Gregorio Nicole E, Kao Wesley Y, Williams Layne C, Hight Christopher M, Patel Pratish, Watts Katharine R, Oza Javin P
Chemistry and Biochemistry Department, California Polytechnic State University, 1 Grand Avenue, San Luis Obispo, California 93407, United States.
Center for Applications in Biotechnology, California Polytechnic State University, 1 Grand Avenue, San Luis Obispo, California 93407, United States.
ACS Synth Biol. 2020 Apr 17;9(4):766-778. doi: 10.1021/acssynbio.9b00433. Epub 2020 Mar 12.
Cell-free protein synthesis (CFPS) is a platform biotechnology that enables a breadth of applications. However, field applications remain limited due to the poor shelf-stability of aqueous cell extracts required for CFPS. Lyophilization of extracts improves shelf life but remains insufficient for extended storage at room temperature. To address this limitation, we mapped the chemical space of ten low-cost additives with four distinct mechanisms of action in a combinatorial manner to identify formulations capable of stabilizing lyophilized cell extract. We report three key findings: (1) unique additive formulations that maintain full productivity of cell extracts stored at 4 °C and 23 °C; (2) additive formulations that enhance extract productivity by nearly 2-fold; (3) a machine learning algorithm that provides predictive capacity for the stabilizing effects of additive formulations that were not tested experimentally. These findings provide a simple and low-cost advance toward making CFPS field-ready and cost-competitive for biomanufacturing.
无细胞蛋白质合成(CFPS)是一种能实现广泛应用的平台生物技术。然而,由于CFPS所需的水性细胞提取物的货架稳定性较差,其现场应用仍然有限。提取物的冻干可延长保质期,但在室温下长期储存仍显不足。为解决这一限制,我们以组合方式绘制了具有四种不同作用机制的十种低成本添加剂的化学空间,以鉴定能够稳定冻干细胞提取物的配方。我们报告了三个关键发现:(1)独特的添加剂配方可维持在4°C和23°C储存的细胞提取物的全部生产力;(2)添加剂配方可将提取物生产力提高近2倍;(3)一种机器学习算法,可为未经实验测试的添加剂配方的稳定作用提供预测能力。这些发现为使CFPS做好现场应用准备并在生物制造方面具有成本竞争力提供了一个简单且低成本的进展。