A Hidden Markov Model to estimate population mixture and allelic copy-numbers in cancers using Affymetrix SNP arrays

作者: Philippe Lamy , Claus L Andersen , Lars Dyrskjot , Niels Torring , Carsten Wiuf

DOI: 10.1186/1471-2105-8-434

关键词: GeneticsSNPHuman genomeAllelic ImbalanceBiologyPopulationHidden Markov modelMarkov chainSNP arraySingle-nucleotide polymorphism

摘要: Background Affymetrix SNP arrays can interrogate thousands of SNPs at the same time. This allows us to look genomic content cancer cells and investigate underlying events leading cancer. Genomic copy-numbers are today routinely derived from array data, but proposed algorithms for this task most often disregard genotype information available germline in paired germline-tumour samples. Including may deepen our understanding "true" biological situation e.g. by enabling analysis allele specific copy-numbers. Here we rely on matched samples have developed a Hidden Markov Model (HMM) estimate allelic copy-number changes tumour cells. Further with approach able proportion normal (mixture proportion).

参考文章(28)
Giulia C Kennedy, Hajime Matsuzaki, Shoulian Dong, Wei-min Liu, Jing Huang, Guoying Liu, Xing Su, Manqiu Cao, Wenwei Chen, Jane Zhang, Weiwei Liu, Geoffrey Yang, Xiaojun Di, Thomas Ryder, Zhijun He, Urvashi Surti, Michael S Phillips, Michael T Boyce-Jacino, Stephen PA Fodor, Keith W Jones, Large-scale genotyping of complex DNA. Nature Biotechnology. ,vol. 21, pp. 1233- 1237 ,(2003) , 10.1038/NBT869
Arndt Hartmann, Ursula Rösner, Gudrun Schlake, Wolfgang Dietmaier, Dirk Zaak, Ferdinand Hofstaedter, Ruth Knuechel, Clonality and Genetic Divergence in Multifocal Low-Grade Superficial Urothelial Carcinoma as Determined by Chromosome 9 and p53 Deletion Analysis Laboratory Investigation. ,vol. 80, pp. 709- 718 ,(2000) , 10.1038/LABINVEST.3780074
N. Rabbee, T. P. Speed, A genotype calling algorithm for affymetrix SNP arrays Bioinformatics. ,vol. 22, pp. 7- 12 ,(2006) , 10.1093/BIOINFORMATICS/BTI741
Jishan Sun, Wennuan Liu, Tamara S. Adams, Jielin Sun, Xingnan Li, Aubrey R. Turner, Baoli Chang, Jin Woo Kim, Siqun Lilly Zheng, William B. Isaacs, Jianfeng Xu, DNA copy number alterations in prostate cancers: a combined analysis of published CGH studies. The Prostate. ,vol. 67, pp. 692- 700 ,(2007) , 10.1002/PROS.20543
Hajime Matsuzaki, Shoulian Dong, Halina Loi, Xiaojun Di, Guoying Liu, Earl Hubbell, Jane Law, Tam Berntsen, Monica Chadha, Henry Hui, Geoffrey Yang, Giulia C Kennedy, Teresa A Webster, Simon Cawley, P Sean Walsh, Keith W Jones, Stephen P A Fodor, Rui Mei, Genotyping over 100,000 SNPs on a pair of oligonucleotide arrays. Nature Methods. ,vol. 1, pp. 109- 111 ,(2004) , 10.1038/NMETH718
Sun Hoe Koo, Kye Chul Kwon, Chun Hwa Ihm, Young Mi Jeon, Jong Woo Park, Chong Koo Sul, Detection of genetic alterations in bladder tumors by comparative genomic hybridization and cytogenetic analysis. Cancer Genetics and Cytogenetics. ,vol. 110, pp. 87- 93 ,(1999) , 10.1016/S0165-4608(98)00193-9
Jane Fridlyand, Antoine M. Snijders, Dan Pinkel, Donna G. Albertson, Ajay N. Jain, Hidden Markov models approach to the analysis of array CGH data Journal of Multivariate Analysis. ,vol. 90, pp. 132- 153 ,(2004) , 10.1016/J.JMVA.2004.02.008
Karsten Zieger, Lars Dyrskjøt, Carsten Wiuf, Jens L Jensen, Claus L Andersen, Klaus Møller-Ernst Jensen, Torben Falck Ørntoft, None, Role of activating fibroblast growth factor receptor 3 mutations in the development of bladder tumors. Clinical Cancer Research. ,vol. 11, pp. 7709- 7719 ,(2005) , 10.1158/1078-0432.CCR-05-1130
X. Di, H. Matsuzaki, T. A. Webster, E. Hubbell, G. Liu, S. Dong, D. Bartell, J. Huang, R. Chiles, G. Yang, M.-m. Shen, D. Kulp, G. C. Kennedy, R. Mei, K. W. Jones, S. Cawley, Dynamic model based algorithms for screening and genotyping over 100K SNPs on oligonucleotide microarrays Bioinformatics. ,vol. 21, pp. 1958- 1963 ,(2005) , 10.1093/BIOINFORMATICS/BTI275
Richard Shen, Jian-Bing Fan, Derek Campbell, Weihua Chang, Jing Chen, Dennis Doucet, Jo Yeakley, Marina Bibikova, Eliza Wickham Garcia, Celeste McBride, Frank Steemers, Francisco Garcia, Bahram G Kermani, Kevin Gunderson, Arnold Oliphant, None, High-throughput SNP genotyping on universal bead arrays. Mutation Research. ,vol. 573, pp. 70- 82 ,(2005) , 10.1016/J.MRFMMM.2004.07.022