'Big Data' in animal health research - opportunities and challenges

被引:3
作者
MacInnes, Janet I. [1 ]
机构
[1] Univ Guelph, Ontario Vet Coll, Dept Pathobiol, Guelph, ON, Canada
关键词
Animal health; big data; machine learning; modeling; prediction;
D O I
10.1017/S1466252319000215
中图分类号
S85 [动物医学(兽医学)];
学科分类号
0906 ;
摘要
Automated systems for high-input data collection and data storage have led to exponential growth in the availability of information. Such datasets and the tools applied to them have been referred to as 'big data'. Starting with a systematic review of the terms 'informatics, bioinformatics and big data' in animal health this special issue of AHRR illustrates some big-data applications with papers on how the use of various omics methods may be used to facilitate the development of improved diagnostics, therapeutics, and vaccines for foodborne pathogens in poultry and on how a better understanding of rumen microbiota could lead to improved feed absorption while minimizing methane production. Other papers in this issue cover the use of big data modeling in dairy cattle for more effective disease interventions and machine learning tools for livestock breeding. The final two reviews describe the use of big data in better vector-borne pathogen forecasts with canine seroprevalence maps and modeling approaches to understand the transmission of avian influenza virus. Although a lot of technical and ethical issues remain with the use of big data, these reviews illustrate the tremendous potential that big-data systems have to revolutionize animal health research.
引用
收藏
页码:1 / 2
页数:2
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