An automatic microarray image gridding technique based on continuous wavelet transform

被引:0
作者
Athanasiadis, Emmanouil [1 ]
Cavouras, Dionisis [2 ]
Spyridonos, Panagiota [1 ]
Kalatzis, Loannis [2 ]
Nikiforidis, George [1 ]
机构
[1] Univ Patras, Sch Med Sci, Lab Med Phys, MIPA Grp, Patras 26500, Greece
[2] Inst Educ Technol Athens, Dept Med Instruments Technol, Med Image & Signal Processing MEDISP Lab, Athens 122 10, Greece
来源
COMPUTER ANALYSIS OF IMAGES AND PATTERNS, PROCEEDINGS | 2007年 / 4673卷
关键词
Microarrays; gridding; continuous wavelet transform;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the present study, a new gridding method based on continuous wavelet transform (CWT) was performed. Line profiles of x and y axis were calculated, resulting to 2 different signals. These signals were independently processed by means of CWT at 15 different levels, using daubechies 4 mother wavelet. A summation, point by point, was performed on the processed signals, in order to suppress noise and enhance spot's differences. Additionally, a wavelet based hard thresholding filter was applied to each signal for the task of alleviating the noise of the signals. 14 real microarray images were used in order to visually assess the performance of our gridding method. Each microarray image contained 4 sub-arrays, each sub-array 40x40 spots, thus, (5400 spots totally. Moreover, these images contained contamination areas. According to our results, the accuracy of our algorithm was 98% in all 14 images and in all spots. Additionally, processing time was less than 3 sec on a 1024x1024x16 microarray image, rendering the method a promising technique for an efficient and fully automatic gridding processing.
引用
收藏
页码:864 / 870
页数:7
相关论文
共 9 条
  • [1] [Anonymous], 1992, 10 LECT WAVELETS
  • [2] ATHANASIADIS E, 2006, 2 INT C SCI COMP COM
  • [3] Mixture model analysis of DNA microarray images
    Blekas, K
    Galatsanos, NP
    Likas, A
    Lagaris, IE
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2005, 24 (07) : 901 - 909
  • [4] Exploring the metabolic and genetic control of gene expression on a genomic scale
    DeRisi, JL
    Iyer, VR
    Brown, PO
    [J]. SCIENCE, 1997, 278 (5338) : 680 - 686
  • [5] Fully automatic quantification of microarray image data
    Jain, AN
    Tokuyasu, TA
    Snijders, AM
    Segraves, R
    Albertson, DG
    Pinkel, D
    [J]. GENOME RESEARCH, 2002, 12 (02) : 325 - 332
  • [6] KATZER M, 2002, WORKSH BILDV MED LEI
  • [7] QUANTITATIVE MONITORING OF GENE-EXPRESSION PATTERNS WITH A COMPLEMENTARY-DNA MICROARRAY
    SCHENA, M
    SHALON, D
    DAVIS, RW
    BROWN, PO
    [J]. SCIENCE, 1995, 270 (5235) : 467 - 470
  • [8] Automated image analysis for array hybridization experiments
    Steinfath, M
    Wruck, W
    Seidel, H
    Lehrach, H
    Radelof, U
    O'Brien, J
    [J]. BIOINFORMATICS, 2001, 17 (07) : 634 - 641
  • [9] Comparison of methods for image analysis on cDNA microarray data
    Yang, YH
    Buckley, MJ
    Dudoit, S
    Speed, TP
    [J]. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2002, 11 (01) : 108 - 136