The effects of non-inhibitory serpin maspin on cell migration using an artificial neural network

Al-Mamun, Mohammad, Hossain, Alamgir, Fall, Charles, Alam, Muhammad and Bass, Rosemary (2014) The effects of non-inhibitory serpin maspin on cell migration using an artificial neural network. In: ICCIT 2013 - 16th International Conference on Computer and Information Technology, 8th - 10th March 2014, Khulna, Bangladesh.

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Official URL: http://dx.doi.org/10.1109/ICCITechn.2014.6997339

Abstract

Maspin (Mammary Serine Protease Inhibitor) is a non-inhibitory member of the serpin family of protease inhibitors that influences multiple cellular functions including adhesion, migration, and invasion in tumour malignancy. In this paper, we describe a computational model of the effects of exogenous maspin on cellular proliferation, migration and invasion. To date, the whole cellular mechanisms of maspin impact on cellular behaviors have not been clearly defined in any computational model. In this paper, we have used a feedforward artificial neural network to define cell signaling and cellular automata approach to define the each and every cell behavior. Results show that maspin reduces migration and invasion by 10-40% and 15-30% respectively; confirmed by published in vitro data. This is the first attempt to model the effects of maspin using a computational model to verify in vitro data. This will provide new insights into the tumour suppressive properties of maspin and inform the development of novel cancer therapies.

Item Type: Conference or Workshop Item (Paper)
Uncontrolled Keywords: artificial neural network; cell migration; computational model; maspin; Tumour growth
Subjects: C500 Microbiology
G400 Computer Science
Department: Faculties > Health and Life Sciences > Applied Sciences
Depositing User: Paul Burns
Date Deposited: 06 Feb 2015 15:19
Last Modified: 06 Nov 2017 13:36
URI: http://nrl.northumbria.ac.uk/id/eprint/21335

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