A CNN algorithm for real time analysis of DNA microarrays

被引:14
作者
Arena, P [1 ]
Fortuna, L
Occhipinti, L
机构
[1] Univ Catania, Dipartimento Elettr Elettron & Sistemist, I-95125 Catania, Italy
[2] STMicreoelect Srl, Soft Comp & Nanoorgan Operat Grp 50, I-95121 Catania, Italy
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2002年 / 49卷 / 03期
关键词
cellular neural network universal machine; DNA microarrays; fluorescence image processing;
D O I
10.1109/81.989167
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The work focuses on a new approach for DNA-chip image processing by using the cellular neural network (CNN) paradigm. In particular the work aims to solve the main issues in automatic classification and spot validation that arise during an automatic DNA microarray analysis procedure. This contribution briefly presents the basic DNA micro-array technique and the state-of-the-art technologies, and introduces the idea of processing DNA chip data via CNNs, reporting also suitable examples. The algorithm described has been developed using a high level language, dedicated to CNN Universal Machine (CNNUM) chip programming, and validated on a typical fluorescence image from DNA microarray after hybridization.
引用
收藏
页码:335 / 340
页数:6
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