Start Before October: Get 1 Month Free Maintenance or 20% Off Services
Ad-hoc Imaging Analysis Tool
Overview
Developed a GAMP-compliant API to monitor and control cell health in real time by extracting detailed insights and unequivocally defining cell states for specific cell types such as CAR-T, iPSCs, and MSCs. The tool is adaptable to other cell types and experimental contexts, enabling faster and more reliable image-based cell analysis.
Key Features
- Retrieve cell/colony features from images up to 50x faster than ImageJ, enabling high-throughput analysis
- Early detection of undesired outcomes (e.g., spontaneous differentiation) with sensitivity and consistency beyond expert visual assessment
- Optimize protocol timelines and workflows
- Deliver cell/colony data in ready-to-use formats for advanced analysis and integration
- Seamless API integration into existing pipelines
Add-ons
- Storage and systematic analysis of large image datasets
- QA/QC monitoring support
Results
- Model accuracy of 0.88, a recall of 0.95 and a precision of 0.95
- Significantly increased throughput and data processing speed
- Improved early detection of critical cell state changes
- Streamlined workflows reducing manual intervention
- Reliable and integratable data output formats
Deployment
Deployed on client’s secure internal servers to ensure data privacy and compliance with biotech IT standards.
Client: VC-backed biotech startup
Timeline: 10 months (development, benchmarking, deployment), with ongoing support as needed
.png/:/cr=t:22.83%25,l:22.83%25,w:54.35%25,h:54.35%25/rs=w:370,cg:true,m)
