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Enzyme design strategies and processes by AI (Yongfan Ming, et al., 2022)

AI Guided Enzyme Design

AI Guided Enzyme Design is a process that uses artificial intelligence and machine learning to design and improve enzymes. It combines computational methods, machine learning algorithms, and experimental validation for precise results. The use of AI in enzyme design process allows for a more efficient and quicker design of new enzymes, as well as the enhancement of existing ones. It can predict the structure and function of enzymes based on their sequence, removing a lot of the guesswork from enzyme design. It serves a crucial role in modern enzyme design, with the potential to create enzymes with novel functions that could not be achieved using traditional methods.

Framework for metagenomics inculcates its two main studies.

Metagenomics-Aided Enzyme Discovery

Many diverse enzymes excavated from metagenomes were widely used in agriculture, food, health, and environmental fields. CD Biosynsis is pleased to support your enzyme discovery and enzyme modification projects with our metagenomics and advanced bioinformatics algorithms. Here, Whatever your research purpose, our expert team will determine the best solution for your project based on specific requirements.

Flowchart of strategies for in silico selection and experimental characterization of candidate metagenomic enzymes.

In silico Analysis-Aided Enzyme Discovery

Our company is a pioneer in harnessing the power of artificial intelligence to revolutionize enzyme design and optimization. Our goal is to provide ideal biocatalysts to industries seeking innovative solutions and enhanced enzymatic processes through state-of-the-art in silico analysis services.

Comparative genomics workflow.

Comparative Genomics-Aided Enzyme Discovery

Comparative genomics is a powerful tool used in enzyme design and discovery. CD Biosynsis is pleased to support your enzyme discovery and enzyme modification projects with our comparative genomics platform. Here, Whatever your research purpose, our expert team will determine the best solution for your project based on specific requirements.

Physics-informed ML framework for predictive modeling.

AI Data Collection for HTP Enzyme Screening

CD Biosynsis is a leader in using artificial intelligence to advance enzyme engineering. With a professional team of scientists, we have long been dedicated to providing researchers with targeted enzyme evolution and design services. As artificial intelligence has been widely used in various fields in recent years, our EnzymoGeniusTM platform also applies artificial intelligence in the high-throughput enzyme screening process to accelerate the discovery of enzyme mutants.

he process of creating a machine learning model.

AI Model Training for HTP Enzyme Screening

CD Biosynsis is a leader in using artificial intelligence to advance enzyme engineering. With a professional team of scientists, we have long been dedicated to providing researchers with targeted enzyme evolution and design services. As artificial intelligence has been widely used in various fields in recent years, our EnzymoGeniusTM platform also applies artificial intelligence in the high-throughput enzyme screening process to accelerate the discovery of enzyme mutants.

Application of AI in echocardiography.

AI Predictive Screening for HTP Enzyme Screening

CD Biosynsis is a leader in using artificial intelligence to advance enzyme engineering. With a professional team of scientists, we have long been dedicated to providing researchers with targeted enzyme evolution and design services. As artificial intelligence has been widely used in various fields in recent years, our EnzymoGeniusTM platform also applies artificial intelligence in the high-throughput enzyme screening process to accelerate the discovery of enzyme mutants.

Closed-loop workflow for computational autonomous molecular design.

AI Feedback Loop for HTP Enzyme Screening

CD Biosynsis is a leader in using artificial intelligence to advance enzyme engineering. With a professional team of scientists, we have long been dedicated to providing researchers with targeted enzyme evolution and design services. As artificial intelligence has been widely used in various fields in recent years, our EnzymoGeniusTM platform also applies artificial intelligence in the high-throughput enzyme screening process to accelerate the discovery of enzyme mutants.

Schematic of the common pipeline in scRNA-seq analysis.

AI Data Analysis for HTP Enzyme Screening

CD Biosynsis is a leader in using artificial intelligence to advance enzyme engineering. With a professional team of scientists, we have long been dedicated to providing researchers with targeted enzyme evolution and design services. As artificial intelligence has been widely used in various fields in recent years, our EnzymoGeniusTM platform also applies artificial intelligence in the high-throughput enzyme screening process to accelerate the discovery of enzyme mutants.