Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics

Oral Cancer is considered as one of the common problems of global public health and despite the progress in advanced research, the mortality rate has not been improved significantly in the last few decades. A natural product such as Thymoquinone, black seeds (TQ), is an active component of Nigella s...

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Main Authors: Tabassum, Shabana, Rosli, Norhayati, Jauhari Arief, Solachuddin
Format: Article
Language:English
Published: Penerbit UMP 2021
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Online Access:http://umpir.ump.edu.my/id/eprint/32836/1/Parameter%20estimation%20of%20the%20stochastic%20model%20for%20oral%20cancer%20in%20response%20to%20thymoquinone%20%28tq%29%20as%20anticancer%20therapeutics.pdf
http://umpir.ump.edu.my/id/eprint/32836/
https://doi.org/10.15282/daam.v2i1.6833
https://doi.org/10.15282/daam.v2i1.6833
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Institution: Universiti Malaysia Pahang
Language: English
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spelling my.ump.umpir.328362022-04-18T03:57:23Z http://umpir.ump.edu.my/id/eprint/32836/ Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics Tabassum, Shabana Rosli, Norhayati Jauhari Arief, Solachuddin QA Mathematics RC Internal medicine Oral Cancer is considered as one of the common problems of global public health and despite the progress in advanced research, the mortality rate has not been improved significantly in the last few decades. A natural product such as Thymoquinone, black seeds (TQ), is an active component of Nigella sativa or black cumin elicits cytotoxic effects on various oral cancer cell lines. A wide range of studies have been concluded that the TQ has two different anti-neoplastic actions that might trigger apoptosis, have the capacity to induce cell death in oral cancer cells. In the presence of TQ, oral cancer has been proved experimentally shows the decelerating trend of the growth. This article models the decelerating of the oral cancer growth by using a linear stochastic differential equation (SDEs). The Markov Chain Monte Carlo (MCMC) method used to estimate model parameters for 100, 500,1000 and 2000 simulations. The best set of kinetic parameters are identified. It can be seen that for 1000 simulations of the sample paths, the model fitted well the data, hence indicating a good fit. However, if the number of simulation is increasing up to 2000, the parameter obtained shows instability of the solution. This is due to the high numbers of noise generated, may influenced the stability of the solution. Penerbit UMP 2021-06-29 Article PeerReviewed pdf en cc_by_nc_nd_4 http://umpir.ump.edu.my/id/eprint/32836/1/Parameter%20estimation%20of%20the%20stochastic%20model%20for%20oral%20cancer%20in%20response%20to%20thymoquinone%20%28tq%29%20as%20anticancer%20therapeutics.pdf Tabassum, Shabana and Rosli, Norhayati and Jauhari Arief, Solachuddin (2021) Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics. Data Analytics and Applied Mathematics (DAAM), 2 (1). 052-056. ISSN 2773-4854 https://doi.org/10.15282/daam.v2i1.6833 https://doi.org/10.15282/daam.v2i1.6833
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA Mathematics
RC Internal medicine
spellingShingle QA Mathematics
RC Internal medicine
Tabassum, Shabana
Rosli, Norhayati
Jauhari Arief, Solachuddin
Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
description Oral Cancer is considered as one of the common problems of global public health and despite the progress in advanced research, the mortality rate has not been improved significantly in the last few decades. A natural product such as Thymoquinone, black seeds (TQ), is an active component of Nigella sativa or black cumin elicits cytotoxic effects on various oral cancer cell lines. A wide range of studies have been concluded that the TQ has two different anti-neoplastic actions that might trigger apoptosis, have the capacity to induce cell death in oral cancer cells. In the presence of TQ, oral cancer has been proved experimentally shows the decelerating trend of the growth. This article models the decelerating of the oral cancer growth by using a linear stochastic differential equation (SDEs). The Markov Chain Monte Carlo (MCMC) method used to estimate model parameters for 100, 500,1000 and 2000 simulations. The best set of kinetic parameters are identified. It can be seen that for 1000 simulations of the sample paths, the model fitted well the data, hence indicating a good fit. However, if the number of simulation is increasing up to 2000, the parameter obtained shows instability of the solution. This is due to the high numbers of noise generated, may influenced the stability of the solution.
format Article
author Tabassum, Shabana
Rosli, Norhayati
Jauhari Arief, Solachuddin
author_facet Tabassum, Shabana
Rosli, Norhayati
Jauhari Arief, Solachuddin
author_sort Tabassum, Shabana
title Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
title_short Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
title_full Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
title_fullStr Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
title_full_unstemmed Parameter estimation of the stochastic model for oral cancer in response to thymoquinone (TQ) as anticancer therapeutics
title_sort parameter estimation of the stochastic model for oral cancer in response to thymoquinone (tq) as anticancer therapeutics
publisher Penerbit UMP
publishDate 2021
url http://umpir.ump.edu.my/id/eprint/32836/1/Parameter%20estimation%20of%20the%20stochastic%20model%20for%20oral%20cancer%20in%20response%20to%20thymoquinone%20%28tq%29%20as%20anticancer%20therapeutics.pdf
http://umpir.ump.edu.my/id/eprint/32836/
https://doi.org/10.15282/daam.v2i1.6833
https://doi.org/10.15282/daam.v2i1.6833
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