Laboratory of General Biochemistry and Physical Pharmacy, Faculty of Pharmaceutical Sciences, Ghent University, Ottergemsesteenweg 460, 9000 Ghent, Belgium.
Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Universiteitsplein 1, 2610 Antwerp, Belgium.
Int J Mol Sci. 2023 Feb 5;24(4):3147. doi: 10.3390/ijms24043147.
Photoporation is an up-and-coming technology for the gentle and efficient transfection of cells. Inherent to the application of photoporation is the optimization of several process parameters, such as laser fluence and sensitizing particle concentration, which is typically done one factor at a time (OFAT). However, this approach is tedious and runs the risk of missing a global optimum. Therefore, in this study, we explored whether response surface methodology (RSM) would allow for more efficient optimization of the photoporation procedure. As a case study, FITC-dextran molecules of 500 kDa were delivered to RAW264.7 mouse macrophage-like cells, making use of polydopamine nanoparticles (PDNPs) as photoporation sensitizers. Parameters that were varied to obtain an optimal delivery yield were PDNP size, PDNP concentration and laser fluence. Two established RSM designs were compared: the central composite design and the Box-Behnken design. Model fitting was followed by statistical assessment, validation, and response surface analysis. Both designs successfully identified a delivery yield optimum five- to eight-fold more efficiently than when using OFAT methodology while revealing a strong dependence on PDNP size within the design space. In conclusion, RSM proves to be a valuable approach to efficiently optimize photoporation conditions for a particular cell type.
光穿孔是一种新兴的技术,可实现细胞的温和高效转染。光穿孔应用的固有要求是优化几个工艺参数,如激光强度和敏化颗粒浓度,这通常是逐个因素进行的(OFAT)。然而,这种方法繁琐且存在错过全局最优值的风险。因此,在这项研究中,我们探讨了响应面法(RSM)是否能够更有效地优化光穿孔程序。作为案例研究,使用聚多巴胺纳米颗粒(PDNPs)作为光穿孔敏化剂,将 500 kDa 的 FITC-葡聚糖分子递送至 RAW264.7 小鼠巨噬细胞样细胞。为了获得最佳的递药效率,改变了 PDNP 大小、PDNP 浓度和激光强度等参数。比较了两种已建立的 RSM 设计:中心复合设计和 Box-Behnken 设计。在进行统计评估、验证和响应面分析之前,对模型拟合进行了评估。两种设计都成功地确定了一个递药效率的最优值,比使用 OFAT 方法的效率高五到八倍,同时在设计空间内揭示了对 PDNP 大小的强烈依赖性。总之,RSM 被证明是一种有效的方法,可以针对特定的细胞类型高效优化光穿孔条件。