Low CDKN1B Expression Associated with Reduced CD8+ T Lymphocytes Predicts Poor Outcome in Breast Cancer in a Machine Learning Analysis

被引:0
|
作者
Kim, Hyung-Suk [1 ]
Noh, Yung-Kyun [2 ,3 ]
Min, Kyueng-Whan [4 ]
Kim, Dong-Hoon [5 ]
机构
[1] Hanyang Univ, Guri Hosp, Coll Med, Dept Surg,Div Breast Surg, Guri 15588, South Korea
[2] Hanyang Univ, Dept Comp Sci, 222 Wangsimni Ro, Seoul 04763, South Korea
[3] Korea Inst Adv Study, Sch Computat Sci, Seoul 02455, South Korea
[4] Eulji Univ, Uijeongbu Eulji Med Ctr, Sch Med, Dept Pathol, Uijongbu 11759, South Korea
[5] Sungkyunkwan Univ, Kangbuk Samsung Hosp, Sch Med, Dept Pathol, 29 Saemunanro, Seoul 03181, South Korea
来源
JOURNAL OF PERSONALIZED MEDICINE | 2024年 / 14卷 / 01期
关键词
breast cancer; prognosis; tumor infiltrating lymphocyte; CDKN1B; KAPPA-B-KINASE; DRUG-SENSITIVITY; INHIBITOR; LANDSCAPE; P27(KIP1); SUBTYPES; INVOLVEMENT; BMS-345541; DIVERSITY; RELEVANCE;
D O I
10.3390/jpm14010030
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
The cyclin-dependent kinase inhibitor 1B (CDKN1B) gene, which encodes the p27Kip1 protein, is important in regulating the cell cycle process and cell proliferation. Its role in breast cancer prognosis is controversial. We evaluated the significance and predictive role of CDKN1B expression in breast cancer prognosis. We investigated the clinicopathologic factors, survival rates, immune cells, gene sets, and prognostic models according to CDKN1B expression in 3794 breast cancer patients. We performed gene set enrichment analysis (GSEA), in silico cytometry, pathway network analyses, gradient boosting machine (GBM) learning, and in vitro drug screening. High CDKN1B expression levels in breast cancer correlated with high lymphocyte infiltration signature scores and increased CD8+ T cells, both of which were associated with improved prognosis in breast cancer. which were associated with a better prognosis. CDKN1B expression was associated with gene sets for the upregulation of T-cell receptor signaling pathways and downregulation of CD8+ T cells. Pathway network analysis revealed a direct link between CDKN1B and the pathway involved in the positive regulation of the protein catabolic process pathway. In addition, an indirect link was identified between CDKN1B and the T-cell receptor signaling pathway. In in vitro drug screening, BMS-345541 demonstrated efficacy as a therapeutic targeting of CDKN1B, effectively impeding the growth of breast cancer cells characterized by low CDKN1B expression. The inclusion of CDKN1B expression in GBM models increased the accuracy of survival predictions. CDKN1B expression plays a significant role in breast cancer progression, implying that targeting CDKN1B might be a promising strategy for treating breast cancer.
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页数:14
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