Enhancing the performance of an in vitro RNA biosensor through iterative design of experiments

IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Biotechnology Progress Pub Date : 2025-03-12 DOI:10.1002/btpr.70005
Rochelle Aw, Karen Polizzi
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Abstract

The quality control of RNA has become increasingly crucial with the rise of mRNA-based vaccines and therapeutics. However, conventional methods such as LC–MS often require specialized equipment and expertise, limiting their applicability to high throughput experiments. Here, we optimize a previously characterized RNA integrity biosensor, that provides a simple colorimetric output, using Design of Experiments (DoE). Through iterative rounds of a Definitive Screening Design (DSD) and experimental validation, we systematically explored different assay conditions to enhance the biosensor's performance. Optimization led to a 4.1-fold increase in dynamic range and reduced RNA concentration requirements by one-third, significantly improving usability. Notable modifications included reducing the concentrations of reporter protein and poly-dT oligonucleotide and increasing DTT concentration, suggesting a reducing environment for optimal functionality. Importantly, the optimized biosensor retained its ability to discriminate between capped and uncapped RNA even at lower RNA concentrations. Overall, our improved biosensor offers enhanced performance and reduced sample requirements, paving the way for rapid, cost-effective RNA quality control in diverse settings, including resource-limited environments.

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通过实验迭代设计提高体外RNA生物传感器的性能。
随着基于mrna的疫苗和疗法的兴起,RNA的质量控制变得越来越重要。然而,传统的方法,如LC-MS通常需要专门的设备和专业知识,限制了它们对高通量实验的适用性。在这里,我们优化了先前表征的RNA完整性生物传感器,它提供了一个简单的比色输出,使用实验设计(DoE)。通过反复的确定筛选设计(DSD)和实验验证,我们系统地探索了不同的测定条件,以提高生物传感器的性能。优化后的动态范围增加了4.1倍,RNA浓度要求降低了三分之一,显著提高了可用性。值得注意的修饰包括降低报告蛋白和聚dt寡核苷酸的浓度,增加DTT浓度,表明降低了最佳功能的环境。重要的是,优化后的生物传感器即使在较低的RNA浓度下也保留了区分带帽RNA和未带帽RNA的能力。总体而言,我们改进的生物传感器提供了更高的性能和更少的样品要求,为在各种环境下快速,经济高效的RNA质量控制铺平了道路,包括资源有限的环境。
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来源期刊
Biotechnology Progress
Biotechnology Progress 工程技术-生物工程与应用微生物
CiteScore
6.50
自引率
3.40%
发文量
83
审稿时长
4 months
期刊介绍: Biotechnology Progress , an official, bimonthly publication of the American Institute of Chemical Engineers and its technological community, the Society for Biological Engineering, features peer-reviewed research articles, reviews, and descriptions of emerging techniques for the development and design of new processes, products, and devices for the biotechnology, biopharmaceutical and bioprocess industries. Widespread interest includes application of biological and engineering principles in fields such as applied cellular physiology and metabolic engineering, biocatalysis and bioreactor design, bioseparations and downstream processing, cell culture and tissue engineering, biosensors and process control, bioinformatics and systems biology, biomaterials and artificial organs, stem cell biology and genetics, and plant biology and food science. Manuscripts concerning the design of related processes, products, or devices are also encouraged. Four types of manuscripts are printed in the Journal: Research Papers, Topical or Review Papers, Letters to the Editor, and R & D Notes.
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