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鉴定与乳腺癌新辅助化疗耐药相关的枢纽基因,并为精准医学的发展寻找药物再利用的潜力。

Identifying Hub Genes Associated with Neoadjuvant Chemotherapy Resistance in Breast Cancer and Potential Drug Repurposing for the Development of Precision Medicine.

机构信息

The Azrieli Faculty of Medicine, Bar-Ilan University, Safed 1311502, Israel.

Princess Margaret Cancer Center, University Health Network, Toronto, ON M5G 2C4, Canada.

出版信息

Int J Mol Sci. 2022 Oct 20;23(20):12628. doi: 10.3390/ijms232012628.

Abstract

Breast cancer is the second leading cause of morbidity and mortality in women worldwide. Despite advancements in the clinical application of neoadjuvant chemotherapy (NAC), drug resistance remains a major concern hindering treatment efficacy. Thus, identifying the key genes involved in driving NAC resistance and targeting them with known potential FDA-approved drugs could be applied to advance the precision medicine strategy. With this aim, we performed an integrative bioinformatics study to identify the key genes associated with NAC resistance in breast cancer and then performed the drug repurposing to identify the potential drugs which could use in combination with NAC to overcome drug resistance. In this study, we used publicly available RNA-seq datasets from the samples of breast cancer patients sensitive and resistant to chemotherapy and identified a total of 1446 differentially expressed genes in NAC-resistant breast cancer patients. Next, we performed gene co-expression network analysis to identify significantly co-expressed gene modules, followed by MCC (Multiple Correlation Clustering) clustering algorithms and identified 33 key hub genes associated with NAC resistance. mRNA-miRNA network analysis highlighted the potential impact of these hub genes in altering the regulatory network in NAC-resistance breast cancer cells. Further, several hub genes were found to be significantly involved in the poor overall survival of breast cancer patients. Finally, we identified FDA-approved drugs which could be useful for potential drug repurposing against those hub genes. Altogether, our findings provide new insight into the molecular mechanisms of NAC resistance and pave the way for drug repurposing techniques and personalized treatment to overcome NAC resistance in breast cancer.

摘要

乳腺癌是全球女性发病率和死亡率第二高的疾病。尽管新辅助化疗(NAC)的临床应用取得了进展,但耐药性仍是一个主要问题,阻碍了治疗效果。因此,鉴定与 NAC 耐药相关的关键基因,并利用已知的潜在 FDA 批准药物对其进行靶向治疗,可能有助于推进精准医学策略。基于这一目标,我们进行了一项综合的生物信息学研究,以鉴定与乳腺癌 NAC 耐药相关的关键基因,然后进行药物再利用,以鉴定可能与 NAC 联合使用以克服耐药性的潜在药物。在这项研究中,我们使用了来自对化疗敏感和耐药的乳腺癌患者的公开 RNA-seq 数据集,鉴定了 NAC 耐药乳腺癌患者中总共 1446 个差异表达基因。接下来,我们进行了基因共表达网络分析,以鉴定显著共表达的基因模块,然后进行 MCC(多相关聚类)聚类算法,鉴定了 33 个与 NAC 耐药相关的关键枢纽基因。mRNA-miRNA 网络分析突出了这些枢纽基因在改变 NAC 耐药乳腺癌细胞调控网络中的潜在影响。此外,发现几个枢纽基因与乳腺癌患者总体生存不良显著相关。最后,我们鉴定了潜在的 FDA 批准药物,这些药物可能对针对这些枢纽基因的药物再利用有用。总之,我们的研究结果为 NAC 耐药的分子机制提供了新的见解,并为药物再利用技术和个性化治疗铺平了道路,以克服乳腺癌中的 NAC 耐药性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b81e/9603969/3c1daa85d947/ijms-23-12628-g001.jpg

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