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本文引用的文献

1
A single-array preprocessing method for estimating full-resolution raw copy numbers from all Affymetrix genotyping arrays including GenomeWideSNP 5 & 6.一种用于从包括GenomeWideSNP 5和6在内的所有Affymetrix基因分型阵列估计全分辨率原始拷贝数的单阵列预处理方法。
Bioinformatics. 2009 Sep 1;25(17):2149-56. doi: 10.1093/bioinformatics/btp371. Epub 2009 Jun 17.
2
Copy number analysis indicates monoclonal origin of lethal metastatic prostate cancer.拷贝数分析表明致死性转移性前列腺癌起源于单克隆。
Nat Med. 2009 May;15(5):559-65. doi: 10.1038/nm.1944. Epub 2009 Apr 12.
3
Probes containing runs of guanines provide insights into the biophysics and bioinformatics of Affymetrix GeneChips.含有鸟嘌呤连续序列的探针为Affymetrix基因芯片的生物物理学和生物信息学提供了见解。
Brief Bioinform. 2009 May;10(3):259-77. doi: 10.1093/bib/bbp018. Epub 2009 Apr 8.
4
A novel procedure for genotyping of single nucleotide polymorphisms in trisomy with genomic DNA and the invader assay.一种利用基因组DNA和侵入检测法对三体综合征中单核苷酸多态性进行基因分型的新方法。
Nucleic Acids Res. 2008 Dec;36(22):e145. doi: 10.1093/nar/gkn736. Epub 2008 Oct 21.
5
Segmentation-based detection of allelic imbalance and loss-of-heterozygosity in cancer cells using whole genome SNP arrays.利用全基因组单核苷酸多态性阵列基于分割法检测癌细胞中的等位基因不平衡和杂合性缺失
Genome Biol. 2008;9(9):R136. doi: 10.1186/gb-2008-9-9-r136. Epub 2008 Sep 16.
6
Fast nonnegative matrix factorization algorithms using projected gradient approaches for large-scale problems.使用投影梯度方法解决大规模问题的快速非负矩阵分解算法。
Comput Intell Neurosci. 2008;2008:939567. doi: 10.1155/2008/939567.
7
High-resolution genomic and expression analyses of copy number alterations in breast tumors.乳腺肿瘤拷贝数改变的高分辨率基因组和表达分析。
Genes Chromosomes Cancer. 2008 Jun;47(6):530-42. doi: 10.1002/gcc.20558.
8
ITALICS: an algorithm for normalization and DNA copy number calling for Affymetrix SNP arrays.斜体:一种用于Affymetrix SNP阵列归一化和DNA拷贝数调用的算法。
Bioinformatics. 2008 Mar 15;24(6):768-74. doi: 10.1093/bioinformatics/btn048. Epub 2008 Feb 5.
9
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Bioinformatics. 2008 Mar 15;24(6):759-67. doi: 10.1093/bioinformatics/btn016. Epub 2008 Jan 19.
10
PLASQ: a generalized linear model-based procedure to determine allelic dosage in cancer cells from SNP array data.PLASQ:一种基于广义线性模型的方法,用于从SNP阵列数据确定癌细胞中的等位基因剂量。
Biostatistics. 2007 Apr;8(2):323-36. doi: 10.1093/biostatistics/kxl012. Epub 2006 Jun 20.

痤疮:一种用于 Affymetrix SNP 阵列估计等位基因特异性拷贝数的汇总方法。

ACNE: a summarization method to estimate allele-specific copy numbers for Affymetrix SNP arrays.

机构信息

Group of Bioinformatics, CEIT and TECNUN, University of Navarra, San Sebastian, Spain.

出版信息

Bioinformatics. 2010 Aug 1;26(15):1827-33. doi: 10.1093/bioinformatics/btq300. Epub 2010 Jun 6.

DOI:10.1093/bioinformatics/btq300
PMID:20529889
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2913655/
Abstract

MOTIVATION

Current algorithms for estimating DNA copy numbers (CNs) borrow concepts from gene expression analysis methods. However, single nucleotide polymorphism (SNP) arrays have special characteristics that, if taken into account, can improve the overall performance. For example, cross hybridization between alleles occurs in SNP probe pairs. In addition, most of the current CN methods are focused on total CNs, while it has been shown that allele-specific CNs are of paramount importance for some studies. Therefore, we have developed a summarization method that estimates high-quality allele-specific CNs.

RESULTS

The proposed method estimates the allele-specific DNA CNs for all Affymetrix SNP arrays dealing directly with the cross hybridization between probes within SNP probesets. This algorithm outperforms (or at least it performs as well as) other state-of-the-art algorithms for computing DNA CNs. It better discerns an aberration from a normal state and it also gives more precise allele-specific CNs.

AVAILABILITY

The method is available in the open-source R package ACNE, which also includes an add on to the aroma.affymetrix framework (http://www.aroma-project.org/).

摘要

动机

当前用于估计 DNA 拷贝数 (CN) 的算法借鉴了基因表达分析方法的概念。然而,单核苷酸多态性 (SNP) 阵列具有特殊的特征,如果考虑到这些特征,可以提高整体性能。例如,在 SNP 探针对之间会发生等位基因间的交叉杂交。此外,大多数当前的 CN 方法都集中在总 CN 上,而已经表明,对于某些研究,等位基因特异性 CN 至关重要。因此,我们开发了一种估计高质量等位基因特异性 CN 的汇总方法。

结果

所提出的方法直接处理 SNP 探针集中探针之间的交叉杂交,估计所有 Affymetrix SNP 阵列的等位基因特异性 DNA CN。该算法在计算 DNA CN 方面优于(或至少与)其他最先进的算法。它更好地区分了异常和正常状态,并且还提供了更精确的等位基因特异性 CN。

可用性

该方法可在开源 R 包 ACNE 中使用,该包还包括对 aroma.affymetrix 框架(http://www.aroma-project.org/)的附加功能。