Exploring Natural Compounds Targeting PD-L1 and STAT3: Toxicogenomic Analysis, Virtual Screening, Molecular Docking, ADMET Evaluation, and Biological Activity Prediction.

Fuat Karakuş, Burak Kuzu, Sedat Köstekci, Yasin Tülüce
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Abstract

Background: One of the most important targets in cancer immunotherapy is programmed cell death ligand 1 (PD-L1). Monoclonal antibodies developed for this target have disadvantages due to their low bioavailability and some immune-related adverse effects. Additionally, small molecules targeting PD-L1 are still in the experimental stage. At this point, discovering non-toxic natural compounds that directly or indirectly target PD-L1 is essential. In this in silico study, a comprehensive literature search was conducted to identify publications reporting the master regulator of PD-L1, which was suggested as a Signal Transducer and Activator of Transcription 3 (STAT3). The relationship between STAT3 and PD-L1 was further investigated through bioinformatic analysis.

Method: Subsequently, natural compounds targeting PD-L1 and STAT3 were screened, and compounds with suitable toxicity profiles were docked against both PD-L1 and STAT3. Following molecular docking, the selected molecules underwent DNA docking, ADMET profile analysis, and in silico assessment of biological activities. The relationship between PD-L1 and STAT3 was determined in 52 out of the 453 articles, and it was further demonstrated in genegene interactions. Following the virtual screening, 76 natural compounds were identified, and after pre-filtering based on physicochemical properties, drug-likeness, and ADMET profiles, 29 compounds remained.

Result: Subsequent docking revealed that two compounds, 6-Prenylapigenin, and Gelomulide J, persisted. ADMET and biological activity prediction results suggested that 6-Prenylapigenin is non-toxic and has the potential to inhibit PD-L1 and STAT3 in silico. The present study highlights that STAT3 serves as the master regulator of PD-L1, and it further suggests that 6- Prenylapigenin exhibits the potential to modulate PD-L1 and/or STAT3.

Conclusion: This finding could pave the way for the development of small molecules designed to block the PD-1/PD-L1 interaction by silencing the PD-L1 and/or STAT3 genes or reducing protein levels.

探索靶向 PD-L1 和 STAT3 的天然化合物:毒物基因组分析、虚拟筛选、分子对接、ADMET 评估和生物活性预测。
背景:程序性细胞死亡配体 1(PD-L1)是癌症免疫疗法中最重要的靶点之一。针对这一靶点开发的单克隆抗体存在生物利用度低和一些免疫相关不良反应等缺点。此外,针对 PD-L1 的小分子药物仍处于实验阶段。因此,发现直接或间接靶向 PD-L1 的无毒天然化合物至关重要。在这项硅学研究中,我们进行了一次全面的文献检索,以找出报道 PD-L1 主调节因子的文献。通过生物信息学分析,进一步研究了 STAT3 和 PD-L1 之间的关系:方法:随后筛选了以 PD-L1 和 STAT3 为靶点的天然化合物,并将毒性特征合适的化合物与 PD-L1 和 STAT3 进行对接。在分子对接之后,对筛选出的分子进行了 DNA 对接、ADMET 图谱分析和生物活性的硅学评估。在 453 篇文章中,有 52 篇确定了 PD-L1 和 STAT3 之间的关系,并在基因基因相互作用中得到了进一步证实。经过虚拟筛选,确定了 76 种天然化合物,根据理化性质、药物相似性和 ADMET 特征进行预过滤后,剩下 29 种化合物:结果:随后的对接显示,6-异戊烯基芹菜甙元和 Gelomulide J 这两个化合物继续存在。ADMET和生物活性预测结果表明,6-异戊烯基芹菜素是无毒的,并且具有抑制PD-L1和STAT3的潜力。本研究强调了 STAT3 是 PD-L1 的主调节因子,并进一步表明 6-异戊烯基芹菜素具有调节 PD-L1 和/或 STAT3 的潜力:结论:这一发现可为开发通过沉默 PD-L1 和/或 STAT3 基因或降低蛋白水平来阻断 PD-1/PD-L1 相互作用的小分子铺平道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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