Research Interests:
3D Genomics Analysis and its implications for evolution, health, and disease.
Biochemical Image Analysis, Cytogenetics Research .
Deep-Learning in Genomics, Next Generation Sequencing .
Publications
Journal(* equal contribution, # correspondance)
- A fast and adaptive detection framework for genome-wide chromatin loop mapping from Hi-C data
Siyuan Chen*, Jiuming Wang*,Inkyung Jung,Zhaowen Qiu, Xin Gao#, Yu Li#
Genome Research, 2024 | paper
- BR-CHromNet:Banding Resolution localization of CHromosome structural abnormality with conditional random field
Siyuan Chen*, Tingting Hu*, Xin Gao, Yongguo Yu#
Journal of Molecular Biology, 2024 | paper
- KaryoXpert: An accurate chromosome segmentation and classification framework for karyotyping analysis without training with manually labeled metaphase-image mask annotations
Siyuan Chen*, Kaichuang Zhang*, Jingdong Hu, Na Li, Ao Xu, Haoyang Li, Juexiao Zhou, Chao Huang, Yongguo Yu#, Xin Gao#
Computers in Biology and Medicine, 2024 | paper
- PPML-Omics: a Privacy-Preserving federated Machine Learning system protects patients’ privacy from omic data
Juexiao Zhou*, Siyuan Chen*, Yulian Wu*, Haoyang Li, Bin Zhang, Longxi Zhou, Yan Hu, Zihang Xiang, Zhongxiao Li, Ningning Chen, Wenkai Han, Di Wang#, Xin Gao#.
Science Advances, 2024 | paper | news
- An AI Agent for Fully Automated Multi-omic Analyses
Juexiao Zhou, Bin Zhang, Guowei Li, Xiuying Chen, Haoyang Li, Xiaopeng Xu, Siyuan Chen,Liwei Liu, Xin Gao#
Advanced Science, 2024 | paper
- ProNet DB: A proteome-wise database for protein surface property representations and RNA-binding profiles
Junkang Wei* , Jin Xiao*, Siyuan Chen*, Licheng Zong, Xin Gao#, Yu Li#
Database: The Journal of Biological Databases and Curation 2024 | paper
- A comprehensive benchmarking with practical guidelines for cellular deconvolution of spatial transcriptomics
Haoyang Li*, Juexiao Zhou*, Zhongxiao Li, Siyuan Chen, Xingyu Liao, Bin Zhang, Ruochi Zhang, Yu Wang, Shiwei Sun, Xin Gao#
Nature Communications 2023 paper
- Deep learning identifies and quantifies recombination hotspot determinants
Yu Li*, Siyuan Chen*, Trisevgeni Rapakoulia, Hiroyuki Kuwahara, Kevin Y. Yip, Xin Gao#
Bioinformatics , 2022 | paper
- The highly conserved RNA-binding specificity of nucleocapsid protein facilitates the identification of drugs with broad anti-coronavirus activity
Shaorong Fan,Wenju Sun, Ligang Fan,Nan Wu,Wei Sun,Haiqian Ma, Siyuan Chen, ZitongLi, Yu Li,Jilin Zhang, Jian Yan#
Computational and Structural Biotechnology Journal, 2022 | paper
- Self-supervised contrastive learning for integrative single cell RNA-seq data analysis
Wenkai Han, Yuqi Cheng, Jiayang Chen, Huawen Zhong, Zhihang Hu, Siyuan Chen, Licheng Zong, Ting-Fung Chan, Kevin Lip, Irwin King, Xin Gao#, Yu Li#
Briefing in Bioinformatics, 2022 | paper
- Protein-RNA interaction prediction with deep learning: Structure matters
Junkang Wei*, Siyuan Chen*, Licheng Zong*, Xin Gao#, Yu Li#
Briefing in Bioinformatics, 2021 | paper
- Lunar features detection for energy discovery via deep learning
Siyuan Chen*, Yu Li*, Tao Zhang, Xingyu Zhu, Shuyu Sun, Xin Gao#
Applied Energy, 2021 | paper | news
Preprint or under review(* equal contribution)
- NoTAC: A Noise-Tolerance Automatic Cleaning Framework for Bone Marrow Karyotyping Data
Rihan Huang*, Siyuan Chen*, Yafei Li, Chunling Zhang, Yilan Zhang, Changchun Yang, Na Li, Jingdong Hu, Ao Xu, Junkai Su, Xin Gao#, Huidan Li#, Jiatao Lou#
bioarxiv, 2024 | paper
- Large Language Models in Biomedicine and Healthcare
Juexiao Zhou, Haoyang Li, Siyuan Chen, Zhongyi Han, Xin Gao#
bioarxiv, 2024 | paper
Education
- Jan 2022 - Present,   Ph.D. candidate in Computer Science,   King Abdullah University of Science and Technology, Saudi Arabia
- Aug 2020 - Dec 2021,   M.S. in Computer Science,   King Abdullah University of Science and Technology, Saudi Arabia
- Sept 2016 - Jun 2020,   B.E. in Engineering,   University of Electronic Science and Technology of China, China
- Sept 2016 - Jun 2020,   B.E. in Finance,   University of Electronic Science and Technology of China, China
Experiences
- Sep 2023 - Nov 2023   Teaching Assistant (CS220-Data Analytics)   Ministry of Interior (MOI) King Fahad Security College (KFSC),Riyadh, Saudi Arabia
- May 2023   Teaching Assistant (DSA009-Data Analytics)   Saudi Aramco Dammam, Saudi Arabia
- Jan 2023   Administrator,  The 21st International Conference on Bioinformatics (InCoB2022) KAUST, Saudi Arabia
- Jul 2022 - Sep 2022,   Visiting Scholar,   The Chinese University of Hong Kong, Hong Kong, China
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