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ENGINEERING

ENGINEERING

Key Achievements

  • Systematic Strain Engineering: Completed four full Design-Build-Test-Learn (DBTL) cycles, evolving Bacillus velezensis from random mutagenesis to targeted engineering. Generated a series of high-yield cyclic lipopeptide (CLP) producers (e.g., HMBY-106, HMBY-rel), supporting sustainable agriculture and improved health (SDG 2 & 3).
  • New Genetic Toolkit: Constructed a new dual-gRNA CRISPR-cas system for efficient long-fragment editing of NRPS(Nonribosomal Peptide Synthetase) gene clusters, overcoming a key technical bottleneck in long-fragment genetic engineering.
  • Metabolic Reconstruction: Redirected CLPs biosynthesis metabolic flux by deleting competing surfactin and iturin pathways, drastically enhancing fengycin yield while promoting responsible resource use (SDG 12).
  • Open-Source Platform: Built an integrated computational platform for COM domain analysis and redesign, lowering barriers to NRPS engineering and advancing global capacity building in synthetic biology (SDG 12.a)
  • Round 1 — Random Mutagenesis—screen for high-yield mutant strains

    Engineering cycle and first-round strategy

    Design

    To overcome the inherent metabolic and regulatory constraints of native B. velezensis and develop high-titer, genetically stable CLP producers, we implemented an integrated mutagenesis and high-throughput screening pipeline. Atmospheric and Room-Temperature Plasma (ARTP) was selected as the core mutagenesis method due to its high mutation rate, operational safety, and ability to generate large, diverse mutant libraries in a single treatment.

    The ARTP mechanism involves reactive plasma species that transiently increase membrane permeability and cause DNA damage. This activates cellular error‑prone repair systems (e.g., SOS response), resulting in diverse and stable genomic mutations [1]. Coupled with our custom high-throughput screening platform, this DBTL‑compatible workflow allowed rapid identification of improved strains, establishing a reusable pipeline for continuous microbial improvement.

    Random mutagenesis and high-throughput screening workflow
    Figure 1.Experimental design for random mutagenesis.

    Build

    To enhance antimicrobial lipopeptide production in Bacillus velezensis, we established an integrated mutagenesis and screening workflow comprising four key stages: ARTP mutagenesis [2]→ high-throughput screening [3]→ CLPs extraction→ quantitative validation.

    Following ARTP treatment of wild-type cells, we then implemented a two-tiered screening strategy, utilizing the high-throughput Oxford cup method for initial selection followed by the minimum inhibition concentration (MIC) assay to identify mutants with significantly improved CLP yields.

    Validated high-yield mutants were processed through an acid precipitation-based extraction protocol to obtain crude lipopeptide powders. These samples were dissolved in methanol, sterile-filtered, and subjected to quantification using HPLC.

    ARTP mutagenesis breeding operations
    Figure 2.ARTP Mutagenesis.[2]
    Experimental workflow from mutagenesis to product quantification
    Figure 3.Flowchart of round 1.

    Test

    We successfully isolated a series of mutant strains exhibiting significantly enhanced antibacterial activity compared to the wild-type HMBY. Among these, mutant strain HMBY-106 demonstrated the most potent antibacterial performance (Figure 4).

    This finding underscores its potential for agricultural biocontrol, enabling reduced chemical pesticide use and enhanced food security, in line with Sustainable Development Goal 2 (Zero Hunger).

    HPLC detection of the fermentation product revealed that HMBY-106 had around 2 times higher CLPs production compared to HMBY (Figure 5).

    Screening plate showing inhibition zones of HMBY-WT and HMBY-106
    Figure 4.Screening of Mutant strains with more efficient antibacterial activity than HMBY.
    Bar chart comparing HPLC peak areas between HMBY and HMBY-106
    Figure 5.Quantification of the CLPs produced in HMBY and HMBY-106.

    Learn

    Our engineered mutagenesis and high-throughput screening pipeline successfully generated Bacillus velezensis HMBY-106, a high-yield CLP producer with significantly enhanced antibacterial activity. While this achievement delivered an improved biopesticide chassis, it also revealed a deeper scientific question: which genes regulate the high-yield CLPs? This question directly motivated our subsequent transition to rational genetic engineering and regulatory network analysis.

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    Round 2 — Targeted gene engineering – uncovering regulatory genes

    Engineering cycle and first-round strategy

    Design

    To identify the genetic regulators responsible for enhanced CLP production in mutant strain HMBY-106, we designed a systematic gene discovery and validation strategy. This approach begins with whole-genome sequencing to identify acquired mutations in HMBY-106 compared to the wild-type HMBY.

    We then implemented a targeted genome editing strategy using CRISPR-Cas9 to reconstruct each HMBY-106 mutation individually in the wild-type strain. The resulting isogenic mutant strains underwent phenotypic characterization, including CLP yield quantification and physiological profiling.

    By correlating specific genetic mutations with changes in CLP production and cellular physiology, we established a data-driven framework to: (1) dentify key regulatory genes influencing CLP biosynthesis; (2) determine their individual contributions to yield enhancement and (3) construct an integrated regulatory model for CLP production.

    This systematic design enables direct linkage between genotypic changes and phenotypic outcomes, forming a complete DBTL cycle for genetic engineering optimization.

    ARTP mutagenesis breeding operations
    Figure 6.Domains of mutant protein in the high-yield mutant strain HMBY-106.
    Experimental workflow from mutagenesis to product quantification
    Table 1.Missense mutations in cda,cheB,and relA

    Build

    To investigate the specific genes that are responsible for the higher-yield CLPs of HMBY-106 than the wild-type strain, we sequenced and analyzed the whole genomes of HMBY and HMBY-106 to identify the mutant genes. Then, we employed a CRISPR-Cas9 system to construct mutants of each gene in the wild-type HMBY. These engineered strains were then subjected to a comprehensive phenotypic analysis, including growth profiling, CLP yield quantification, and expression analysis of key Non-ribosomal Peptide Synthetase (NRPS) genes. The resulting data allowed us to elucidate the specific regulatory function of mutant gene and integrate these findings into a proposed mechanistic model for CLP biosynthesis.

    Random mutagenesis and high-throughput screening workflow
    Figure 7.Flowchart of round 2.

    Test

    Comparative genomic analysis of HMBY-106 and HMBY revealed three genes that acquire missense mutations in their protein-coding regions cdaA, relA and cheB. The individual mutant strain of these three gene was successfully reconstruct in HMBY.

    These engineered strains were then subjected to a comprehensive phenotypic analysis, including growth profiling, CLP yield quantification, and expression analysis of key Non-ribosomal Peptide Synthetase (NRPS) genes. The comparison of growth curves for the wild type (HMBY), HMBY-106, and mutants in the key genes (HMBY-rel, HMBY-cdaA, HMBY-cheB) showed that the mutant strain HMBY-rel and HMBY-cdaA exihibited a lower growth rate than HMBY. NRPS gene expression was up-regulated in HMBY-rel and HMBY-cdaA strains. Consistently, the amount of CLPs produced by the mutants of HMBY-rel and HMBY-cdaA were higher than that of wide-type strain HMBY. Among the individual lipopeptide components, fengycin displayed the most pronounced increase.

    Random mutagenesis and high-throughput screening workflow
    Figure 8.Comparative CLPs production in wide-type, random and targeted mutant strains.

    Learn

    This round identified two key regulatory genes that significantly enhance CLPs production, with both mutants consistently showing upregulated NRPS gene expression. The gene rel synthesis (p)ppGpp that regulates amino acid biosynthesis, and protects cells during nutrient limitation that the mutation in rel may optimize precursor supply for CLPs assembly by reprogramming amino acid metabolism.

    Integrating these findings with our phenotypic data, we propose a regulatory model wherein these genetic mutations coordinately activate NRPS expression and optimize metabolic precursor availability (Figure 8.). This model (Figure 9.) provides a mechanistic foundation for the observed yield improvement and establishes new targets for future engineering cycles.

    Random mutagenesis and high-throughput screening workflow
    Figure 9.A model for the enhanced yield of CLPs regulated by rel and cdaA.
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    Round 3 —Metabolic Reconstruction for Targeted Fengycin Production

    Engineering cycle and first-round strategy

    Design

    Guided by industrial partner feedback indicating that fengycin demonstrates superior antifungal efficacy without affecting crop development, we engineered B. velezensis to redirect metabolic flux toward fengycin biosynthesis. Since native CLP pathways compete for common precursors, we designed a CRISPR-Cas9 mediated strategy to delete the surfactin (srfA-D) and iturin (ituA-D) biosynthetic clusters.

    This targeted pathway refactoring achieved:

    (1) Elimination of substrate competition between parallel CLP pathways

    (2) Enhanced precursor and energy channeling toward fengycin synthesis

    (3) Significant increase in fengycin yield and purity

    This engineering advance supports multiple Sustainable Development Goals:

    (1) SDG 12.2 & 12.5: Optimized resource efficiency through precise metabolic engineering, minimizing raw material waste

    (2) SDG 12.4: Replacement of chemical pesticides with targeted biopesticides

    Our engineered strain represents a sustainable platform for specialized biopesticide production, demonstrating how synthetic biology can address both agricultural and environmental challenges.

    Random mutagenesis and high-throughput screening workflow
    Figure 10.Elimination of the competing pathway.

    Build

    During our engineering process, we identified a critical technical bottleneck: conventional single-guide RNA CRISPR-Cas9 systems showed limited efficiency when targeting long, repetitive genomic regions such as NRPS gene clusters, primarily due to low homologous recombination efficiency.

    To overcome this challenge, we designed and constructed a novel dual-gRNA [4] CRISPR vector system (Figure 11.). This innovative tool is designed to express two guide RNAs simultaneously, targeting two specific sites, significantly improving the editing efficiency for long fragment.

    Screening plate showing inhibition zones of HMBY-WT and HMBY-106
    Figure 11.Single gRNA plasmid and contructed dual-gRNA plasmid.

    Test

    Our initial constructed single-gRNA CRISPR-Cas system proved ineffective in knocking out the target NRPS gene. To enhance performance, we engineered a dual-gRNA system targeting two sites within the cluster. The optimized dual-gRNA system successfully deleted the large NRPS gene clusters (srf and itu), demonstrating that our system redesign was critical for achieving efficient and complete knockout. By comparing CLPs yield between HMBY-rel-ΔsrfΔitu and HMBY-rel, we observed a significant increase in fengycin production (Figure 14).

    ARTP mutagenesis breeding operations
    Figure 12. Screening of transformants for recombinant plasmids in host strain HMBY-rel. (a and b) D-mannose–induced transformants of B. velezensis carrying the single-gRNA vector; (c and d) D-mannose–induced transformants carrying the dual-gRNA vector.
    ARTP mutagenesis breeding operations
    Figure 13. Colony PCR verification of the engineered strain HMBY-rel-Δsrf/Δitu. Lanes 2-5: verification of the srf cluster deletion; Lanes 6-9: verification of the itu cluster deletion. The results were further validated by sequencing.
    ARTP mutagenesis breeding operations
    Figure 14.Comparative analysis of CLPs production between HMBY-rel-ΔsrfΔitu and HMBY- rel.

    Learn

    We successfully applied our constructed dual-gRNA CRISPR-Cas system to delete both the surfactin (srf) and iturin (itu) biosynthetic clusters in B. velezensis, creating engineered strains dedicated to high-yield fengycin production. This technical advancement not only enabled our metabolic engineering goals but also provides the synthetic biology community with a powerful tool for complex genome refactoring, particularly for large natural product biosynthetic pathways.The dual-gRNA system represents our contribution to the iGEM toolkit, demonstrating how addressing methodological challenges can expand the boundaries of microbial engineering.

    Our engineered transition to specialized fengycin production directly supports multiple UN Sustainable Development Goals. By optimizing metabolic efficiency and eliminating byproduct formation, we advance SDG 12.2 (Sustainable Resource Management) and SDG 12.5 (Waste Reduction) through cleaner biomanufacturing. Furthermore, replacing chemical pesticides with targeted fengycin formulations represents tangible progress toward SDG 12.4 (Environmentally Sound Chemical Management). During this round, we learned that fengycin biosynthesis relies on precise coordination between NRPS subunits, where communication (COM) domains govern subunit interaction and direct the ordered assembly of the peptide chain. COM domain compatibility thus serves as a critical determinant of both NRPS efficiency and product specificity [5].

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    Round 4 — Computational Reprogramming of NRPS Communication (COM) Domains

    Engineering cycle and first-round strategy

    Design

    Efficient nonribosomal peptide biosynthesis requires precise coordination between multiple NRPS modules, where COM domain serves as the essential structural interface mediating module-module interaction and assembly line connectivity [5].

    Guided by this understanding, we designed a rational strategy to reprogram the fengycin NRPS machinery in our high-yield chassis strain. By systematically redesigning COM domain pairs, we aim to alter peptide chain length and composition while maintaining high production levels. This approach enables simultaneous optimization of both titer and bioactivity, establishing a versatile platform for developing novel lipopeptide variants with enhanced antimicrobial properties.

    This NRPS engineering framework demonstrates how synthetic biology can expand natural product diversity while maintaining industrial relevance, advancing both fundamental understanding and applied bioproduction capabilities.

    ARTP mutagenesis breeding operations
    Figure 15. Multi-Module Collaboration

    Build

    Our software was designed to offer a comprehensive computational solution for reprogramming NRPS communication (COM) domain. It was builded by integrating multiple bioinformatic tools—including MAFFT for sequence alignment, IQ-TREE for phylogenetic analysis, and InterProScan for domain annotation—into a unified and automated workflow. Key functionalities include fen sequence integration, functional domain mapping, and automated extraction of COM junction regions. Through multi-dimensional data analysis, the platform successfully identified four critical residue sites, providing precise targets for experimental validation. The predicted fen COM reprogramming will further be validated by our wet-lab results.

    ARTP mutagenesis breeding operations
    Figure 16. Flowchart of software operation.
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    Follow-up plan

    (1) Characterization of Novel Fengycin Variants

    We will systematically analyze the structural and functional properties of the fengycin variants generated through our COM domain reprogramming strategy. This will include HPLC-MS profiling to confirm peptide structures and antimicrobial assays to evaluate their efficacy against key plant pathogens.

    (2)Validation of Biocontrol Potential

    The engineered strains will be tested against a panel of agronomically significant fungal pathogens, including Fusarium spp. and Botrytis cinerea, through in vitro and plant-based assays to quantify disease suppression and plant protection efficacy.

    (3)Scale-Up and Commercialization Pathway

    We aim to transition our platform from lab-scale to pilot-scale fermentation, optimizing process parameters for high-yield CLPs production. This will establish a foundation for industrial collaboration and support the commercial development of our engineered biopesticides.

    References

    [1]Zhang X., Zhang X. F., Li H. P., et al. Atmospheric and room temperature plasma (ARTP) as a new powerful mutagenesis tool [J]. Appl. Microbiol. Biot. 2014, 98(12): 5387-96.

    [2]Wang X., Lu M., Wang S., et al. The atmospheric and room-temperature plasma (ARTP) method on the dextranase activity and structure [J]. Int. J. Biol. Macromol. 2014, 70: 284-91.

    [3]Robas M., Probanza A., González D., et al. Mercury and Antibiotic Resistance Co-Selection in Bacillus sp. Isolates from the Almadén Mining District [J]. Int. J. Environ. Res. Public Health 2021, 18(16): 8304.

    [4]Hou Z. J., Lai H. M., Cao C. Y., et al. Targeted knockout and plasmid-based transfer of NRPS/PKS for improving lipopeptide iturin A synthesis [J]. Int. J. Biol. Macromol. 2025, 302: 140610.

    [5]Gao L., Ma W., Lu Z., et al. Translocation of subunit PPSE in plipastatin synthase and synthesis of novel lipopeptides [J]. Synth. Syst. Biotechnol. 2022, 7: 1173-1180.

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