Modelling cell growth and polyhydroxyalkanoate (PHA) polymer synthesis by Pseudomonas putida LS46 under oxygen-limiting conditions

Shabnam Sharifyazd, M. Asadzadeh, D. Levin
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引用次数: 1

Abstract

Polyhydroxyalkanoates (PHAs) are biodegradable, biocompatible, and non-toxic polymers synthesized by bacteria that may be used to displace some petroleum-based plastic materials. One of the major barriers to the commercialization of PHA biosynthesis is the high cost of production. Oxygen-limitation is known to greatly influence bacterial cell growth and PHA production. In this study, the growth and synthesis of medium chain length PHAs (mcl-PHAs) by Pseudomonas putida LS46, cultured in batch-mode with octanoic acid, under oxygen-limited conditions, was modeled. Four models, including the Monod model, incorporated Leudeking–Piret (MLP), the Moser model incorporated Leudeking–Piret (Moser-LP), the Logistic model incorporated Leudeking–Piret (LLP), and the Modified Logistic model incorporated Leudeking–Piret (MLLP) were investigated. Kinetic parameters of each model were calibrated by using the multi-objective optimization algorithm, Pareto Archived Dynamically Dimensioned Search (PA-DDS), by minimizing the sum of absolute error (SAE) for PHA production and growth simultaneously. Among the four models, MLP and Moser-LP models adequately represented the experimental data for oxygen-limited conditions. However, the MLP and Moser-LP models could not adequately simulate PHA production under oxygen-excess conditions. Modeling cell growth and PHA will assist in the development of a strategy for industrial-scale production.
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模拟限氧条件下恶臭假单胞菌LS46细胞生长和聚羟基烷酸酯(PHA)聚合物合成
聚羟基烷酸酯(PHAs)是一种由细菌合成的可生物降解、生物相容性强、无毒的聚合物,可用于取代某些石油基塑料材料。PHA生物合成商业化的主要障碍之一是生产成本高。众所周知,氧气限制会极大地影响细菌细胞生长和PHA的产生。本研究以辛酸批培养的恶臭假单胞菌(Pseudomonas putida LS46)为研究对象,在限氧条件下进行了中链长pha (mcl-PHAs)的生长和合成。研究了Monod模型纳入Leudeking-Piret (MLP)、Moser模型纳入Leudeking-Piret (Moser- lp)、Logistic模型纳入Leudeking-Piret (LLP)和修正Logistic模型纳入Leudeking-Piret (MLLP)四种模型。采用Pareto存档动态维数搜索(PA-DDS)多目标优化算法,通过最小化PHA生产和生长的绝对误差(SAE)之和,对每个模型的动力学参数进行校准。在这四种模型中,MLP和Moser-LP模型充分代表了限氧条件下的实验数据。然而,MLP和Moser-LP模型不能充分模拟氧过剩条件下的PHA生成。模拟细胞生长和PHA将有助于制定工业规模生产的战略。
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