Systems biology of cancer biomarker detection

被引:17
作者
Mitra, Sanga [1 ]
Das, Smarajit [2 ]
Chakrabarti, Jayprokas [1 ,3 ]
机构
[1] Indian Assoc Cultivat Sci, Kolkata 700032, W Bengal, India
[2] Univ Gothenburg, Inst Biomed, Dept Med Biochem & Cell Biol, SE-40530 Gothenburg, Sweden
[3] Gyanxet, Kolkata, W Bengal, India
关键词
Cancer; database; microarray; next generation sequencing; system biology; SET ENRICHMENT ANALYSIS; ORAL-CANCER; MICROARRAY DATA; STATISTICAL CONSIDERATIONS; BIOCONDUCTOR PACKAGE; GENES; DATABASE; HEAD; NECK; IDENTIFICATION;
D O I
10.3233/CBM-130363
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Cancer systems-biology is an ever-growing area of research due to explosion of data; how to mine these data and extract useful information is the problem. To have an insight on carcinogenesis one need to systematically mine several resources, such as databases, microarray and next-generation sequences. This review encompasses management and analysis of cancer data, databases construction and data deposition, whole transcriptome and genome comparison, analysing results from high throughput experiments to uncover cellular pathways and molecular interactions, and the design of effective algorithms to identify potential biomarkers. Recent technical advances such as ChIP-on-chip, ChIP-seq and RNA-seq can be applied to get epigenetic information transformed into a high-throughput endeavour to which systems biology and bioinformatics are making significant inroads. The data from ENCODE and GENCODE projects available through UCSC genome browser can be considered as benchmark for comparison and meta-analysis. A pipeline for integrating next generation sequencing data, microarray data, and putting them together with the existing database is discussed. The understanding of cancer genomics is changing the way we approach cancer diagnosis and treatment. To give a better understanding of utilizing available resources' we have chosen oral cancer to show how and what kind of analysis can be done. This review is a computational genomic primer that provides a bird's eye view of computational and bioinformatics' tools currently available to perform integrated genomic and system biology analyses of several carcinoma.
引用
收藏
页码:201 / 213
页数:13
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