University of Navarra, Tecnun School of Engineering, Manuel de Lardizábal 13, 20018, San Sebastián, Spain.
Hemato-Oncology Program, Center for Applied Medical Research (CIMA), Universidad de Navarra, IDISNA, CCUN, Avenida Pío XII 55, 31008, Pamplona, Spain.
Nat Commun. 2024 Oct 11;15(1):8685. doi: 10.1038/s41467-024-52725-4.
The development of computational tools for the systematic prediction of metabolic vulnerabilities of cancer cells constitutes a central question in systems biology. Here, we present gmctool, a freely accessible online tool that allows us to accomplish this task in a simple, efficient and intuitive environment. gmctool exploits the concept of genetic Minimal Cut Sets (gMCSs), a theoretical approach to synthetic lethality based on genome-scale metabolic networks, including a unique database of synthetic lethals computed from Human1, the most recent metabolic reconstruction of human cells. gmctool introduces qualitative and quantitative improvements over our previously developed algorithms to predict, visualize and analyze metabolic vulnerabilities in cancer, demonstrating a superior performance than competing algorithms. A detailed illustration of gmctool is presented for multiple myeloma (MM), an incurable hematological malignancy. We provide in vitro experimental evidence for the essentiality of CTPS1 (CTPS synthase) and UAP1 (UDP-N-Acetylglucosamine Pyrophosphorylase 1) in specific MM patient subgroups.
计算工具的开发对于系统预测癌细胞的代谢脆弱性是系统生物学的一个核心问题。在这里,我们介绍了 gmctool,这是一个免费的在线工具,使我们能够在一个简单、高效和直观的环境中完成这项任务。gmctool 利用了遗传最小割集(gMCS)的概念,这是一种基于基因组规模代谢网络的合成致死性的理论方法,包括从人类细胞最近的代谢重建 Human1 中计算出的合成致死的独特数据库。gmctool 在预测、可视化和分析癌症中的代谢脆弱性方面引入了定性和定量的改进,其性能优于竞争算法。我们详细介绍了 gmctool 在多发性骨髓瘤(MM)中的应用,多发性骨髓瘤是一种无法治愈的血液恶性肿瘤。我们提供了 CTPS1(CTPS 合酶)和 UAP1(UDP-N-乙酰葡糖胺焦磷酸化酶 1)在特定 MM 患者亚群中必不可少的体外实验证据。