Segments - by Product Type (Instruments, Reagents, Software, Services), by Technology (Rational Protein Design, Directed Evolution, Hybrid Approach), by Application (Medical, Industrial, Food, Research, Environmental), by End-User (Pharmaceutical & Biotechnology Companies, Academic Research Institutes, Contract Research Organizations, Others)
This report is updated with the latest market data and insights as of June 2026. Base year: 2025 | Forecast period: 2026-2034
According to our latest research, the global protein engineering market size reached USD 3.92 billion in 2025, reflecting robust momentum across key industry segments. The market is poised for impressive expansion, with a projected CAGR of 12.6% from 2026 to 2034. By the end of the forecast period, the global protein engineering market is expected to attain a value of USD 11.45 billion. This dynamic growth is primarily driven by the increasing demand for novel protein-based therapeutics, technological advancements in protein design methodologies, and the rising prevalence of chronic diseases that require innovative treatment solutions.
A major growth factor for the protein engineering market is the accelerating adoption of protein therapeutics in the pharmaceutical and biotechnology sectors. The surge in chronic and rare diseases, such as cancer, diabetes, and autoimmune disorders, has necessitated the development of more effective biologics and biosimilars. Protein engineering enables the creation of highly specific, stable, and efficacious therapeutic proteins, which are crucial in targeted drug delivery and personalized medicine. Moreover, the approval of several engineered proteins by regulatory authorities has further validated the market potential, encouraging significant investments in research and development. The continuous evolution of protein engineering technologies, including rational design and directed evolution, has reduced development timelines and increased the success rate of new drug candidates, thereby reinforcing market growth. The expanding scope of protein engineering services is also making advanced capabilities accessible to a broader range of organizations, from large pharmaceutical firms to emerging biotech startups.
Technological advancements have been pivotal in shaping the trajectory of the protein engineering market. The integration of artificial intelligence, machine learning, and high-throughput screening platforms has revolutionized the process of protein design and optimization. These innovations have enabled researchers to predict protein structures with higher accuracy, simulate protein-ligand interactions, and identify optimal mutation sites, thereby enhancing the efficiency of the engineering process. The landmark success of AI-based structure prediction tools has catalyzed a new wave of investment and capability building across the industry. Additionally, the development of automated instrumentation and sophisticated reagents has streamlined laboratory workflows, reduced human error, and improved experimental reproducibility. The convergence of computational and experimental approaches has not only expanded the application scope of protein engineering but also lowered the barriers to entry for smaller enterprises and academic research institutes.
The expanding application spectrum of protein engineering beyond pharmaceuticals is another significant market driver. Industrial biotechnology has witnessed increased utilization of engineered enzymes in sectors such as biofuels, detergents, food processing, and environmental remediation. These engineered proteins offer enhanced catalytic efficiency, stability under extreme conditions, and reduced production costs, making them attractive alternatives to traditional chemical processes. In the food industry, protein engineering has facilitated the development of novel ingredients with improved nutritional profiles and reduced allergenicity. The environmental sector is also leveraging engineered proteins for bioremediation and waste management, underscoring the versatile potential of this technology. This diversification of applications is expected to sustain market growth and attract investments from non-traditional stakeholders.
The emergence of Protein-Circuit Bio-Processor technology is revolutionizing the way proteins are engineered and utilized across various industries. This innovative approach integrates biological circuits with protein engineering to create dynamic and responsive protein systems. By leveraging the principles of synthetic biology, these platforms enable precise control over protein functions, allowing for real-time modulation of activity in response to environmental cues. This technology holds significant promise for applications in smart therapeutics, adaptive industrial enzymes, and responsive biosensors, providing a new dimension to the capabilities of engineered proteins. As the field continues to evolve, such integrated approaches are expected to drive further advancements in personalized medicine and sustainable industrial processes, offering a transformative impact on the protein engineering landscape.
From a regional perspective, North America continues to dominate the protein engineering market, accounting for approximately 39.2% of global revenues in 2025. This leadership is attributed to the presence of major pharmaceutical and biotechnology companies, well-established research infrastructure, and favorable government funding for life sciences research. Europe follows closely, driven by a strong biotechnology ecosystem and collaborative research initiatives. The Asia Pacific region is emerging as a high-growth market, fueled by increasing investments in healthcare infrastructure, rising R&D expenditures, and a growing pool of skilled researchers. Latin America and the Middle East and Africa are gradually gaining traction, supported by the expansion of biopharmaceutical manufacturing and rising awareness about protein-based therapeutics. Regional disparities in regulatory frameworks, intellectual property protection, and market access, however, continue to influence the pace of market development across geographies.
The protein engineering market is segmented by product type into instruments, reagents, software, and services. Instruments form the backbone of protein engineering workflows, encompassing advanced analytical and automation tools such as mass spectrometers, chromatography systems, and liquid handling robots. These instruments are essential for protein expression, purification, and characterization, ensuring high-throughput and reproducibility in experimental protocols. The growing demand for precision and scalability in protein engineering has spurred continuous innovation in instrumentation, leading to the introduction of next-generation devices with enhanced sensitivity and multiplexing capabilities. The instruments segment held the largest share of the market in 2025 at approximately 31.5%, driven by the need for sophisticated laboratory infrastructure in both research and industrial settings. Advanced workflows in areas such as protein purification and structural characterization continue to demand high-performance instrument platforms.
Reagents represent another critical product category, encompassing a broad range of chemicals, enzymes, substrates, and consumables required for protein engineering experiments. The rising complexity of protein engineering protocols has increased the demand for high-quality, specialized reagents that can support diverse applications, from site-directed mutagenesis to protein labeling and functional assays. Market players are focusing on the development of reagent kits that simplify workflows and ensure consistency in results. The reagents segment accounted for approximately 28.8% of market revenues in 2025 and is expected to witness steady growth, supported by the recurring nature of reagent purchases and the expansion of protein engineering activities across academic and commercial laboratories.
Software solutions have become indispensable in the protein engineering landscape, enabling researchers to model protein structures, predict functional effects of mutations, and optimize experimental designs. The integration of bioinformatics, molecular modeling, and AI-driven algorithms has transformed the way proteins are engineered, reducing trial-and-error approaches and accelerating discovery timelines. Generative protein design platforms that apply deep learning to explore vast sequence spaces are gaining rapid traction, enabling the creation of entirely novel protein architectures. Software platforms offering cloud-based collaboration, data management, and visualization tools are gaining further traction, particularly among geographically dispersed research teams. The software segment held approximately 14.3% of the 2025 market and is projected to exhibit robust growth, reflecting the increasing reliance on digital tools to enhance the efficiency and accuracy of protein engineering projects.
Services constitute a rapidly expanding segment within the protein engineering market, encompassing contract research, custom protein design, synthesis, and analytical services. The outsourcing of protein engineering tasks to specialized service providers allows organizations to access advanced expertise, state-of-the-art infrastructure, and scalable resources without the need for significant capital investment. This trend is particularly pronounced among small and medium enterprises and academic research institutes, which may lack in-house capabilities. The services segment represented approximately 25.4% of market revenues in 2025 and is expected to register the highest CAGR during the forecast period, driven by the growing demand for flexible, cost-effective solutions that accelerate time-to-market for engineered proteins.
| Attributes | Details |
| Report Title | Protein Engineering Market Research Report 2025-2034 |
| By Product Type | Instruments, Reagents, Software, Services |
| By Technology | Rational Protein Design, Directed Evolution, Hybrid Approach |
| By Application | Medical, Industrial, Food, Research, Environmental |
| By End-User | Pharmaceutical & Biotechnology Companies, Academic Research Institutes, Contract Research Organizations, Others |
| Regions Covered | North America, Europe, APAC, Latin America, MEA |
| Base Year | 2025 |
| Historic Data | 2019-2024 |
| Forecast Period | 2026-2034 |
| Number of Pages | 253 |
| Number of Tables & Figures | 384 |
| Customization Available | Yes, the report can be customized as per your need. |
The technology landscape in the protein engineering market is segmented into rational protein design, directed evolution, and hybrid approaches. Rational protein design leverages computational tools and structural biology insights to introduce specific mutations that enhance protein function, stability, or specificity. This approach relies on detailed knowledge of protein structure-function relationships and is particularly effective for engineering proteins with predictable modifications. Advances in X-ray crystallography, NMR spectroscopy, and cryo-electron microscopy have enriched our understanding of protein architectures, facilitating rational design strategies. Complementary disciplines such as protein crystallography continue to provide the high-resolution structural data that underpins rational design workflows. The rational design segment is favored for applications where precision and targeted outcomes are paramount, such as therapeutic antibody engineering and enzyme optimization for industrial processes.
Directed evolution, in contrast, mimics the process of natural selection in the laboratory by generating large libraries of protein variants and screening them for desired traits. This approach does not require prior structural knowledge and is highly effective for evolving proteins with novel or improved functionalities. The advent of high-throughput screening technologies and next-generation sequencing has significantly enhanced the efficiency of directed evolution, enabling the rapid identification of optimal protein variants. Directed evolution has been instrumental in the development of enzymes for biofuel production, biocatalysis, and environmental applications, as well as next-generation biologics in the pharmaceutical industry. The flexibility and adaptability of this technology make it a cornerstone of modern protein engineering.
Hybrid approaches combine elements of rational design and directed evolution to maximize the strengths of both methodologies. By integrating computational predictions with experimental screening, hybrid strategies enable the efficient exploration of protein sequence space and the identification of superior variants. These approaches are particularly valuable in complex engineering projects where both precision and diversity are required. The hybrid segment is gaining popularity as researchers seek to overcome the limitations of individual methodologies and accelerate the development of high-performance proteins. Continuous innovation in hybrid technologies, supported by advances in machine learning and automation, is expected to drive significant growth in this segment through 2034.
The adoption of advanced technologies in protein engineering is further supported by collaborations between academic institutions, biotechnology companies, and technology providers. These partnerships facilitate the transfer of cutting-edge methodologies, promote knowledge sharing, and accelerate the commercialization of innovative protein products. The convergence of multidisciplinary expertise in structural biology, computational modeling, and synthetic biology is expanding the frontiers of protein engineering, enabling the design of proteins with unprecedented functionalities. As technology continues to evolve, the protein engineering market is poised to benefit from increased efficiency, reduced costs, and expanded application possibilities.
The protein engineering market serves a diverse array of applications, with medical, industrial, food, research, and environmental sectors representing the major end-use domains. The medical application segment dominates the market, driven by the increasing use of engineered proteins in drug discovery, therapeutic development, and diagnostic assays. Engineered antibodies, enzymes, and cytokines have revolutionized the treatment of cancer, infectious diseases, and metabolic disorders, offering enhanced specificity, reduced immunogenicity, and improved pharmacokinetics. The growing pipeline of protein-based drugs, coupled with the approval of innovative biologics, continues to fuel demand for protein engineering solutions in the healthcare sector. Advanced approaches such as computational antibody design are shortening development timelines and improving the success rates of therapeutic candidates.
The industrial application segment is witnessing rapid growth, propelled by the adoption of engineered enzymes and proteins in manufacturing processes. Engineered enzymes are widely used in the production of biofuels, detergents, textiles, and specialty chemicals, offering advantages such as higher catalytic efficiency, substrate specificity, and operational stability. The shift towards sustainable and eco-friendly manufacturing practices has further accelerated the demand for protein engineering in industrial biotechnology. Companies are investing in the development of custom enzymes tailored to specific process requirements, driving innovation and expanding the application scope of protein engineering in the industrial sector.
In the food industry, protein engineering is being leveraged to develop novel food ingredients, improve nutritional profiles, and address allergenicity concerns. Engineered proteins are used to enhance the texture, flavor, and shelf-life of food products, as well as to create plant-based and alternative protein sources. The rising consumer demand for healthy, sustainable, and functional foods is driving investment in protein engineering research and development. Food companies are collaborating with biotechnology firms to develop next-generation protein ingredients that cater to evolving consumer preferences and regulatory requirements.
Research applications constitute a significant segment of the protein engineering market, encompassing basic and applied research in academic institutions, government laboratories, and private research organizations. Engineered proteins are essential tools for studying protein function, elucidating biological pathways, and developing new research methodologies. The availability of advanced protein engineering technologies has empowered researchers to design custom proteins for specific experimental needs, accelerating scientific discovery and innovation. The research segment is expected to witness steady growth, supported by increased funding for life sciences research and the expansion of academic-industry collaborations.
Environmental applications of protein engineering are gaining prominence, particularly in the areas of bioremediation, waste management, and pollution control. Engineered enzymes and microorganisms are being developed to degrade environmental pollutants, convert waste into valuable products, and mitigate the impact of industrial activities on ecosystems. The growing focus on sustainability and environmental conservation is expected to drive demand for protein engineering solutions in this segment. As regulatory frameworks become more stringent and public awareness of environmental issues increases, the environmental application segment is poised for significant expansion through 2034.
The protein engineering market is segmented by end-user into pharmaceutical and biotechnology companies, academic research institutes, contract research organizations, and others. Pharmaceutical and biotechnology companies represent the largest end-user segment, accounting for a substantial share of market revenues. These organizations are at the forefront of protein engineering innovation, leveraging advanced technologies to develop novel therapeutics, diagnostics, and vaccines. The increasing complexity of drug discovery and development processes has heightened the reliance on engineered proteins, driving sustained investment in protein engineering capabilities. Strategic partnerships, mergers and acquisitions, and in-house R&D initiatives are common strategies employed by leading companies to maintain a competitive edge in this dynamic market.
Academic research institutes play a critical role in advancing the frontiers of protein engineering through basic and translational research. These institutions serve as hubs of innovation, fostering collaboration between multidisciplinary teams and facilitating the transfer of knowledge and technology to the commercial sector. Government funding, research grants, and public-private partnerships have enabled academic institutions to acquire state-of-the-art infrastructure and attract top-tier talent. The academic segment is expected to witness steady growth, supported by the increasing emphasis on translational research and the growing recognition of protein engineering as a key driver of scientific progress.
Contract research organizations are emerging as important end-users of protein engineering services, offering specialized expertise and scalable resources to support the R&D needs of pharmaceutical, biotechnology, and academic clients. The outsourcing of protein engineering tasks to CROs allows organizations to access advanced technologies, accelerate project timelines, and optimize resource allocation. The CRO segment is projected to register robust growth, driven by the increasing trend towards externalization of R&D activities and the rising demand for flexible, cost-effective solutions. CROs are expanding their service portfolios to include custom protein design, synthesis, characterization, and analytical services, catering to a diverse client base.
Other end-users of protein engineering include government agencies, non-profit organizations, and industrial companies engaged in sectors such as agriculture, food processing, and environmental management. These organizations leverage protein engineering solutions to address specific challenges, such as improving crop yields, enhancing food safety, and mitigating environmental pollution. The growing recognition of the transformative potential of protein engineering across diverse industries is expected to drive demand from non-traditional end-users, further expanding the market's reach and impact.
The protein engineering market is replete with opportunities for growth and innovation, particularly in the development of next-generation therapeutics and industrial enzymes. The increasing prevalence of chronic and rare diseases, coupled with the limitations of traditional small-molecule drugs, has created a strong demand for engineered proteins with enhanced efficacy and safety profiles. Advances in gene editing, synthetic biology, and computational modeling are enabling the design of proteins with unprecedented functionalities, opening new avenues for personalized medicine, regenerative therapies, and targeted drug delivery. The expansion of protein engineering applications into emerging fields such as synthetic vaccines, biosensors, and nanotechnology presents significant opportunities for market players to diversify their product portfolios and capture new revenue streams. The growing market for recombinant proteins is closely intertwined with these advances, as engineered production systems continue to improve yield and quality.
Another key opportunity lies in the expansion of protein engineering into high-growth regions such as Asia Pacific and Latin America. Rapid economic development, increasing healthcare expenditures, and the establishment of biotechnology hubs are creating a favorable environment for market expansion in these regions. Government initiatives to promote life sciences research, improve healthcare infrastructure, and foster innovation are attracting investments from global and local players alike. Strategic collaborations between academia, industry, and government agencies are facilitating the transfer of technology and expertise, accelerating the adoption of protein engineering solutions. The growing demand for sustainable and eco-friendly solutions in industrial and environmental applications further enhances the market's long-term growth prospects through 2034.
Despite the promising outlook, the protein engineering market faces several restraining factors that may impede growth. High development costs, complex regulatory requirements, and intellectual property challenges pose significant barriers to entry for new market entrants. The lengthy and resource-intensive process of protein engineering, from discovery to commercialization, requires substantial investment in infrastructure, talent, and technology. Regulatory agencies impose stringent safety and efficacy standards for engineered proteins, particularly in therapeutic and food applications, necessitating extensive preclinical and clinical testing. Intellectual property disputes and patent expirations can also impact market dynamics, affecting the competitive landscape and profitability of market participants. Addressing these challenges will require concerted efforts from industry stakeholders, regulatory authorities, and policymakers to foster a supportive ecosystem for protein engineering innovation.
North America remains the leading region in the global protein engineering market, with a market value of approximately USD 1.54 billion in 2025. The region's dominance is attributed to its advanced research infrastructure, strong presence of major pharmaceutical and biotechnology companies, and supportive government funding for life sciences innovation. The United States, in particular, is home to several leading protein engineering firms, academic research centers, and contract research organizations that drive technological advancements and commercialization of engineered proteins. The region is expected to maintain its leadership position throughout the forecast period, with a projected CAGR of 12.3% from 2026 to 2034.
Europe holds the second-largest share of the protein engineering market, valued at approximately USD 983 million in 2025. The region benefits from a robust biotechnology ecosystem, collaborative research initiatives, and a favorable regulatory environment for biopharmaceutical development. Countries such as Germany, the United Kingdom, and Switzerland are at the forefront of protein engineering research, supported by strong public and private sector investments. The European market is expected to witness steady growth, driven by increasing adoption of protein-based therapeutics, expansion of biomanufacturing capabilities, and rising demand for sustainable industrial solutions. Investments in advanced protein expression platforms are also elevating regional manufacturing competitiveness.
The Asia Pacific region is emerging as a high-growth market for protein engineering, with a market value of approximately USD 855 million in 2025 and a projected CAGR of 14.9% through 2034. Rapid economic development, rising healthcare expenditures, and a growing pool of skilled researchers are fueling market expansion in countries such as China, India, Japan, and South Korea. Government initiatives to promote biotechnology innovation, improve healthcare infrastructure, and attract foreign investments are creating a conducive environment for market growth. The region is witnessing increased adoption of protein engineering solutions in pharmaceuticals, industrial biotechnology, and food processing, positioning Asia Pacific as a key growth engine for the global market. Latin America and the Middle East and Africa collectively represent approximately USD 520 million in 2025 revenues, with both regions expected to accelerate as biopharmaceutical manufacturing investment and healthcare awareness continue to grow.
The protein engineering market is characterized by intense competition, with a diverse mix of established multinational corporations, emerging biotechnology firms, and specialized service providers. Market leaders are focusing on strategic collaborations, mergers and acquisitions, and in-house R&D investments to strengthen their product portfolios and expand their global footprint. The competitive landscape is shaped by rapid technological advancements, evolving regulatory requirements, and the need for continuous innovation to address emerging market demands. Companies are leveraging their expertise in protein design, synthesis, and analysis to develop differentiated products and services that cater to a broad spectrum of applications.
Innovation remains a key competitive differentiator in the protein engineering market, with companies investing heavily in the development of advanced technologies such as AI-driven protein modeling, high-throughput screening, and automated laboratory systems. The integration of digital tools and computational approaches has enabled market players to accelerate discovery timelines, reduce development costs, and enhance the precision of protein engineering projects. Strategic partnerships with academic institutions, research organizations, and technology providers are facilitating the transfer of knowledge and expertise, fostering a culture of open innovation and collaboration.
The market is witnessing a trend towards the externalization of R&D activities, with an increasing number of organizations outsourcing protein engineering tasks to contract research organizations and specialized service providers. This shift allows companies to access advanced capabilities, optimize resource allocation, and accelerate time-to-market for engineered proteins. CROs are expanding their service offerings to include custom protein design, synthesis, characterization, and analytical services, catering to the diverse needs of pharmaceutical, biotechnology, and academic clients. The growing demand for flexible, cost-effective solutions is driving consolidation in the services segment, with larger players acquiring niche providers to enhance their capabilities and market reach.
Major companies operating in the protein engineering market include Thermo Fisher Scientific, Agilent Technologies, Merck KGaA, Bruker Corporation, Bio-Rad Laboratories, Genscript Biotech Corporation, Danaher Corporation, Waters Corporation, Promega Corporation, and Codexis Inc. Thermo Fisher Scientific is a global leader in protein engineering instrumentation, reagents, and services, offering a comprehensive portfolio of solutions for research and industrial applications. Agilent Technologies and Merck KGaA are renowned for their advanced analytical tools and reagent kits, while Bruker Corporation specializes in high-resolution mass spectrometry and structural biology solutions. Bio-Rad Laboratories and Genscript Biotech Corporation are prominent providers of custom protein engineering services, catering to the needs of pharmaceutical, biotechnology, and academic clients.
Danaher Corporation, through its subsidiaries including Cytiva and Pall, offers a wide range of protein engineering products and services, including bioprocessing solutions and analytical instrumentation. Waters Corporation and Promega Corporation are key players in the fields of chromatography, mass spectrometry, and laboratory automation, supporting the needs of protein engineering laboratories worldwide. Emerging players such as Twist Bioscience Corporation, Absci Corporation, and Arzeda Corporation are gaining prominence by applying AI-driven protein design and synthetic biology platforms to create next-generation engineered proteins. Novozymes A/S remains a dominant force in industrial enzyme engineering, while Lonza Group AG provides comprehensive biomanufacturing services. These companies are continuously investing in R&D, expanding their product portfolios, and enhancing their global distribution networks to maintain a competitive edge in the rapidly evolving protein engineering market.
The Protein Engineering market has been segmented on the basis of
AI is transforming protein engineering by enabling highly accurate protein structure prediction (exemplified by tools such as AlphaFold and RoseTTAFold), accelerating the identification of optimal mutation sites, enabling generative design of entirely novel protein sequences, reducing costly trial-and-error experimentation, and shortening discovery-to-clinic timelines. AI-driven platforms are increasingly integrated into both rational design and directed evolution workflows, making protein engineering faster, cheaper, and more precise than ever before.
Primary challenges include high development and capital costs, complex and lengthy regulatory approval processes for engineered protein products, intellectual property disputes and patent expiration risks, difficulty in scaling laboratory discoveries to commercial-scale manufacturing, and the need for highly specialized scientific talent that remains in short supply globally.
Leading companies include Thermo Fisher Scientific, Agilent Technologies, Merck KGaA, Bruker Corporation, Waters Corporation, Bio-Rad Laboratories, Danaher Corporation, Genscript Biotech Corporation, Codexis Inc., Amgen Inc., Promega Corporation, Genentech (Roche), Novozymes A/S, Eli Lilly and Company, Lonza Group AG, Twist Bioscience Corporation, Absci Corporation, Arzeda Corporation, Takara Bio Inc., and Creative Biolabs.
North America holds the largest share at approximately 39.2% of the 2025 market, driven by leading pharmaceutical companies, strong R&D infrastructure, and government funding. Europe is second with roughly 25.1% share, followed by Asia Pacific at 21.8%, which is also the fastest-growing region with a projected CAGR of approximately 14.9% through 2034.
Protein engineering serves medical applications (therapeutic antibodies, biologics, diagnostics), industrial applications (engineered enzymes for biofuels, detergents, and specialty chemicals), food applications (novel ingredients, allergen reduction, plant-based proteins), research applications (tools for studying protein function and biological pathways), and environmental applications (bioremediation and pollution control).
The three principal technology approaches are rational protein design (which uses computational tools and structural biology insights to introduce targeted mutations), directed evolution (which mimics natural selection through generation and screening of large protein variant libraries), and hybrid approaches (which combine computational prediction with experimental screening to maximize efficiency and diversity).
The protein engineering market is segmented into four primary product types: instruments (analytical and automation equipment such as mass spectrometers and chromatography systems), reagents (enzymes, substrates, and consumables), software (bioinformatics, molecular modeling, and AI-driven design platforms), and services (contract research, custom protein design, synthesis, and analytical services).
Key growth drivers include the rising prevalence of chronic and rare diseases requiring advanced biologics, accelerating adoption of AI and machine learning in protein structure prediction, expanding applications in industrial biotechnology and food science, increased regulatory approvals for engineered protein therapeutics, and growing investments in life sciences R&D globally.
The global protein engineering market is projected to grow at a CAGR of 12.6% from 2026 to 2034, reaching an estimated USD 11.45 billion by the end of the forecast period. This growth is underpinned by continuous innovation in computational protein design, expanding biopharmaceutical pipelines, and growing adoption of engineered enzymes across industrial sectors.
The global protein engineering market reached USD 3.92 billion in 2025, reflecting strong momentum driven by rising demand for protein-based therapeutics, AI-assisted protein design, and expanding industrial biotechnology applications.