Experimental Validation Platform

Wet Lab Services
Validation
Services

Every AI-designed protein and enzyme needs to be tested in the real world. Our wet lab platform handles the full validation pipeline — from first expression to pilot-scale production — with the rigor your project demands.

View All Services
Multi-Host Expression FPLC Purification Cryo-EM & X-ray

Integrated Validation Pipeline

Expression Hosts
E. coli, Pichia, CHO
Throughput
96-well parallel
Kinetics
Km, kcat, Vmax
Scale-up
Flask to bioreactor
✓ Full validation from gene to product
→ Gene synthesis & codon optimization
→ Multi-system expression screening
→ Purification & characterization
→ Activity assays & kinetics profiling
→ Scale-up & process optimization
SDS-PAGE Verified
LC-MS QC Included
Structure-Confirmed
Why Wet Lab Validation Matters

Closing the Loop Between
AI Design and Real Performance

Computational predictions are a starting point, not a finish line. An AI-designed enzyme might score well in silico and still fail under real process conditions — temperature swings, solvent exposure, substrate competition, or scale. Wet lab validation is where those gaps get found and fixed.

Our platform is built around the workflow that comes after the design work. We handle expression, purification, characterization, and scale-up in a single integrated system, with data flowing back to inform the next design iteration when needed.

Integrated with AI Design

Experimental results feed directly back into the computational pipeline, enabling rapid design–test–iterate cycles.

Scale-Ready Infrastructure

From 96-well plate screening to pilot bioreactor runs, our facility handles the full range of experimental scales without project handoffs.

Flexible Engagement

Use individual services or the full validation package. Project scope and reporting can be customized to your timeline and budget.

▶ VALIDATION PIPELINE
From Gene to Validated Product
Step 1
Gene Synthesis
Step 2
Expression Screen
Step 3
Purification
Step 4
Characterization
✓ Closed-loop design validation
→ Multi-host expression screening
→ FPLC-grade protein purification
→ Kinetics & stability profiling
→ Structural confirmation (X-ray / cryo-EM)
→ Scale-up to pilot bioreactor
How It Works

The Validation Workflow

A structured, data-driven process from initial construct to validated, production-ready protein.

1

Gene Synthesis

Codon-optimized gene synthesis for your target expression host. Includes vector cloning and sequence verification.

2

Expression Screen

Parallel 96-well screening across multiple hosts, induction conditions, and growth temperatures to identify optimal expression strategy.

3

Purification & QC

IMAC, IEX, and SEC chromatography with SDS-PAGE and LC-MS identity confirmation. Purity and yield data included in report.

4

Functional Testing

Activity assays, kinetics determination, and stability profiling under application-relevant conditions.

5

Scale-up & Delivery

Fermentation optimization, pilot production, and downstream processing development for industrial-scale transfer.

Literature

Key Publications in Wet Lab Methods

Selected references supporting our experimental approaches and technology platform.

1

Vanella R, Kovacevic G, Doffini V, Fernández de Santaella J, Nash MA. High-throughput screening, next generation sequencing and machine learning: advanced methods in enzyme engineering. Chem Commun. 2022. PMID: 35107442

2

Martiny HM, Almagro Armenteros JJ, Johansen AR, Salomon J, Nielsen H. Deep protein representations enable recombinant protein expression prediction. Comput Biol Chem. 2021. PMID: 34775287

FAQ

Common Questions

Individual services are available. You can start with protein expression and purification, then add characterization or kinetics analysis as needed. We can also build a custom scope based on your project stage and deliverable requirements.

We work with E. coli, Pichia pastoris, Bacillus subtilis, Streptomyces, insect cells (Sf9/Hi5), and mammalian cells (HEK293, CHO). Host selection is guided by the protein's complexity, glycosylation requirements, and downstream application.

A standard E. coli expression and purification project typically runs 3–4 weeks from gene synthesis to purified protein with QC data. Timelines vary depending on host system, protein complexity, and downstream testing requirements. We provide project-specific timelines in the proposal.

Yes. For challenging proteins, we apply solubility tag screens (MBP, SUMO, Trx, GST), co-expression with chaperones, cell-free expression systems, and inclusion body refolding protocols as needed. Our team has experience with membrane proteins, intrinsically disordered proteins, and high-disulfide targets.

Standard deliverables include purified protein (quantity agreed in project scope), SDS-PAGE and Western blot images, LC-MS identity confirmation, activity data, and a written analysis report. Kinetics projects include Michaelis-Menten plots, fitted parameters (Km, Vmax, kcat), and inhibition data where applicable.

Ready to Validate Your AI-Designed Protein?

Tell us what you have designed and where you are in the development process. We will build a validation plan that fits your timeline and budget.

Integrated Validation Pipeline

Expression Hosts
E. coli, Pichia, CHO
Throughput
96-well parallel
Kinetics
Km, kcat, Vmax
Scale-up
Flask to bioreactor
✓ Full validation from gene to product
→ Gene synthesis & codon optimization
→ Multi-system expression screening
→ Purification & characterization
→ Activity assays & kinetics profiling
→ Scale-up & process optimization