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ExCYT: A Graphical User Interface for Streamlining Analysis of High-Dimensional Cytometry Data
Published on: January 16, 2019
Introduction to Multiparametric Flow Cytometry and Analysis of High-Dimensional Data
James Sun1, Jodi L Kroeger2, Joseph Markowitz3,4
1Department of Cutaneous Oncology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL, USA.
Multiparametric flow cytometry uses fluorescent markers to analyze cells in drug development. This guide covers sample preparation, data acquisition, and advanced analysis for high-dimensional datasets.
Area of Science:
- Biotechnology
- Cell Biology
- Immunology
Background:
- Multiparametric flow cytometry is a key technique in translational research.
- It uses fluorescently tagged antibodies and dyes to measure cellular proteins and processes.
- Expertise in sample prep, acquisition, and analysis is crucial for success.
Purpose of the Study:
- To provide principles for conducting multiparametric flow cytometry experiments in drug development.
- To offer guidance for researchers with less experience using established internet resources.
- To introduce methods for analyzing high-dimensional datasets from complex experiments.
Main Methods:
- Utilizing fluorescently tagged antibodies to detect specific cell surface and intracellular proteins.
- Employing functional fluorescent dyes to assess cellular processes and viability (e.g., propidium iodide for DNA content).
- Detailed explanation of sample preparation, instrument acquisition, and data analysis.
Main Results:
- Successful completion requires expertise across sample preparation, data acquisition, and analysis.
- The chapter introduces principles for drug development applications.
- Methods for analyzing complex, high-dimensional datasets (10+ parameters) are presented.
Conclusions:
- This chapter equips researchers with the foundational knowledge for multiparametric flow cytometry in drug development.
- It emphasizes the importance of proper technique and introduces advanced data analysis strategies.
- The guide aims to improve the efficiency and accuracy of flow cytometry experiments.
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