辽宁农业科学Issue(1):1-4,4.DOI:10.3969/j.issn.1002-1728.2025.01.001
AI视角下梨基因组学和表型组学联合分析思路探究
Exploring the Joint Analysis Approach of Pear Genomics and Phenotypomics from the Perspective of AI
摘要
Abstract
The deep application of AI technology has significantly improved crop breeding efficiency and deci-sion-making accuracy.The article takes pear as the research object and systematically explores the research i-deas of AI technology in crop intelligent breeding.Due to the self incompatibility and complex quantitative trait inheritance of pears,their breeding process faces challenges such as long cycles and low efficiency.How-ever,the development of high-throughput sequencing technology has provided the possibility for rapid acquisi-tion of genetic data,and the rise of AI technology has brought new opportunities for rapid acquisition of pheno-type data and in-depth analysis of the aforementioned data.The article analyzes the composition and acquisi-tion methods of genetic and phenotypic data of pears,and explores the potential application of AI technology in improving the accuracy of gene sequencing,assisting genome assembly,discovering new genes,and precise acquisition and deep analysis of phenotypic data.Based on this,a joint analysis approach of pear genomics and phenomics from the perspective of AI is proposed,aiming to assist in the precise localization of excellent trait genes,elucidate the deep relationship between genes and phenotypes,and provide theoretical support for intelligent breeding of pear and other crops.关键词
AI技术/梨/基因/表型/联合分析Key words
AI technology/Pear/Gene/Phenotype/Joint analysis分类
信息技术与安全科学引用本文复制引用
潘荣光,俞乐,杜贞容,沙守峰,彭秀媛,白冰,姚磊,邹德君,郭合宇..AI视角下梨基因组学和表型组学联合分析思路探究[J].辽宁农业科学,2025,(1):1-4,4.基金项目
辽宁省民生科技计划联合计划项目(2021030337-JH2/102) (2021030337-JH2/102)