I am currently a postdoctoral fellow at the HKUCDS BioAI lab, School of Computing and Data Science, The University of Hong Kong. I work on bioinformatics algorithm development, deep learning, and genomics research, with extensive experience in Python, C, and C++. Feel free to visit my GitHub page for details.
I received my Ph.D. in Computer Science from The University of Hong Kong in September 2023, supervised by Prof. Ruibang Luo. Prior to that, I received my M.Eng. and B.Eng. in Software Engineering from the School of Computer Science and Engineering, Sun Yat-sen University.
My research interests include long-read variant calling, somatic variant detection, RNA variant calling, and third-generation sequencing data analysis. I develop the Clair series variant callers (Clair3, ClairS, ClairS-TO, Clair3-RNA, etc.), several of which are officially supported by Oxford Nanopore Technologies. I have published 15+ papers in peer-reviewed journals and conferences, including Nature Computational Science, Nature Communications, Bioinformatics, Briefings in Bioinformatics, and BMC Bioinformatics.
馃敟 News
- 2026.04: 聽馃帀馃帀 Gungnir DNA storage codec was published in Nature Communications.
- 2025.12: 聽馃帀馃帀 Clair3-RNA was published in Nature Communications.
- 2025.10: 聽馃帀馃帀 ClairS-TO was published in Nature Communications.
- 2025.01: 聽馃帀馃帀 Repun was published in Briefings in Bioinformatics.
- 2023.09: 聽馃帀馃帀 I graduated from the Department of Computer Science, the University of Hong Kong.
- 2023.08: 聽馃帀馃帀 A preprint describing ClairS鈥檚 algorithms and results is at bioRxiv.
- 2023.05: 聽馃帀馃帀 ClairS was supported as an official somatic small variant caller tool by Oxford Nanopore Technologies, link here.
- 2023.04: 聽馃帀馃帀 I gave a talk in Recomb-Seq on our new somatic variant caller ClairS.
- 2023.02: 聽馃帀馃帀 Our paper Clair3 was accepted by Nature Computational Science.
- 2021.10: 聽馃帀馃帀 Our first bioinformatics software Clair3 was supported as official variant caller tool by Oxford Nanopore Technologies, link here.
馃摑 Publications
Selected Publications (*equal contribution, #corresponding)
- Z. Zheng*, S. Li*, J. Su*, A. W. S. Leung, T. W. Lam, R. Luo#. Symphonizing pileup and full-alignment for deep learning-based long-read variant calling. Nature Computational Science, 2022, 2(12): 797-803. Full text 路 Code
- Z. Zheng*, X. Yu*, L. Chen, Y. L. Lee, C. Xin, A. O. K. Wong, M. Jain, R. K. Kesharwani, F. J. Sedlazeck#, R. Luo#. Clair3-RNA: A deep learning-based small variant caller for long-read RNA sequencing data. Nature Communications, 2025, 16(1): 11553. Full text 路 Code
- Z. Zheng*, L. Chen*, J. Su*, Y. L. Lee, T. W. Lam, R. Luo#. ClairS: a deep-learning method for long-read somatic small variant calling. bioRxiv, 2023. Full text 路 Code
- Z. Zheng, M. He, X. Yu, J. Li, L. Chen, A. O. K. Wong, J. Zhang, Y. Zhou, R. Luo#. Accelerated long-read variant calling with Clair3 for whole-genome sequencing. Bioinformatics, 2026, 42(5): btag181. Full text 路 Code
- Z. Zheng*#, Y. Ren*, L. Chen, A. O. K. Wong, S. Li, X. Yu, T. W. Lam, R. Luo#. Repun: An accurate small variant representation unification method for multiple sequencing platforms. Briefings in Bioinformatics, 2025, 26(1): bbae613. Full text 路 Code
- Z. Zheng, M. He, X. Yu, L. Chen, A. O. K. Wong, J. Zhang, Y. Zhou, R. Luo#. T2T-CHM13 reveals missing truth variants and improves deep-learning-based variant calling in long-read sequencing data. Accepted by Quantitative Biology, 2026.
- L. Chen*, Z. Zheng*#, J. Su, X. Yu, A. O. K. Wong, J. Zhang, Y. L. Lee, R. Luo#. ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling. Nature Communications, 2025, 16(1): 9630. Full text 路 Code
- J. Zhang*, L. Chen*, J. Sun*, S. Li, Y. Zhou, Z. Wu, C. Li, Z. Zheng#, R. Luo#. Gungnir codec enabling high error-tolerance and low-redundancy DNA storage through substantial computing power. Nature Communications, 2026. Full text 路 Code
- J. Su*, Z. Zheng*, S. S. Ahmed, T. W. Lam, R. Luo#. Clair3-trio: high-performance Nanopore long-read variant calling in family trios with trio-to-trio deep neural networks. Briefings in Bioinformatics, 2022, 23(5): bbac301. Full text 路 Code
- L. Chen*, Z. Zheng*#, M. He, A. O. K. Wong, X. Yu, J. Li, J. Zhang, Y. Zhou, R. Luo#. Clair-Mosaic: A deep-learning method for long-read mosaic small variant calling. bioRxiv, 2025. Full text 路 Code
- H. Yu*, Z. Zheng*, J. Su#, T. W. Lam#, R. Luo#. Boosting variant-calling performance with multi-platform sequencing data using Clair3-MP. BMC Bioinformatics, 2023, 24: 308. Full text 路 Code
- L. Chen*, J. Su*, Z. Zheng*, T. W. Lam, R. Luo#. Large-scale Dataset and Effective Model for Variant-Disease Associations Extraction. Proceedings of the 14th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, 2023, 1-6. Full text
Please check my Google Scholar for all publications here.
馃帠 Honors and Awards
- 2019 - 2023 University Postgraduate Fellowships
- 2019 - 2023 Postgraduate Scholarships
- 2018 Kaggle Competition silver medal and bronze medal
- 2018 First-class Graduate Academic Scholarship
- 2014 - 2016 First-class Undergraduate Academic Scholarship
馃摉 Educations
- 2019.09 - 2023.09, Ph.D., Department of Computer Science, The University of Hong Kong, Hong Kong.
- 2017.09 - 2019.06, M.Eng., School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou.
- 2013.09 - 2017.06, B.Eng., School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou.
馃挰 Presentations
- 2025.12, A deep learning-based small variant caller for long-read RNA sequencing data. GIW/ISCB-Asia 2025, Hong Kong, China.
- 2024.10, ClairS: a deep-learning method for long-read somatic small variant calling. APBJC 2024, Okinawa, Japan.
- 2023.04, Accurate haplotype-aware long-read somatic variant calling using deep learning-based synthetic data learning. RECOMB-SEQ 2023, Istanbul, Turkey.
- 2020.05, Claire: Clair-extended to support full alignment as input to a deep neural network for more accurate germline variant calling in low complexity genome regions. RECOMB-SEQ 2020, Padua, Italy.
馃捇 Internships
- 2018.05 - 2018.09, Summer intern, Intelligent Recommendation Center, Tencent.
- 2017.06 - 2017.09, Research intern, Medical Image Group, Sun Yat-sen University Cancer Center.