A drug repurposing approach for individualized cancer therapy based on transcriptome sequencing and virtual drug screening

药物重新定位 错义突变 虚拟筛选 药品 医学 基因 转录组 癌症 癌症研究 突变 生物 计算生物学 生物信息学 药物发现 遗传学 药理学 基因表达
作者
Onat Kadioglu,Faranak Bahramimehr,Mona Dawood,Nuha Mahmoud,Mohamed Elbadawi,Xiaohua Lu,Y. Emre Bulbul,Jana Agnieszka Schulz,Lisa Krämer,Marie-Kathrin Urschel,Zoe Künzli,Leila Abdulrahman,Fadwa Aboumaachar,Lajien Kadalo,Le Van Nguyen,Sara Shaidaei,Nawal Thaher,Kathrin Walter,Karolin Christiane Besler,Andreas Spuller,Markus Munder,Henry Johannes Greten,Thomas Efferth
出处
期刊:Computers in Biology and Medicine [Elsevier]
卷期号:157: 106781-106781 被引量:1
标识
DOI:10.1016/j.compbiomed.2023.106781
摘要

RNA-sequencing has been proposed as a valuable technique to develop individualized therapy concepts for cancer patients based on their tumor-specific mutational profiles. Here, we aimed to identify drugs and inhibitors in an individualized therapy-based drug repurposing approach focusing on missense mutations for 35 biopsies of cancer patients. The missense mutations belonged to 9 categories (ABC transporter, apoptosis, angiogenesis, cell cycle, DNA damage, kinase, protease, transcription factor, tumor suppressor). The highest percentages of missense mutations were observed in transcription factor genes. The mutational profiles of all 35 tumors were subjected to hierarchical heatmap clustering. All 7 leukemia biopsies clustered together and were separated from solid tumors. Based on these individual mutation profiles, two strategies for the identification of possible drug candidates were applied: Firstly, virtual screening of FDA-approved drugs based on the protein structures carrying particular missense mutations. Secondly, we mined the Drug Gene Interaction (DGI) database (https://www.dgidb.org/) to identify approved or experimental inhibitors for missense mutated proteins in our dataset of 35 tumors. In conclusion, our approach based on virtual drug screening of FDA-approved drugs and DGI-based inhibitor selection may provide new, individual treatment options for patients with otherwise refractory tumors that do not respond anymore to standard chemotherapy.
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