胶质母细胞瘤中的精准神经肿瘤学:用于基因组脑手术的人工智能引导的CRISPR编辑和实时多组学技术
Precision Neuro-Oncology in Glioblastoma: AI-Guided CRISPR Editing and Real-Time Multi-Omics for Genomic Brain Surgery.
作者信息
Șerban Matei, Toader Corneliu, Covache-Busuioc Răzvan-Adrian
机构信息
Puls Med Association, 051885 Bucharest, Romania.
Department of Neurosurgery, "Carol Davila" University of Medicine and Pharmacy, 050474 Bucharest, Romania.
出版信息
Int J Mol Sci. 2025 Jul 30;26(15):7364. doi: 10.3390/ijms26157364.
Precision neurosurgery is rapidly evolving as a medical specialty by merging genomic medicine, multi-omics technologies, and artificial intelligence (AI) technology, while at the same time, society is shifting away from the traditional, anatomic model of care to consider a more precise, molecular model of care. The general purpose of this review is to contemporaneously reflect on how these advances will impact neurosurgical care by providing us with more precise diagnostic and treatment pathways. We hope to provide a relevant review of the recent advances in genomics and multi-omics in the context of clinical practice and highlight their transformational opportunities in the existing models of care, where improved molecular insights can support improvements in clinical care. More specifically, we will highlight how genomic profiling, CRISPR-Cas9, and multi-omics platforms (genomics, transcriptomics, proteomics, and metabolomics) are increasing our understanding of central nervous system (CNS) disorders. Achievements obtained with transformational technologies such as single-cell RNA sequencing and intraoperative mass spectrometry are exemplary of the molecular diagnostic possibilities in real-time molecular diagnostics to enable a more directed approach in surgical options. We will also explore how identifying specific biomarkers (e.g., IDH mutations and MGMT promoter methylation) became a tipping point in the care of glioblastoma and allowed for the establishment of a new taxonomy of tumors that became applicable for surgeons, where a change in practice enjoined a different surgical resection approach and subsequently stratified the adjuvant therapies undertaken after surgery. Furthermore, we reflect on how the novel genomic characterization of mutations like DEPDC5 and SCN1A transformed the pre-surgery selection of surgical candidates for refractory epilepsy when conventional imaging did not define an epileptogenic zone, thus reducing resective surgery occurring in clinical practice. While we are atop the crest of an exciting wave of advances, we recognize that we also must be diligent about the challenges we must navigate to implement genomic medicine in neurosurgery-including ethical and technical challenges that could arise when genomic mutation-based therapies require the concurrent application of multi-omics data collection to be realized in practice for the benefit of patients, as well as the constraints from the blood-brain barrier. The primary challenges also relate to the possible gene privacy implications around genomic medicine and equitable access to technology-based alternative practice disrupting interventions. We hope the contribution from this review will not just be situational consolidation and integration of knowledge but also a stimulus for new lines of research and clinical practice. We also hope to stimulate mindful discussions about future possibilities for conscientious and sustainable progress in our evolution toward a genomic model of precision neurosurgery. In the spirit of providing a critical perspective, we hope that we are also adding to the larger opportunity to embed molecular precision into neuroscience care, striving to promote better practice and better outcomes for patients in a global sense.
精准神经外科正通过融合基因组医学、多组学技术和人工智能(AI)技术迅速发展成为一门医学专科,与此同时,社会正从传统的解剖学护理模式转向更精准的分子护理模式。本综述的总体目的是通过为我们提供更精准的诊断和治疗途径,同时反思这些进展将如何影响神经外科护理。我们希望在临床实践的背景下,对基因组学和多组学的最新进展进行相关综述,并突出它们在现有护理模式中的变革机遇,在这种模式中,对分子的深入了解有助于改善临床护理。更具体地说,我们将强调基因组分析、CRISPR-Cas9和多组学平台(基因组学、转录组学、蛋白质组学和代谢组学)如何增进我们对中枢神经系统(CNS)疾病的理解。单细胞RNA测序和术中质谱等变革性技术所取得的成果,是实时分子诊断中分子诊断可能性的典范,能够在手术选择中采用更具针对性的方法。我们还将探讨识别特定生物标志物(如异柠檬酸脱氢酶(IDH)突变和O6-甲基鸟嘌呤-DNA甲基转移酶(MGMT)启动子甲基化)如何成为胶质母细胞瘤护理的转折点,并促成了一种新的肿瘤分类法的建立,这种分类法适用于外科医生,护理方式的改变要求采用不同的手术切除方法,随后对术后辅助治疗进行分层。此外,我们反思像DEP结构域蛋白5(DEPDC5)和电压门控钠通道1亚基α(SCN1A)等突变的新型基因组特征如何改变了难治性癫痫手术候选者的术前选择,当传统影像学未明确癫痫病灶区时,从而减少了临床实践中的切除性手术。虽然我们正处于令人兴奋的进展浪潮之巅,但我们认识到,在神经外科实施基因组医学时,我们也必须认真应对所面临的挑战,包括基于基因组突变的疗法在实际应用中需要同时应用多组学数据收集以造福患者时可能出现的伦理和技术挑战,以及血脑屏障带来的限制。主要挑战还涉及基因组医学可能对基因隐私产生的影响,以及公平获取基于技术的替代实践破坏性干预措施。我们希望本综述的贡献不仅是对知识的情境性巩固和整合,而且是对新研究方向和临床实践的一种激励。我们还希望激发关于在向精准神经外科基因组模型演进过程中实现审慎和可持续进展的未来可能性的深思熟虑的讨论。本着提供批判性观点的精神,我们希望我们也为将分子精准性融入神经科学护理这一更大的机遇做出贡献,努力在全球范围内为患者促进更好的实践和更好的治疗结果。
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