Application of Computer Vision in The Automatic Analysis of Feeding Behavior in C. elegans

被引:1
作者
Zhang Hai-Ning [1 ]
Huang Wen-Ming [1 ]
Fu Jia-Jun [1 ]
Xu Xiang-Ping [1 ]
Xu Tao [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Coll Life Sci & Technol, Minist Educ, Key Lab Mol Biophys, Wuhan 430074, Peoples R China
[2] Chinese Acad Sci, Inst Biophys, Natl Lab Biomacromol, Beijing 100101, Peoples R China
基金
中国国家自然科学基金;
关键词
C; elegans; automated behavior analysis; pharyngeal pumping; template matching; SYSTEM;
D O I
10.3724/SP.J.1206.2012.00266
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The nematode Caenorhabditis elegans has been widely used as a perfect model organism to study the relationship between genes and behavior. The pharyngeal microcircuit of the worm controls a complex feeding behavior. In order to study the molecular basis of this feeding behavior, it is necessary to identify subtle differences in feeding activity of the worm. However, most of the phenotype analyzing of feeding behavior is accomplished by human eyes. And it is a tough and poor efficiency job to analyze the fast pumping muscle of the worm. To help improving this problem, an automated system has been developed based on computer vision for the high-throughput analysis of the feeding behavior by virtue of a simple webcam. Our system enables the consistent and subtle analysis of C. elegans pumping recordings and the accuracy of pumping detection is up to 98%. Under this high accuracy, the time cost of the behavior analysis is cut down by 67% versus human manipulation.
引用
收藏
页码:188 / 194
页数:7
相关论文
共 12 条
  • [1] PHARYNX OF CAENORHABDITIS ELEGANS
    ALBERTSON, DG
    THOMSON, JN
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES B-BIOLOGICAL SCIENCES, 1976, 275 (938) : 299 - &
  • [2] PHARYNGEAL PUMPING CONTINUES AFTER LASER KILLING OF THE PHARYNGEAL NERVOUS-SYSTEM OF C-ELEGANS
    AVERY, L
    HORVITZ, R
    [J]. NEURON, 1989, 3 (04) : 473 - 485
  • [3] Bradski G, 2008, LEARNING OPENCV, P50
  • [4] BRENNER S, 1974, GENETICS, V77, P71
  • [5] Chase Daniel L, 2007, WormBook, P1
  • [6] An automated system for measuring parameters of nematode sinusoidal movement
    Cronin, CJ
    Mendel, JE
    Mukhtar, S
    Kim, YM
    Stirbl, RC
    Bruck, J
    Sternberg, PW
    [J]. BMC GENETICS, 2005, 6 (1)
  • [7] An imaging system for standardized quantitative analysis of C-elegans behavior -: art. no. 115
    Feng, ZY
    Cronin, CJ
    Wittig, JH
    Sternberg, PW
    Schafer, WR
    [J]. BMC BIOINFORMATICS, 2004, 5 (1)
  • [8] Hart AC., 2006, Behavior, DOI DOI 10.1895/WORMBOOK.1.87.1
  • [9] Dissecting a central flip-flop circuit that integrates contradictory sensory cues in C. elegans feeding regulation
    Li, Zhaoyu
    Li, Yidong
    Yi, Yalan
    Huang, Wenming
    Yang, Song
    Niu, Weipin
    Zhang, Li
    Xu, Zijing
    Qu, Anlian
    Wu, Zhengxing
    Xu, Tao
    [J]. NATURE COMMUNICATIONS, 2012, 3
  • [10] Mango Susan E, 2007, WormBook, P1