Title :
Automated DNA fiber tracking and measurement
Author :
Wang, Yaping ; Chastain, Paul ; Yap, Pew-Thian ; Cheng, Jie-Zhi ; Kaufman, David ; Guo, Lei ; Shen, Dinggang
Author_Institution :
Sch. of Autom., Northwestern Polytech. Univ., Xi´´an, China
fDate :
March 30 2011-April 2 2011
Abstract :
The rapid assessment of how cells respond to pathologic, biological, environmental, and endogenous agents is critical for understanding how such responses may increase genomic instability, disease development and, ultimately, affect quality of life. Recently, we have applied the technique of DNA fiber analysis to increase our understanding of how DNA damaging agents influence DNA replication [1]. The major drawback to this technique, however, is the length of time needed to manually assess the replication dynamics, i.e., 40 hours per experimental condition. We introduce in this paper an automatic and effective image analysis framework for accurate quantification of various replication tracks for high throughput DNA analysis, called Computer Assisted Selection and Analysis (CASA). This algorithm is implemented in two major steps: random-walk-based DNA fiber tracking and pattern-recognition-based measurement of the replication tracks. Experimental results show that the proposed method can yield results which are highly consistent with manual analysis and needs only 160-fold less processing time, without manual involvement.
Keywords :
DNA; biomedical measurement; cellular biophysics; diseases; genomics; medical image processing; pattern recognition; Computer Assisted Selection and Analysis; DNA damaging agents; DNA fiber analysis; DNA replication; automated DNA fiber tracking; disease development; genomic instability; image analysis framework; pattern-recognition-based measurement; quality of life; random-walk-based DNA fiber tracking; replication dynamics; replication tracks; DNA; Green products; Humans; Image color analysis; Noise; Optical fiber networks; Pixel; DNA fiber tracking; DNA pattern recognition; DNA replication tracks; random walk;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872650