DocumentCode
2192864
Title
Is Topotecan Effective at Killing Cancer Cells?
Author
Santiago-Mozos, Ricardo ; Khan, Imtiaz A. ; Madden, Michael G.
Author_Institution
Coll. of Eng. & Inf., Nat. Univ. of Ireland Galway, Galway, Ireland
fYear
2010
fDate
13-13 Dec. 2010
Firstpage
732
Lastpage
739
Abstract
In this paper, we analyse the behaviour of osteosarcoma cancer cells which are either exposed to the anticancer agent Topotecan or not exposed to any external agent. For the analyses of cell lineage data encoded from time lapse microscopy, we choose data mining tools that generate interpretable models of the data, and we address their statistical significance. We consider the mortality of unexposed cancer cells, the static and dynamic cytotoxic effects of the anticancer agent, the prediction of the clonal potential of resistant populations, and the differences between exposed and unexposed populations. We find that the anticancer agent affects the cells dynamics and events ratios i.e. (death/division, etc.) proportionately to its concentration, but it is ineffective at stopping the proliferation of the cancer at all dosages considered. In addition, we observe that cells exposed to the anticancer agent have greater displacements over time, indicating a putative relationship between cytotoxic effect and cell motility.
Keywords
cancer; data mining; drugs; medical computing; anticancer agent Topotecan; cell motility; data mining; dynamic cytotoxic effect; osteosarcoma cancer cells; timelapse microscopy; Data mining; Topotecan; cancer; cell lineage; drug resistance;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Mining Workshops (ICDMW), 2010 IEEE International Conference on
Conference_Location
Sydney, NSW
Print_ISBN
978-1-4244-9244-2
Electronic_ISBN
978-0-7695-4257-7
Type
conf
DOI
10.1109/ICDMW.2010.129
Filename
5693369
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