This is a preprint.
Pathomics Image Analysis of Tumor Infiltrating Lymphocytes (TILs) in Colon Cancer
- PMID: 40235501
- PMCID: PMC11998795
- DOI: 10.21203/rs.3.rs-6173056/v1
Pathomics Image Analysis of Tumor Infiltrating Lymphocytes (TILs) in Colon Cancer
Abstract
We developed a deep learning Pathomics image analysis workflow to generate spatial Tumor-TIL maps to visualize and quantify the abundance and spatial distribution of tumor infiltrating lymphocytes (TILs) in colon cancer. Colon cancer and lymphocyte detection in hematoxylin and eosin (H&E) stained whole slide images (WSIs) has revealed complex immuno-oncologic interactions that form TIL-rich and TIL-poor tumor habitats, which are unique in each patient sample. We compute Tumor%, total lymphocyte%, and TILs% as the proportion of the colon cancer microenvironment occupied by intratumoral lymphocytes for each WSI. Kaplan-Meier survival analyses and multivariate Cox regression were utilized to evaluate the prognostic significance of TILs% as a Pathomics biomarker. High TILs% was associated with improved overall survival (OS) and progression-free interval (PFI) in localized and metastatic colon cancer and other clinicopathologic variables, supporting the routine use of Pathomics Tumor-TIL mapping in biomedical research, clinical trials, laboratory medicine, and precision oncology.
Similar articles
-
Spatial Characterization of Tumor-Infiltrating Lymphocytes and Breast Cancer Progression.Cancers (Basel). 2022 Apr 26;14(9):2148. doi: 10.3390/cancers14092148. Cancers (Basel). 2022. PMID: 35565277 Free PMC article.
-
Theragnostic significance of tumor-infiltrating lymphocytes and Ki67 in BRAFV600-mutant metastatic melanoma (BRIM-3 trial).Curr Probl Cancer. 2022 Jun;46(3):100862. doi: 10.1016/j.currproblcancer.2022.100862. Epub 2022 Apr 2. Curr Probl Cancer. 2022. PMID: 35398635 Clinical Trial.
-
Deep Learning-Based Mapping of Tumor Infiltrating Lymphocytes in Whole Slide Images of 23 Types of Cancer.Front Oncol. 2022 Feb 16;11:806603. doi: 10.3389/fonc.2021.806603. eCollection 2021. Front Oncol. 2022. PMID: 35251953 Free PMC article.
-
Prognostic value of tumor-infiltrating lymphocytes in patients with triple-negative breast cancer: a systematic review and meta-analysis.BMC Cancer. 2020 Mar 4;20(1):179. doi: 10.1186/s12885-020-6668-z. BMC Cancer. 2020. PMID: 32131780 Free PMC article.
-
Pitfalls in machine learning-based assessment of tumor-infiltrating lymphocytes in breast cancer: A report of the International Immuno-Oncology Biomarker Working Group on Breast Cancer.J Pathol. 2023 Aug;260(5):498-513. doi: 10.1002/path.6155. Epub 2023 Aug 23. J Pathol. 2023. PMID: 37608772 Free PMC article. Review.
Publication types
LinkOut - more resources
Full Text Sources