Multiple criteria optimization joint analyses of microarray experiments in lung cancer: from existing microarray data to new knowledge

被引:7
作者
Camacho-Caceres, Katia I. [1 ]
Acevedo-Diaz, Juan C. [1 ]
Perez-Marty, Lynn M. [1 ]
Ortiz, Michael [1 ]
Irizarry, Juan [1 ]
Cabrera-Rios, Mauricio [1 ]
Isaza, Clara E. [1 ,2 ]
机构
[1] Univ Puerto Rico, Dept Ind Engn, Appl Optimizat Grp, Bio IE Lab, Mayaguez, PR 00681 USA
[2] Ponce Hlth Sci Univ, Publ Hlth Program, Ponce, PR USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Biomarker; lung cancer; meta-analysis; multi-criteria optimization; PROSTATE-CANCER; OVARIAN-CANCER; SYSTEMATIC REVIEWS; PROBLEMS STATEMENT; EXPRESSION; METAANALYSES; RAGE; RISK; POLYMORPHISMS; GENES;
D O I
10.1002/cam4.540
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Microarrays can provide large amounts of data for genetic relative expression in illnesses of interest such as cancer in short time. These data, however, are stored and often times abandoned when new experimental technologies arrive. This work reexamines lung cancer microarray data with a novel multiple criteria optimization-based strategy aiming to detect highly differentially expressed genes. This strategy does not require any adjustment of parameters by the user and is capable to handle multiple and incommensurate units across microarrays. In the analysis, groups of samples from patients with distinct smoking habits (never smoker, current smoker) and different gender are contrasted to elicit sets of highly differentially expressed genes, several of which are already associated to lung cancer and other types of cancer. The list of genes is provided with a discussion of their role in cancer, as well as the possible research directions for each of them.
引用
收藏
页码:1884 / 1900
页数:17
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