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April 19, 2022; 98 (16) Research Article

Exome-wide Analysis of De Novo and Rare Genetic Variants in Patients With Brain Arteriovenous Malformation

Kun Wang, Sen Zhao, Zhixin Xie, Mingqi Zhang, Hengqiang Zhao, Xi Cheng, Yisen Zhang, Yuchen Niu, Jian Liu, Terry Jianguo Zhang, Ying Zhang, Zhihong Wu, Junsheng Chu, Xinjian Yang, Nan Wu
First published February 28, 2022, DOI: https://doi.org/10.1212/WNL.0000000000200114
Kun Wang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Sen Zhao
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Zhixin Xie
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Mingqi Zhang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Hengqiang Zhao
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Xi Cheng
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Yisen Zhang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Yuchen Niu
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Jian Liu
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Terry Jianguo Zhang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Ying Zhang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Zhihong Wu
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Junsheng Chu
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Xinjian Yang
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Nan Wu
From the Departments of Interventional Neuroradiology (K.W., M.Z., Yisen Zhang, J.L., Ying Zhang, X.Y.) and Neurosurgery (J.C.), Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University; Department of Orthopedic Surgery, State Key Laboratory of Complex Severe and Rare Diseases (S.Z., Z.X., H.Z., X.C., T.J.Z., N.W.), and Medical Research Center (Y.N., Z.W.), Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing; Beijing Key Laboratory for Genetic Research of Skeletal Deformity (S.Z., Z.X., H.Z., X.C., Y.N., T.J.Z., Z.W., N.W.); and Key Laboratory of Big Data for Spinal Deformities (T.J.Z., N.W.), Chinese Academy of Medical Sciences, Beijing, China.
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Exome-wide Analysis of De Novo and Rare Genetic Variants in Patients With Brain Arteriovenous Malformation
Kun Wang, Sen Zhao, Zhixin Xie, Mingqi Zhang, Hengqiang Zhao, Xi Cheng, Yisen Zhang, Yuchen Niu, Jian Liu, Terry Jianguo Zhang, Ying Zhang, Zhihong Wu, Junsheng Chu, Xinjian Yang, Nan Wu
Neurology Apr 2022, 98 (16) e1670-e1678; DOI: 10.1212/WNL.0000000000200114

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Abstract

Background and Objectives Brain arteriovenous malformation (bAVM) is a congenital disorder and a leading cause of hemorrhagic stroke. Germline genetic variants play an essential role in the pathogenesis of bAVM. However, the biological relevance of disease-associated genes identified in previous studies is elusive. In this study, we aim to systematically investigate the contribution of germline variants to bAVM and explore the critical molecular pathways underlying the pathogenesis of bAVM.

Methods Probands with sporadic bAVM were consecutively recruited into this study from November 2015 to November 2018 and underwent exome sequencing. The controls were aggregated from individuals who were not known to have vascular malformation and underwent exome sequencing for clinical or research purposes. The retained control dataset included 4,609 individuals, including 251 individuals with parental samples sequenced. We first analyzed de novo variants in cases and controls and performed a pathway enrichment analysis. A gene-based rare variant association analysis was then performed to identify genes whose variants were significantly enriched in cases.

Results We collected an exome-sequenced bAVM cohort consisting of 152 trios and 40 singletons. By first focusing on de novo variants, we observed a significant mutational burden of likely gene-disrupting variants in cases vs controls. By performing a pathway enrichment analysis of all nonsynonymous de novo variants identified in cases, we found the angiopoietin-like protein 8 (ANGPTL8) regulatory pathway to be significantly enriched in patients with bAVM. Through an exome-wide rare variant association analysis utilizing 4,394 in-house exome data as controls, we identified SLC19A3 as a disease-associated gene for bAVM. In addition, we found that the SLC19A3 variants in cases are preferably located at the N′ side of the SLC19A3 protein. These findings implicate a phenotypic expansion of SLC19A3-related disorders with a domain-specific effect.

Discussion This study provides insights into the biological basis of bAVM by identifying novel molecular pathways and candidate genes.

Glossary

bAVM=
brain arteriovenous malformation;
CADD=
combined annotation dependent depletion;
CCDS=
consensus coding sequences;
CM-AVM=
capillary malformation–arteriovenous malformation syndrome;
D-mis=
deleterious missense;
GQ=
genotype quality;
IBD=
identity by descent;
LGD=
likely gene-disrupting;
MAPK=
mitogen-activated protein kinase;
mTOR=
mammalian target of rapamycin;
PI3K=
phosphoinositide 3-kinase;
pLI=
probability of being loss-of-function intolerant

Footnotes

  • Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • ↵* These authors contributed equally as co–first authors.

  • ↵† These authors contributed equally as co–corresponding authors.

  • Received July 24, 2021.
  • Accepted in final form January 11, 2022.
  • © 2022 American Academy of Neurology
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