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Global and Current Research Trends of Single-Cell Sequencing in Cancer: A Bibliometric and Visualization Study
Published on: April 18, 2025
413
The State of Single-Cell Atlas Data Visualization in the Biological Literature.
IEEE Computer Graphics and Applications
|June 27, 2025
Summary
Single-cell atlases offer detailed biological insights but pose visualization challenges. This study surveys visualization techniques used in 45 publications to interpret these complex single-cell datasets.
Area of Science:
- Single-cell biology
- Bioinformatics
- Data visualization
Background:
- Recent advancements allow single-cell profiling of tissue samples.
- Analysis of single-cell data aids disease understanding and therapeutic development.
- Large-scale 'atlas' projects are cataloging cellular archetypes, biomarkers, and spatial locations.
Purpose of the Study:
- To survey the current usage of visualization techniques for interpreting single-cell atlas datasets.
- To identify challenges and opportunities in visualizing large-scale, high-resolution, and heterogeneous single-cell data.
- To provide a foundational resource for the visualization community addressing emerging atlas-scale datasets.
Main Methods:
- Assessed over 1,800 figure panels from 45 biological publications.
- Analyzed the application of visualization methods in the context of single-cell atlas data interpretation.
Main Results:
- Identified common and novel visualization strategies employed in single-cell atlas research.
- Highlighted the impact of data size, resolution, and heterogeneity on visualization choices.
- Provided insights into how visualization aids the discovery of biological function in health and disease.
Conclusions:
- Visualization is crucial for interpreting complex single-cell atlas data.
- Understanding current visualization practices is essential as atlas-scale datasets rapidly emerge.
- This survey serves as a resource to guide future visualization development for single-cell biology.

