Title :
Gridding spot centers of smoothly distorted microarray images
Author :
Ho, Jinn ; Hwang, Wen-Liang ; Lu, Henry Horn-Shing ; Lee, D.T.
Author_Institution :
Inst. of Inf. Sci., Acad. Sinica, Taipei, Taiwan
Abstract :
We use an optimization technique to accurately locate a distorted grid structure in a microarray image. By assuming that spot centers deviate smoothly from a checkerboard grid structure, we show that the process of gridding spot centers can be formulated as a constrained optimization problem. The constraint is equal to the variations of the transform parameter. We demonstrate the accuracy of our algorithm on two sets of microarray images. One set consists of some images from the Stanford Microarray Database; we compare our centers with those annotated in the Database. The other set consists of oligonucleotide images, and we compare our results with those obtained by GenePix Pro 5.0. Our experiments were performed completely automatically.
Keywords :
DNA; array signal processing; biology computing; object detection; distorted grid structure; gridding spot centers; oligonucleotide images; smoothly distorted microarray images; Bioinformatics; Constraint optimization; Fluorescence; Gene expression; Genomics; Helium; Image analysis; Image databases; Information science; Probes; Microarray image; spot gridding; Algorithms; Artifacts; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; In Situ Hybridization, Fluorescence; Information Storage and Retrieval; Microscopy, Fluorescence; Oligonucleotide Array Sequence Analysis; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2005.860610