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使用生成式人工智能设计的口服ENPP1抑制剂,作为用于实体瘤的下一代STING调节剂。

Oral ENPP1 inhibitor designed using generative AI as next generation STING modulator for solid tumors.

作者信息

Pu Congying, Cui Hui, Yu Huaxing, Cheng Xin, Zhang Man, Qin Luoheng, Ning Zhilin, Zhang Wen, Chen Shan, Qian Yuhang, Wang Feng, Wang Ling, Lin Xiaoxia, Gennert David, Pun Frank W, Ren Feng, Zhavoronkov Alex

机构信息

Insilico Medicine Shanghai Ltd, 9F, Chamtime Plaza Block C, Lane 2889, Jinke Road, Pudong New Area, Shanghai, China.

Insilico Medicine US Inc,1000 Massachusetts Avenue, Suite 126, Cambridge, MA, 02138, USA.

出版信息

Nat Commun. 2025 May 23;16(1):4793. doi: 10.1038/s41467-025-59874-0.

DOI:10.1038/s41467-025-59874-0
PMID:40410143
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12102218/
Abstract

Despite the STING-type-I interferon pathway playing a key role in effective anti-tumor immunity, the therapeutic benefit of direct STING agonists appears limited. In this study, we use several artificial intelligence techniques and patient-based multi-omics data to show that Ectonucleotide Pyrophosphatase/Phosphodiesterase 1 (ENPP1), which hydrolyzes STING-activating cyclic GMP-AMP (cGAMP), is a safer and more effective STING-modulating target than direct STING agonism in multiple solid tumors. We then leverage our generative chemistry artificial intelligence-based drug design platform to facilitate the design of ISM5939, an orally bioavailable ENPP1-selective inhibitor capable of stabilizing extracellular cGAMP and activating bystander antigen-presenting cells without inducing either toxic inflammatory cytokine release or tumor-infiltrating T-cell death. In murine syngeneic models across cancer types, ISM5939 synergizes with targeting the PD-1/PD-L1 axis and chemotherapy in suppressing tumor growth with good tolerance. Our findings provide evidence supporting ENPP1 as an innate immune checkpoint across solid tumors and reports an AI design-aided ENPP1 inhibitor, ISM5939, as a cutting-edge STING modulator for cancer therapy, paving a path for immunotherapy advancements.

摘要

尽管STING-I型干扰素通路在有效的抗肿瘤免疫中起关键作用,但直接的STING激动剂的治疗益处似乎有限。在本研究中,我们使用了几种人工智能技术和基于患者的多组学数据来表明,水解STING激活环鸟苷酸-腺苷酸(cGAMP)的胞外核苷酸焦磷酸酶/磷酸二酯酶1(ENPP1),在多种实体瘤中是比直接的STING激动作用更安全、更有效的STING调节靶点。然后,我们利用基于生成化学人工智能的药物设计平台,促进了ISM5939的设计,这是一种口服生物可利用的ENPP1选择性抑制剂,能够稳定细胞外cGAMP并激活旁观者抗原呈递细胞,而不会诱导毒性炎性细胞因子释放或肿瘤浸润性T细胞死亡。在多种癌症类型的小鼠同基因模型中,ISM5939与靶向PD-1/PD-L1轴和化疗协同作用,以良好的耐受性抑制肿瘤生长。我们的研究结果提供了证据支持ENPP1作为实体瘤中的一种先天性免疫检查点,并报道了一种人工智能设计辅助的ENPP1抑制剂ISM5939,作为一种用于癌症治疗的前沿STING调节剂,为免疫治疗的进展铺平了道路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/f29b04230daa/41467_2025_59874_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/1c7364593129/41467_2025_59874_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/56a4e787b474/41467_2025_59874_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/0fce2f3e5085/41467_2025_59874_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/6ae792227461/41467_2025_59874_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/c544e1c06df2/41467_2025_59874_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/ccc2cbc3ac37/41467_2025_59874_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/65cd7b9751b1/41467_2025_59874_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/f29b04230daa/41467_2025_59874_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/1c7364593129/41467_2025_59874_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/56a4e787b474/41467_2025_59874_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/0fce2f3e5085/41467_2025_59874_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/6ae792227461/41467_2025_59874_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/c544e1c06df2/41467_2025_59874_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/ccc2cbc3ac37/41467_2025_59874_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/65cd7b9751b1/41467_2025_59874_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f14/12102218/f29b04230daa/41467_2025_59874_Fig8_HTML.jpg

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本文引用的文献

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