Automatized image processing of bovine blastocysts produced in vitro for quantitative variable determination

被引:22
|
作者
Rocha, Jose Celso [1 ]
Passalia, Felipe Jose [1 ]
Matos, Felipe Delestro [2 ]
Takahashi, Maria Beatriz [1 ]
Maserati, Marc Peter, Jr. [3 ]
Alves, Mayra Fernanda [3 ]
de Almeida, Tamie Guibu [3 ]
Cardoso, Bruna Lopes [3 ]
Basso, Andrea Cristina [3 ]
Gouveia Nogueira, Marcelo Fabio [4 ]
机构
[1] Univ Estadual Paulista, FCL, Lab Matemat Aplicada, UNESP, Campus Assis, Sao Paulo, Brazil
[2] Ecole Normale Super, Inst Biol, Paris, France
[3] In Vitro Brasil SA, Mogi Mirim, Brazil
[4] Univ Estadual Paulista, FCL, Lab Micromanipulacao Embrionaria, UNESP, Campus Assis, Sao Paulo, Brazil
基金
巴西圣保罗研究基金会;
关键词
EMBRYOS; CLASSIFICATION;
D O I
10.1038/sdata.2017.192
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
There is currently no objective, real-time and non-invasive method for evaluating the quality of mammalian embryos. In this study, we processed images of in vitro produced bovine blastocysts to obtain a deeper comprehension of the embryonic morphological aspects that are related to the standard evaluation of blastocysts. Information was extracted from 482 digital images of blastocysts. The resulting imaging data were individually evaluated by three experienced embryologists who graded their quality. To avoid evaluation bias, each image was related to the modal value of the evaluations. Automated image processing produced 36 quantitative variables for each image. The images, the modal and individual quality grades, and the variables extracted could potentially be used in the development of artificial intelligence techniques (e.g., evolutionary algorithms and artificial neural networks), multivariate modelling and the study of defined structures of the whole blastocyst.
引用
收藏
页数:9
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