二肽基肽酶-4抑制剂沙格列汀作为意识障碍的候选治疗:深度学习和回顾性临床分析。

IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY
Neurocritical Care Pub Date : 2025-08-01 Epub Date: 2025-02-04 DOI:10.1007/s12028-025-02217-0
Daniel Toker, Jeffrey N Chiang, Paul M Vespa, Caroline Schnakers, Martin M Monti
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引用次数: 0

摘要

背景:尽管意识神经科学取得了进步,但近十多年来没有发现新的治疗意识障碍(DOC)的药物。重新利用美国食品和药物管理局(FDA)批准的现有药物治疗DOC对于改善临床管理和患者预后至关重要。方法:为了在现有fda批准的药物中发现潜在的新治疗方法,我们使用基于深度学习的药物筛选模型,根据药物的三维分子结构预测药物作为唤醒剂的功效。2012年3月至2024年10月的一项回顾性队列研究测试了该模型的预测,重点关注4047名因创伤性、血管性或缺氧性脑损伤而昏迷的患者格拉斯哥昏迷量表(GCS)评分的变化。结果:我们的深度学习药物筛选确定了沙格列汀,一种二肽基肽酶-4抑制剂,作为一种有希望的唤醒药物治疗急性和延长的DOC。回顾性临床分析表明,沙格列汀是糖尿病药物中急性昏迷恢复率最高的药物。在对患者的年龄、性别、初始GCS评分、昏迷病因和血糖状态进行匹配后,脑损伤糖尿病患者接受以肠促胰岛素为基础的治疗,包括二肽基肽酶-4抑制剂和胰高血糖素样肽-1类似物,从昏迷中恢复的比率明显高于两种脑损伤糖尿病患者接受非肠促胰岛素为基础的糖尿病药物(95%置信区间为1.8-14.1%)。P = 0.0331)和无糖尿病脑损伤患者(95%可信区间为2 ~ 21%,P = 0.0272)。匹配后,脑损伤糖尿病患者接受肠素治疗的康复率也明显高于金刚烷胺治疗的患者(95%置信区间差异为2.4-25.1.0%,P = 0.0364)。对临床前研究的回顾确定了沙格列汀和其他以肠促胰岛素为基础的药物可以帮助从急性和慢性DOC中觉醒的几种途径:恢复单胺能和gaba能神经传递,减少脑炎症和氧化损伤,清除过度磷酸化的tau和淀粉样蛋白-β,使丘脑皮质糖代谢正常化,增加神经可塑性,减轻兴奋性脑损伤。结论:我们的研究结果表明,以肠促胰岛素为基础的药物,特别是沙格列汀,可能是治疗DOC的新型药物。需要进一步的前瞻性临床试验来证实其在DOC中的有效性和安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

The Dipeptidyl Peptidase-4 Inhibitor Saxagliptin as a Candidate Treatment for Disorders of Consciousness: A Deep Learning and Retrospective Clinical Analysis.

The Dipeptidyl Peptidase-4 Inhibitor Saxagliptin as a Candidate Treatment for Disorders of Consciousness: A Deep Learning and Retrospective Clinical Analysis.

The Dipeptidyl Peptidase-4 Inhibitor Saxagliptin as a Candidate Treatment for Disorders of Consciousness: A Deep Learning and Retrospective Clinical Analysis.

Background: Despite advancements in the neuroscience of consciousness, no new medications for disorders of consciousness (DOC) have been discovered in more than a decade. Repurposing existing US Food and Drug Administration (FDA)-approved drugs for DOC is crucial for improving clinical management and patient outcomes.

Methods: To identify potential new treatments among existing FDA-approved drugs, we used a deep learning-based drug screening model to predict the efficacy of drugs as awakening agents based on their three-dimensional molecular structure. A retrospective cohort study from March 2012 to October 2024 tested the model's predictions, focusing on changes in Glasgow Coma Scale (GCS) scores in 4047 patients in a coma from traumatic, vascular, or anoxic brain injury.

Results: Our deep learning drug screens identified saxagliptin, a dipeptidyl peptidase-4 inhibitor, as a promising awakening drug for both acute and prolonged DOC. The retrospective clinical analysis showed that saxagliptin was associated with the highest recovery rate from acute coma among diabetes medications. After matching patients by age, sex, initial GCS score, coma etiology, and glycemic status, brain-injured patients with diabetes on incretin-based therapies, including dipeptidyl peptidase-4 inhibitors and glucagon-like peptide-1 analogues, recovered from coma at significantly higher rates compared to both brain-injured patients with diabetes on non-incretin-based diabetes medications (95% confidence interval of 1.8-14.1% higher recovery rate, P = 0.0331) and brain-injured patients without diabetes (95% confidence interval of 2-21% higher recovery rate, P = 0.0272). Post matching, brain-injured patients with diabetes on incretin-based therapies also recovered at a significantly higher rate than patients treated with amantadine (95% confidence interval for the difference 2.4-25.1.0%, P = 0.0364). A review of preclinical studies identified several pathways through which saxagliptin and other incretin-based medications may aid awakening from both acute and chronic DOC: restoring monoaminergic and GABAergic neurotransmission, reducing brain inflammation and oxidative damage, clearing hyperphosphorylated tau and amyloid-β, normalizing thalamocortical glucose metabolism, increasing neural plasticity, and mitigating excitotoxic brain damage.

Conclusions: Our findings suggest incretin-based medications in general, and saxagliptin in particular, as potential novel therapeutic agents for DOC. Further prospective clinical trials are needed to confirm their efficacy and safety in DOC.

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来源期刊
Neurocritical Care
Neurocritical Care 医学-临床神经学
CiteScore
7.40
自引率
8.60%
发文量
221
审稿时长
4-8 weeks
期刊介绍: Neurocritical Care is a peer reviewed scientific publication whose major goal is to disseminate new knowledge on all aspects of acute neurological care. It is directed towards neurosurgeons, neuro-intensivists, neurologists, anesthesiologists, emergency physicians, and critical care nurses treating patients with urgent neurologic disorders. These are conditions that may potentially evolve rapidly and could need immediate medical or surgical intervention. Neurocritical Care provides a comprehensive overview of current developments in intensive care neurology, neurosurgery and neuroanesthesia and includes information about new therapeutic avenues and technological innovations. Neurocritical Care is the official journal of the Neurocritical Care Society.
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