Christoforidou Eleni, Hafezparast Majid
Department of Neuroscience, University of Sussex, Brighton, United Kingdom.
Biotechniques. 2025 Apr;77(4):191-204. doi: 10.1080/07366205.2025.2527536. Epub 2025 Jul 5.
Reverse transcription quantitative polymerase chain reaction (RT-qPCR) is widely used for nucleic acid quantification. The use of technical triplicates in RT-qPCR aims to minimize variability and improve reliability but increases reagent consumption, labor, and time. This study systematically evaluates the necessity of technical replicates by analyzing 71,142 cycle threshold (Ct) values from 1,113 RT-qPCR runs across three instruments, two detection chemistries, and 30 operators. Variability within replicates was assessed using metrics such as the coefficient of variation (CV), while the impacts of operator expertise, detection chemistry, instrument calibration, and initial template concentration were explored. The findings challenge the assumption that variability increases at low template concentrations, revealing no correlation between Ct values and CV. While inexperienced operators exhibited slightly higher variability, their replicates were still consistent, with acceptable CVs and low outlier frequencies. Dye-based detection showed greater variability than probe-based. Time since calibration had negligible effects on replicate consistency. Notably, duplicate or single replicates sufficiently approximated triplicate means. These results challenge traditional assumptions about RT-qPCR variability and provide a data-driven framework for optimizing experimental design. This study offers potential for resource savings without compromising data quality, particularly in high-throughput applications or laboratories with limited funds. The data underlying this article are available at https://doi.org/10.5281/zenodo.15072870.
逆转录定量聚合酶链反应(RT-qPCR)被广泛用于核酸定量。在RT-qPCR中使用技术重复旨在最小化变异性并提高可靠性,但会增加试剂消耗、劳动力和时间。本研究通过分析来自三台仪器、两种检测化学方法和30名操作人员的1113次RT-qPCR运行的71142个循环阈值(Ct)值,系统地评估了技术重复的必要性。使用变异系数(CV)等指标评估重复内的变异性,同时探讨操作人员专业知识、检测化学方法、仪器校准和初始模板浓度的影响。研究结果挑战了低模板浓度下变异性增加的假设,揭示了Ct值与CV之间没有相关性。虽然经验不足的操作人员表现出略高的变异性,但他们的重复结果仍然一致,具有可接受的CV值和较低的异常值频率。基于染料的检测显示出比基于探针的检测更大的变异性。校准后的时间对重复一致性的影响可忽略不计。值得注意的是,重复或单次重复充分接近三次重复的平均值。这些结果挑战了关于RT-qPCR变异性的传统假设,并为优化实验设计提供了一个数据驱动的框架。本研究提供了在不影响数据质量的情况下节省资源的潜力,特别是在高通量应用或资金有限的实验室中。本文的基础数据可在https://doi.org/10.5281/zenodo.15072870获取。