Nanotechnology-based immunotherapy: integrating Artificial Intelligence (AI) with current strategies in combating brain cancer disease.

IF 2.2 Q3 ONCOLOGY
Alia Syazana Mohd Roslei, Hasniza Zaman Huri, Dyah Ayu Oktavianie A Pratama, Ahmad Khusairi Azemi, Zulhisyam Abdul Kari, Md Yasin Ina-Salwany, Najihah Mohd Hashim, Mohd Faizal Ghazali, Abdin Shakirin Mohamad Norpi, Muhammad Fauzi Abd Jalil, Asif Nawaz, Said AlGhenaimi, Mazlan Mohamed, Muhammad Luqman Nordin
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引用次数: 0

Abstract

Brain cancer is one of the most challenging malignancies and a major contributor to worldwide morbidity and mortality. Glioblastoma, the most aggressive adult brain tumor, is associated with poor prognosis despite conventional therapies such as surgery, chemotherapy, and radiotherapy, which often result in severe toxicity and long-term side effects. Immunotherapy holds the potential to provide durable and specific anti-tumor responses; however, its success in brain cancer is hindered by obstacles such as the blood-brain barrier, immunosuppressive tumor microenvironment, and tumor heterogeneity. Nanomedicine offers a powerful approach to overcoming these barriers through targeted and efficient drug delivery. Nanotechnology-based platforms, including lipid-based, polymeric, and inorganic nanoparticles, have demonstrated superior therapeutic efficacy compared to free drugs, with several formulations advancing into clinical trials. Among these, nanotechnology-enabled vaccines represent an emerging frontier, capable of enhancing antigen presentation, stimulating strong immune responses, and overcoming tumor-induced immunosuppression. By combining the precision of nanocarriers with the long-lasting protection of vaccines, nano-vaccines hold great potential to transform brain cancer immunotherapy. Recent studies also suggest that integrating artificial intelligence (AI) with nanotechnology could further enhance the design, targeting, and effectiveness of immunotherapies. Moreover, AI is revolutionizing treatment development by enabling the prediction of immunogenicity, immune responses, and optimizing formulation design and dosing strategies. These advancements collectively accelerate the development and enhance the precision and efficiency of immunotherapy. Hence, this review discusses current nanotechnology-based immunotherapies and highlights the emerging role of integrating AI in vaccine development as next-generation strategies for improving outcomes in brain cancer treatment.

基于纳米技术的免疫治疗:将人工智能(AI)与当前对抗脑癌疾病的策略相结合。
脑癌是最具挑战性的恶性肿瘤之一,也是全球发病率和死亡率的主要原因之一。胶质母细胞瘤是最具侵袭性的成人脑肿瘤,尽管采用手术、化疗和放疗等常规治疗方法,但预后差,往往导致严重的毒性和长期副作用。免疫疗法具有提供持久和特异性抗肿瘤反应的潜力;然而,它在脑癌治疗中的成功受到血脑屏障、免疫抑制肿瘤微环境和肿瘤异质性等障碍的阻碍。纳米医学提供了一种强有力的方法,通过靶向和有效的给药来克服这些障碍。基于纳米技术的平台,包括脂质纳米粒子、聚合物纳米粒子和无机纳米粒子,与游离药物相比,已经证明了更好的治疗效果,有几种配方正在进入临床试验阶段。其中,纳米技术支持的疫苗代表了一个新兴的前沿,能够增强抗原呈递,刺激强烈的免疫反应,并克服肿瘤诱导的免疫抑制。通过将纳米载体的精确性与疫苗的持久保护相结合,纳米疫苗具有改变脑癌免疫治疗的巨大潜力。最近的研究还表明,将人工智能(AI)与纳米技术相结合,可以进一步提高免疫疗法的设计、靶向性和有效性。此外,人工智能通过预测免疫原性、免疫反应以及优化配方设计和给药策略,正在彻底改变治疗发展。这些进步共同加速了免疫治疗的发展,提高了免疫治疗的准确性和效率。因此,本综述讨论了当前基于纳米技术的免疫疗法,并强调了将人工智能整合到疫苗开发中的新作用,作为改善脑癌治疗结果的下一代策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.50
自引率
0.00%
发文量
46
审稿时长
11 weeks
期刊介绍: As the official publication of the National Cancer Institute, Cairo University, the Journal of the Egyptian National Cancer Institute (JENCI) is an open access peer-reviewed journal that publishes on the latest innovations in oncology and thereby, providing academics and clinicians a leading research platform. JENCI welcomes submissions pertaining to all fields of basic, applied and clinical cancer research. Main topics of interest include: local and systemic anticancer therapy (with specific interest on applied cancer research from developing countries); experimental oncology; early cancer detection; randomized trials (including negatives ones); and key emerging fields of personalized medicine, such as molecular pathology, bioinformatics, and biotechnologies.
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