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Updated: Jan 22, 2026

Applying Cheminformatics to Develop a Structure Searchable Database of Analytical Methods
Published on: June 6, 2025
Development of a Comprehensive Antibody Staining Database Using a Standardized Analytics Pipeline.
El-Ad David Amir1, Brian Lee2, Paul Badoual2,3
1Astrolabe Diagnostics, Inc., Fort Lee, NJ, United States.
We developed a standardized workflow for mass cytometry experiments to improve biomarker discovery in immunotherapy. This method enables large-scale immune monitoring, aiding in identifying patient responses and potential new biomarkers.
Area of Science:
- Immunology
- Biotechnology
- Computational Biology
Background:
- Large-scale immune monitoring is crucial for biomarker discovery and patient stratification in immunotherapy.
- Mass cytometry is a key technology for immune monitoring, but requires standardized workflows for large-scale applications.
Purpose of the Study:
- To establish a standardized workflow for the acquisition and analysis of large-scale mass cytometry experiments.
- To create a reproducible and scalable method for immune monitoring in clinical trials.
Main Methods:
- Implementation of a two-tiered barcoding system.
- Utilization of a broad lyophilized antibody panel.
- Integration of a fully automated, cloud-based analysis platform.
- Application of the workflow to a large antibody staining screen (LEGENDScreen kit).
Main Results:
- Generated single-cell data for 350 antibodies across 71 profiling subsets.
- Validated known immune system trends and identified potential markers for MAIT cells.
- Assessed the impact of fixation on staining intensity, noting signal gains or losses for specific markers.
- Demonstrated the workflow's applicability to large antibody staining screens.
Conclusions:
- The proposed standardized workflow is suitable for large-scale mass cytometry experiments and can be integrated into clinical trials.
- The workflow facilitates biomarker discovery and responder stratification in immunotherapy.
- The generated antibody staining dataset serves as a valuable online resource for researchers.
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