Exact and Heuristic Approaches for Identifying Disease-Associated SNP Motifs

Gaofeng Huang, P. Jeavons, D. Kwiatkowski
{"title":"Exact and Heuristic Approaches for Identifying Disease-Associated SNP Motifs","authors":"Gaofeng Huang, P. Jeavons, D. Kwiatkowski","doi":"10.1142/9781860947995_0020","DOIUrl":null,"url":null,"abstract":"A Single Nucleotide Polymorphism (SNP) is a small DNA variation which occurs naturally between dierent individuals of the same species. Some combinations of SNPs in the human genome are known to increase the risk of certain complex genetic diseases. This paper formulates the problem of identifying such disease-associated SNP motifs as a combinatorial optimization problem and shows it to be NP-hard. Both exact and heuristic approaches for this problem are developed and tested on simulated data and real clinical data. Computational results are given to demonstrate that these approaches are suciently eective to support ongoing biological research.","PeriodicalId":74513,"journal":{"name":"Proceedings of the ... Asia-Pacific bioinformatics conference","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2007-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the ... Asia-Pacific bioinformatics conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1142/9781860947995_0020","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

A Single Nucleotide Polymorphism (SNP) is a small DNA variation which occurs naturally between dierent individuals of the same species. Some combinations of SNPs in the human genome are known to increase the risk of certain complex genetic diseases. This paper formulates the problem of identifying such disease-associated SNP motifs as a combinatorial optimization problem and shows it to be NP-hard. Both exact and heuristic approaches for this problem are developed and tested on simulated data and real clinical data. Computational results are given to demonstrate that these approaches are suciently eective to support ongoing biological research.
确定疾病相关SNP基序的精确和启发式方法
单核苷酸多态性(SNP)是一种小的DNA变异,自然发生在同一物种的不同个体之间。人类基因组中一些单核苷酸多态性的组合已知会增加某些复杂遗传疾病的风险。本文将这类疾病相关SNP基序的识别问题表述为一个组合优化问题,并表明其为np困难问题。在模拟数据和真实临床数据上,对该问题的精确方法和启发式方法进行了开发和测试。计算结果表明,这些方法是非常有效的,以支持正在进行的生物学研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信