Selection of a mathematical model for the kinetics of Haemophilus influenzae type b using akaike's in information criterion


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Article
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English
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Abstract
Haemophilus influenzae type b (Hib) vaccine is made up from its capsular polysaccharide (PRP). Low productivity of the polysaccharide during cell growth increases the final cost of this vaccine. Hib achieves low levels of cellular concentration in vitro due to the inhibition caused by acetate. The Akaike Information Criterion (AIC) was used in this work for selecting models of microbial growth. The application to the case of the multivariate models is outlined and the procedure is carried out using data from Hib cultures. From 4 models of biomass and 15 of acetate and PRP, one could be selected with great evidence for support. The use of AIC has shown to be robust and free of subjectivity, and it was able to define a kinetic model that is adequate for the cell growth and the production of its PRP over a wide range of culture conditions. The exponential inhibition factor was found to be the best for modelling inhibition of cell growth by acetate, while the hyperbolic factor was the best for inhibition of PRP formation. The acetate formation was found to have both growth associated and non associated types. PRP formation was found to be only growth associated.
Reference
Cintra FO, Takagi M. Selection of a mathematical model for the kinetics of Haemophilus influenzae type b using akaike's in information criterion. Braz. J. Chem. Eng.. 2018 Dec; v. 35, n. 4, p. 1305 - 1314. doi:10.1590/0104-6632.20180354s20170085.
Link to cite this reference
https://repositorio.butantan.gov.br/handle/butantan/4435
Issue Date
2018


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