Vongsouthi Vanessa, Georgelin Rosemary, Matthews Dana S, Saunders Jake, Lee Brendon M, Ton Jennifer, Damry Adam M, Frkic Rebecca L, Spence Matthew A, Jackson Colin J
Research School of Chemistry, Australian National University, Canberra, ACT 2601, Australia.
Samsara Eco, Sydney, NSW 2065, Australia.
Sci Adv. 2025 May 16;11(20):eads8318. doi: 10.1126/sciadv.ads8318. Epub 2025 May 14.
The use of protein engineering to generate enzymes for the degradation of polyethylene terephthalate (PET) is a promising route for plastic recycling, yet traditional engineering approaches often fail to explore protein sequence space for optimal enzymes. In this work, we use multiplexed ancestral sequence reconstruction (mASR) to address this, exploring the evolutionary sequence space of PET-degrading cutinases. Using 20 statistically equivalent phylogenies of the bacterial cutinase family, we generated 48 ancestral sequences revealing a wide range of PETase activities, highlighting the value of mASR in uncovering functional variants. Our findings show PETase activity can evolve through multiple pathways involving mutations remote from the active site. Moreover, analyzing the PETase fitness landscape with local ancestral sequence embedding (LASE) revealed that LASE can capture sequence features linked to PETase activity. This work highlights mASR's potential in exploration of sequence space and underscores the use of LASE in readily mapping the protein fitness landscapes.
利用蛋白质工程技术生成用于降解聚对苯二甲酸乙二酯(PET)的酶是塑料回收利用的一条有前景的途径,但传统的工程方法往往无法探索蛋白质序列空间以获得最优酶。在这项工作中,我们使用多重祖先序列重建(mASR)来解决这一问题,探索降解PET的角质酶的进化序列空间。利用细菌角质酶家族的20个统计等效系统发育树,我们生成了48个祖先序列,揭示了广泛的PET酶活性,突出了mASR在发现功能变体方面的价值。我们的研究结果表明,PET酶活性可以通过多种途径进化,这些途径涉及远离活性位点的突变。此外,用局部祖先序列嵌入(LASE)分析PET酶适应度景观表明,LASE可以捕捉与PET酶活性相关的序列特征。这项工作突出了mASR在探索序列空间方面的潜力,并强调了LASE在轻松绘制蛋白质适应度景观方面的应用。