Integrated Single-Cell and Bulk RNA Sequencing Analysis Identifies a Regulated Cell Death-Related Gene Signature for Predicting Prognosis and Therapeutic Responses in Cutaneous Melanoma.

IF 3.2 4区 医学 Q3 IMMUNOLOGY
Jie Tang, Shixing Zhu, Linyu Zhu
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引用次数: 0

Abstract

Regulated cell death (RCD) is crucial for the advancement of cancers, and providing opportunities as prognostic indicators and immunotherapy markers for patients with cutaneous melanoma (CM). Ten multiomics integrative clustering approaches were performed to identify the CM subtypes. Subsequently, WGCNA was used to screen for module genes. Furthermore, screening hub genes was conducted through machine-learning analyses. Two CM subclasses were identified based on RCD multiomics profiling, each exhibiting distinctive molecular patterns. Then, utilizing the shared cluster DEGs, prognosis DEGs, and key module genes, 30 hub genes were obtained, and an RCD.score was conducted based on these genes. The RCD.score not only reflected the characteristics of the clinical but also provided insights into immunotherapy efficacy. Specifically, low RCD.score category exhibited a more active TME and favorable prognosis, those in the low RCD.score category was more responsive to immunotherapy, suggesting an inflamed TME phenotype. The high RCD.score category had a poor prognosis and was lower responsive to immunotherapy. This research offers genetic support for the possible therapeutic advantages of focusing on RCD in the treatment of CM while also examining their underlying pathophysiological mechanisms.

综合单细胞和大体积RNA测序分析确定了预测皮肤黑色素瘤预后和治疗反应的调节细胞死亡相关基因标记。
调节细胞死亡(RCD)对癌症的进展至关重要,并为皮肤黑色素瘤(CM)患者的预后指标和免疫治疗标志物提供了机会。采用10种多组学综合聚类方法鉴定CM亚型。随后,使用WGCNA筛选模块基因。此外,通过机器学习分析筛选中心基因。基于RCD多组学分析鉴定了两个CM亚类,每个亚类都表现出独特的分子模式。然后,利用共享集群基因、预后基因和关键模块基因,获得30个枢纽基因,并绘制RCD。根据这些基因进行评分。RCD。评分不仅反映了临床特点,也为免疫治疗的疗效提供了新的见解。特别是低RCD。评分组较低RCD组表现出更活跃的TME和良好的预后。评分类别对免疫治疗反应更灵敏,提示炎症性TME表型。高RCD。评分组预后较差,对免疫治疗反应较低。本研究为关注RCD治疗CM的可能治疗优势提供了遗传学支持,同时也研究了其潜在的病理生理机制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Immunotherapy
Journal of Immunotherapy 医学-免疫学
CiteScore
6.90
自引率
0.00%
发文量
79
审稿时长
6-12 weeks
期刊介绍: Journal of Immunotherapy features rapid publication of articles on immunomodulators, lymphokines, antibodies, cells, and cell products in cancer biology and therapy. Laboratory and preclinical studies, as well as investigative clinical reports, are presented. The journal emphasizes basic mechanisms and methods for the rapid transfer of technology from the laboratory to the clinic. JIT contains full-length articles, review articles, and short communications.
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