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魏磊 助理研究员
数基生命系统交叉创新群体 通信地址:北京市海淀区清华大学FIT楼1-112 联系电话:010-62785578-454 Email:weilei92@tsinghua.edu.cn
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教育背景
2013年8月-2019年10月 清华大学自动化系 控制科学与工程专业 博士
2009年8月-2013年7月 清华大学自动化系 自动化专业 学士
工作履历
2022年1月-至今 清华大学信息国家研究中心 助理研究员
2019年12月-2021年12月 清华大学自动化系 博士后
学术兼职
曾担任Nature Methods、Nature Communications、Cell Genomics、Genome Research、Cell Reports Methods、BMC Bioinformatics、Journal of Theoretical Biology、Quantitative Biology等期刊的审稿人。
研究领域
(1)单细胞生物信息学
(2)合成生物学
研究概况
承担国家自然科学基金面上项目、青年项目,参与国家重点研发计划、基金委原创探索计划项目等。以(共同)第一/通讯作者的身份在Cell Reports、Nucleic Acids Research、Bioinformatics、Briefings in Bioinformatics、Physical Review Research等期刊发表多篇学术论文。
谷歌学术:https://scholar.google.com/citations?user=F1jKMakAAAAJ
学术成果
[1] Haiyang Bian, Yixin Chen, Lei Wei*, Xuegong Zhang*. uHAF: a unified hierarchical annotation framework for cell type standardization and harmonization. Bioinformatics, 2025: btaf149.
[2] Haochen Li, Tianxing Ma, Zetong Zhao, Yixin Chen, Xi Xi, Xiaofei Zhao, Xiaoxiang Zhou, Yibo Gao, Lei Wei*, Xuegong Zhang. scTML: a pan-cancer single-cell landscape of multiple mutation types. Nucleic Acids Research, 2024: gkae898.
[3] Haoxiao Cai, Xiaoran Zhang, Rong Qiao, Xiaowo Wang*, Lei Wei*. Efficient computation by molecular competition networks. Physical Review Research, 2024, 6(3): 033208.
[4] Haoxiang Gao, Kui Hua, Xinze Wu, Lei Wei*, Sijie Chen, Qijin Yin, Rui Jiang, Xuegong Zhang*. Building a learnable universal coordinate system for single-cell atlas with a joint-VAE model. Communications Biology, 2024, 7(1): 977.
[5] Haiyang Bian, Yixin Chen, Xiaomin Dong, Chen Li, Minsheng Hao, Sijie Chen, Jinyi Hu, Maosong Sun, Lei Wei*, Xuegong Zhang*. scMulan: a multitask generative pre-trained language model for single-cell analysis. RECOMB, 2024: 479-482.
[6] Chuxi Xiao, Yixin Chen, Qiuchen Meng, Lei Wei*, Xuegong Zhang. Benchmarking multi-omics integration algorithms across single-cell RNA and ATAC data. Briefings in Bioinformatics, 2024, 25(2): bbae095.
[7] Qiuchen Meng, Lei Wei*, Kun Ma, Ming Shi, Xinyi Lin, Joshua W K Ho, Yinqing Li*, Xuegong Zhang. scDecouple: decoupling cellular response from infected proportion bias in scCRISPR-seq. Briefings in Bioinformatics, 2024, 25(2): bbae011.
[8] Minsheng Hao, Erpai Luo, Yixin Chen, Yanhong Wu, Chen Li, Sijie Chen, Haoxiang Gao, Haiyang Bian, Jin Gu, Lei Wei*, Xuegong Zhang*. STEM enables mapping of single-cell and spatial transcriptomics data with transfer learning. Communications Biology, 2024, 7(1): 56.
[9] Haochen Li, Tianxing Ma, Minsheng Hao, Wenbo Guo, Jin Gu, Xuegong Zhang*, Lei Wei*. Decoding functional cell–cell communication events by multi-view graph learning on spatial transcriptomics. Briefings in Bioinformatics, 2023, 24(6): bbad359.
[10] Wei Zhang, Hanwen Xu, Rong Qiao, Bixi Zhong, Xianglin Zhang, Jin Gu, Xuegong Zhang, Lei Wei*, Xiaowo Wang*. ARIC: accurate and robust inference of cell type proportions from bulk gene expression or DNA methylation data. Briefings in Bioinformatics. 2022, 23: bbab362.
[11] Lei Wei#, Shuailin Li#, Pengcheng Zhang, Tao Hu, Michael Q. Zhang, Zhen Xie, Xiaowo Wang. Characterizing microRNA-mediated modulation of gene expression noise and its effect on synthetic gene circuits. Cell Reports, 2021, 36: 109573.
[12] Tao Hu#, Lei Wei#, Shuailin Li, Tianrun Cheng, Xuegong Zhang, Xiaowo Wang. Single-cell transcriptomes reveal characteristics of micrornas in gene expression noise reduction. Genomics, Proteomics & Bioinformatics, 2021, 19: 394–407.
[13] Jiaqi Li#, Lei Wei#, Xianglin Zhang, Wei Zhang, Haochen Wang, Bixi Zhong, Zhen Xie, Hairong Lv, Xiaowo Wang, DISMIR: Deep learning-based noninvasive cancer detection by integrating DNA sequence and methylation information of individual cell-free DNA reads. Briefings in Bioinformatics, 2021, 22(6): bbab250.
[14] Wei Zhang, Lei Wei*, Jiaqi Huang, Bixi Zhong, Jiaqi Li, Hanwen Xu, Shuying He, Yu Liu, Juhong Liu, Hairong Lv, Xiaowo Wang*, cfDNApipe: a comprehensive quality control and analysis pipeline for cell-free DNA high-throughput sequencing data. Bioinformatics, 2021, 37: 4251–4252.
[15] Xuehui Liu#, Lei Wei#, Qiongye Dong, Liyang Liu, Michael Q Zhang, Zhen Xie, Xiaowo Wang. A large-scale CRISPR screen and identification of essential genes in cellular senescence bypass. Aging (Albany NY), 2019, 11: 4011.
[16] Lei Wei#, Ye Yuan#, Tao Hu, Shuailin Li, Tianrun Cheng, Jinzhi Lei, Zhen Xie, Michael Q Zhang, Xiaowo Wang, Regulation by competition: a hidden layer of gene regulatory network. Quantitative Biology, 2019, 7: 110–121.