Shen Shi-Yi, Li Jun-Rui, Wang Yu-Song, Li Shao-Ning, Xu H Eric, He Xin-Heng
State Key Laboratory of Drug Research and CAS Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, 201203, China.
University of Chinese Academy of Sciences, Beijing, 100049, China.
Acta Pharmacol Sin. 2025 Jul 9. doi: 10.1038/s41401-025-01617-4.
G protein-coupled receptors (GPCRs) are key drug discovery targets with many of them modulated by small molecules via diverse binding mechanisms. AlphaFold3, a leading structure prediction tool, models GPCR-small molecule complexes, but its accuracy remains insufficiently evaluated. In this study we compared 74 AlphaFold3-predicted structures to experimental counterparts. We showed that while AlphaFold3 accurately captured global receptor architecture and orthosteric binding pockets, which was consistent with our previous research, its ligand positioning was highly variable and often inaccurate, rendering predictions unreliable, particularly for allosteric modulators. The significant divergence from experimental structures, particularly for complex ligand interactions, highlighted AlphaFold3's limitations and underscored that experimental structures remained essential for validating ligand-binding accuracy in GPCR complexes. These findings suggest that while AlphaFold3 offers potential for structure-based drug design, its current inaccuracies necessitate substantial refinement and integration with experimental data. This study highlights the limitation of AlphaFold3 in predicting small molecule binding and reinforces the critical role of high-resolution experimental validation for reliable GPCR-ligand interactions.
G蛋白偶联受体(GPCRs)是关键的药物发现靶点,其中许多受体可通过多种结合机制被小分子调节。领先的结构预测工具AlphaFold3对GPCR-小分子复合物进行建模,但其准确性仍未得到充分评估。在本研究中,我们将74个由AlphaFold3预测的结构与实验结构进行了比较。我们发现,虽然AlphaFold3准确地捕捉到了整体受体结构和正构结合口袋,这与我们之前的研究一致,但其配体定位高度可变且往往不准确,导致预测不可靠,尤其是对于变构调节剂。与实验结构的显著差异,特别是对于复杂的配体相互作用,凸显了AlphaFold3的局限性,并强调实验结构对于验证GPCR复合物中配体结合准确性仍然至关重要。这些发现表明,虽然AlphaFold3为基于结构的药物设计提供了潜力,但其目前的不准确性需要大幅改进并与实验数据相结合。本研究突出了AlphaFold3在预测小分子结合方面的局限性,并强化了高分辨率实验验证对于可靠的GPCR-配体相互作用的关键作用。