1 Transcriptome-wide association analysis of 211 neuroimaging traits identifies new 2 genes for brain structures and yields insights into the gene-level pleiotropy with other 3 complex traits 4 5 Running title: TWAS of brain structures 6 7 Bingxin Zhao1,6, Yue Shan1,6, Yue Yang1, Tengfei Li2,3, Tianyou Luo1, Ziliang Zhu1, Yun 8 Li*1,4,5,7, and Hongtu Zhu*1,3,7 9 10 1Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 11 USA 12 2Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 13 USA 14 3Biomedical Research Imaging Center, School of Medicine, University of North Carolina 15 at Chapel Hill, Chapel Hill, NC, USA 16 4Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 17 USA 18 5Department of Computer Science, University of North Carolina at Chapel Hill, Chapel 19 Hill, NC, USA 20 6 These authors contributed equally: Bingxin Zhao, Yue Shan. 21 7 These authors jointly supervised this Work: Yun Li, Hongtu Zhu. 22 *Corresponding authors: 23 Yun Li 24 5090 Genetic Medicine Building, 120 Mason Farm Road, Chapel Hill, NC 27599. 25 E-mail address:
[email protected] Phone: (919) 843-2832 26 27 Hongtu Zhu 28 3105C McGavran-Greenberg Hall, 135 Dauer Drive, Chapel Hill, NC 27599. 29 E-mail address:
[email protected] Phone: (919) 966-7250 30 31 List of Alzheimer's Disease Neuroimaging Initiative (ADNI) and Pediatric Imaging, 32 Neurocognition and Genetics (PING) authors provided in the supplemental materials. 1 1 Abstract 2 Structural and microstructural variations of human brain are heritable and highly 3 polygenic traits, With hundreds of associated genes founded in recent genome-wide 4 association studies (GWAS).