Weighted clustering of called array CGH data

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Weighted clustering of called array CGH data

Array comparative genomic hybridization (aCGH) is a laboratory technique to measure chromosomal copy number changes. A clear biological interpretation of the measurements is obtained by mapping these onto an ordinal scale with categories loss/normal/gain of a copy. The pattern of gains and losses harbors a level of tumor specificity. Here, we present WECCA (weighted clustering of called aCGH da...

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Weighted clustering of called array CGH data.

Array comparative genomic hybridization (aCGH) is a laboratory technique to measure chromosomal copy number changes. A clear biological interpretation of the measurements is obtained by mapping these onto an ordinal scale with categories loss/normal/gain of a copy. The pattern of gains and losses harbors a level of tumor specificity. Here, we present WECCA (weighted clustering of called aCGH da...

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Model-based clustering of array CGH data

MOTIVATION Analysis of array comparative genomic hybridization (aCGH) data for recurrent DNA copy number alterations from a cohort of patients can yield distinct sets of molecular signatures or profiles. This can be due to the presence of heterogeneous cancer subtypes within a supposedly homogeneous population. RESULTS We propose a novel statistical method for automatically detecting such sub...

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Evaluating array-CGH based clustering of tumors

DNA preparation to cancer profiles •Many of the changes in the genome associated to cancer can be seen by making gene copy number measurements. Increased copy numbers of genes are associated with oncogenes and decreased copy numbers are associated with tumor suppressor genes. •Array-based Comparative Genomic Hybridization (arrayCGH), introduced in the late nineties, allows efficient characteriz...

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CGH-Explorer: a program for analysis of array-CGH data

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ژورنال

عنوان ژورنال: Biostatistics

سال: 2007

ISSN: 1465-4644,1468-4357

DOI: 10.1093/biostatistics/kxm048