Two-dimensional electrophoresis analysis of proteomics based on image feature and mathematical morphology

被引:0
|
作者
Peng Shen
Xiaohui Fan
Zhen Zeng
Yiyu Cheng
机构
[1] Zhejiang University,The First Affiliated Hospital, College of Medicine
[2] Zhejiang University,Pharmaceutical Informatics Institute
来源
关键词
proteomics; 2-dimensional electrophoresis; protein spot recognition; analytical chemistry for life; morphological feature; image recognition;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a novel method to automatically detect protein spots on a two-dimensional (2-D) electrophoresis gel image is proposed to implement proteomics analysis of complex analyte. On the basis of the identifying spots results based on color variation and spot size features, morphological feature is introduced as a new criterion to distinguish protein spots from non-protein spots. Image-sharpening, edge-detecting and morphological feature extraction methods were consequently combined to detect protein spots on a 2-D electrophoresis gel image subject to strong disturbance. The proposed method was applied to detect the protein spots of proteomic gel images from E. coli cell, human kidney tissue and human serum. The results demonstrated that this method is more accurate and reliable than previous methods such as PDQuest 7.2 and ImageMaster 5.0 software for detecting protein spots on gel images with strong interferences.
引用
收藏
页码:361 / 367
页数:6
相关论文
共 50 条
  • [21] Two-dimensional gel electrophoresis in proteomics: Past, present and future
    Rabilloud, Thierry
    Chevallet, Mireille
    Luche, Sylvie
    Lelong, Cecile
    JOURNAL OF PROTEOMICS, 2010, 73 (11) : 2064 - 2077
  • [22] Citation Classic: Two-Dimensional Gel Electrophoresis and the Beginning of Proteomics
    O'Farrell, Patrick H.
    CLINICAL CHEMISTRY, 2014, 60 (07) : 1012 - 1013
  • [23] The BPP (protein biochemistry and proteomics) two-dimensional electrophoresis database
    Poirier, F
    Imam, N
    Pontet, M
    Joubert-Caron, R
    Caron, M
    JOURNAL OF CHROMATOGRAPHY B, 2001, 753 (01): : 23 - 28
  • [24] Normalization and analysis of residual variation in two-dimensional gel electrophoresis for quantitative differential proteomics
    Almeida, JS
    Stanislaus, R
    Krug, E
    Arthur, JM
    PROTEOMICS, 2005, 5 (05) : 1242 - 1249
  • [25] Two-dimensional electrophoresis image filter based on vector quantization technique
    Ho, KIJ
    Chen, TS
    Tsai, CW
    Hsieh, ML
    Tsai, HF
    PDPTA '04: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS 1-3, 2004, : 953 - 959
  • [26] Two-Dimensional Functional Principal Component Analysis for Image Feature Extraction
    Shi, Haolun
    Yang, Yuping
    Wang, Liangliang
    Ma, Da
    Beg, Mirza Faisal
    Pei, Jian
    Cao, Jiguo
    JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2022, 31 (04) : 1127 - 1140
  • [27] Two-dimensional fluorescence difference gel electrophoresis for comparative proteomics profiling
    Tannu, Nilesh S.
    Hemby, Scott E.
    NATURE PROTOCOLS, 2006, 1 (04) : 1732 - 1742
  • [28] Comparative Skeletal Muscle Proteomics Using Two-Dimensional Gel Electrophoresis
    Murphy, Sandra
    Dowling, Paul
    Ohlendieck, Kay
    PROTEOMES, 2016, 4 (03)
  • [29] Image Feature Extraction based on the two-dimensional Empirical Mode Decomposition
    Wan Jian
    Ren Longtao
    Zhao Chunhui
    CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 1, PROCEEDINGS, 2008, : 627 - 631
  • [30] Multiresolution image registration for two-dimensional gel electrophoresis
    Veeser, S
    Dunn, MJ
    Yang, GZ
    PROTEOMICS, 2001, 1 (07) : 856 - 870