IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-45662-9.html
   My bibliography  Save this article

Computational redesign of a hydrolase for nearly complete PET depolymerization at industrially relevant high-solids loading

Author

Listed:
  • Yinglu Cui

    (Chinese Academy of Sciences)

  • Yanchun Chen

    (Chinese Academy of Sciences)

  • Jinyuan Sun

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Tong Zhu

    (Chinese Academy of Sciences)

  • Hua Pang

    (Chinese Academy of Sciences)

  • Chunli Li

    (Chinese Academy of Sciences)

  • Wen-Chao Geng

    (Chinese Academy of Sciences
    Nankai University)

  • Bian Wu

    (Chinese Academy of Sciences)

Abstract

Biotechnological plastic recycling has emerged as a suitable option for addressing the pollution crisis. A major breakthrough in the biodegradation of poly(ethylene terephthalate) (PET) is achieved by using a LCC variant, which permits 90% conversion at an industrial level. Despite the achievements, its applications have been hampered by the remaining 10% of nonbiodegradable PET. Herein, we address current challenges by employing a computational strategy to engineer a hydrolase from the bacterium HR29. The redesigned variant, TurboPETase, outperforms other well-known PET hydrolases. Nearly complete depolymerization is accomplished in 8 h at a solids loading of 200 g kg−1. Kinetic and structural analysis suggest that the improved performance may be attributed to a more flexible PET-binding groove that facilitates the targeting of more specific attack sites. Collectively, our results constitute a significant advance in understanding and engineering of industrially applicable polyester hydrolases, and provide guidance for further efforts on other polymer types.

Suggested Citation

  • Yinglu Cui & Yanchun Chen & Jinyuan Sun & Tong Zhu & Hua Pang & Chunli Li & Wen-Chao Geng & Bian Wu, 2024. "Computational redesign of a hydrolase for nearly complete PET depolymerization at industrially relevant high-solids loading," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-45662-9
    DOI: 10.1038/s41467-024-45662-9
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-45662-9
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-45662-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kathryn Tunyasuvunakool & Jonas Adler & Zachary Wu & Tim Green & Michal Zielinski & Augustin Žídek & Alex Bridgland & Andrew Cowie & Clemens Meyer & Agata Laydon & Sameer Velankar & Gerard J. Kleywegt, 2021. "Highly accurate protein structure prediction for the human proteome," Nature, Nature, vol. 596(7873), pages 590-596, August.
    2. Anni Li & Yijie Sheng & Haiyang Cui & Minghui Wang & Luxuan Wu & Yibo Song & Rongrong Yang & Xiujuan Li & He Huang, 2023. "Discovery and mechanism-guided engineering of BHET hydrolases for improved PET recycling and upcycling," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    3. John Jumper & Richard Evans & Alexander Pritzel & Tim Green & Michael Figurnov & Olaf Ronneberger & Kathryn Tunyasuvunakool & Russ Bates & Augustin Žídek & Anna Potapenko & Alex Bridgland & Clemens Me, 2021. "Highly accurate protein structure prediction with AlphaFold," Nature, Nature, vol. 596(7873), pages 583-589, August.
    4. Erika Erickson & Japheth E. Gado & Luisana Avilán & Felicia Bratti & Richard K. Brizendine & Paul A. Cox & Raj Gill & Rosie Graham & Dong-Jin Kim & Gerhard König & William E. Michener & Saroj Poudel &, 2022. "Sourcing thermotolerant poly(ethylene terephthalate) hydrolase scaffolds from natural diversity," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Hwaseok Hong & Dongwoo Ki & Hogyun Seo & Jiyoung Park & Jaewon Jang & Kyung-Jin Kim, 2023. "Discovery and rational engineering of PET hydrolase with both mesophilic and thermophilic PET hydrolase properties," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    6. Jonathan Frazer & Pascal Notin & Mafalda Dias & Aidan Gomez & Joseph K. Min & Kelly Brock & Yarin Gal & Debora S. Marks, 2021. "Disease variant prediction with deep generative models of evolutionary data," Nature, Nature, vol. 599(7883), pages 91-95, November.
    7. Peng Xiong & Meng Wang & Xiaoqun Zhou & Tongchuan Zhang & Jiahai Zhang & Quan Chen & Haiyan Liu, 2014. "Protein design with a comprehensive statistical energy function and boosted by experimental selection for foldability," Nature Communications, Nature, vol. 5(1), pages 1-9, December.
    8. Hongyuan Lu & Daniel J. Diaz & Natalie J. Czarnecki & Congzhi Zhu & Wantae Kim & Raghav Shroff & Daniel J. Acosta & Bradley R. Alexander & Hannah O. Cole & Yan Zhang & Nathaniel A. Lynd & Andrew D. El, 2022. "Machine learning-aided engineering of hydrolases for PET depolymerization," Nature, Nature, vol. 604(7907), pages 662-667, April.
    9. V. Tournier & C. M. Topham & A. Gilles & B. David & C. Folgoas & E. Moya-Leclair & E. Kamionka & M.-L. Desrousseaux & H. Texier & S. Gavalda & M. Cot & E. Guémard & M. Dalibey & J. Nomme & G. Cioci & , 2020. "An engineered PET depolymerase to break down and recycle plastic bottles," Nature, Nature, vol. 580(7802), pages 216-219, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhuozhi Chen & Rongdi Duan & Yunjie Xiao & Yi Wei & Hanxiao Zhang & Xinzhao Sun & Shen Wang & Yingying Cheng & Xue Wang & Shanwei Tong & Yunxiao Yao & Cheng Zhu & Haitao Yang & Yanyan Wang & Zefang Wa, 2022. "Biodegradation of highly crystallized poly(ethylene terephthalate) through cell surface codisplay of bacterial PETase and hydrophobin," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    2. Elizabeth L. Bell & Gloria Rosetto & Morgan A. Ingraham & Kelsey J. Ramirez & Clarissa Lincoln & Ryan W. Clarke & Japheth E. Gado & Jacob L. Lilly & Katarzyna H. Kucharzyk & Erika Erickson & Gregg T. , 2024. "Natural diversity screening, assay development, and characterization of nylon-6 enzymatic depolymerization," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    3. Noelia Ferruz & Steffen Schmidt & Birte Höcker, 2022. "ProtGPT2 is a deep unsupervised language model for protein design," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Hwaseok Hong & Dongwoo Ki & Hogyun Seo & Jiyoung Park & Jaewon Jang & Kyung-Jin Kim, 2023. "Discovery and rational engineering of PET hydrolase with both mesophilic and thermophilic PET hydrolase properties," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    5. Anni Li & Yijie Sheng & Haiyang Cui & Minghui Wang & Luxuan Wu & Yibo Song & Rongrong Yang & Xiujuan Li & He Huang, 2023. "Discovery and mechanism-guided engineering of BHET hydrolases for improved PET recycling and upcycling," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    6. Kian Hong Kock & Patrick K. Kimes & Stephen S. Gisselbrecht & Sachi Inukai & Sabrina K. Phanor & James T. Anderson & Gayatri Ramakrishnan & Colin H. Lipper & Dongyuan Song & Jesse V. Kurland & Julia M, 2024. "DNA binding analysis of rare variants in homeodomains reveals homeodomain specificity-determining residues," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    7. Cheyenne Ziegler & Jonathan Martin & Claude Sinner & Faruck Morcos, 2023. "Latent generative landscapes as maps of functional diversity in protein sequence space," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    8. Erika Erickson & Japheth E. Gado & Luisana Avilán & Felicia Bratti & Richard K. Brizendine & Paul A. Cox & Raj Gill & Rosie Graham & Dong-Jin Kim & Gerhard König & William E. Michener & Saroj Poudel &, 2022. "Sourcing thermotolerant poly(ethylene terephthalate) hydrolase scaffolds from natural diversity," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    9. Simon d’Oelsnitz & Daniel J. Diaz & Wantae Kim & Daniel J. Acosta & Tyler L. Dangerfield & Mason W. Schechter & Matthew B. Minus & James R. Howard & Hannah Do & James M. Loy & Hal S. Alper & Y. Jessie, 2024. "Biosensor and machine learning-aided engineering of an amaryllidaceae enzyme," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    10. Deyun Qiu & Jinxin V. Pei & James E. O. Rosling & Vandana Thathy & Dongdi Li & Yi Xue & John D. Tanner & Jocelyn Sietsma Penington & Yi Tong Vincent Aw & Jessica Yi Han Aw & Guoyue Xu & Abhai K. Tripa, 2022. "A G358S mutation in the Plasmodium falciparum Na+ pump PfATP4 confers clinically-relevant resistance to cipargamin," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    11. Shuo-Shuo Liu & Tian-Xia Jiang & Fan Bu & Ji-Lan Zhao & Guang-Fei Wang & Guo-Heng Yang & Jie-Yan Kong & Yun-Fan Qie & Pei Wen & Li-Bin Fan & Ning-Ning Li & Ning Gao & Xiao-Bo Qiu, 2024. "Molecular mechanisms underlying the BIRC6-mediated regulation of apoptosis and autophagy," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    12. Xiaoke Yang & Mingqi Zhu & Xue Lu & Yuxin Wang & Junyu Xiao, 2024. "Architecture and activation of human muscle phosphorylase kinase," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    13. Kristy Rochon & Brianna L. Bauer & Nathaniel A. Roethler & Yuli Buckley & Chih-Chia Su & Wei Huang & Rajesh Ramachandran & Maria S. K. Stoll & Edward W. Yu & Derek J. Taylor & Jason A. Mears, 2024. "Structural basis for regulated assembly of the mitochondrial fission GTPase Drp1," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    14. Fan Lu & Liang Zhu & Thomas Bromberger & Jun Yang & Qiannan Yang & Jianmin Liu & Edward F. Plow & Markus Moser & Jun Qin, 2022. "Mechanism of integrin activation by talin and its cooperation with kindlin," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    15. Martin F. Peter & Christian Gebhardt & Rebecca Mächtel & Gabriel G. Moya Muñoz & Janin Glaenzer & Alessandra Narducci & Gavin H. Thomas & Thorben Cordes & Gregor Hagelueken, 2022. "Cross-validation of distance measurements in proteins by PELDOR/DEER and single-molecule FRET," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    16. Jutta Diessl & Jens Berndtsson & Filomena Broeskamp & Lukas Habernig & Verena Kohler & Carmela Vazquez-Calvo & Arpita Nandy & Carlotta Peselj & Sofia Drobysheva & Ludovic Pelosi & F.-Nora Vögtle & Fab, 2022. "Manganese-driven CoQ deficiency," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    17. Alexander Kroll & Sahasra Ranjan & Martin K. M. Engqvist & Martin J. Lercher, 2023. "A general model to predict small molecule substrates of enzymes based on machine and deep learning," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    18. Lisa-Marie Appel & Vedran Franke & Johannes Benedum & Irina Grishkovskaya & Xué Strobl & Anton Polyansky & Gregor Ammann & Sebastian Platzer & Andrea Neudolt & Anna Wunder & Lena Walch & Stefanie Kais, 2023. "The SPOC domain is a phosphoserine binding module that bridges transcription machinery with co- and post-transcriptional regulators," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    19. Maciej K. Kocylowski & Hande Aypek & Wolfgang Bildl & Martin Helmstädter & Philipp Trachte & Bernhard Dumoulin & Sina Wittösch & Lukas Kühne & Ute Aukschun & Carolin Teetzen & Oliver Kretz & Botond Ga, 2022. "A slit-diaphragm-associated protein network for dynamic control of renal filtration," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    20. Michael A. Longo & Sunetra Roy & Yue Chen & Karl-Heinz Tomaszowski & Andrew S. Arvai & Jordan T. Pepper & Rebecca A. Boisvert & Selvi Kunnimalaiyaan & Caezanne Keshvani & David Schild & Albino Bacolla, 2023. "RAD51C-XRCC3 structure and cancer patient mutations define DNA replication roles," Nature Communications, Nature, vol. 14(1), pages 1-16, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-45662-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.