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Updated: Sep 2, 2025

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Cell Population Analyses During Skin Carcinogenesis
Published on: August 21, 2013
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Infiltration Patterns of Cervical Epithelial Microenvironment Cells During Carcinogenesis
Jianwei Zhang1,2,3, Silu Meng4, Xiuqing Zhang1,2,3
1College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China.
Frontiers in Immunology
|August 1, 2022
Summary
This study characterizes immune cell infiltration during cervical cancer progression. Understanding these changes in the tumor microenvironment is key to uncovering HPV-induced malignant transformation mechanisms.
Area of Science:
- Oncology
- Immunology
- Computational Biology
Background:
- The local cellular microenvironment is critical in human papillomavirus (HPV)-induced cervical malignant transformation.
- Understanding dynamic immune cell infiltration during cervical carcinogenesis is essential for elucidating underlying mechanisms.
Purpose of the Study:
- To comprehensively characterize microenvironment cell infiltration patterns throughout cervical cancer progression.
- To evaluate and compare the performance of computational methods for estimating immune cell abundance.
Main Methods:
- Utilized three public gene expression datasets of cervical squamous epithelium.
- Applied seven computational methods to estimate CD4+ and CD8+ T cell infiltration, comparing results to known fractions.
- Clustered determined cell infiltration patterns using fuzzy c-means algorithm.
Main Results:
- Most computational methods showed higher accuracy for CD4+ T cell abundance prediction than CD8+ T cell.
- Identified infiltration patterns for 33 microenvironment cell types, including 31 immune and 2 non-immune cells.
- Derived five distinct immune cell clusters and observed opposing abundance changes between activated and resting immune cells during progression.
Conclusions:
- Provided the first comprehensive overview of microenvironment cell infiltration patterns across cervical cancer progression.
- Highlighted the differential performance of computational methods in immune cell abundance estimation.
- Revealed dynamic shifts in immune cell populations, offering insights into cervical carcinogenesis.
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