{
    "abstract": "Ischemic stroke (IS) remains a leading cause of disability worldwide, necessitating the development of more effective treatments. While DL-3-n-butylphthalide (NBP) has shown promise in treating IS, its clinical application is limited by hepatotoxicity. G-3702, a structural analog of NBP, has emerged as a potential alternative with reduced hepatotoxicity and proposed pro-angiogenic effects. However, the precise mechanisms underlying G-3702's therapeutic effects in IS remain unclear, hindering its optimization and the identification of novel therapeutic targets. This gap in understanding is particularly significant given the potential of pro-angiogenic treatments to address ischemia-induced vascular damage and improve long-term recovery.\nHere, we employed an integrated approach combining metabolomics, transcriptomics, and machine learning to elucidate G-3702's mechanisms of action in a photothrombotic stroke mouse model. Untargeted metabolomics and pathway analysis explored G-3702's metabolic impacts, while network pharmacology and machine learning algorithms refined key therapeutic target identification. We validated computational insights through immunofluorescence and qPCR experiments.\nOur results demonstrated that G-3702 significantly improved neurological outcomes and reduced cerebral cortex necrosis in IS mice. Metabolomics implicated the Avb3 integrin pathway in G-3702's pro-angiogenic effects, while computational analyses highlighted the PI3K-Akt and HIF-1\u03b1 pathways as central to this action. Machine learning algorithms prioritized potential biomarkers and targets, including BDNF, FGF2, ITGAV, ITGB3, SRC, and RHOA. Immunofluorescence confirmed enhanced angiogenesis, and qPCR demonstrated increased expression of these angiogenesis-related genes following G-3702 treatment.\nThese findings suggest that G-3702 promotes angiogenesis in the ischemic brain area primarily via the Avb3 integrin pathway, offering a mechanistic explanation for its therapeutic effects in IS. By elucidating G-3702's mode of action, this study not only enhances its clinical potential but also contributes to the broader field of stroke treatment by identifying novel therapeutic targets. Our integrated approach to mechanism elucidation advances the understanding of pro-angiogenic treatments for stroke and may serve as a model for future drug development efforts in IS and other complex neurological disorders. Ultimately, this work enhances G-3702's potential for clinical translation as an improved stroke therapy and opens new avenues for optimizing post-stroke recovery.",
    "authors": [
        {
            "affiliation": "Center for Molecular Metabolism, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing, People's Republic of China.\nKey Laboratory of Metabolic Engineering and Biosynthesis Technology, Ministry of Industry and Information Technology, Nanjing, People's Republic of China.",
            "firstname": "Cong",
            "initials": "C",
            "lastname": "Wang"
        },
        {
            "affiliation": "Center for Molecular Metabolism, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing, People's Republic of China.\nSchool of Food Engineering, Anhui Science and Technology University, Fengyang, People's Republic of China.",
            "firstname": "Fang",
            "initials": "F",
            "lastname": "Zhang"
        },
        {
            "affiliation": "Center for Molecular Metabolism, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing, People's Republic of China.\nKey Laboratory of Metabolic Engineering and Biosynthesis Technology, Ministry of Industry and Information Technology, Nanjing, People's Republic of China.",
            "firstname": "Qi",
            "initials": "Q",
            "lastname": "Zheng"
        },
        {
            "affiliation": "Center for Molecular Metabolism, School of Environmental and Biological Engineering, Nanjing University of Science and Technology, Nanjing, People's Republic of China.\nKey Laboratory of Metabolic Engineering and Biosynthesis Technology, Ministry of Industry and Information Technology, Nanjing, People's Republic of China.",
            "firstname": "Junsong",
            "initials": "J",
            "lastname": "Wang"
        }
    ],
    "conclusions": "These findings suggest that G-3702 promotes angiogenesis in the ischemic brain area primarily via the Avb3 integrin pathway, offering a mechanistic explanation for its therapeutic effects in IS. By elucidating G-3702's mode of action, this study not only enhances its clinical potential but also contributes to the broader field of stroke treatment by identifying novel therapeutic targets. Our integrated approach to mechanism elucidation advances the understanding of pro-angiogenic treatments for stroke and may serve as a model for future drug development efforts in IS and other complex neurological disorders. Ultimately, this work enhances G-3702's potential for clinical translation as an improved stroke therapy and opens new avenues for optimizing post-stroke recovery.",
    "copyrights": "\u00a9 2025 The Author(s). CNS Neuroscience & Therapeutics published by John Wiley & Sons Ltd.",
    "doi": "10.1111/cns.70352\n10.1161/STROKEAHA.111.000397\n10.1016/j.jstrokecerebrovasdis.2018.12.035\n10.1080/13880209.2023.2246501\n10.1093/bib/bbad120\n10.1016/j.phrs.2023.106830\n10.1111/cns.13104\n10.1007/s11064-011-0663-3\n10.1007/s11064-022-03648-3\n10.1002/cem.785\n10.3892/mmr.2021.12242\n10.1016/j.ejphar.2011.11.022\n10.1016/j.bjps.2010.12.007\n10.1016/S0169-7439(01)00155-1\n10.1016/j.lfs.2023.121814\n10.1016/j.jstrokecerebrovasdis.2023.107531\n10.1016/j.compbiomed.2024.108375\n10.2174/0109298673274563231031044134\n10.1021/acsomega.3c08184\n10.1136/jnnp-2018-317964\n10.1038/nature22322\n10.1074/jbc.M607525200\n10.1016/S0002-9440(10)64786-4\n10.1161/01.str.25.9.1794\n10.1126/stke.4072007cm2\n10.1007/s12035-020-02016-y\n10.1016/j.gendis.2018.06.001\n10.1111/j.1582-4934.2008.00415.x\n10.1038/s41467-023-43369-x\n10.3389/fphar.2023.1307860",
    "journal": "CNS neuroscience & therapeutics",
    "keywords": [
        "Avb3 integrin pathway",
        "G\u20103702",
        "angiogenesis",
        "ischemic stroke",
        "machine learning",
        "metabolomics",
        "neuroprotection",
        "pathway analysis"
    ],
    "methods": null,
    "publication_date": "2025-04-23",
    "pubmed_id": "40265291\n24449944\n32079017\n36829053\n30732441\n23520238\n30642666\n37621078\n38402909\n36858276\n37031957\n37343647\n37358859\n25722681\n17553527\n19524555\n30784219\n29077149\n22246225\n35958466\n30897537\n24468743\n34762904\n35737204\n34184084\n22130357\n21256822\n37236602\n37453419\n38101276\n36739755\n38569232\n37936458\n38284070\n29666206\n16789974\n28467822\n2473081\n17085437\n11073808\n7521076\n10801897\n17925573\n30535469\n32700252\n30320189\n32853548\n17482097\n18624773\n37985764\n38239196\n37915565\n39087477",
    "results": "Our results demonstrated that G-3702 significantly improved neurological outcomes and reduced cerebral cortex necrosis in IS mice. Metabolomics implicated the Avb3 integrin pathway in G-3702's pro-angiogenic effects, while computational analyses highlighted the PI3K-Akt and HIF-1\u03b1 pathways as central to this action. Machine learning algorithms prioritized potential biomarkers and targets, including BDNF, FGF2, ITGAV, ITGB3, SRC, and RHOA. Immunofluorescence confirmed enhanced angiogenesis, and qPCR demonstrated increased expression of these angiogenesis-related genes following G-3702 treatment.",
    "title": "Elucidating the Neuroprotective Mechanisms of G-3702 in Ischemic Stroke via Integrated Metabolomics and Computational Approaches.",
    "xml": "<Element 'PubmedArticle' at 0x788504cd9da0>"
}