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The impact of common variants on gene expression in the human brain: from RNA to protein to schizophrenia risk

Qiuman Liang, Yi Jiang, Annie W. Shieh, Dan Zhou, Rui Chen, Feiran Wang, Meng Xu, Mingming Niu, Xusheng Wang, Dalila Pinto, Yue Wang, Lijun Cheng, Ramu Vadukapuram, Chunling Zhang, Kay Grennan, Gina Giase, The PsychENCODE Consortium, Kevin P White, Junmin Peng, Bingshan Li, View ORCID ProfileChunyu Liu, Chao Chen, Sidney H. Wang
doi: https://doi.org/10.1101/2023.06.04.543603
Qiuman Liang
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
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Yi Jiang
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
2Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430000, China.
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Annie W. Shieh
3Center for Human Genetics, The Brown foundation Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
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Dan Zhou
4School of Public Health and the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310058, China
5Department of Molecular Physiology and Biophysics, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN 37232, USA
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Rui Chen
5Department of Molecular Physiology and Biophysics, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN 37232, USA
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Feiran Wang
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
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Meng Xu
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
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Mingming Niu
6Department of Structural Biology, Department of Developmental Neurobiology, Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
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Xusheng Wang
7Department of Biology, University of North Dakota, Grand Forks, ND 58202, USA
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Dalila Pinto
8Department of Psychiatry, and Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
9Department of Genetics and Genomic Sciences, and Icahn Institute for Data Science and Genomic Technology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
10The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
11Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
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Yue Wang
12Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA 22203, USA
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Lijun Cheng
13Institute for Genomics and Systems Biology, University of Chicago, Chicago, IL 60637, USA
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Ramu Vadukapuram
14Department of Psychiatry, The University of Texas Rio Grande Valley, Harlingen, TX 78550, USA
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Chunling Zhang
15Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY 13210, USA
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Kay Grennan
16Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY 13210, USA
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Gina Giase
17The Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
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Kevin P White
18Dpartment of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117596, Singapore
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Junmin Peng
6Department of Structural Biology, Department of Developmental Neurobiology, Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
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Bingshan Li
5Department of Molecular Physiology and Biophysics, Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN 37232, USA
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Chunyu Liu
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
16Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY 13210, USA
19School of Psychology, Shaanxi Normal University, Xi’an, Shaanxi 710062, China
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  • ORCID record for Chunyu Liu
  • For correspondence: Hsi.Ming.S.Wang@uth.tmc.edu chenchaor@gmail.com LiuCh@upstate.edu
Chao Chen
1Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
20Furong Laboratory, Changsha, Hunan 410000, China
21National Clinical Research Center for Mental Disorders, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410000, China
22National Engineering Research Center of Personalized Diagnostic and Therapeutic Technology, Central South University, Changsha, Hunan 410000, China
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  • For correspondence: Hsi.Ming.S.Wang@uth.tmc.edu chenchaor@gmail.com LiuCh@upstate.edu
Sidney H. Wang
3Center for Human Genetics, The Brown foundation Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
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  • For correspondence: Hsi.Ming.S.Wang@uth.tmc.edu chenchaor@gmail.com LiuCh@upstate.edu
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Abstract

The impact of genetic variants on gene expression has been intensely studied at the transcription level and the results have been useful in linking genes to disease risk for complex disorders, such as schizophrenia. On the other hand, the downstream impact of these variants and the molecular mechanisms connecting transcription variation to disease risk are not well understood. To this end, we quantitated ribosome occupancy in prefrontal cortex samples of the BrainGVEx cohort. Together with RNA-Seq and proteomics data from the same cohort, we performed cis-Quantitative Trait Locus (QTL) mapping to identify variants associated with transcription (eQTL), ribosome occupancy (rQTL), and protein (pQTL) level. We found that while more than half of pQTL effects originated from transcription variation, less than half of the eQTL effects propagated to the protein level. Leveraging multi-omics QTL results, we found 50 schizophrenia risk genes and further identified driver mechanisms for ten. We also found risk genes that have clear eQTL signals without discernible pQTLs.

Summary Attenuation of eQTL effects at the protein level was found prevalent in the human brain and its relevance in schizophrenia risk was investigated.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ‡ PsychENCODE Consortium authors and affiliations are listed in the supplementary materials.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted June 05, 2023.
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The impact of common variants on gene expression in the human brain: from RNA to protein to schizophrenia risk
Qiuman Liang, Yi Jiang, Annie W. Shieh, Dan Zhou, Rui Chen, Feiran Wang, Meng Xu, Mingming Niu, Xusheng Wang, Dalila Pinto, Yue Wang, Lijun Cheng, Ramu Vadukapuram, Chunling Zhang, Kay Grennan, Gina Giase, The PsychENCODE Consortium, Kevin P White, Junmin Peng, Bingshan Li, Chunyu Liu, Chao Chen, Sidney H. Wang
bioRxiv 2023.06.04.543603; doi: https://doi.org/10.1101/2023.06.04.543603
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The impact of common variants on gene expression in the human brain: from RNA to protein to schizophrenia risk
Qiuman Liang, Yi Jiang, Annie W. Shieh, Dan Zhou, Rui Chen, Feiran Wang, Meng Xu, Mingming Niu, Xusheng Wang, Dalila Pinto, Yue Wang, Lijun Cheng, Ramu Vadukapuram, Chunling Zhang, Kay Grennan, Gina Giase, The PsychENCODE Consortium, Kevin P White, Junmin Peng, Bingshan Li, Chunyu Liu, Chao Chen, Sidney H. Wang
bioRxiv 2023.06.04.543603; doi: https://doi.org/10.1101/2023.06.04.543603

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