Simultaneous Multi-Treatment Strategy for Brain Tumor Reduction via Nonlinear Control.

IF 2.7 3区 医学 Q3 NEUROSCIENCES Brain Sciences Pub Date : 2025-02-17 DOI:10.3390/brainsci15020207
Muhammad Arsalan, Xiaojun Yu, Muhammad Tariq Sadiq, Ahmad Almogren
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Abstract

Background: Recently proposed brain-tumor treatment strategies prioritize fast reduction of tumor cell population while often neglecting the radiation or chemotherapeutic drug dosage requirements to achieve it. Moreover, these techniques provide chemotherapy based treatment strategies, while ignoring the toxic side effects of the drugs employed by it. Methods: This study updates the recently proposed brain-tumor system dynamics by incorporating radiotherapy along with chemotherapy to simultaneously initiate both therapies for a more comprehensive and effective response against tumor proliferation. Afterwards, based on the upgraded system dynamics, this study proposes a novel multi-input sigmoid-based smooth synergetic nonlinear controller with the aim to reduce the dosage requirements of both therapies while keeping the overall system response robust and efficient. The novelty of this study lies in the combination of radiotherapy and chemotherapy inputs in a way that prioritizes patients health and well-being, while integrating advanced synergetic control technique with a sigmoid function based smoothing agent. Results: The proposed method reduced baseline radiation and chemo drug dosages by 57% and 33% respectively while effectively suppressing tumor growth and proliferation. Similarly, the proposed controller reduced the time required for complete tumor mitigation by 60% while reducing the radiation and chemotherapeutic drug intensity by 93.8% and 21.3% respectively. Conclusions: This study offers significant improvement in tumor treatment methodologies by providing a safer, less riskier brain-tumor treatment strategy that has promising potential to improve survival rates against this menacing health condition so that the affected patients may lead a healthier and better quality of life.

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基于非线性控制的脑肿瘤减少多治疗同步策略。
背景:最近提出的脑肿瘤治疗策略优先考虑快速减少肿瘤细胞群,而往往忽视了实现这一目标所需的放疗或化疗药物剂量。此外,这些技术提供了基于化疗的治疗策略,同时忽略了所使用药物的毒副作用。方法:本研究更新了最近提出的脑肿瘤系统动力学,将放疗和化疗结合起来,同时启动两种治疗,以更全面有效地对抗肿瘤增殖。随后,基于升级后的系统动力学,本研究提出了一种新的基于多输入sigmoid的平滑协同非线性控制器,旨在降低两种治疗方法的剂量要求,同时保持整体系统响应的鲁棒性和有效性。本研究的新颖之处在于放疗和化疗的结合,以优先考虑患者的健康和福祉,同时将先进的协同控制技术与基于s型函数的平滑剂相结合。结果:该方法在有效抑制肿瘤生长和增殖的同时,使基线放射和化疗药物剂量分别降低57%和33%。同样,该控制器将肿瘤完全缓解所需的时间减少了60%,同时将放疗和化疗药物强度分别减少了93.8%和21.3%。结论:本研究提供了一种更安全、风险更低的脑肿瘤治疗策略,显著改善了肿瘤治疗方法,有望提高这种威胁健康的疾病的生存率,从而使受影响的患者过上更健康、更优质的生活。
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来源期刊
Brain Sciences
Brain Sciences Neuroscience-General Neuroscience
CiteScore
4.80
自引率
9.10%
发文量
1472
审稿时长
18.71 days
期刊介绍: Brain Sciences (ISSN 2076-3425) is a peer-reviewed scientific journal that publishes original articles, critical reviews, research notes and short communications in the areas of cognitive neuroscience, developmental neuroscience, molecular and cellular neuroscience, neural engineering, neuroimaging, neurolinguistics, neuropathy, systems neuroscience, and theoretical and computational neuroscience. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files or software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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