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与P53突变相关的DNA损伤和修复的分子特征对预测肝细胞癌的复发和免疫治疗反应的作用

The molecular characteristics of DNA damage and repair related to P53 mutation for predicting the recurrence and immunotherapy response in hepatocellular carcinoma.

作者信息

Ma Jiayao, Tang Diya, Cui Guangzu, Zhang Xiangyang, Wang Xinwen, Li Yin, Hu Erya, Zhou Xin, Liu Haicong, Peng Qingping, Cai Changjing, Deng Xiangying, Zeng Shan, Chen Yihong, Xiao Zemin

机构信息

Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.

Key Laboratory for Molecular Radiation Oncology of Hunan Province, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.

出版信息

Sci Rep. 2025 Apr 29;15(1):14939. doi: 10.1038/s41598-025-99853-5.

Abstract

Hepatocellular carcinoma (HCC) is one of the leading causes of cancer-related deaths globally, owing to its high recurrence rate of 50 to 70% within five years. Despite known associations of certain DNA damage and repair (DDR) genes with tumor recurrence and drug resistance, a comprehensive understanding of DDR pathways' role in predicting HCC recurrence and therapeutic responses remains elusive. Addressing this gap could offer significant advancements in prognostic and therapeutic strategies for HCC. This study used 769 RNA sequencing samples from public datasets and 53 samples from Xiangya Hospital for DDR model training and validation. It came out that DDR pathways were significantly enriched in samples with P53 mutations. Next, among the 173 combinations of algorithms and parameters, CoxBoost + RSF, Lasso [fold = 10] + RSF, and Lasso [fold = 50] + RSF demonstrated the best performance. The average AUC values of 1 to 5 years and the average concordance index (C-index) value were around 0.7. The risk scores were increased in tumors with recurrence, P53 mutation, and higher TNM stages. High-risk groups, characterized by enriched DDR pathways, exhibited lower CD8 + T cell infiltration and poorer responses to immunotherapy using atezolizumab and bevacizumab, emphasizing the potential of DDR signatures as valuable prognostic and therapeutic biomarkers. In conclusion, the DDR signatures associated with P53 mutations can predict recurrence and therapeutic response in HCC, highlighting their potential as prognostic and therapeutic biomarkers.

摘要

肝细胞癌(HCC)是全球癌症相关死亡的主要原因之一,因为其五年内的复发率高达50%至70%。尽管已知某些DNA损伤与修复(DDR)基因与肿瘤复发和耐药性有关,但对DDR通路在预测HCC复发和治疗反应中所起作用的全面理解仍然难以捉摸。填补这一空白可能会在HCC的预后和治疗策略方面取得重大进展。本研究使用了来自公共数据集的769个RNA测序样本和来自湘雅医院的53个样本进行DDR模型训练和验证。结果发现,DDR通路在P53突变的样本中显著富集。接下来,在173种算法和参数组合中,CoxBoost + RSF、Lasso[折数 = 10]+ RSF和Lasso[折数 = 50]+ RSF表现最佳。1至5年的平均AUC值和平均一致性指数(C指数)值约为0.7。复发、P53突变和较高TNM分期的肿瘤风险评分升高。以DDR通路富集为特征的高危组CD8 + T细胞浸润较低,对使用阿替利珠单抗和贝伐单抗的免疫治疗反应较差,这强调了DDR特征作为有价值的预后和治疗生物标志物的潜力。总之,与P53突变相关的DDR特征可以预测HCC的复发和治疗反应,突出了它们作为预后和治疗生物标志物的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7761/12041276/fea6e4b6be4d/41598_2025_99853_Fig1_HTML.jpg

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