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Knowledge Discovery by Decision Tree to Model the Rate of Drug Release from Matrix Substrates
by
Parastoo Namdarian,
Azadeh Asefnejad,
Fardad Farokhi
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 138 - Number 7 |
| Year of Publication: 2016 |
| Authors: Parastoo Namdarian, Azadeh Asefnejad, Fardad Farokhi |
10.5120/ijca2016908992
|
Parastoo Namdarian, Azadeh Asefnejad, Fardad Farokhi . Knowledge Discovery by Decision Tree to Model the Rate of Drug Release from Matrix Substrates. International Journal of Computer Applications. 138, 7 ( March 2016), 54-58. DOI=10.5120/ijca2016908992
@article{
10.5120/ijca2016908992,
author = {
Parastoo Namdarian,
Azadeh Asefnejad,
Fardad Farokhi
},
title = { Knowledge Discovery by Decision Tree to Model the Rate of Drug Release from Matrix Substrates },
journal = {
International Journal of Computer Applications
},
issue_date = { March 2016 },
volume = { 138 },
number = { 7 },
month = { March },
year = { 2016 },
issn = { 0975-8887 },
pages = {
54-58
},
numpages = {9},
url = {
https://ijcaonline.org/archives/volume138/number7/24395-2016908992/
},
doi = { 10.5120/ijca2016908992 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:39:06.165211+05:30
%A Parastoo Namdarian
%A Azadeh Asefnejad
%A Fardad Farokhi
%T Knowledge Discovery by Decision Tree to Model the Rate of Drug Release from Matrix Substrates
%J International Journal of Computer Applications
%@ 0975-8887
%V 138
%N 7
%P 54-58
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract
To study the effect of a drug on a target tissue, mainly all process of drug delivery from drug delivery systems to the transferred drug in whole body must be considered. These studies are very attractive for different fields of drug delivery systems and pharmaceutical industry. Modeling can help us for better understanding of this process and reaching to better design of system. In this paper, we extract the rules of drug delivery by decision tree for a specific systems such as Matrix substrate. The results show that we can achieve to %98.04 and %74.51 accuracy, if we use decision tree as a classifier and a predictor respectively.
References
- W. Mark Saltzman, "Drug Delivery: Engineering Principles for Drug Therapy", Oxford University Press ,2001, page:175-196.
- Adam M. Persky, N. Seth Berry, Gary M. Pollack & Kim L.R.Brouwer;" Modelling the Cardiovascular Effects of Ephedrine", British Journal of Clinical Pharmacology, 2004, 57:5, pp. 552-562.
- Rebecca Jacob, Krishnan B.S., Venkatesan, "Pharmacokinetics and Pharmacodynamics of anesthetic Drugs in Pediatrics", Indian Journal of Anesthesia, 2004, 48(5), pp. 340-346.
- Sara Calatayud, et al., "Mechanisms of gastroprotection by transdermal nitroglycerin in the rat", British Journal of Pharmacology, 1999, pp. 1111-1118.
- Suvakanta Dash, et al., "Kinetic Modeling on Drug Release from controlued Drug delivery Systems", Acta Poloniae Pharmaceutica-Drug Research, 2010, Vol. 67, No. 3, pp.217-223.
- Lujun Zhang, Mingqiang Yang, Mingyan Jiang a, "Mathematical Modeling for Convection-Enhanced Drug Delivery", 2012 International Workshop on Information and Electronics Engineering (IWIEE), Procedia Engineering 29 2012, pp. 268 – 274.
- Rongling Wu et al.," Mathematical modeling of systems pharmacogenomics towards personalized drug delivery", Advanced Drug Delivery Reviews, Elsevier, 65, 2013, pp. 903–904.
- Nicholas A. Peppas," Historical perspective on advanced drug delivery: How engineering design and mathematical modeling helped the field mature", Advanced Drug Delivery Reviews, Elsevier, 65, 2013, pp. 5-9.
- Karen H. Støverud, Melanie Darcis , Rainer Helmig, S. Majid Hassanizadeh, " Modeling Concentration Distribution and Deformation During Convection-Enhanced Drug Delivery into Brain Tissue", Transp Porous Med, 2012, 92, pp.119–143.
- Andrew D. Grief, Giles Richardson, " Mathematical modelling of magnetically targeted drug delivery", Journal of Magnetism and Magnetic Materials, 293, 2005, pp.455–463.
- Jiawei Han & Micheline Kamber, "Data Mining: Concepts and Techniques", Second Edition, 2006, ELSEVIER: MORGAN KAUFMANN PUBLISHERS.
- Pandya et al., "Matrix Type Drug Delivery System: A Review", International Journal for Pharmaceutical Research Scholars (IJPRS), Vol.1, No.4, 2012, 84-95.
- Md. Mofizur Rahman, et al.,"Effect of various grades of hydroxyl propyl methyl cellulose matrix systems as oral sustained release drug delivery systems for ranolazine", IJPI’sJournal of Pharmaceutics and Cosmetology, Vol 1: 2 (2011),81-92.
- Suresh V Kulkarni, et al., " Formulation and In Vitro Evaluation of Sustained Release Matrix Tablet of Zolpidem Tartrate", International Journal of PharmTech Research, Vol. 3, No.2, April-June 2011, pp 858-863.
- P. Mahajan, et al., " Valsartan release from sustained release matrix tablet and effect of cellulose derivatives", Int. J. of Pharm. & Life Sci. (IJPLS), Vol. 2, Issue 1: Jan: 2011, 521-530.
- Mario Grassi, Gabriele Grassi," Mathematical Modelling and Controlled Drug Delivery: Matrix Systems", Current Drug Delivery, 2005, 2, 97-116.
- Silvina A. Bravo et al., " In-Vitro Studies of Diclofenac Sodium Controlled-release from Biopolymeric Hydrophilic Matrices", J Pharm Pharmaceut Sci, Vol.5, No.3, 2002, 213-219.
- Roohullah, et al.," Sustained Release Carbamezapine Matrix Tablets Prepared by Solvent-Evaporation Technique Using Different Polymers", Middle-East Journal of Scientific Research 15 (10): 1368-1374, 2013.
- Tavakoli et al. , " Evaluation of Nitroglycerin Sustain Release from a Microreservoir Transdermal Patch ", Asian J Pharm Clin Res, Vol 6 Suppl 5, 2013, 191-195.
- Somnath Sakore et al.," Formulation and evaluation of enalapril maleate sustained release matrix tablets", Int J Pharm Biomed Res 2013, 4(1), 21-26.
- Jacek Balcerzak et al.," Analysis of Model Drug Release Kinetics from Complex Matrices of Polylactide-Chitosan", Progress on Chemistry and Application of Chitin and Its Derivatives, Vol.15, 2010,117-126.
- Rajat Kar et al., " Formulation and In Vitro Characterization of Xanthan Gum-Based Sustained Release Matrix Tables of Isosorbide-5- Mononitrate", Iranian Journal of Pharmaceutical Research (2010), 9 (1): 13-19.
- Lakshmana Prabu S et al ," Formulation and evaluation of oral sustained release of Diltiazem Hydrochloride using rosin as matrix forming material ", Ars Pharm, Vol. 50, No.,1, 2009; 32-42.
- Sandip B.Tiwari, " Modulation of Drug Release from Hydrophilic Matrices", Pharmaceutical Technology Europe, 2008.
- Marina Levina et al.," Application of a modelling system in the formulation of extended release hydrophilic matrices", Pharmaceutical Technology Europe, 2006.
- Uttam Mandal, et al., " Formulation and Optimization of sustained release matrix tablet of metformin HCI 500mg Using Response surface methodology", Yakugaku Zasshi, Vol. 127, No. 8, 2007, 1281-1290
- Xu Tongwen, He Binglin," Mechanism of sustained drug release in diffusion-controlled polymer matrix-application of percolation theory", International Journal of Pharmaceutics ,170 (1998) 139–149
Index Terms
Computer Science
Information Sciences
Keywords