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Combinatorial optimization of gene expression through recombinase-mediated promoter and terminator shuffling in yeast

Author

Listed:
  • Charlotte Cautereels

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Jolien Smets

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Peter Bircham

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Dries De Ruysscher

    (KU Leuven
    VIB-KU Leuven Center for Microbiology)

  • Anna Zimmermann

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Peter De Rijk

    (VIB Center for Molecular Neurology, VIB
    University of Antwerp)

  • Jan Steensels

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Anton Gorkovskiy

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

  • Joleen Masschelein

    (KU Leuven
    VIB-KU Leuven Center for Microbiology)

  • Kevin J. Verstrepen

    (VIB-KU Leuven Center for Microbiology
    KU Leuven)

Abstract

Microbes are increasingly employed as cell factories to produce biomolecules. This often involves the expression of complex heterologous biosynthesis pathways in host strains. Achieving maximal product yields and avoiding build-up of (toxic) intermediates requires balanced expression of every pathway gene. However, despite progress in metabolic modeling, the optimization of gene expression still heavily relies on trial-and-error. Here, we report an approach for in vivo, multiplexed Gene Expression Modification by LoxPsym-Cre Recombination (GEMbLeR). GEMbLeR exploits orthogonal LoxPsym sites to independently shuffle promoter and terminator modules at distinct genomic loci. This approach facilitates creation of large strain libraries, in which expression of every pathway gene ranges over 120-fold and each strain harbors a unique expression profile. When applied to the biosynthetic pathway of astaxanthin, an industrially relevant antioxidant, a single round of GEMbLeR improved pathway flux and doubled production titers. Together, this shows that GEMbLeR allows rapid and efficient gene expression optimization in heterologous biosynthetic pathways, offering possibilities for enhancing the performance of microbial cell factories.

Suggested Citation

  • Charlotte Cautereels & Jolien Smets & Peter Bircham & Dries De Ruysscher & Anna Zimmermann & Peter De Rijk & Jan Steensels & Anton Gorkovskiy & Joleen Masschelein & Kevin J. Verstrepen, 2024. "Combinatorial optimization of gene expression through recombinase-mediated promoter and terminator shuffling in yeast," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44997-7
    DOI: 10.1038/s41467-024-44997-7
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    as
    1. Jie Zhang & Søren D. Petersen & Tijana Radivojevic & Andrés Ramirez & Andrés Pérez-Manríquez & Eduardo Abeliuk & Benjamín J. Sánchez & Zak Costello & Yu Chen & Michael J. Fero & Hector Garcia Martin &, 2020. "Combining mechanistic and machine learning models for predictive engineering and optimization of tryptophan metabolism," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    2. Ye Chen & Joanne M. L. Ho & David L. Shis & Chinmaya Gupta & James Long & Daniel S. Wagner & William Ott & Krešimir Josić & Matthew R. Bennett, 2018. "Tuning the dynamic range of bacterial promoters regulated by ligand-inducible transcription factors," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    3. Thomas Vogl & Thomas Kickenweiz & Julia Pitzer & Lukas Sturmberger & Astrid Weninger & Bradley W. Biggs & Eva-Maria Köhler & Armin Baumschlager & Jasmin Elgin Fischer & Patrick Hyden & Marlies Wagner , 2018. "Engineered bidirectional promoters enable rapid multi-gene co-expression optimization," Nature Communications, Nature, vol. 9(1), pages 1-13, December.
    4. Travis L. LaFleur & Ayaan Hossain & Howard M. Salis, 2022. "Automated model-predictive design of synthetic promoters to control transcriptional profiles in bacteria," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Shanshan Zhang & Jiahui Sun & Dandan Feng & Huili Sun & Jinyu Cui & Xuexia Zeng & Yannan Wu & Guodong Luan & Xuefeng Lu, 2023. "Unlocking the potentials of cyanobacterial photosynthesis for directly converting carbon dioxide into glucose," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    6. Jessica S. Dymond & Sarah M. Richardson & Candice E. Coombes & Timothy Babatz & Héloïse Muller & Narayana Annaluru & William J. Blake & Joy W. Schwerzmann & Junbiao Dai & Derek L. Lindstrom & Annabel , 2011. "Synthetic chromosome arms function in yeast and generate phenotypic diversity by design," Nature, Nature, vol. 477(7365), pages 471-476, September.
    7. Jiali Wu & Meiyan Wang & Xueping Yang & Chengwei Yi & Jian Jiang & Yuanhuan Yu & Haifeng Ye, 2020. "A non-invasive far-red light-induced split-Cre recombinase system for controllable genome engineering in mice," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    8. Yanfei Zhang & Jeremy D. Cortez & Sarah K. Hammer & César Carrasco-López & Sergio Á. García Echauri & Jessica B. Wiggins & Wei Wang & José L. Avalos, 2022. "Biosensor for branched-chain amino acid metabolism in yeast and applications in isobutanol and isopentanol production," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    9. Chen Ling & George L. Peabody & Davinia Salvachúa & Young-Mo Kim & Colin M. Kneucker & Christopher H. Calvey & Michela A. Monninger & Nathalie Munoz Munoz & Brenton C. Poirier & Kelsey J. Ramirez & Pe, 2022. "Muconic acid production from glucose and xylose in Pseudomonas putida via evolution and metabolic engineering," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    10. Joseph Abatemarco & Maen F. Sarhan & James M. Wagner & Jyun-Liang Lin & Leqian Liu & Wafa Hassouneh & Shuo-Fu Yuan & Hal S. Alper & Adam R. Abate, 2017. "RNA-aptamers-in-droplets (RAPID) high-throughput screening for secretory phenotypes," Nature Communications, Nature, vol. 8(1), pages 1-9, December.
    11. Zhenyu Xu & Wu Wei & Julien Gagneur & Fabiana Perocchi & Sandra Clauder-Münster & Jurgi Camblong & Elisa Guffanti & Françoise Stutz & Wolfgang Huber & Lars M. Steinmetz, 2009. "Bidirectional promoters generate pervasive transcription in yeast," Nature, Nature, vol. 457(7232), pages 1033-1037, February.
    12. Qiang Yan & William T. Cordell & Michael A. Jindra & Dylan K. Courtney & Madeline K. Kuckuk & Xuanqi Chen & Brian F. Pfleger, 2022. "Metabolic engineering strategies to produce medium-chain oleochemicals via acyl-ACP:CoA transacylase activity," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    13. Tackhoon Kim & Benjamin Weinberg & Wilson Wong & Timothy K. Lu, 2021. "Scalable recombinase-based gene expression cascades," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    14. Markus Jeschek & Daniel Gerngross & Sven Panke, 2016. "Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort," Nature Communications, Nature, vol. 7(1), pages 1-10, September.
    15. Anna Zimmermann & Julian E. Prieto-Vivas & Charlotte Cautereels & Anton Gorkovskiy & Jan Steensels & Yves Peer & Kevin J. Verstrepen, 2023. "A Cas3-base editing tool for targetable in vivo mutagenesis," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    16. Peter Edge & Vikas Bansal, 2019. "Longshot enables accurate variant calling in diploid genomes from single-molecule long read sequencing," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    17. Helen Neil & Christophe Malabat & Yves d’Aubenton-Carafa & Zhenyu Xu & Lars M. Steinmetz & Alain Jacquier, 2009. "Widespread bidirectional promoters are the major source of cryptic transcripts in yeast," Nature, Nature, vol. 457(7232), pages 1038-1042, February.
    18. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    19. Jiazhang Lian & Mohammad HamediRad & Sumeng Hu & Huimin Zhao, 2017. "Combinatorial metabolic engineering using an orthogonal tri-functional CRISPR system," Nature Communications, Nature, vol. 8(1), pages 1-9, December.
    20. Gita Naseri & Jessica Behrend & Lisa Rieper & Bernd Mueller-Roeber, 2019. "COMPASS for rapid combinatorial optimization of biochemical pathways based on artificial transcription factors," Nature Communications, Nature, vol. 10(1), pages 1-18, December.
    21. James Chappell & Alexandra Westbrook & Matthew Verosloff & Julius B. Lucks, 2017. "Computational design of small transcription activating RNAs for versatile and dynamic gene regulation," Nature Communications, Nature, vol. 8(1), pages 1-12, December.
    22. Jiao Liu & Moshi Liu & Tuo Shi & Guannan Sun & Ning Gao & Xiaojia Zhao & Xuan Guo & Xiaomeng Ni & Qianqian Yuan & Jinhui Feng & Zhemin Liu & Yanmei Guo & Jiuzhou Chen & Yu Wang & Ping Zheng & Jibin Su, 2022. "CRISPR-assisted rational flux-tuning and arrayed CRISPRi screening of an l-proline exporter for l-proline hyperproduction," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    23. Thomas Vogl & Thomas Kickenweiz & Julia Pitzer & Lukas Sturmberger & Astrid Weninger & Bradley W. Biggs & Eva-Maria Köhler & Armin Baumschlager & Jasmin Elgin Fischer & Patrick Hyden & Marlies Wagner , 2018. "Publisher Correction: Engineered bidirectional promoters enable rapid multi-gene co-expression optimization," Nature Communications, Nature, vol. 9(1), pages 1-1, December.
    24. William C. DeLoache & Zachary N. Russ & John E. Dueber, 2016. "Towards repurposing the yeast peroxisome for compartmentalizing heterologous metabolic pathways," Nature Communications, Nature, vol. 7(1), pages 1-11, September.
    25. William M. Shaw & Yunfeng Zhang & Xinyu Lu & Ahmad S. Khalil & Graham Ladds & Xiaozhou Luo & Tom Ellis, 2022. "Screening microbially produced Δ9-tetrahydrocannabinol using a yeast biosensor workflow," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    26. Seok Hyun Park & Hyun Uk Kim & Tae Yong Kim & Jun Seok Park & Suok-Su Kim & Sang Yup Lee, 2014. "Metabolic engineering of Corynebacterium glutamicum for L-arginine production," Nature Communications, Nature, vol. 5(1), pages 1-9, December.
    27. Yu Wang & Haijiao Cheng & Yang Liu & Ye Liu & Xiao Wen & Kun Zhang & Xiaomeng Ni & Ning Gao & Liwen Fan & Zhihui Zhang & Jiao Liu & Jiuzhou Chen & Lixian Wang & Yanmei Guo & Ping Zheng & Meng Wang & J, 2021. "In-situ generation of large numbers of genetic combinations for metabolic reprogramming via CRISPR-guided base editing," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    28. Kento Tsukada & Shono Shinki & Akiho Kaneko & Kazuma Murakami & Kazuhiro Irie & Masatoshi Murai & Hideto Miyoshi & Shingo Dan & Kumi Kawaji & Hironori Hayashi & Eiichi N. Kodama & Aki Hori & Emil Sali, 2020. "Synthetic biology based construction of biological activity-related library of fungal decalin-containing diterpenoid pyrones," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
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