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

IF 14.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Congying Pu, Hui Cui, Huaxing Yu, Xin Cheng, Man Zhang, Luoheng Qin, Zhilin Ning, Wen Zhang, Shan Chen, Yuhang Qian, Feng Wang, Ling Wang, Xiaoxia Lin, David Gennert, Frank W. Pun, Feng Ren, Alex Zhavoronkov
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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.

Abstract Image

利用生成式人工智能设计的口服ENPP1抑制剂作为下一代实体瘤STING调节剂
尽管STING- 1型干扰素通路在有效的抗肿瘤免疫中起着关键作用,但直接使用STING激动剂的治疗效果似乎有限。在这项研究中,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证明,在多种实体肿瘤中,水解STING激活环GMP-AMP (cGAMP)的外核苷酸焦磷酸酶/磷酸二酯酶1 (ENPP1)是比直接STING激动剂更安全、更有效的STING调节靶点。然后,我们利用我们基于生成化学人工智能的药物设计平台来促进ISM5939的设计,ISM5939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,而不会诱导毒性炎症细胞因子释放或肿瘤浸润性t细胞死亡。在不同癌症类型的小鼠同基因模型中,ISM5939与靶向PD-1/PD-L1轴和化疗协同抑制肿瘤生长,具有良好的耐受性。我们的研究结果提供了支持ENPP1作为实体肿瘤的先天免疫检查点的证据,并报道了AI设计辅助的ENPP1抑制剂ISM5939作为一种尖端的STING调节剂用于癌症治疗,为免疫治疗的进展铺平了道路。
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来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
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