Associate Laboratory I4HB - Institute for Health and Bioeconomy, NOVA School of Science and Technology, Universidade NOVA de Lisboa, 2829-516, Caparica, Portugal; UCIBIO - Applied Molecular Biosciences Unit, Department of Chemistry, NOVA School of Science and Technology, Universidade NOVA de Lisboa, 2829-516, Caparica, Portugal.
LAQV-REQUIMTE, Chemistry Department, NOVA School of Science and Technology, Universidade NOVA de Lisboa, 2819-516, Caparica, Portugal.
J Environ Manage. 2024 Nov;370:122545. doi: 10.1016/j.jenvman.2024.122545. Epub 2024 Sep 20.
Bioplastics are a sustainable and environmental-friendly alternative to the conventional petroleum-based plastics, namely due to their source (biobased) and due to their biodegradability or both. Polyhydroxyalkanoates (PHA) stand out among the bioplastics group by being intracellular biobased, biodegradable and biocompatible polymers. PHA production has been highly investigated during the last decades. However, to date, PHA production has been monitored through offline and time-consuming tools, involving hazardous solvents, not allowing a timely control of the bioprocesses, which often results in a loss of process productivity and hinders its implementation at full scale. Therefore, two-dimensional (2D) fluorescence spectroscopy was assessed for monitoring the PHA content at real-time, as it is a non-destructive, solvent-free and non-invasive technique. The complex information of the biological broth was captured within fluorescence excitation-emission matrices (EEMs), which were deconvoluted through projection to latent structures (PLS) modelling to estimate PHA production by an enriched PHA microbial culture, using fermented brewer's spent grain as feedstock. A good correlation for PHA prediction was achieved, with an average error of ca. 4.0% g/g for new predictions. This work demonstrates the great potential of using 2D fluorescence spectroscopy to assess the intracellular PHA content without requiring staining agents. Moreover, it unlocks the possibility of an online and real-time monitoring of the biopolymer production processes, which will contribute towards the improvement of the PHA process productivity and, consequently, its implementation at full scale.
生物塑料是一种可持续且环保的传统石油基塑料替代品,这主要归因于其来源(生物基)和可生物降解性,或者两者兼而有之。聚羟基烷酸酯(PHA)在生物塑料中脱颖而出,因为它们是细胞内生物基、可生物降解和生物相容的聚合物。在过去的几十年里,PHA 的生产得到了广泛的研究。然而,迄今为止,PHA 的生产一直通过离线和耗时的工具进行监测,这些工具涉及危险溶剂,无法及时控制生物过程,这往往导致过程生产力的损失,并阻碍其在全规模实施。因此,二维(2D)荧光光谱法被评估为实时监测 PHA 含量的方法,因为它是一种非破坏性、无溶剂和非侵入性的技术。生物培养基的复杂信息被捕获在荧光激发-发射矩阵(EEMs)中,然后通过投影到潜在结构(PLS)建模进行解卷积,以估计富集 PHA 微生物培养物的 PHA 生产情况,使用发酵啤酒糟作为原料。通过对新预测的平均误差约为 4.0% g/g,实现了对 PHA 预测的良好相关性。这项工作证明了使用 2D 荧光光谱法在不使用染色剂的情况下评估细胞内 PHA 含量的巨大潜力。此外,它还开启了在线和实时监测生物聚合物生产过程的可能性,这将有助于提高 PHA 过程的生产力,从而促进其在全规模的实施。