姓名: 夏俊峰 |
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教授 博士生导师 |
邮箱:junfeng.xia@foxmail.com |
研究领域:机器学习与生物信息学 |
教育经历
2005.09-2010.06 中国科学技术大学,生物信息学专业,博士学位
2001.01-2005.06 安徽大学,生物技术专业,学士学位
工作经历
(1)2010至2013 美国范德堡大学生物医学信息系,博士后
(2)2013.04至今 任教于安徽大学
主持或参加的科研项目
(1)国家自然科学基金联合基金重点项目: 面向基因突变功能效应预测的人工智能算法研究,项目批准号: U22A203,2023/01- 2026/12,主持
(2)国家自然科学基金重点项目: 新型蛋白元件智能设计与优化方法研究,项目批准号: 62532017,2026/01- 2030/12,参与 (合作单位课题主持人)
(3)国家自然科学基金重点项目: 载能粒子对关键生物靶的分子调控机制与应用基础研究,项目批准号:11835014,2019/01- 2023/12,参与 (合作单位课题主持人)
(4)国家自然科学基金面上项目: 致病同义突变的生物信息学研究,项目批准号: 62072003,2021/01 – 2024/12,主持
(5)国家自然科学基金面上项目:癌症驱动突变的生物信息学分析和实验验证,项目批准号:61672037,2017/01 – 2020/12,主持
科研成果(论文、专著等)
[1] Wenying Li, Haiyun Wang, Jianping Zhao, Junfeng Xia, Xiaoqiang Sun, scHyper: reconstructing cell-cell communication through hypergraph neural networks, Briefings in Bioinformatics, 2024, 25(5): bbae436(一区)
[2] Zile Wang, Haiyun Wang, Jianping Zhao, Junfeng Xia, Chunhou Zheng, scVSC: Deep Variational Subspace Clustering for Single-Cell Transcriptome Data, IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2024, 21(5):1492-1503(三区)
[3] Jiwei Fang, Henghui Fan, Jintao Zhao, Jianping Zhao, Junfeng Xia, AMCL: supervised contrastive learning with hard sample mining for multi-functional therapeutic peptide prediction, BMC Biology, 2025, 23(1):170(二区)
[4] Yishan Yue, Henghui Fan, Jianping Zhao, Junfeng Xia, Protein language model-based prediction for plant miRNA encoded peptides, PeerJ Computer Science, 2025, 11:e2733(三区)
[5] Jinling Cai, Jianping Zhao, Yannan Bin, Junfeng Xia, Chunhou Zheng, iAmyP: A Multi-view Learning for Amyloidogenic Hexapeptides Identification Based on Sequence Least Squares Programming, Interdisciplinary Sciences: Computational Life Sciences, 2025, 17(2):277-292(二区)
[6] Sitong Niu, Henghui Fan, Fei Wang, Xiaomei Yang, Junfeng Xia, Identification of Multi functional Therapeutic Peptides Based on Prototypical Supervised Contrastive Learning, Interdisciplinary Sciences: Computational Life Sciences, 2025, 17(2): 332-343(二区)
[7] Zile Wang, Fengyu Lei, Xiaoping Shi, Jianping Zhao, Junfeng Xia, scDMSC: Deep Multi-View Subspace Clustering for Single-Cell Multi-Omics Data, IEEE Journal of Biomedical and Health Informatics, 2025, 29(6):4534-4545(一区)
[8] Chenchen Jia, Haiyun Wang, Jianping Zhao, Junfeng Xia, Chunhou Zheng, scSDNE: A semi supervised method for inferring cell-cell interactions based on graph embedding, PLoS Computational Biology, 2025, 21(5): e1013027.(二区)
[9] Ting Li, Henghui Fan, Jianping Zhao, Xiaomei Yang, Junfeng Xia, MultiPep-DLCL: recognition of multifunctional therapeutic peptides through deep learning with label-sequence contrastive learning, Briefings in Bioinformatics, 2025,26(3):bbaf274 (一区)
[10] Xiaomei Yang, Meng Liao, Bin Ye, Junfeng Xia, Jianping Zhao, iEnhancer-GDM: A Deep Learning Framework Based on Generative Adversarial Network and Multi-head Attention Mechanism to Identify Enhancers and Their Strength, Interdisciplinary Sciences: Computational Life Sciences, 2025, 17(3): 662-672 (二区)
[11] Jintao Zhao, Henghui Fan, Jiwei Fang, Jianping Zhao, and Junfeng Xia, MCMFPP: A Multifunctional Peptides Prediction Method Based on Class Feature Enhancement and Classifier Fusion, Journal of Chemical Information and Modeling, 2025, 65(19): 10124-10140 (二区)
[12] Bing Zhang, Jianping Zhao, Yannan Bin, Junfeng Xia, iALP: Identification of Allergenic Proteins Based on Large Language Model and Gate Linear Unit, Interdisciplinary Sciences: Computational Life Sciences, 2025, 17: 860-872 (二区)
教学工作与学生培养
1.在新疆大学的主要讲授课程:
(1)《机器学习》,面向统计学和应用研究生;
(2)《人工智能(前沿)》,面向统计学和应用统计研究生。
2.在新疆大学的学生培养情况
(1)协助指导11名硕士研究生已毕业;
(2)目前协助指导在读博士2名;
(3)目前在读硕士研究生6名;
(4)团队成员晋升教授1人,副教授2人;
(5)团队成员申请到国家及自治区科研项目4项。