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Updated: Jun 6, 2026
Single-cell Analysis of Immunophenotype and Cytokine Production in Peripheral Whole Blood via Mass Cytometry
Published on: June 26, 2018
Monitoring cytokine profiles during immunotherapy
Janet C Siebert1, Edwin B Walker
1Robert W Franz Cancer Research Center, Earle A Chiles Research Institute, Providence Cancer Center, Portland, OR 97213, USA. jsiebert@cytoanalytics.com
Insights
Understanding cytokine profiles is key to assessing immune responses in immunotherapy. This study explores experimental design and data analysis for human cytokine profiling, addressing variability and offering control strategies.
Area of Science:
- Immunology
- Biotechnology
- Data Science
Background:
- Cytokine production is crucial for evaluating immune responses during immunotherapy.
- Multiplex technologies enable simultaneous quantification of various cytokines across diverse tissues.
- Cytokine profiles, patterns of cytokine response, are vital for understanding immune dynamics.
Purpose of the Study:
- To discuss experimental design and data analysis for human cytokine profiling studies.
- To highlight potential sources of variability in cytokine measurements.
- To present strategies for robust data analysis in human cytokine profiling.
Main Methods:
- Review of experimental designs in human cytokine profiling studies.
- Analysis of data variability stemming from assay specifics and human population diversity.
- Application of multidimensional data analysis techniques.
- Utilizing each donor as their own control for comparative analysis.
Main Results:
- Identification of key factors contributing to variability in cytokine measurements.
- Demonstration of effective strategies for analyzing complex cytokine profile data.
- Emphasis on the importance of personalized control groups for accurate interpretation.
Conclusions:
- Effective experimental design and data analysis are essential for accurate human cytokine profiling.
- Addressing variability sources is critical for reliable assessment of immune responses.
- Multidimensional analysis and intra-individual comparisons enhance the interpretability of cytokine profiles in immunotherapy.
Abstract:
Measuring cytokine production is an integral part of measuring immune response during immunotherapy. Current technologies allow the simultaneous quantification of multiple cytokines in a variety of tissues. Patterns of cytokine response can be referred to as cytokine profiles. This article discusses the experimental design and data analysis of a number of studies that examined cytokine profiles in humans. We highlight potential sources of variability, both due to assay nuances and the diversity of human populations. We present strategies for analyzing data, emphasizing both multidimensional analysis and the value of treating each donor as his or her own control.
