Automated DNA fiber tracking and measurement

Yaping Wang, Paul Chastain, Pew Thian Yap, Jie Zhi Cheng, David Kaufman, Lei Guo, Dinggang Shen

科研成果: 书/报告/会议事项章节会议稿件同行评审

8 引用 (Scopus)

摘要

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.

源语言英语
主期刊名2011 8th IEEE International Symposium on Biomedical Imaging
主期刊副标题From Nano to Macro, ISBI'11
1349-1352
页数4
DOI
出版状态已出版 - 2011
活动2011 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI'11 - Chicago, IL, 美国
期限: 30 3月 20112 4月 2011

出版系列

姓名Proceedings - International Symposium on Biomedical Imaging
ISSN(印刷版)1945-7928
ISSN(电子版)1945-8452

会议

会议2011 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI'11
国家/地区美国
Chicago, IL
时期30/03/112/04/11

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