Related Experiment Video
Updated: Aug 3, 2025
Label-Free Identification of Lymphocyte Subtypes Using Three-Dimensional Quantitative Phase Imaging and Machine Learning
Published on: November 19, 2018
Systems biology approaches to unravel lymphocyte subsets and function
YeEun Kim1, William J Greenleaf2, Sean C Bendall3
1Immunology Graduate Program, Stanford University, Stanford, CA, USA; Department of Pathology, Stanford University, Stanford, CA, USA.
Insights
Systems biology and single-cell technologies reveal immune cell complexity. These data-driven approaches uncover new immune cell types and functions, advancing human immunology research.
Area of Science:
- Immunology
- Systems Biology
- Genomics
Background:
- Single-cell technologies highlight the immune system's heterogeneity.
- Systems biology offers a data-driven approach to analyze complex immune cell data.
- Investigating human immunology is challenging due to experimental limitations.
Purpose of the Study:
- To review recent advancements in lymphocyte biology using systems approaches.
- To explore immune cell development, differentiation, and functional heterogeneity.
- To discuss the application of systems biology findings in human immunology.
Main Methods:
- Utilizing high-parameter, high-throughput data from single-cell technologies.
- Employing a bottom-up, data-driven methodology.
- Analyzing large datasets to identify previously unrecognized cell types and functions.
Main Results:
- Discovery of novel immune cell types and their functions.
- Detailed understanding of lymphocyte development and subset differentiation.
- Characterization of functional heterogeneity within immune cell populations.
Conclusions:
- Systems biology approaches are crucial for understanding complex human immunology.
- These methods enable the investigation of physiologically relevant immune contexts.
- Future work should focus on effectively interpreting high-dimensional single-cell datasets.
Abstract:
Single-cell technologies have revealed the extensive heterogeneity and complexity of the immune system. Systems biology approaches in immunology have taken advantage of the high-parameter, high-throughput data and analyzed immune cell types in a 'bottom-up' data-driven method. This approach has discovered previously unrecognized cell types and functions. Especially for human immunology, in which experimental manipulations are challenging, systems approach has become a successful means to investigate physiologically relevant contexts. This review focuses on the recent findings in lymphocyte biology, from their development, differentiation into subsets, and heterogeneity in their functions, enabled by these systems approaches. Furthermore, we review examples of the application of findings from systems approach studies and discuss how now to leave the rich dataset in the curse of high dimensionality.
Related Concept Videos
01:28Functions of the Lymphatic and Immune System
The primary lymphoid organs, including the bone marrow and the thymus, serve as the maturation sites for lymphocytes. Secondary lymphoid organs, like the mucosa-associated lymphoid tissue, activate these lymphocytes and serve as...
01:22Introduction to Lymphatic and Immune System
The immune responses can be categorized into two types: innate and adaptive. Innate immunity comprises nonspecific defenses we are...
01:18Lymphoid Cells and Tissues
Lymphoid cells consist of various types of immune system cells. These include B and T lymphocytes, which are responsible for producing antibodies and killing infected cells, respectively. Dendritic cells act as messengers between the innate and adaptive...
01:24B Cell Activation and Differentiation
When naive B cells encounter a specific antigen that can bind to the B cell receptor (BCR) on their surface, they undergo sensitization to respond to the antigen's presence. Sensitization begins with...