DocumentCode
1244406
Title
Automated DNA fragments recognition and sizing through AFM image processing
Author
Ficarra, Elisa ; Benini, Luca ; Macii, Enrico ; Zuccheri, Giampaolo
Author_Institution
Politecnico di Torino, Italy
Volume
9
Issue
4
fYear
2005
Firstpage
508
Lastpage
517
Abstract
This paper presents an automated algorithm to determine DNA fragment size from atomic force microscope images and to extract the molecular profiles. The sizing of DNA fragments is a widely used procedure for investigating the physical properties of individual or protein-bound DNA molecules. Several atomic force microscope (AFM) real and computer-generated images were tested for different pixel and fragment sizes and for different background noises. The automated approach minimizes processing time with respect to manual and semi-automated DNA sizing. Moreover, the DNA molecule profile recognition can be used to perform further structural analysis. For computer-generated images, the root mean square error incurred by the automated algorithm in the length estimation is 0.6% for a 7.8 nm image pixel size and 0.34% for a 3.9 nm image pixel size. For AFM real images we obtain a distribution of lengths with a standard deviation of 2.3% of mean and a measured average length very close to the real one, with an error around 0.33%.
Keywords
DNA; atomic force microscopy; biological techniques; biology computing; image processing; molecular biophysics; proteins; AFM image processing; DNA fragment size; DNA secondary structure transition; atomic force microscope images; automated DNA fragments recognition; automated algorithm; background noise; computer-generated images; image pixel size; length estimation; manual DNA sizing; molecular profile; molecular profile extraction; physical properties; processing time; protein-bound DNA molecule; root mean square error; semiautomated DNA sizing; structural analysis; Atomic force microscopy; Background noise; DNA; Image processing; Image recognition; Performance analysis; Pixel; Proteins; Root mean square; Testing; AFM images; DNA secondary structure transition; DNA sizing; image processing; molecular profile extraction; Algorithms; Artificial Intelligence; DNA; DNA Fingerprinting; DNA Fragmentation; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Microscopy, Atomic Force; Molecular Structure; Nucleic Acid Conformation; Particle Size; Pattern Recognition, Automated;
fLanguage
English
Journal_Title
Information Technology in Biomedicine, IEEE Transactions on
Publisher
ieee
ISSN
1089-7771
Type
jour
DOI
10.1109/TITB.2005.855546
Filename
1545955
Link To Document