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Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations
Array-based comparative genomic hybridization (aCGH) allows measuring DNA copy number at the whole genome scale. In cancer studies, one may be interested in identifying DNA copy number aberrations (CNAs) associated with certain clinicopathological characteristics such as cancer metastasis. We propos...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Libertas Academica
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212864/ https://www.ncbi.nlm.nih.gov/pubmed/22084565 http://dx.doi.org/10.4137/CIN.S8019 |
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author | Jiang, Hongmei Zhu, Zhong-Zheng Yu, Yue Lin, Simon Hou, Lifang |
author_facet | Jiang, Hongmei Zhu, Zhong-Zheng Yu, Yue Lin, Simon Hou, Lifang |
author_sort | Jiang, Hongmei |
collection | PubMed |
description | Array-based comparative genomic hybridization (aCGH) allows measuring DNA copy number at the whole genome scale. In cancer studies, one may be interested in identifying DNA copy number aberrations (CNAs) associated with certain clinicopathological characteristics such as cancer metastasis. We proposed to define test regions based on copy number pattern profiles across multiple samples, using either smoothed log(2)-ratio or discrete data of copy number gain/loss calls. Association test performed on the refined test regions instead of the probes has improved power due to reduced number of tests. We also compared three types of measurement of copy number levels, normalized log(2)-ratio, smoothed log(2)-ratio, and copy number gain or loss calls in statistical hypothesis testing. The relative strengths and weaknesses of the proposed method were demonstrated using both simulation studies and real data analysis of a liver cancer study. |
format | Online Article Text |
id | pubmed-3212864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Libertas Academica |
record_format | MEDLINE/PubMed |
spelling | pubmed-32128642011-11-14 Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations Jiang, Hongmei Zhu, Zhong-Zheng Yu, Yue Lin, Simon Hou, Lifang Cancer Inform Methodology Array-based comparative genomic hybridization (aCGH) allows measuring DNA copy number at the whole genome scale. In cancer studies, one may be interested in identifying DNA copy number aberrations (CNAs) associated with certain clinicopathological characteristics such as cancer metastasis. We proposed to define test regions based on copy number pattern profiles across multiple samples, using either smoothed log(2)-ratio or discrete data of copy number gain/loss calls. Association test performed on the refined test regions instead of the probes has improved power due to reduced number of tests. We also compared three types of measurement of copy number levels, normalized log(2)-ratio, smoothed log(2)-ratio, and copy number gain or loss calls in statistical hypothesis testing. The relative strengths and weaknesses of the proposed method were demonstrated using both simulation studies and real data analysis of a liver cancer study. Libertas Academica 2011-10-19 /pmc/articles/PMC3212864/ /pubmed/22084565 http://dx.doi.org/10.4137/CIN.S8019 Text en © the author(s), publisher and licensee Libertas Academica Ltd. This is an open access article. Unrestricted non-commercial use is permitted provided the original work is properly cited. |
spellingShingle | Methodology Jiang, Hongmei Zhu, Zhong-Zheng Yu, Yue Lin, Simon Hou, Lifang Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title | Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title_full | Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title_fullStr | Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title_full_unstemmed | Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title_short | Improved Statistical Analysis for Array CGH-Based DNA Copy Number Aberrations |
title_sort | improved statistical analysis for array cgh-based dna copy number aberrations |
topic | Methodology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212864/ https://www.ncbi.nlm.nih.gov/pubmed/22084565 http://dx.doi.org/10.4137/CIN.S8019 |
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