Exploration of Virtually Designed and Developed Thiadiazole Derivatives as ULK1/2 Inhibitors: In silico Approach

M. N Noolvi, Parin Salim Sidat, Sanket Rathod, Rahul Patil, Prafulla Choudhari3, R. Wagh, V. Beldar
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Abstract

Cancer is a group of diseases distinguished by uncontrollable cell division. The underlying causes are complex and include multiple genes and pathways. Many targeted therapies are effective in treating cancer. In Current research, we were using the autophagy pathway of cell death. Here, we are exploring some thiadiazole derivatives that are specific to ULK inhibition, and for a better understanding of ligand and target we have assessed all the molecules by using some computational approaches. The current study focuses on the In-silico evaluation and molecular prediction of some thiadiazole derivatives as ULK (Human Autophagy Initiating Kinase) inhibitors. Some thiadiazole derivatives were subjected to In-silico evaluation involving Molecular docking, Pharmacophore modelling, PASS prediction and Molecular dynamic simulation (MD) along with PCA analysis. In addition, drug-likeness was determined using the Lipinski rule of five. Among all proposed thiadiazole derivatives, we found a few ligands such as 2d, 4e, and 4d with the lowest binding energy score (-11.3 kcal/mol, -11.2 kcal/mol and -11.0 kcal/mol), respectively. Drug-likeness properties include an excellent lipophilic character with good permeability (1.97, 2.86, and 2.73) observed with the above derivatives. In addition, better binding specificity (94.79, 94.70, and 74.57) and better enzyme potential inhibitory activity (0.04, 0.00, 0.14) were noticed with ULK receptors in comparison to STD (Standard) molecules. Using pharmacophore modelling, we identified potential chemical features of the designed compounds. Moreover, molecular dynamics and PCA analysis of compound 4d showed stable conformation with 4WNP. Compared to STD compounds, with no violation, the bioactivity and likeness score of ligands 2d, 4e, and 4d were relatively high, indicating that they were excellent ULK inhibitors. These ligands also had the lowest binding score, which may aid in determining the stability of ligands. Pharmacophore modeling data suggested the essential chemical features of designed compounds required for the activity. The MD simulation and PCA study confirmed the stability of the 4d complex with 4WNP. These parameters allow consideration of the most promising candidates to be synthesized.
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虚拟设计和开发噻二唑衍生物作为ULK1/2抑制剂的探索:计算机方法
癌症是一组以细胞分裂失控为特征的疾病。潜在的原因是复杂的,包括多种基因和途径。许多靶向疗法对治疗癌症有效。在目前的研究中,我们采用的是细胞自噬的死亡途径。在这里,我们正在探索一些特定于ULK抑制的噻二唑衍生物,为了更好地理解配体和靶标,我们使用一些计算方法评估了所有分子。目前的研究重点是一些噻二唑衍生物作为人自噬启动激酶(ULK)抑制剂的硅评价和分子预测。对部分噻二唑类衍生物进行了分子对接、药效团建模、PASS预测、分子动力学模拟(MD)和PCA分析。此外,使用利平斯基五法则确定药物相似性。在所有提出的噻二唑衍生物中,我们发现2d、4e和4d等配体的结合能分数最低,分别为-11.3 kcal/mol、-11.2 kcal/mol和-11.0 kcal/mol。与药物相似的性质包括优异的亲脂性和良好的渗透性(1.97,2.86和2.73)。此外,与STD (Standard)分子相比,ULK受体具有更好的结合特异性(94.79、94.70和74.57)和更好的酶电位抑制活性(0.04、0.00、0.14)。利用药效团模型,我们确定了所设计化合物的潜在化学特征。化合物4d的分子动力学和主成分分析表明其与4WNP的构象稳定。与STD化合物相比,2d、4e和4d配体的生物活性和相似性评分相对较高,没有违和,表明它们是优秀的ULK抑制剂。这些配体也具有最低的结合评分,这可能有助于确定配体的稳定性。药效团模型数据显示了所设计化合物活性所需的基本化学特征。MD模拟和PCA研究证实了4d配合物与4WNP的稳定性。这些参数允许考虑合成最有希望的候选物。
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