Maximize protein expression in any host with our AI-powered codon optimization service. Deep learning models optimize codon usage, GC content, and mRNA structure for superior translational efficiency.
Comprehensive AI-driven codon optimization solutions covering every aspect of gene sequence design for maximum protein expression.
Optimize synonymous codon selection to match the preferred codon usage of your target expression host, enhancing translational speed and accuracy.
Minimize undesirable mRNA secondary structures in the coding region that can impede ribosome progression and reduce translation efficiency.
Simultaneously balance codon usage, GC content, mRNA stability, cryptic splice sites, and restriction enzyme sites in a single design workflow.
A multi-layered optimization strategy combining deep learning, biophysical modeling, and extensive sequence constraint handling.
Our CodonBERT-based neural network architecture learns contextual codon representations to predict and optimize protein expression outcomes from gene sequences.
Every optimized sequence undergoes rigorous constraint checking to eliminate cryptic regulatory elements, ensure mRNA stability, and maintain protein identity.
End-to-end solutions from sequence design to gene synthesis for optimized protein expression.
Host-specific codon optimization using organism codon adaptation index and tRNA abundance data to maximize translational efficiency.
Co-optimized codon design for entire metabolic pathways, accounting for tRNA pool competition and global translational resource allocation.
Seamless transition from in silico design to physical gene delivery. Optimized sequences are synthesized and delivered in your preferred cloning vector.
Specialized optimization for genes with extreme GC content, repetitive sequences, or secondary structure challenges that resist standard optimization approaches.
Maintain natural codon usage patterns while optimizing expression, preserving potential regulatory codon-mediated effects on co-translational folding.
Specialized codon optimization for mammalian expression systems including CHO, HEK293, and other cell lines used in therapeutic protein production.
State-of-the-art deep learning models combined with proven bioinformatics methodologies.
BERT-based deep learning architecture captures contextual codon dependencies that traditional frequency-based methods cannot model.
Optimized for over 200 organisms with pre-calibrated models for E. coli, yeast, Bacillus, CHO, insect cells, and plant systems.
Handles complex constraints including restriction sites, repeats, GC content, cryptic regulatory elements, and cloning requirements in one pass.
From computational design to gene synthesis and cloning, we provide a complete solution with validated results and detailed reports.
Codon optimization is essential across diverse biotechnology applications requiring heterologous gene expression.
Optimize coding sequences for high-yield expression of antibodies, cytokines, enzymes, and other therapeutic proteins in mammalian or microbial production hosts.
Co-optimize multi-enzyme pathway genes for balanced expression in production strains, improving titer and reducing metabolic burden.
Optimize antigen-encoding sequences for maximum expression in vaccine production platforms including mammalian, insect, and plant cell systems.
Enhance expression of industrial enzymes in microbial hosts for food processing, biofuel production, and textile applications.
From protein sequence to optimized gene delivery.
Provide your protein sequence and specify the target expression host, cloning requirements, and any sequence constraints.
Our deep learning model generates optimized codon sequences with comprehensive constraint checking and expression prediction.
Review optimized sequences with our bioinformatics team, then proceed to gene synthesis and cloning into your preferred vector.
Receive synthesized gene constructs with detailed optimization reports including codon usage analysis and quality metrics.
Our methods are grounded in peer-reviewed research from leading journals and institutions.
Fu H, Liang Y, Zhong X, Pan Z, Huang L, Zhang H, Xu Y, Zhou W, Liu Z. Codon optimization with deep learning to enhance protein expression. Sci Rep. 2020;10:17617.
Ren Z, Jiang L, Di Y, Zhang D, Gong J, Gong J, Jiang Q, Fu Z, Sun P, Zhou B, Ni M. CodonBERT: a BERT-based architecture tailored for codon optimization using the cross-attention mechanism. Bioinformatics. 2024;40(7):btae330.
Common questions about our codon optimization services.
Codon optimization is the process of replacing synonymous codons in a gene sequence to improve its expression in a specific host organism. Different organisms prefer different codons for the same amino acid, and matching these preferences can significantly enhance translational efficiency and protein yield.
Traditional codon optimization relies on codon usage frequency tables (CAI, tAI). Our approach uses a BERT-based deep learning model (CodonBERT) that captures contextual codon dependencies across the entire gene, considering how neighboring codons interact to influence translation speed, mRNA folding, and co-translational protein folding.
We support codon optimization for over 200 organisms. The most commonly requested hosts include E. coli, Bacillus subtilis, Pichia pastoris, Saccharomyces cerevisiae, CHO cells, HEK293 cells, Sf9 insect cells, and various plant systems. Custom models can be developed for less common hosts.
Yes. We have specialized protocols for sequences with extreme GC content, repetitive regions, strong secondary structures, or high CpG content. Our algorithms maintain protein identity while navigating these challenges through multi-objective optimization.
Yes. We provide end-to-end service from computational codon optimization through gene synthesis and cloning into your preferred vector. Optimized genes are delivered as lyophilized DNA or in a cloning vector ready for transformation.
Contact our codon optimization team to discuss your project. We'll design the optimal sequence for your target protein and expression system.
Tell us about your project and we'll get back within 24 hours.
