Welcome to Jin Gu’s Homepage
Bioinformatics
& Intelligent Information Processing Research Group
[点击此处查看 中文版]
Jin Gu Ph.D. (古槿),
Principal Investigator
MOE
Key Laboratory of Bioinformatics
BNRIST
Bioinformatics
Division
Department of Automation
Tsinghua
University,
Beijing 100084, China
Contact Information:
Email: jgu@tsinghua.edu.cn
Phone (Lab): +86 10 62794294-866
Fax (Lab): +86 10 62773552
Last Update: December 13, 2024
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Group
News
[Announcement]
Open Positions for Post Doctoral
Research Fellows on Bioinformatics and Medicine!
[2024/12/13] Genome Biology:
scStateDynamics: deciphering the drug-responsive tumor cell state dynamics
by modeling single-cell level expression changes.
[2024/05/10] Nature Communications: develop a patient-specific
lung cancer assembloid model with heterogeneous tumor microenvironments.
Research
Interests
1)
Large-scale omics data
processing and analysis
2) Multi-scale molecular portrait for precision
oncology
3) Cancer systems
dynamics & cancer cybernetics
4) Databases and tools
Teaching
Probabilistic Graphical Models:
Principles and Techniques
(Graduate core course, from Fall 2011)
Introduction to Computational Biology (Graduate course, from Fall 2015, with
Dr Xiaowo Wang)
Group
Members
Post Doctoral:
Qinglin Mei (2022.01), Wenbo Guo (2022)
PhD Students: Xinqi Li (2019), Yanhong Wu (2020), Qifan
Hu (2020), Yuxin Miao (2021), Nan Yan (2021), Zeyu Chen (2022), Yuhan Fan
(2022), Zikang Yin (2023), Yuman Li (2024)
Master Students:
Yifan Sun (2023), Jingmin Huang (2024)
Graduated PhD Students: Ting Wang (2014.07),
Dingming Wu (2016.01),
Zijian Ding (2017.07), Dongfang Wang (2019.07),
Qiuyu Lian (2020.07), Guiying Wu (2021.04), Wenbo Guo (2022.07), Yiran Shan (2023.07)
Graduated Master Students: Guchao Zhang (2017.07), Qianqian Huang
(2018.07), Chen Feng (2019.07),
Wenfang Guan (2019.07), Shicheng Wang (2020.07), Changyi Liu (2021.07), Siyu
Bao (2022.07), Jinyan Li (2023.07)
Tools, Databases & Datasets
HOT!!
[Software]
scStateDynamics: deciphering the drug-responsive
tumor cell state dynamics by modeling single-cell level expression changes
[Updated: 2024/11/23]
[Software]
scCancer2: supervised
and in-depth annotations of the tumor microenvironment
[Updated: 2023/08/23]
[Software]
TIST: Transcritpome and
histopathological Image integrative analysis for Spatial Transcriptomics
[Updated: 2022/07/25]
[Software]
HiglyRegionalGenes: graph-based gene
selection for scRNA-seq & spatial transcriptomics data
[Updated: 2022/01/04]
[Software]
JEBIN: learning the
consensus representations of genes by joint embedding of multiple bipitite
networks [Updated: 2021/07/11]
[Software]
scCancer:
a package for automated processing of single cell RNA-seq data in cancer
[Updated: 2020/05/08]
[Software]
VASC:
a deep variational autoencoder for single cell RNA-seq data analysis
[Updated: 2018/08/15]
[Software]
LRAcluster: a low-rank regularized method for fast
dimension reduction and integrative clustering of multi-omics data [Updated:
2015/09/21]
[Software]
NP-miRNA: a network propagation based method for
inferring perturbed miRNA regulatory networks [Updated: 2014/06/23]
[Software]
FastDMA: an Infinium HumanMethylation450 beadchip
(450k DNA methylation array) analyzer [Updated: 2014/05/24]
[Software]
miRHiC: enrichment analysis of a set of genes
in hierarchical gene co-expression signatures [Updated: 2013/03/19]
[Software]
sGSCA: signature-based gene set co-expression
analysis (using sparse canonical correlation analysis) [Updated: 2013/11/22]
[Software]
ClustEx: responsive gene module identification package
(v0.32) [Updated: 2012/05/03]
[Software]
PCS: de novo k-mer analysis package (v1.5) [Updated:
2009/10/8]
HOT!! [Database]
uniLIVER: a unified human liver cell atlas for
cell state mapping [Updated: 2023/08/31]
HOT!! [Database]
HCCDBv2: decompose the expression variations by
scRNA-seq and spatial transcriptomics in HCC [Updated: 2023/06/18]
[Database]
HCCDB: integrative molecular database of
hepatocellular carcinoma [Updated: 2018/07/21]
[Database]
OncomiRDB: a database for the experimentally
verified oncogenic and tumor-suppressive microRNAs [Updated: 2014/03/14]
HOT!! [Dataset]
scRNA-seq dataset for the normal pituitary gland and pituitary
neuroendocrine tumors (Genome Medicine 2024) [Processed]
[Raw]
[Dataset]
scRNA-seq & scBCR-seq datasets for the bone marrow of pediatric B-ALL
patients and healthy donors (Nature Cell Biology 2022) [Raw]
[Dataset] 10X Visuim
Spatial Transcriptomics datasets of liver cancer (Science Advances
2021) [SpatialRanger] [Raw]
[Dataset]
Multi-omics datasets for gemcitabine treated pancreatic cancer mouse PDXs (Clinical
Cancer Research 2021) [Raw1]
[Raw2]
[Dataset]
Drug_response: the dataset of clinical drug responses curated from TCGA (Bioinformatics
2016) [Processed]
Selected Publications Since 2020 [Full List @
Google Scholar]
scStateDynamics:
deciphering the drug-responsive tumor cell state dynamics by modeling
single-cell level expression changes.
Genome Biology 2024, 25:297
[Abstract]
[Software]
Wenbo Guo, Xinqi Li, Dongfang Wang, Nan Yan, Qifan Hu, Fan Yang, Xuegong
Zhang, Jianhua Yao*, Jin Gu*.
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A patient-specific lung cancer
assembloid model with heterogeneous tumor microenvironments.
Nature Communications 2024, 15:3382
[Abstract]
Yanmei
Zhang#, Qifan Hu#, Yuquan Pei#, Hao Luo, Zixuan Wang, Xinxin Xu, Qing
Zhang, Jianli Dai, Qianqian Wang, Zilian Fan, Yongcong Fang, Min Ye, Binhan
Li, Mailin Chen, Qi Xue, Qingfeng Zheng, Shulin Zhang, Miao Huang, Ting
Zhang, Jin Gu*, Zhuo Xiong*.
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Region-specific cellular and
molecular basis of liver regeneration after acute pericentral injury.
Cell Stem Cell 2024, 31(3):341-358
[Abstract]
Shuyong Wang#, Xuan Wang#, Yiran Shan#, Zuolong Tan, Yuxin Su, Yannan
Cao, Shuang Wang, Jiahong Dong, Jin Gu*, Yunfang Wang*.
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scCancer2: data-driven
in-depth annotations of the tumor microenvironment at single-level
resolution.
Bioinformatics 2024, 40(2):btae028
[Full_Text]
Zeyu Chen#, Yuxin Miao#, Zhiyuan Tan, Qifan Hu, Yanhong Wu, Xinqi Li, Wenbo
Guo*, Jin Gu*.
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Single cell transcriptomic
analysis reveals tumor cell heterogeneity and immune microenvironment
features of pituitary neuroendocrine tumors.
Genome Medicine 2024, 16:2
[Full_Text]
Nan Yan#, Weiyan Xie#, Dongfang Wang#, Qiuyue Fang, Jing Guo, Yiyuan
Chen, Xinqi Li, Lei Gong, Jialin Wang, Wenbo Guo, Xuegong
Zhang, Yazhuo Zhang*, Jin Gu*, Chuzhong Li*.
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TIST: transcriptome and
histopathological image integrative analysis for spatial transcriptomics.
Genomics Proteomics & Bioinformatics, 2022, 20(5):974-988 [Full_Text]
[Software]
Yiran Shan#, Qian Zhang#, Wenbo Guo, Yanhong Wu, Yuxin Miao, Hongyi Xin,
Qiuyu Lian*, Jin Gu*.
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Elucidating minimal residual
disease of paediatric B-cell acute lymphoblastic leukaemia by single-cell
analysis.
Nature Cell Biology, 2022, 24(2):242-252 [Abstract]
[Dataset]
Yingchi Zhang#, Shicheng Wang#, Jingliao Zhang#, Chao Liu#, Xinqi
Li#, Wenbo Guo, Yongjuan Duan, Xiaoyan Chen, Suyu Zong, Jiarui
Zheng, Yixuan Wu, Xiaoli Chen, Xuelian Cheng, Yanxia Chang, Yue Wang, Feng
Ding, Wenyu Yang, Xiaojuan Chen, Ye Guo, Li Zhang, Yumei Chen, Yao Zou,
Xiaofan Zhu*, Jin Gu*, Tao Cheng*.
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Comprehensive analysis of
spatial architecture in primary liver cancer.
Science Advances 2021, 7:eabg3750 [Abstract]
[Full Text] [Dataset]
Rui Wu#, Wenbo Guo#, Xinyao Qiu#, Shicheng Wang, Chengjun Sui,
Qiuyu Lian, Jianmin Wu, Yiran Shan, Zhao Yang, Shuai Yang,
Tong Wu, Kaiting Wang, Yanjing Zhu, Shan Wang, Changyi Liu,
Yangqianwen Zhang, Bo Zheng, Zhixuan Li, Yani Zhang, Siyun Shen, Yan Zhao,
Wenwen Wang, Jinxia Bao, Ji Hu, Xuan Wu, Xiaoqing Jiang, Hongyang Wang*, Jin Gu*,
Lei Chen*.
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Discovery of a Carbamoyl
Phosphate Synthetase 1–Deficient HCC Subtype With Therapeutic Potential
Through Integrative Genomic and Experimental Analysis.
Hepatology
2021, 74(6):3249-3268 [Abstract]
[Database]
Tong Wu#, Guijuan Luo#, Qiuyu Lian#, Chengjun Sui#, Jing Tang#,
Yanjing Zhu, Bo Zheng, Zhixuan Li, Yani Zhang, Yangqianwen Zhang, Jinxia Bao,
Ji Hu, Siyun Shen, Zhao Yang, Jianmin Wu, Kaiting Wang, Yan Zhao, Shuai
Yang, Shan Wang, Xinyao Qiu, Wenwen Wang, Xuan Wu, Hongyang Wang*, Jin Gu*,
Lei Chen*.
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Integrative genomic analysis of gemcitabine resistance in pancreatic cancer
by patient-derived xenograft models.
Clinical Cancer Research 2021, 27:3383-3396
[Abstract]
[Dataset]
Gang Yang#, Wenfang Guan#, Zhe Cao#, Wenbo Guo#, Guangbing Xiong, Fangyu Zhao,
Mengyu Feng, Jiangdong Qiu, Yueze Liu, Michael Q Zhang, Lei You*, Taiping
Zhang*, Yupei Zhao*, Jin Gu*.
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scCancer: a package for automated processing of single cell RNA-seq data in
cancer.
Briefings in
Bioinformatics 2021, 22(3):bbaa127
[Abstract] [Software]
Wenbo Guo, Dongfang Wang, Shicheng Wang, Yiran Shan, Changyi Liu,
Jin Gu*.
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Trajectory and
functional analysis of PD-1high CD4+CD8+ T cells in hepatocellular carcinoma
by single-cell cytometry and transcriptome sequencing.
Advanced Science
2020, 7(13):2000224
[Full
Text]
Bo Zheng#, Dongfang Wang#, Xinyao Qiu#, Guijuan Luo#, Tong Wu, Shuai Yang, Zhixuan Li, Yanjing Zhu, Xuan Wu, Shan Wang, Ziqi Gu, Siyun
Shen, Seogsong Jeong, Rui Wu, Yang Ge, Jin Gu*, Hongyang Wang*, Lei
Chen*.
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