
Overview
Background
Dr Jian Zeng is a statistical geneticist and NHMRC Emerging Leadership Fellow at the Institute for Molecular Bioscience (IMB) at the University of Queensland (UQ). He received his PhD in animal breeding and genetics at Iowa State University and joined the Program in Complex Trait Genomics (PCTG) at UQ in 2016. His research focuses on the development and application of innovative statistical methods for estimating the genetic architecture and evolutionary signals in complex traits, identifying genetic variants, genes and other molecular intermediates associated with phenotype variation, and predicting trait phenotypes using genome sequence data. In 2019, he was awarded an NHMRC Investigator Emerging Leadership Grant to develop statistical methods and software tools for best predict an individual’s disease risk using genomic and omics data. He was an invited speaker at the prestigious Gordon Research Conference in 2019.
Availability
- Dr Jian Zeng is:
- Available for supervision
Fields of research
Qualifications
- Doctor of Philosophy, University of Iowa
Research interests
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Understanding genetic architecture and evolution of complex traits
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Prediction of polygenic scores of complex traits and diseases
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Mapping causal variants, genes and regulatory elements using multi-omics data
Works
Search Professor Jian Zeng’s works on UQ eSpace
2023
Journal Article
Leveraging base-pair mammalian constraint to understand genetic variation and human disease
Sullivan, Patrick F., Meadows, Jennifer R. S., Gazal, Steven, Phan, BaDoi N., Li, Xue, Genereux, Diane P., Dong, Michael X., Bianchi, Matteo, Andrews, Gregory, Sakthikumar, Sharadha, Nordin, Jessika, Roy, Ananya, Christmas, Matthew J., Marinescu, Voichita D., Wang, Chao, Wallerman, Ola, Xue, James, Yao, Shuyang, Sun, Quan, Szatkiewicz, Jin, Wen, Jia, Huckins, Laura M., Lawler, Alyssa, Keough, Kathleen C., Zheng, Zhili, Zeng, Jian, Wray, Naomi R., Li, Yun, Johnson, Jessica ... Zoonomia Consortium§ (2023). Leveraging base-pair mammalian constraint to understand genetic variation and human disease. Science, 380 (6643) eabn2937, 1-12. doi: 10.1126/science.abn2937
2023
Journal Article
mBAT-combo: a more powerful test to detect gene-trait associations from GWAS data
Li, Ang, Liu, Shouye, Bakshi, Andrew, Jiang, Longda, Chen, Wenhan, Zheng, Zhili, Sullivan, Patrick F., Visscher, Peter M., Wray, Naomi R., Yang, Jian and Zeng, Jian (2023). mBAT-combo: a more powerful test to detect gene-trait associations from GWAS data. American Journal of Human Genetics, 110 (1), 30-43. doi: 10.1016/j.ajhg.2022.12.006
2023
Journal Article
Dynamic robust particle swarm optimization algorithm based on hybrid strategy
Zeng, Jian, Yu, Xiaoyong, Yang, Guoyan and Gui, Haitao (2023). Dynamic robust particle swarm optimization algorithm based on hybrid strategy. International Journal of Swarm Intelligence Research, 14 (1), 1-14. doi: 10.4018/IJSIR.325006
2022
Journal Article
Genetic control of RNA splicing and its distinct role in complex trait variation
Qi, Ting, Wu, Yang, Fang, Hailing, Zhang, Futao, Liu, Shouye, Zeng, Jian and Yang, Jian (2022). Genetic control of RNA splicing and its distinct role in complex trait variation. Nature Genetics, 54 (9), 1355-1363. doi: 10.1038/s41588-022-01154-4
2022
Journal Article
Extend mixed models to multilayer neural networks for genomic prediction including intermediate omics data
Zhao, Tianjing, Zeng, Jian and Cheng, Hao (2022). Extend mixed models to multilayer neural networks for genomic prediction including intermediate omics data. Genetics, 221 (1) iyac034. doi: 10.1093/genetics/iyac034
2021
Journal Article
A comparison of ten polygenic score methods for psychiatric disorders applied across multiple cohorts
Ni, Guiyan, Zeng, Jian, Revez, Joana A., Wang, Ying, Zheng, Zhili, Ge, Tian, Restuadi, Restuadi, Kiewa, Jacqueline, Nyholt, Dale R., Coleman, Jonathan R.I., Smoller, Jordan W., Yang, Jian, Visscher, Peter M. and Wray, Naomi R. (2021). A comparison of ten polygenic score methods for psychiatric disorders applied across multiple cohorts. Biological Psychiatry, 90 (9), 611-620. doi: 10.1016/j.biopsych.2021.04.018
2021
Journal Article
Tumor mutational burden is polygenic and genetically associated with complex traits and diseases
Sun, Xiwei, Xue, Angli, Qi, Ting, Chen, Dan, Shi, Dandan, Wu, Yang, Zheng, Zhili, Zeng, Jian and Yang, Jian (2021). Tumor mutational burden is polygenic and genetically associated with complex traits and diseases. Cancer Research, 81 (5) canres.3459.2020, 12230-1239. doi: 10.1158/0008-5472.can-20-3459
2021
Journal Article
Widespread signatures of natural selection across human complex traits and functional genomic categories
Zeng, Jian, Xue, Angli, Jiang, Longda, Lloyd-Jones, Luke R., Wu, Yang, Wang, Huanwei, Zheng, Zhili, Yengo, Loic, Kemper, Kathryn E., Goddard, Michael E., Wray, Naomi R., Visscher, Peter M. and Yang, Jian (2021). Widespread signatures of natural selection across human complex traits and functional genomic categories. Nature Communications, 12 (1) 1164, 1-12. doi: 10.1038/s41467-021-21446-3
2021
Journal Article
Analysis of common genetic variation and rare CNVs in the Australian Autism Biobank
Yap, Chloe X., Alvares, Gail A., Henders, Anjali K., Lin, Tian, Wallace, Leanne, Farrelly, Alaina, McLaren, Tiana, Berry, Jolene, Vinkhuyzen, Anna A. E., Trzaskowski, Maciej, Zeng, Jian, Yang, Yuanhao, Cleary, Dominique, Grove, Rachel, Hafekost, Claire, Harun, Alexis, Holdsworth, Helen, Jellett, Rachel, Khan, Feroza, Lawson, Lauren, Leslie, Jodie, Levis Frenk, Mira, Masi, Anne, Mathew, Nisha E., Muniandy, Melanie, Nothard, Michaela, Visscher, Peter M., Dawson, Paul A., Dissanayake, Cheryl ... Gratten, Jacob (2021). Analysis of common genetic variation and rare CNVs in the Australian Autism Biobank. Molecular Autism, 12 (1) 12, 12. doi: 10.1186/s13229-020-00407-5
2021
Journal Article
Correction: Genome-wide analyses of behavioural traits are subject to bias by misreports and longitudinal changes
Xue, Angli, Jiang, Longda, Zhu, Zhihong, Wray, Naomi R., Visscher, Peter M., Zeng, Jian and Yang, Jian (2021). Correction: Genome-wide analyses of behavioural traits are subject to bias by misreports and longitudinal changes. Nature Communications, 12 (1) 988, 988. doi: 10.1038/s41467-021-21294-1
2021
Journal Article
Genome-wide analyses of behavioural traits are subject to bias by misreports and longitudinal changes
Xue, Angli, Jiang, Longda, Zhu, Zhihong, Wray, Naomi R., Visscher, Peter M., Zeng, Jian and Yang, Jian (2021). Genome-wide analyses of behavioural traits are subject to bias by misreports and longitudinal changes. Nature Communications, 12 (1) 6450, 6450. doi: 10.1038/s41467-020-20237-6
2020
Other Outputs
A comparison of ten polygenic score methods for psychiatric disorders applied across multiple cohorts
Ni, Guiyan, Zeng, Jian, Revez, Joana A, Wang, Ying, Zheng, Zhili, Ge, Tian, Restuadi, Restuadi, Kiewa, Jacqueline, Nyholt, Dale R, Coleman, Jonathan R I, Smoller, Jordan W, Consortium, Schizophrenia Working Group of the Psychiatric Genomics, Consortium, Major Depressive Disorder Working Group of the Psychiatric Genomics, Yang, Jian, Visscher, Peter M and Wray, Naomi R (2020). A comparison of ten polygenic score methods for psychiatric disorders applied across multiple cohorts. doi: 10.1101/2020.09.10.20192310
2020
Other Outputs
Genome-wide analyses of behavioural traits biased by misreports and longitudinal changes
Xue, Angli, Jiang, Longda, Zhu, Zhihong, Wray, Naomi R., Visscher, Peter M., Zeng, Jian and Yang, Jian (2020). Genome-wide analyses of behavioural traits biased by misreports and longitudinal changes. doi: 10.1101/2020.06.15.20131284
2020
Journal Article
KEGG-expressed genes and pathways in triple negative breast cancer Protocol for a systematic review and data mining
Chen, Jiarui, Liu, Chong, Cen, Jiemei, Liang, Tuo, Xue, Jiang, Zeng, Haopeng, Zhang, Zide, Xu, Guoyong, Yu, Chaojie, Lu, Zhaojun, Wang, Zequn, Jiang, Jie, Zhan, Xinli and Zeng, Jian (2020). KEGG-expressed genes and pathways in triple negative breast cancer Protocol for a systematic review and data mining. Medicine, 99 (18) e19986, 1-8. doi: 10.1097/MD.0000000000019986
2020
Journal Article
Promoter-anchored chromatin interactions predicted from genetic analysis of epigenomic data
Wu, Yang, Qi, Ting, Wang, Huanwei, Zhang, Futao, Zheng, Zhili, Phillips-Cremins, Jennifer E., Deary, Ian J., McRae, Allan F., Wray, Naomi R., Zeng, Jian and Yang, Jian (2020). Promoter-anchored chromatin interactions predicted from genetic analysis of epigenomic data. Nature Communications, 11 (1) 2061, 1-12. doi: 10.1038/s41467-020-15587-0
2020
Journal Article
Genome-wide association study identifies 143 loci associated with 25 hydroxyvitamin D concentration
Revez, Joana A., Lin, Tian, Qiao, Zhen, Xue, Angli, Holtz, Yan, Zhu, Zhihong, Zeng, Jian, Wang, Huanwei, Sidorenko, Julia, Kemper, Kathryn E., Vinkhuyzen, Anna A. E., Frater, Julanne, Eyles, Darryl, Burne, Thomas H. J., Mitchell, Brittany, Martin, Nicholas G., Zhu, Gu, Visscher, Peter M., Yang, Jian, Wray, Naomi R. and McGrath, John J. (2020). Genome-wide association study identifies 143 loci associated with 25 hydroxyvitamin D concentration. Nature Communications, 11 (1) 1647, 1-12. doi: 10.1038/s41467-020-15421-7
2019
Journal Article
Improved polygenic prediction by Bayesian multiple regression on summary statistics
Lloyd-Jones, Luke R., Zeng, Jian, Sidorenko, Julia, Yengo, Loïc, Moser, Gerhard, Kemper, Kathryn E., Wang, Huanwei, Zheng, Zhili, Magi, Reedik, Esko, Tõnu, Metspalu, Andres, Wray, Naomi R., Goddard, Michael E., Yang, Jian and Visscher, Peter M. (2019). Improved polygenic prediction by Bayesian multiple regression on summary statistics. Nature Communications, 10 (1) 5086, 1-10. doi: 10.1038/s41467-019-12653-0
2019
Journal Article
Genotype-by-environment interactions inferred from genetic effects on phenotypic variability in the UK Biobank
Wang, Huanwei, Zhang, Futao, Zeng, Jian, Wu, Yang, Kemper, Kathryn E., Xue, Angli, Zhang, Min, Powell, Joseph E., Goddard, Michael E., Wray, Naomi R., Visscher, Peter M., McRae, Allan F. and Yang, Jian (2019). Genotype-by-environment interactions inferred from genetic effects on phenotypic variability in the UK Biobank. Science Advances, 5 (8) eaaw3538, 1-12. doi: 10.1126/sciadv.aaw3538
2019
Journal Article
The effect of X-linked dosage compensation on complex trait variation
Sidorenko, Julia, Kassam, Irfahan, Kemper, Kathryn E., Zeng, Jian, Lloyd-Jones, Luke R., Montgomery, Grant W., Gibson, Greg, Metspalu, Andres, Esko, Tonu, Yang, Jian, McRae, Allan F. and Visscher, Peter M. (2019). The effect of X-linked dosage compensation on complex trait variation. Nature Communications, 10 (1) 3009, 3009. doi: 10.1038/s41467-019-10598-y
2019
Other Outputs
Improved polygenic prediction by Bayesian multiple regression on summary statistics
Lloyd-Jones, Luke R., Zeng, Jian, Sidorenko, Julia, Yengo, Loïc, Moser, Gerhard, Kemper, Kathryn E., Wang, Huanwei, Zheng, Zhili, Magi, Reedik, Esko, Tonu, Metspalu, Andres, Wray, Naomi R., Goddard, Michael E., Yang, Jian and Visscher, Peter M. (2019). Improved polygenic prediction by Bayesian multiple regression on summary statistics. doi: 10.1101/522961
Funding
Current funding
Supervision
Availability
- Dr Jian Zeng is:
- Available for supervision
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Supervision history
Current supervision
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Doctor Philosophy
Genetic architecture and evolution of complex traits across populations in humans
Principal Advisor
Other advisors: Professor Peter Visscher, Professor Naomi Wray, Dr Fleur Garton
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Doctor Philosophy
Statistical methods for risk prediction of common diseases
Principal Advisor
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Doctor Philosophy
Spatial transcriptomics and Single-cell Interaction Analysis
Associate Advisor
Other advisors: Dr Laura Grice, Dr Laura Genovesi, Dr Quan Nguyen
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Doctor Philosophy
Novel methods and data integration to understand the causes of Amyotrophic Lateral Sclerosis
Associate Advisor
Other advisors: Dr Allan McRae, Dr Fleur Garton
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Doctor Philosophy
Understanding the pathophysiology of stroke using bioinformatics and statistical genetics
Associate Advisor
Other advisors: Associate Professor Asaduzzaman Khan, Dr Mohammad Ali Moni
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Doctor Philosophy
Using genomic data and epigenetic annotations to identify genetic causes of cell differentiation
Associate Advisor
Other advisors: Professor Nathan Palpant, Dr Amy Hanna
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Doctor Philosophy
Understanding the pathophysiology of stroke using bioinformatics and statistical genetics approaches
Associate Advisor
Other advisors: Associate Professor Asaduzzaman Khan, Dr Mohammad Ali Moni
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Doctor Philosophy
Understanding the pathophysiology of stroke using bioinformatics and statistical genetics
Associate Advisor
Other advisors: Associate Professor Asaduzzaman Khan, Dr Mohammad Ali Moni
Completed supervision
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2024
Doctor Philosophy
The influence of genetic and environmental factors on inter-individual and inter-population variations
Principal Advisor
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2024
Doctor Philosophy
Development and application of statistical methods to identify genes and cell types associated with complex traits
Principal Advisor
Other advisors: Professor Naomi Wray
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2021
Doctor Philosophy
Identification of genetic and modifiable risk factors for complex diseases
Associate Advisor
Media
Enquiries
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