Mapping the stereotyped behaviour of freely moving fruit flies

被引:305
作者
Berman, Gordon J. [1 ,2 ]
Choi, Daniel M. [3 ]
Bialek, William [1 ,2 ]
Shaevitz, Joshua W. [1 ,2 ]
机构
[1] Princeton Univ, Joseph Henry Labs Phys, Princeton, NJ 08544 USA
[2] Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USA
[3] Princeton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
behaviour; stereotypy; unsupervised learning; Drosophila; phase reconstruction; LEGGED LOCOMOTION; COORDINATION; TRANSLATION; DYNAMICS; ROTATION; TRACKING; WALKING; MOTION;
D O I
10.1098/rsif.2014.0672
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A frequent assumption in behavioural science is that most of an animal's activities can be described in terms of a small set of stereotyped motifs. Here, we introduce a method for mapping an animal's actions, relying only upon the underlying structure of postural movement data to organize and classify behaviours. Applying this method to the ground-based behaviour of the fruit fly, Drosophila melanogaster, we find that flies perform stereotyped actions roughly 50% of the time, discovering over 100 distinguishable, stereotyped behavioural states. These include multiple modes of locomotion and grooming. We use the resulting measurements as the basis for identifying subtle sex-specific behavioural differences and revealing the low-dimensional nature of animal motions.
引用
收藏
页数:12
相关论文
共 45 条
[1]   OBSERVATIONAL STUDY OF BEHAVIOR - SAMPLING METHODS [J].
ALTMANN, J .
BEHAVIOUR, 1974, 49 (3-4) :227-267
[2]  
[Anonymous], 1982, Ethology: The Mechanisms and Evolution of Behavior
[3]  
Branson K, 2009, NAT METHODS, V6, P451, DOI [10.1038/NMETH.1328, 10.1038/nmeth.1328]
[4]   A dictionary of behavioral motifs reveals clusters of genes affecting Caenorhabditis elegans locomotion [J].
Brown, Andre E. X. ;
Yemini, Eviatar I. ;
Grundy, Laura J. ;
Jucikas, Tadas ;
Schafer, William R. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (02) :791-796
[6]  
Cover T.M., 2006, ELEMENTS INFORM THEO, V2nd ed
[7]  
Cox T.F., 2000, Multidimensional Scaling, V2nd ed.
[8]  
Dankert H, 2009, NAT METHODS, V6, P297, DOI [10.1038/NMETH.1310, 10.1038/nmeth.1310]
[9]  
Daubechies I., 1992, SOC IND APPL MATH, V61, P53, DOI [DOI 10.1137/1.9781611970104, 10.1137/1.9781611970104]
[10]  
de Chaumont F, 2012, NAT METHODS, V9, P410, DOI [10.1038/nmeth.1924, 10.1038/NMETH.1924]