School of Engineering, University of Warwick, Coventry, United Kingdom.
Warwick Integrative Synthetic Biology Centre, University of Warwick, Coventry, United Kingdom.
PLoS Comput Biol. 2020 Dec 18;16(12):e1007849. doi: 10.1371/journal.pcbi.1007849. eCollection 2020 Dec.
Boolean logic and arithmetic through DNA excision (BLADE) is a recently developed platform for implementing inducible and logical control over gene expression in mammalian cells, which has the potential to revolutionise cell engineering for therapeutic applications. This 2-input 2-output platform can implement 256 different logical circuits that exploit the specificity and stability of DNA recombination. Here, we develop the first mechanistic mathematical model of the 2-input BLADE platform based on Cre- and Flp-mediated DNA excision. After calibrating the model on experimental data from two circuits, we demonstrate close agreement between model outputs and data on the other 111 circuits that have so far been experimentally constructed using the 2-input BLADE platform. Model simulations of the remaining 143 circuits that have yet to be tested experimentally predict excellent performance of the 2-input BLADE platform across the range of possible circuits. Circuits from both the tested and untested subsets that perform less well consist of a disproportionally high number of STOP sequences. Model predictions suggested that circuit performance declines with a decrease in recombinase expression and new experimental data was generated that confirms this relationship.
通过 DNA 切除实现布尔逻辑和算术(BLADE)是一种最近开发的平台,用于在哺乳动物细胞中实现基因表达的诱导和逻辑控制,有可能彻底改变治疗应用的细胞工程。这个 2 输入 2 输出的平台可以实现 256 种不同的逻辑电路,利用了 DNA 重组的特异性和稳定性。在这里,我们基于 Cre 和 Flp 介导的 DNA 切除,开发了第一个 2 输入 BLADE 平台的机械数学模型。在根据两个电路的实验数据对模型进行校准后,我们证明了模型输出与使用 2 输入 BLADE 平台迄今为止通过实验构建的其他 111 个电路的数据之间的紧密一致性。对其余 143 个尚未通过实验测试的电路的模型模拟预测了 2 输入 BLADE 平台在可能的电路范围内的出色性能。在性能较差的测试和未测试电路中,停止序列的比例过高。模型预测表明,随着重组酶表达的降低,电路性能会下降,新的实验数据证实了这种关系。