Literature DB >> 15376953

Gridline: automatic grid alignment in DNA microarray scans.

Peter Bajcsy1.   

Abstract

We present a new automatic grid alignment algorithm for detecting two-dimensional (2-D) arrays of spots in DNA microarray images. Our motivation for this work is the lack of automation in high-throughput microarray data analysis that leads to a) spatial inaccuracy of located spots and hence inaccuracy of extracted information from a spot and b) inconsistency of extracted features due to manual selection of grid alignment parameters. The proposed grid alignment algorithm is novel in the sense that 1) it can detect irregularly row- and column-spaced spots in a 2-D array, 2) it is independent of spot color and size, 3) it is general to localize a grid of other primitive shapes than the spot shapes, 4) it can perform grid alignment on any number of input channels, 5) it reduces the number of free parameters to minimum by data driven optimization of most algorithmic parameters, and 6) it has a built-in speed versus accuracy tradeoff mechanism to accommodate user's requirements on performance time and accuracy of the results. The developed algorithm also automatically identifies multiple blocks of 2-D arrays, as it is the case in microarray images, and compensates for grid rotations in addition to grid translations.

Mesh:

Year:  2004        PMID: 15376953     DOI: 10.1109/tip.2003.819941

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  3 in total

1.  A computational method to geometric measure of biological particles and application to DNA microarray spot size estimation.

Authors:  Mingjun Zhang; Kaixuan Mao; Weimin Tao; Tzyh-Jong Tarn
Journal:  Med Biol Eng Comput       Date:  2006-03-22       Impact factor: 2.602

2.  Low-complexity PDE-based approach for automatic microarray image processing.

Authors:  Bogdan Belean; Romulus Terebes; Adrian Bot
Journal:  Med Biol Eng Comput       Date:  2014-10-29       Impact factor: 2.602

3.  Alignment of Microarray Data.

Authors:  Francesco Cauteruccio
Journal:  Methods Mol Biol       Date:  2022
  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.