InterCellDB: A User-Defined Database for Inferring Intercellular Networks

被引:9
|
作者
Jin, Ziyang [1 ]
Zhang, Xiaotao [1 ]
Dai, Xuejiao [2 ]
Huang, Jinyan [3 ]
Hu, Xiaoming [4 ,5 ]
Zhang, Jianmin [1 ]
Shi, Ligen [1 ]
机构
[1] Zhejiang Univ, Sch Med, Affiliated Hosp 2, Dept Neurosurg, Hangzhou 310058, Zhejiang, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 2, Sch Med, Dept Neurol, Hangzhou 310058, Zhejiang, Peoples R China
[3] Zhejiang Univ, Sch Med, Affiliated Hosp 1, Biomed Big Data Ctr, Hangzhou 310058, Zhejiang, Peoples R China
[4] Univ Pittsburgh, Sch Med, Pittsburgh Inst Brain Disorders & Recovery, Pittsburgh, PA 15213 USA
[5] Univ Pittsburgh, Sch Med, Dept Neurol, Pittsburgh, PA 15213 USA
基金
中国国家自然科学基金;
关键词
cellular localization; functional annotation; intercellular network; scRNA-seq; user-defined database; CELL; COMMUNICATION;
D O I
10.1002/advs.202200045
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Recent advances in single cell RNA sequencing (scRNA-seq) empower insights into cell-cell crosstalk within specific tissues. However, customizable data analysis tools that decipher intercellular communication from gene expression in association with biological functions are lacking. The authors have developed InterCellDB, a platform that allows a user-defined analysis of intercellular communication using scRNA-seq datasets in combination with protein annotation information, including cellular localization and functional classification, and protein interaction properties. The application of InterCellDB in tumor microenvironment research is exemplified using two independent scRNA-seq datasets from human and mouse and it is demonstrated that InterCellDB-inferred cell-cell interactions and ligand-receptor pairs are experimentally valid.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Composable user-defined operators that can express user-defined literals
    Ichikawa, Kazuhiro
    Chiba, Shigeru
    MODULARITY 2014 - Proceedings of the 13th International Conference on Modularity (Formerly AOSD), 2014, : 13 - 23
  • [2] User-defined Instrument
    Ye, Weidong
    Du, Yongwei
    PROCEEDINGS OF THE 2016 JOINT INTERNATIONAL INFORMATION TECHNOLOGY, MECHANICAL AND ELECTRONIC ENGINEERING, 2016, 59 : 560 - 563
  • [3] On user-defined features
    Hoffmann, CM
    Joan-Arinyo, R
    COMPUTER-AIDED DESIGN, 1998, 30 (05) : 321 - 332
  • [4] Operational semantics of user-defined relationships in object oriented database systems
    Diaz, O.
    Data and Knowledge Engineering, 1995, 16 (03): : 223 - 240
  • [5] Improving Image Processing Performance Using Database User-Defined Functions
    Vagac, Michal
    Melichercik, Miroslav
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2015, 9119 : 789 - 799
  • [6] User-defined telecooperation services
    Gruhn, V
    Herrmann, P
    Krumm, H
    1998 INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS, PROCEEDINGS, 1998, : 590 - 598
  • [7] Stable User-Defined Priorities
    Vargaftik, Shay
    Keslassy, Isaac
    Orda, Ariel
    IEEE INFOCOM 2017 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS, 2017,
  • [8] AXIOMS FOR USER-DEFINED OPERATORS
    PYLE, IC
    SOFTWARE-PRACTICE & EXPERIENCE, 1980, 10 (04): : 307 - 318
  • [9] DEVELOPMENT OF A USER-DEFINED SURGICAL DATABASE USING A PERSONAL-COMPUTER NETWORK
    BOTTINI, AG
    PRIEST, JG
    MURRAY, R
    WILEY, PD
    MOORE, RK
    SMITH, B
    CRANDALL, DB
    MILITARY MEDICINE, 1994, 159 (08) : 571 - 576
  • [10] Prediction of User-defined Room Temperature Setpoints by LSTM Neural Networks
    Peric, Nikica
    Novak, Hrvoje
    Rukavina, Filip
    Lesic, Vinko
    PROCESS CONTROL '21 - PROCEEDING OF THE 2021 23RD INTERNATIONAL CONFERENCE ON PROCESS CONTROL (PC), 2021, : 169 - 174