がん関連タンパク質の隠れた薬剤結合ポケットを発見(Scientists Uncover Hidden Drug-binding Pocket in Cancer Protein, Highlighting the Power and Limitations of AI Drug Discovery)

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2026-06-03 マウントサイナイ医療システム(MSHS)

米国マウントサイナイ・アイカーン医科大学の研究チームは、がん関連タンパク質にこれまで認識されていなかった薬剤結合ポケット(hidden drug-binding pocket)を発見し、その成果を通じてAI創薬の可能性と限界を示した。研究では、AIによるタンパク質構造予測モデルだけでは検出が困難だった一時的な構造変化(隠れたポケット)が、実験データと分子シミュレーションを組み合わせることで明らかになった。このポケットは創薬標的として有望であり、従来は「創薬困難(undruggable)」と考えられていたタンパク質に対する新たな治療薬開発の可能性を示している。一方で、AIモデルは静的な構造予測には優れるものの、タンパク質の動的な構造変化や希少な立体配座の再現には限界があることも明らかになった。研究者らは、今後の創薬ではAIを単独で用いるのではなく、実験解析や分子動力学シミュレーションと統合することが重要であると指摘している。今回の成果は、AI創薬の実用化に向けた重要な指針を提供するとともに、新規抗がん薬開発の可能性を広げるものである。

がん関連タンパク質の隠れた薬剤結合ポケットを発見(Scientists Uncover Hidden Drug-binding Pocket in Cancer Protein, Highlighting the Power and Limitations of AI Drug Discovery)
Researchers at the Icahn School of Medicine at Mount Sinai discovered a previously hidden pocket on PKMYT1, a protein involved in controlling how cells grow and divide, that current AI tools and experiments had missed. Their findings potentially open a new route to more selective drug design. Image credit: Herrington, et al., Journal of the American Chemical Society

<関連情報>

PKMYT1のアロステリック阻害は、特異的で不活性なATP結合部位構造を誘導する Allosteric Inhibition of PKMYT1 Induces a Unique, Inactive ATP Binding Site Conformation

Noah B. Herrington,Susmita Khamrui,Yihan Zhao,Carisse Lansiquot,Ruoxi Wu,Gaurav Pandey,Michael B. Lazarus,and Avner Schlessinger
Journal of the American Chemical Society  Published: June 2, 2026
Doi:https://doi.org/10.1021/jacs.6c05178

Abstract

The protein kinase PKMYT1 regulates a key cell cycle checkpoint as part of the cell’s DNA-damage repair response, but in cancer, this function can promote tumor cell survival through avoiding mitotic catastrophe. PKMYT1 has been linked to a variety of cancer types, including breast, gastric, and nonsmall cell lung cancers, as well as kidney renal clear cell carcinoma, making it an important therapeutic target. However, potent and selective small-molecule inhibitors of PKMYT1 are scarce, and its specific biological role in tumor proliferation remains understudied. Here, we report the discovery and characterization of a novel PKMYT1 inhibitor, P29, bound to a previously unknown allosteric site. Structural and kinetic data reveal that P29 induces a conformational rearrangement of the P-loop and inhibits PKMYT1 through a mixed ATP competitive and noncompetitive mechanism. A closely related analogue, P32, exhibits selectivity and enhanced potency and engages PKMYT1 in cells. Surprisingly, however, it binds in the ATP binding pocket, demonstrating that subtle chemical modifications can shift binding mode and mechanism of inhibition. Furthermore, computational analysis using structural modeling methods, including AlphaFold2, AlphaFold3, Boltz-2, as well as unbiased MD simulations, indicates that these approaches are limited in their ability to capture this inhibitor-induced cryptic binding site and conformational change. Our study identifies an underexplored allosteric site in PKMYT1 and establishes a new avenue for the rational design of selective kinase inhibitors targeting a cryptic binding site in this emerging drug target. These findings also reveal intrinsic challenges in the computational discovery of noncanonical kinase binding sites and underscore the necessity of integrating computational modeling with experimental testing using structural and functional approaches.

有機化学・薬学
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