WormSizer: High-throughput Analysis of Nematode Size and Shape

被引:93
作者
Moore, Brad T. [1 ]
Jordan, James M. [2 ]
Baugh, L. Ryan [2 ,3 ]
机构
[1] Duke Univ, PhD Program Computat Biol & Bioinformat, Durham, NC USA
[2] Duke Univ, Dept Biol, Durham, NC 27706 USA
[3] Duke Univ, Duke Ctr Syst Biol, Durham, NC USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
BIOLOGICAL-IMAGE-ANALYSIS; CAENORHABDITIS-ELEGANS; GROWTH; REPRODUCTION; LONGEVITY; DBL-1; DAF-2; GENE;
D O I
10.1371/journal.pone.0057142
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
The fundamental phenotypes of growth rate, size and morphology are the result of complex interactions between genotype and environment. We developed a high-throughput software application, WormSizer, which computes size and shape of nematodes from brightfield images. Existing methods for estimating volume either coarsely model the nematode as a cylinder or assume the worm shape or opacity is invariant. Our estimate is more robust to changes in morphology or optical density as it only assumes radial symmetry. This open source software is written as a plugin for the well-known image-processing framework Fiji/ImageJ. It may therefore be extended easily. We evaluated the technical performance of this framework, and we used it to analyze growth and shape of several canonical Caenorhabditis elegans mutants in a developmental time series. We confirm quantitatively that a Dumpy (Dpy) mutant is short and fat and that a Long (Lon) mutant is long and thin. We show that daf-2 insulin-like receptor mutants are larger than wild-type upon hatching but grow slow, and WormSizer can distinguish dauer larvae from normal larvae. We also show that a Small (Sma) mutant is actually smaller than wild-type at all stages of larval development. WormSizer works with Uncoordinated (Unc) and Roller (Rol) mutants as well, indicating that it can be used with mutants despite behavioral phenotypes. We used our complete data set to perform a power analysis, giving users a sense of how many images are needed to detect different effect sizes. Our analysis confirms and extends on existing phenotypic characterization of well-characterized mutants, demonstrating the utility and robustness of WormSizer.
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页数:13
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