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Exploring the Potential of Enhanced Prognostic Performance of NCCN-IPI in Diffuse Large B-Cell Lymphoma by Integrating Tumor Microenvironment Markers: Stromal FOXC1 and Tumor pERK1/2 Expression

Authors
 Kim, Ji-Ye  ;  Kahttana, Ibadullah  ;  Yoon, Hyonok  ;  Chang, Sunhee  ;  Yoon, Sun Och 
Citation
 CANCER MEDICINE, Vol.13(19), 2024-10 
Article Number
 e70305 
Journal Title
CANCER MEDICINE
ISSN
 2045-7634 
Issue Date
2024-10
Keywords
Diffuse Large B-cell Lymphoma ; FOXC1 ; Machine Learning Models ; pERK1-2 ; Prognostic Markers ; Tumor Microenvironment
Abstract
Background: FOXC1 and ERK1-2 are proteins implicated in aggressive biological behavior of various malignancies including lymphomas. Material and Methods: We investigate the additive prognostic value of stromal FOXC1 expression and tumor phosphorylated ERK1-2 (pERK1-2) expression to the established National Comprehensive Cancer Network International Prognostic Index (NCCN-IPI), in 92 diffuse large B-cell lymphoma (DLBCL) cases. Multidimensional analysis using statistics and machine learning (ML) models assessed prognostic value of established clinicopathologic variables with stromal FOXC1 and tumor pERK1-2 expressions. Results: Both high FOXC1 stroma group and high pERK1-2 tumor group were significantly associated with shorter progression-free survival (PFS) and overall survival (OS) compared with low group (p = 0.015, 0.034 and p = 0.025, 0.025 each respectively). In multivariable analysis, high FOXC1 stromal expression was an independent prognostic factor of OS (p = 0.037). The addition of stromal FOXC1 and tumor pERK1-2 to the NCCN-IPI score significantly improved prediction of time to death compared with NCCN-IPI score alone (Harrell's C-index = 0.801 vs. 0.764; p = 0.030). ML models reconfirmed the addition of stromal FOXC1 expression and tumor pERK1-2 to NCCN-IPI score had the highest C-index (0.952) among combinations. Stromal FOXC1 and tumor pERK1-2 were determinants of DLBCL prognosis, whose addition significantly improved prognostic performance of the NCCN-IPI.
DOI
10.1002/cam4.70305
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Pathology (병리학교실) > 1. Journal Papers
Yonsei Authors
Yoon, Sun Ock(윤선옥) ORCID logo https://orcid.org/0000-0002-5115-1402
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/201220
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