前列腺癌
免疫系统
转录组
循环肿瘤细胞
生物
癌症研究
计算生物学
疾病
前列腺
基因
癌症
基因签名
癌细胞
随机森林
PCA3系列
基因表达
医学
转移
基因表达谱
免疫学
肿瘤微环境
抗体
小RNA
电池类型
免疫疗法
质量细胞仪
生物信息学
作者
Baek Gil Kim,Yeonsue Jang,Min Kim,D. Song,Jungchan Jung,Jihee Jung,Ayoung Yoo,Jong Soo Lee,Nam Hoon Cho,Hyeong Jung Woo,Woon‐Hae Kim,Hyun Young Shin,Minseok S. Kim,Hyun Ho Han,Jae Young Joung
出处
期刊:Theranostics
[Ivyspring International Publisher]
日期:2025-11-20
卷期号:16 (3): 1594-1612
被引量:1
摘要
Rationale: Circulating hybrid cells expressing both epithelial and immune markers have emerged as indicators of dynamic tumor-immune interactions. This study aimed to characterize circulating hybrid cells co-expressing KRT18 (pan-cytokeratin) and PTPRC (CD45), termed KP_Pos, in metastatic prostate cancer (mPCa), and to assess their molecular features, tumor microenvironmental (TME) origins, and clinical relevance. Methods: Imaging mass cytometry (IMC) was used to examine spatial relationships between CK⁺ tumor and CD45⁺ immune cells in metastatic prostate tissues. Single-cell RNA sequencing (scRNA-seq) datasets from mPCa were analyzed to identify KP_Pos cells and characterize their transcriptional heterogeneity across epithelial and immune lineages. Differentially expressed genes (DEGs) between KP_Pos and other cells were used to generate predictive gene signatures. Random forest (RF) and extreme gradient boosting (XGB) models were applied to evaluate metastatic classification performance, and high-performing signatures were validated in bulk RNA-seq datasets and correlated with clinical parameters. Results: IMC revealed frequent spatial proximity between tumor and immune compartments, supporting a TME-derived hybrid phenotype. KP_Pos cells were detected across multiple immune and epithelial clusters, showing heterogeneity and enrichment of immune response and epithelial-mesenchymal transition (EMT)-related genes. Machine learning-based classifiers using KP_Pos-derived DEGs achieved high predictive accuracy (AUC ≥ 0.7) for metastasis, and selected combinations further improved performance in internal validation sets. Signature scores significantly correlated with PSA and Gleason grade, and CD45⁺ hybrid circulating cells were more abundant in patients with advanced disease burden. Conclusions: CD45⁺ KRT18⁺ hybrid circulating cells (KP_Pos) represent biologically distinct populations shaped by tumor-immune interactions within the TME. Their transcriptomic features and derived gene signatures may serve as biomarkers of metastatic potential and indicators of disease progression in prostate cancer. However, their causal role in metastasis and impact on survival remain to be determined.
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