Investigating the parameters affecting the stability of superparamagnetic iron oxide-loaded nanoemulsion using artificial neural networks.

Abstract:

:Nanoemulsions are increasingly being investigated for their fascinating capability of loading both hydrophobic and hydrophilic molecules while their stability is still an issue, being affected by various factors. In this study, to evaluate the dominant factors affecting the stability of nanoemulsions, artificial neural networks (ANNs) were implemented. Nanoemulsions of almond oil in water containing oleic acid-coated superparamagnetic iron oxide nanoparticles were prepared using a mixture of Tween 80 and Span 80 as surfactant system and ethanol as a co-surfactant. The ratio of transparency of the samples at 30 min and 7 days after preparation was taken as an indication of the stability of samples. Four independent variables, namely, concentration of nanoparticle, surfactant, oil, and alcohol were investigated to find their relations with the dependent variable (i.e., transparency ratio). Using ANNs modeling, it was concluded that the stability is affected by all variables, with all variables showing reverse effect on the stability beyond an optimum amount.

journal_name

AAPS PharmSciTech

journal_title

AAPS PharmSciTech

authors

Ahmadi Lakalayeh G,Faridi-Majidi R,Saber R,Partoazar A,Mehr SE,Amani A

doi

10.1208/s12249-012-9864-6

subject

Has Abstract

pub_date

2012-12-01 00:00:00

pages

1386-95

issue

4

issn

1530-9932

journal_volume

13

pub_type

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