利用SNP阵列技术估计基因组拷贝数变异的边界误差算法

Jorge Muñoz, Y. Shmaliy, Roberto Olivera
{"title":"利用SNP阵列技术估计基因组拷贝数变异的边界误差算法","authors":"Jorge Muñoz, Y. Shmaliy, Roberto Olivera","doi":"10.1109/MICAI.2015.40","DOIUrl":null,"url":null,"abstract":"Noise strongly affects measurements of chromosomal changes provided using the modern single nucleotide polymorphism (SNP) array technology. This makes difficulties in the estimation of genome copy number variations (CNVs) essential for human life. We propose an efficient algorithm for computing the confidence upper and lower boundary limits in order to guarantee an existence of genomic changes with a required probability. The algorithm is designed to approximate the breakpoint jitter probability with the discrete skew Laplace distribution. We test some SNP-based measurements by the upper and lower confidence bound masks and show special cases when the estimated chromosomal change may not exist and the breakpoint locations cannot be estimated with sufficient accuracy.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"An Algorithm for Bounding Error in Estimates of Genome Copy Number Variations Using SNP Array Technology\",\"authors\":\"Jorge Muñoz, Y. Shmaliy, Roberto Olivera\",\"doi\":\"10.1109/MICAI.2015.40\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Noise strongly affects measurements of chromosomal changes provided using the modern single nucleotide polymorphism (SNP) array technology. This makes difficulties in the estimation of genome copy number variations (CNVs) essential for human life. We propose an efficient algorithm for computing the confidence upper and lower boundary limits in order to guarantee an existence of genomic changes with a required probability. The algorithm is designed to approximate the breakpoint jitter probability with the discrete skew Laplace distribution. We test some SNP-based measurements by the upper and lower confidence bound masks and show special cases when the estimated chromosomal change may not exist and the breakpoint locations cannot be estimated with sufficient accuracy.\",\"PeriodicalId\":448255,\"journal\":{\"name\":\"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)\",\"volume\":\"20 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-10-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/MICAI.2015.40\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MICAI.2015.40","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

噪声强烈影响使用现代单核苷酸多态性(SNP)阵列技术提供的染色体变化测量。这使得对人类生命至关重要的基因组拷贝数变异(CNVs)的估计变得困难。我们提出了一种有效的计算置信上限和下限的算法,以保证基因组变化以所需的概率存在。该算法采用离散偏拉普拉斯分布近似断点抖动概率。我们测试了一些基于snp的测量上和下置信界限掩模,并显示了特殊情况下,当估计的染色体变化可能不存在,断点位置不能以足够的准确性估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Algorithm for Bounding Error in Estimates of Genome Copy Number Variations Using SNP Array Technology
Noise strongly affects measurements of chromosomal changes provided using the modern single nucleotide polymorphism (SNP) array technology. This makes difficulties in the estimation of genome copy number variations (CNVs) essential for human life. We propose an efficient algorithm for computing the confidence upper and lower boundary limits in order to guarantee an existence of genomic changes with a required probability. The algorithm is designed to approximate the breakpoint jitter probability with the discrete skew Laplace distribution. We test some SNP-based measurements by the upper and lower confidence bound masks and show special cases when the estimated chromosomal change may not exist and the breakpoint locations cannot be estimated with sufficient accuracy.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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:604180095
Book学术官方微信