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Microfluidic Co-Culture Models for Dissecting the Immune Response in in vitro Tumor Microenvironments
Published on: April 30, 2021
Towards the tumor microenvironment scoring methods for immune checkpoint inhibitor response
Qilu Zhou1, Arkadz Kirshtein2, Leili Shahriyari3
1Department of Mathematics and Statistics, University of Massachusetts Amherst, Amherst, MA, USA.
Abstract:
Immune checkpoint inhibitors (ICIs) have significantly changed cancer therapy, yet their response rates remain relatively low. Identifying methods for robust prediction is crucial. This study evaluates the efficacy of gene-based methods for deriving predictive tumor-microenvironment scores in cancer patients, focusing on their performances in predicting survival outcomes and response to ICI therapy across various cancer types. The TIP Hot method demonstrated robustness as a predictive method for ICI response, particularly in Non-Small Cell Lung Cancer, Head and Neck Squamous Cell Carcinoma, and Urothelial Cancer. However, no score is robustly applicable to all cancer types. Therefore, significant challenges remain due to the variability of tumor biology and host immune responses, and universally applicable method should be further explored. Future research should aim to refine these predictive scoring methods through larger and more diverse datasets, and integrate advanced computational techniques to enhance predictive accuracy and utility in personalized cancer treatment.
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