Centre for Integrative Omics Data Science, Yenepoya (Deemed to be University), Mangalore, Karnataka, India.
Sri Ramachandra Faculty of Pharmacy, Sri Ramachandra Institute of Higher education and Research (Deemed to be University), Chennai, India.
J Biomol Struct Dyn. 2023;41(24):15196-15206. doi: 10.1080/07391102.2023.2193999. Epub 2023 Apr 8.
The calcium/calmodulin dependent protein kinase kinase 2 (CAMKK2) plays a key role in regulation of intracellular calcium levels and signaling pathways. It is involved in activation of downstream signaling pathways that regulate various cellular processes. Dysregulation of CAMKK2 activity has been linked to various diseases including cancer, suggesting that CAMKK2 inhibitors might be beneficial in oncological, metabolic and inflammatory indications. The most pressing issues in small molecule discovery are synthesis feasibility, novel chemical structure and desired biological characteristics. To circumvent this constraint, we employed 'DrugspaceX' for rapid lead identification, followed by repositioning seven FDA-approved drugs for CAMKK2 inhibition. Further, first-level transformation (Set1 analogues) was performed in 'DrugspaceX', followed by virtual screening. The t-SNE visualization revealed that the transformations surrounding Rucaparib, Treprostinil and Canagliflozin are more promising for developing CAMKK2 inhibitors. Second, using the top-ranked Set1 analogues, Set2 analogues were generated, and virtual screening revealed the top-ranked five analogues. Among the top five Set2 analogues, DE273038_5 had the lowest docking score of -11.034 kcal/mol and SA score of 2.59, retaining the essential interactions with Hotspot residues LYS194 and VAL270 across 250 ns simulation period. When compared to the other four compounds, the ligand effectiveness score was 0.409, and the number of rotatable penalties was only three. Further, DE273038_5 after two rounds of transformations was discovered to be novel and had not been previously described in other databases. These data suggest that the new candidate DE273038_5 is likely to have inhibitory activity at the CAMKK2 active site, implying potential therapeutic use.Communicated by Ramaswamy H. Sarma.
钙/钙调蛋白依赖性蛋白激酶激酶 2(CAMKK2)在调节细胞内钙离子水平和信号通路中发挥关键作用。它参与激活下游信号通路,调节各种细胞过程。CAMKK2 活性的失调与包括癌症在内的各种疾病有关,这表明 CAMKK2 抑制剂可能在肿瘤学、代谢和炎症适应症中有益。小分子发现中最紧迫的问题是合成可行性、新颖的化学结构和所需的生物学特性。为了规避这一限制,我们利用“DrugspaceX”快速识别先导化合物,然后重新定位七种已批准用于治疗癌症的药物以抑制 CAMKK2。此外,在“DrugspaceX”中进行了一级转化(Set1 类似物),然后进行虚拟筛选。t-SNE 可视化结果表明,围绕鲁卡帕尼、曲前列尼尔和坎格列净的转化更有希望开发出 CAMKK2 抑制剂。其次,使用排名最高的 Set1 类似物,生成了 Set2 类似物,并进行了虚拟筛选,揭示了排名前五的类似物。在排名前五的 Set2 类似物中,DE273038_5 的对接评分最低,为-11.034 kcal/mol,SA 评分为 2.59,在 250 ns 模拟过程中保留了与热点残基 LYS194 和 VAL270 的关键相互作用。与其他四种化合物相比,配体有效性评分为 0.409,旋转罚分仅为 3 分。此外,经过两轮转化后发现 DE273038_5 是新的,在其他数据库中尚未有过描述。这些数据表明,新的候选物 DE273038_5 可能在 CAMKK2 活性位点具有抑制活性,暗示了其潜在的治疗用途。由 Ramaswamy H. Sarma 通讯。