TNBC 转录组特征分析--寻找潜在的基于 RNA 的预测性生物标志物,以确定化疗敏感性。

IF 2 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Stanislaw Supplitt, Pawel Karpinski, Maria Sasiadek, Lukasz Laczmanski, Dorota Kujawa, Rafal Matkowski, Piotr Kasprzak, Mariola Abrahamowska, Adam Maciejczyk, Ewelina Iwaneczko, Izabela Laczmanska
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引用次数: 0

摘要

新辅助化疗是治疗三阴性乳腺癌(TNBC)的基础疗法,通常可获得病理完全反应(pCR)。然而,TNBC 患者接受新辅助化疗后的临床反应和生存率存在很大差异。研究的目的是找出TNBC患者中表达与新辅助化疗疗效明显相关的基因。我们通过RNA-seq分析了46份福尔马林固定石蜡包埋(FFPE)的TNBC患者肿瘤样本的转录组,比较了26例pCR的TNBC和20例病理部分缓解(pPR)的TNBC。随后,我们根据依赖性图谱联盟(Dependency Map Consortium)的数据重新分析,将基因列表缩小到与 63 个乳腺癌细胞系的药物敏感性密切相关的基因。此外,我们还将基因列表限制在三个已发表的大型单细胞 RNA 序列乳腺癌数据集中显示的那些在乳腺肿瘤细胞中有特异性表达的基因。最后,我们分析了所选基因中哪些与 TNBC TCGA 数据集中的总生存期(OS)显著相关。在 pPR 与 pCR 的比较中,共有 105 个基因有明显的表达差异。乳腺癌细胞系的 PLSR 分析表明,在 105 个基因中,有 42 个与对多西他赛、多柔比星、紫杉醇和/或环磷酰胺的敏感性有关。通过单细胞 RNAseq 重新分析,我们发现 42 个敏感性相关基因中有 24 个在乳腺恶性细胞中显示中等或强表达。最后,在 TNBC TCGA 数据集中,24 个基因中有 10 个与总生存期显著相关。我们基于RNA-seq的研究结果表明,在TNBC患者开始治疗前的FFPE样本中,可能存在由24个在肿瘤恶性细胞中特异表达的基因组成的转录组特征,用于预测新辅助治疗反应。此外,24 个基因中有 9 个是 TNBC 潜在的生存预测因子。这组24个基因应进一步研究,以确定其转化为预测测试的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

The analysis of transcriptomic signature of TNBC-searching for the potential RNA-based predictive biomarkers to determine the chemotherapy sensitivity.

The analysis of transcriptomic signature of TNBC-searching for the potential RNA-based predictive biomarkers to determine the chemotherapy sensitivity.

Neoadjuvant chemotherapy is the foundation treatment for triple-negative breast cancer (TNBC) and frequently results in pathological complete response (pCR). However, there are large differences in clinical response and survival after neoadjuvant chemotherapy of TNBC patients. The aim was to identify genes whose expression significantly associates with the efficacy of neoadjuvant chemotherapy in patients with TNBC. Transcriptomes of 46 formalin-fixed paraffin-embedded (FFPE) tumor samples from TNBC patients were analyzed by RNA-seq by comparing 26 TNBCs with pCR versus 20 TNBCs with pathological partial remission (pPR). Subsequently, we narrowed down the list of genes to those that strongly correlated with drug sensitivity of 63 breast cancer cell lines based on Dependency Map Consortium data re-analysis. Furthermore, the list of genes was limited to those presenting specific expression in breast tumor cells as revealed in three large published single-cell RNA-seq breast cancer datasets. Finally, we analyzed which of the selected genes were significantly associated with overall survival (OS) in TNBC TCGA dataset. A total of 105 genes were significantly differentially expressed in comparison between pPR versus pCR. As revealed by PLSR analysis in breast cancer cell lines, out of 105 deregulated genes, 42 were associated with sensitivity to docetaxel, doxorubicin, paclitaxel, and/or cyclophosphamide. We found that 24 out of 42 sensitivity-associated genes displayed intermediate or strong expression in breast malignant cells using single-cell RNAseq re-analysis. Finally, 10 out of 24 genes were significantly associated with overall survival in TNBC TCGA dataset. Our RNA-seq-based findings suggest that there might be transcriptomic signature consisted of 24 genes specifically expressed in tumor malignant cells for predicting neoadjuvant response in FFPE samples from TNBC patients prior to treatment initiation. Additionally, nine out of 24 genes were potential survival predictors in TNBC. This group of 24 genes should be further investigated for its potential to be translated into a predictive test(s).

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来源期刊
Journal of Applied Genetics
Journal of Applied Genetics 生物-生物工程与应用微生物
CiteScore
4.30
自引率
4.20%
发文量
62
审稿时长
6-12 weeks
期刊介绍: The Journal of Applied Genetics is an international journal on genetics and genomics. It publishes peer-reviewed original papers, short communications (including case reports) and review articles focused on the research of applicative aspects of plant, human, animal and microbial genetics and genomics.
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