and Genomic Sciences, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Psychiatry, JJ Peters VA Medical Center, Bronx, USA (GRID:grid.59734.3c)
27 Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916)
28 Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
29 Center for Genomic & Computational Biology, Duke University, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961)
30 Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, USA (GRID:grid.10698.36) (ISNI:0000000122483208)
31 Department of Statistics and Data Science, Pittsburgh, USA (GRID:grid.11696.39)
32 Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916); Department of Biological Sciences, Vanderbilt University, Nashville, USA (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
33 Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology (M.I.T.), Cambridge, USA (GRID:grid.66859.34); Center for Genomic Medicine, Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Division of Medical Sciences, Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Stanley Center for Psychiatric Research, Broad Institute of Harvard and M.I.T, Cambridge, USA (GRID:grid.66859.34)