Dyskinesias

运动障碍
  • 文章类型: Journal Article
    背景:运动障碍是中风最常见的并发症之一。针刺疗法(AT)和镜像疗法(MT)是治疗中风后运动障碍的有希望的康复措施。尽管一些研究表明AT和MT对运动障碍是有效和安全的,的影响,由于缺乏强有力的证据,安全性仍然不确定。目的探讨AT联合MT治疗脑卒中后运动障碍的疗效和安全性。
    方法:我们搜索了以下数据库:PubMed,WebofScience,科克伦图书馆,EMBASE,Medline,中国知网,万方,和中国生物医学文献数据库,从开始到2023年1月1日,以确定符合条件的研究。总有效率,Fugl-Meyer评估量表(FMA)上肢和下肢评分,修改后的Barthel指数得分,伯格平衡量表,改良的Ashworth秤,并以不良反应作为结局指标。2名独立评审员使用建议评估开发和评估系统来评估研究中包含的结果指标的证据质量。采用RevManV.5.4软件进行统计分析。
    结果:共纳入24项随机对照研究,包括2133例脑卒中后运动障碍患者。AT联合MT治疗脑卒中后运动障碍的总有效率更有优势(相对危险度=1.31,95%置信区间[CI][1.22-1.42],Z=6.96,P<.0001)。AT联合MT对FMA上肢评分更有利(平均差[MD]=6.67,95%CI[5.21-8.13],Z=8.97,P<.00001)和FMA下肢评分(MD=3.72,95%CI[2.81-4.63],Z=7.98,P<.00001)。Meta分析显示,AT联合MT治疗脑卒中后运动障碍的改良Barthel指数评分更有优势(MD=9.51,95%CI[7.44-11.58],Z=9.01,P<.00001)。
    结论:AT联合MT可有效改善患者的运动功能和日常生活能力。尤其是改善肌肉痉挛.然而,鉴于评估结果的证据质量较低,因此应谨慎对待这些结果。
    BACKGROUND: Dyskinesia is one of the most common complications of stroke. Acupuncture therapy (AT) and mirror therapy (MT) are promising rehabilitation measures for the treatment of post-stroke dyskinesia. Although some studies suggested that AT and MT are effective and safe for dyskinesia, the effects, and safety remain uncertain due to lacking strong evidence. The purpose of this study is to investigate the efficacy and safety of AT combined with MT in the treatment of post-stroke dyskinesia.
    METHODS: We searched the following databases: PubMed, Web of Science, Cochrane Library, EMBASE, Medline, China Knowledge Network, WANFANG, and China Biomedical Literature Database, from inception to 1 January 2023 to identify eligible studies. Total effective rate, the Fugl-Meyer assessment scale (FMA) upper and lower limb scores, modified Barthel index scores, Berg balance scale, modified Ashworth scale, and adverse reactions were adopted as outcome indicators. The Grading of Recommendations Assessment Development and Evaluation system was used by 2 independent reviewers to assess the quality of evidence for the outcome indicators included in the study. The statistical analysis was conducted by RevMan V.5.4 software.
    RESULTS: A total of 24 randomized controlled studies included 2133 patients with post-stroke dyskinesia were included. The total effective rate of AT combined with MT was more advantageous in the treatment of post-stroke dyskinesia (relative risk = 1.31, 95% confidence interval [CI] [1.22-1.42], Z = 6.96, P < .0001). AT combined with MT was more advantageous for FMA upper limb score (mean difference [MD] = 6.67, 95% CI [5.21-8.13], Z = 8.97, P < .00001) and FMA lower limb score (MD = 3.72, 95% CI [2.81-4.63], Z = 7.98, P < .00001). Meta-analysis showed that AT combined with MT for post-stroke dyskinesia had a more advantageous modified Barthel index score (MD = 9.51, 95% CI [7.44-11.58], Z = 9.01, P < .00001).
    CONCLUSIONS: AT combined with MT is effective in improving motor function and daily living ability of patients, especially in improving muscle spasms. However, these results should be regarded with caution given the low quality of evidence for the evaluation results.
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  • 文章类型: Journal Article
    目的:膀胱过度活动症(OAB)和运动障碍是帕金森病(PD)患者常见的并发症。然而,OAB与运动障碍之间的相关性尚未得到充分探索。这项研究的目的是检查运动障碍之间的关系,OAB,和PD患者的临床特征。
    方法:本研究纳入了1338例PD患者。比较了有或没有运动障碍和OAB症状的患者的人口统计学特征。对运动障碍进行Logistic回归分析,筛选临床相关因素。膀胱过度活跃症状评分(OABSS)进一步用于对OAB的严重程度与运动障碍的发生之间的关联进行分层。
    结果:这项研究表明,运动障碍和OAB均与疾病严重程度和认知状态显着相关。患有运动障碍和OAB的PD患者具有较高的UPDRS评分(p<0.001),H-Y评分(p<0.001),NMSQ(p<0.001)和MoCA评分(p<0.001),并鉴定出较低的MMSE评分(p<0.001)。多变量逻辑回归证实疾病持续时间(p=0.041),LEDD(p<0.001),UPDRSII(p<0.001),MoCA(p=0.024),紧迫性(p<0.001),频率(p<0.001),夜尿症(p=0.002)是运动障碍的独立危险因素。趋势分析表明,当患者表现出中度至重度OAB症状(OABSS>5)时,运动障碍的风险显着增加(p<0.001)。OABSS和年龄之间没有发现显著的相互作用,性别,疾病持续时间,LEDD,和不同亚组的NMSQ得分,表明OABSS>5的患者运动障碍更明显。
    结论:这项研究提供了令人信服的证据支持OAB与PD患者运动障碍之间的强相关性,强调这两种情况之间存在共同的致病机制。我们的发现强调了在PD的临床管理中同时考虑OAB和运动障碍的重要性。研究OAB和运动障碍之间的复杂联系可以揭示PD复杂病理生理学的有价值的见解,并有可能确定更有效的PD治疗策略的新治疗靶点。
    OBJECTIVE: Overactive bladder (OAB) and dyskinesia are frequent complications in patients with Parkinson\'s disease (PD). However, the correlation between OAB and dyskinesia has been insufficiently explored. The purpose of this study was to examine the relationship between dyskinesia, OAB, and clinical characteristics among individuals with PD.
    METHODS: 1338 PD patients were included in the present study. Demographic features were compared between patients with or without dyskinesia and OAB symptoms. Logistic regression was conducted on dyskinesia to screen clinically relevant factors. Overactive Bladder Symptom Score (OABSS) was further used to stratify the association between the severity of OAB and the occurrence of dyskinesia.
    RESULTS: This study indicates that both dyskinesia and OAB are significantly related to disease severity and cognitive status. PD patients with dyskinesia and OAB having higher UPDRS scores (p < 0.001), H-Y scores (p < 0.001), NMSQ (p < 0.001) and MoCA scores (p < 0.001), and lower MMSE scores (p < 0.001) are identified. The multivariate logistic regression confirms that disease duration (p = 0.041), LEDD (p < 0.001), UPDRSII (p < 0.001), MoCA (p = 0.024), urgency (p < 0.001), frequency (p < 0.001), and nocturia (p = 0.002) are independent risk factors for dyskinesia. Trend analysis indicates that the risk of dyskinesia significantly increases when patients exhibit moderate to severe OAB symptoms (OABSS > 5) (p < 0.001). No significant interactions were found between OABSS and age, gender, disease duration, LEDD, and NMSQ scores in different subgroups, indicating that dyskinesia is more pronounced in patients with OABSS > 5.
    CONCLUSIONS: This study provides compelling evidence supporting the strong correlation between OAB and dyskinesia in PD patients, emphasizing the presence of shared pathogenic mechanisms between these two conditions. Our findings underscore the importance of considering both OAB and dyskinesia in the clinical management of PD, investigating the intricate connections between OAB and dyskinesia could unveil valuable insights into the complex pathophysiology of PD and potentially identify novel therapeutic targets for more effective PD treatment strategies.
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  • 文章类型: Case Reports
    Fatal familial insomnia,an autosomal dominant prion disease,is rare.We reported the clinical symptoms,examination results,diagnosis,treatment,and prognosis of a patient who was diagnosed with fatal familial insomnia.Furthermore,we described the unique clinical manifestations that involuntary movements and laryngeal stridor were significantly correlated with postural changes,aiming to provide reference for the clinical diagnosis,treatment,and research of the disease in the future.
    致死性家族性失眠症是一种罕见的常染色体显性遗传的朊蛋白病,本文报道1例确诊的致死性家族性失眠症患者的临床症状、相关检查、诊断、治疗及预后情况,并对其不自主运动、喉部喘鸣与体位改变显著相关的独特临床表现进行描述,以期为该病今后的临床诊治和研究提供参考。.
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  • 文章类型: Journal Article
    玉米赤霉烯酮(ZEA),一种常见的霉菌毒素,已经在许多地区和作物中得到认可,对生物体甚至人类构成重大威胁。然而,机车缺陷的机理仍然未知。在这里,采用斑马鱼幼虫研究ZEA对发育指标的影响,肌肉和神经毒性,凋亡,斑马鱼幼虫的转录组和运动行为。暴露于ZEA(0、0.5、1、2和4μM)的斑马鱼幼虫的存活率没有变化,但是斑马鱼幼虫的畸形率急剧增加,表现为严重的身体弯曲,并对孵化率和体长产生不利影响。此外,幼虫表现为肌肉缺陷和神经发育异常,导致游泳能力下降,这可能是由于细胞凋亡的异常过度激活。这在随后的转录组分析中通过富集caspase8介导的凋亡信号通路得到证实。同时,ZEA和caspase8抑制剂共同暴露的幼虫的游泳行为恢复。这些发现为ZEA暴露的风险评估和潜在治疗目标提供了重要证据。
    Zearalenone (ZEA), one of the usual mycotoxins, has been recognized in many areas and crops, posing a significant threat to the living organisms even to human beings. However, the mechanisms of locomotive defects remain unknown. Herein, zebrafish larvae was employed to investigate ZEA effects on developmental indexes, muscle and neural toxicity, apoptosis, transcriptome and motor behaviors of zebrafish larvae. Zebrafish larvae exposed to ZEA (0, 0.5, 1, 2 and 4 μM) showed no change in survival rate, but the malformation rate of zebrafish larvae increased dramatically manifesting with severe body bending and accomplished with adverse effects on hatching rate and body length. Moreover, the larvae manifested with defective muscle and abnormal neural development, resulting in decreased swimming ability, which probably due to the abnormal overactivation of apoptosis. And this was confirmed by enriched caspase 8-mediated apoptosis signaling pathway in the following transcriptome analysis. Meanwhile, there was a recovery in swimming behaviors in the larvae co-exposed in ZEA and caspase 8 inhibitor. These findings provide an important evidence for risk assessment and potential treatment target of ZEA exposure.
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  • 文章类型: Journal Article
    Parkinson\'s disease (PD) is a neurodegenerative condition that results in dyskinesia, with oxidative stress playing a pivotal role in its progression. Antioxidant peptides may thus present therapeutic potential for PD. In this study, a novel cathelicidin peptide (Cath-KP; GCSGRFCNLFNNRRPGRLTLIHRPGGDKRTSTGLIYV) was identified from the skin of the Asiatic painted frog ( Kaloula pulchra). Structural analysis using circular dichroism and homology modeling revealed a unique αββ conformation for Cath-KP. In vitro experiments, including free radical scavenging and ferric-reducing antioxidant analyses, confirmed its antioxidant properties. Using the 1-methyl-4-phenylpyridinium ion (MPP +)-induced dopamine cell line and 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-induced PD mice, Cath-KP was found to penetrate cells and reach deep brain tissues, resulting in improved MPP +-induced cell viability and reduced oxidative stress-induced damage by promoting antioxidant enzyme expression and alleviating mitochondrial and intracellular reactive oxygen species accumulation through Sirtuin-1 (Sirt1)/Nuclear factor erythroid 2-related factor 2 (Nrf2) pathway activation. Both focal adhesion kinase (FAK) and p38 were also identified as regulatory elements. In the MPTP-induced PD mice, Cath-KP administration increased the number of tyrosine hydroxylase (TH)-positive neurons, restored TH content, and ameliorated dyskinesia. To the best of our knowledge, this study is the first to report on a cathelicidin peptide demonstrating potent antioxidant and neuroprotective properties in a PD model by targeting oxidative stress. These findings expand the known functions of cathelicidins, and hold promise for the development of therapeutic agents for PD.
    帕金森病(PD)是一种以运动障碍为主要临床表现的的神经退行性疾病。这种运动障碍通常由氧化应激损伤导致,这表明抗氧化肽可能具有治疗帕金森病的潜力。在该研究中,我们从 Kaloula pulchra青蛙的皮肤中鉴定出一种名为Cath-KP (GCSGRFCNLFNNRRPGRLTLIHRPGGDKRTSTGLIYV)的新型 Cathelicidin 多肽。圆二色谱和同源建模分析表明,Cath-KP 具有独特的 αββ结构;自由基清除实验和铁还原抗氧化分析的体外实验证实了其抗氧化特性。我们使用1-甲基-4-苯基吡啶离子 (MPP +)诱多巴胺神经元细胞系(MN9D)构建PD细胞模型,和使用1-甲基-4-苯基-1,2,3,6-四氢吡啶(MPTP)处理C57小鼠构建PD动物模型。实验表明,Cath -KP可内化至细胞内并递送至深部脑组织,提高MPP +诱导的细胞活力,并通过激活Sirt1/Nrf2抗氧化通路,促进抗氧化酶的表达,减轻线粒体损伤和细胞内活性氧的积累,缓解细胞氧化应激损伤。FAK和p38也在其调节中发挥作用。最终,使用Cath-KP 治疗PD小鼠可以提高黑质区域酪氨酸羟化酶 (TH) 阳性神经元的数量和纹状体TH的表达,并改善小鼠的运动行为障碍。据我们所知,这是第一个通过作用氧化应激在PD模型中展示出有效的抗氧化和神经保护特性的Cathelicidin家族多肽。这些发现扩展了Cathelicidins的已知功能,并为开发新的PD治疗药物带来了希望。.
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  • 文章类型: Case Reports
    糖尿病性纹状体病(DS)是一种罕见的糖尿病中枢神经系统并发症,主要表现为非酮症性高血糖和偏侧不自主运动。很少报道仅表现为亚急性认知功能下降的糖尿病性纹状体病变患者。在本文中,我们报告了一名DS患者,仅表现为亚急性认知下降,而没有不自主运动,头颅CT显示基底神经节双侧高密度。相比之下,SWI显示右侧尾状核头微出血。经过一周的治疗,包括血糖控制,患者表现出认知功能的显著改善,而重复的头颅CT显示右侧基底节区高密度改善。一个月后,在电话随访中,患者的症状没有复发。
    Diabetic striatopathy (DS) is a rare central nervous system complication of diabetes mellitus, characterized mainly by non-ketotic hyperglycemia and lateralized involuntary movements. Patients with diabetic striatopathy manifested solely by subacute cognitive decline were rarely reported. In this paper, we report a patient with DS who presented solely with subacute cognitive decline without involuntary movements, and cranial CT showed bilateral high density in the basal ganglia. In contrast, SWI showed microhemorrhages in the right caudate nucleus head. After one week of treatment, including glycemic control, the patient showed significant improvement in cognitive function, while a repeat cranial CT showed improved hyperdensity in the right basal ganglia region. 1 month later, at telephone follow-up, the patient\'s symptoms did not recur.
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  • 文章类型: English Abstract
    The paper introduces professor ZHUANG Li-xing\'s clinical experience in treatment of dyskinesia of Parkinson\'s disease with acupuncture at triple-acupoint prescription. In pathogenesis, dyskinesia of Parkinson\'s disease refers to yang deficiency and disturbing wind. In treatment, acupuncture focuses on warming yang, promoting the circulation of the governor vessel, regulating the spirit and stopping trembling; and Baihui (GV 20), Suliao (GV 25) and Dingchanxue (Extra) are selected to be \"trembling relief needling\". In combination with Jin\'s three needling, named \"three-trembling needling\" \"three-governor-vessel needling\" and \"three-spasm needling\", the triple-acupoint prescription is composed. To ensure the favorable therapeutic effect, this prescription is modified according to the symptoms and the specific techniques of acupuncture are combined such as conducting qi, harmonizing yin and yang, and manipulating gently for reinforcing and reducing.
    介绍庄礼兴教授运用“治异三针”穴组针刺治疗帕金森病异动症的临床经验。庄教授认为帕金森病异动症基础病机是“阳虚风动”,针刺治疗以“温阳通督、调神止颤”为法,选择百会、素髎、定颤穴作为“止颤针”,配合靳三针中的“颤三针”“督三针”“挛三针”,构成“治异三针”穴组,随症加减,配合导气同精、小补小泻的特定针刺手法。.
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  • 文章类型: Case Reports
    背景:舞蹈细胞增多症(ChAc)是一种罕见的遗传性常染色体隐性遗传神经退行性疾病,由液泡蛋白分类13同源物A(VPS13A)基因的致病变异引起。尚未完全阐明VPS13A的变体谱。这项研究报告了ChAc中的两个新的杂合VPS13A致病变体,扩展了VPS13A的变体谱。
    方法:我们描述了一例29岁男性患者的典型ChAc临床表现,包括舞蹈病,口面舌运动障碍,声乐抽搐,血清生化指标升高,外周血中的棘皮细胞增加,尾状核萎缩.下一代测序揭示了VPS13A的两个杂合变体:无义变体(NM_033305.2:c.8215G>T,p。Glu2739Ter)和外显子25-31中的缺失变体。
    结论:鉴定的无义变体导致翻译过早终止,而缺失变体预计会导致编码蛋白质中氨基酸残基的显著框内缺失。两种变体都被认为是致病性的并且导致功能丧失蛋白。这些发现对VPS13A变异患者的遗传咨询具有重要意义。
    BACKGROUND: Chorea-acanthocytosis (ChAc) is a rare hereditary autosomal recessive neurodegenerative disorder caused by pathogenic variants of the Vacuolar Protein Sorting 13 homolog A (VPS13A) gene. The variant spectrum of VPS13A has not been completely elucidated. This study reports two novel heterozygous VPS13A pathogenic variants in ChAc that expand the variant spectrum of VPS13A.
    METHODS: We described a case of a 29-year-old man with typical clinical manifestations of ChAc, including chorea, orofacial lingual dyskinesia, vocal tics, elevated serum biochemical indicators, increased acanthocytes in peripheral blood, and caudate nucleus atrophy. Next-generation sequencing revealed two heterozygous variants of VPS13A: a nonsense variant (NM_033305.2: c.8215G > T, p. Glu2739Ter) and a deletion variant in the exons 25-31.
    CONCLUSIONS: The identified nonsense variant gives rise to premature translation termination, while the deletion variant is expected to cause a significant in-frame deletion of amino acid residues in the encoded protein. Both variants are considered to be pathogenic and result in loss-of-function proteins. These findings have implications for the genetic counseling of patients with VPS13A variants.
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  • 文章类型: Journal Article
    帕金森病(PD)是最常见的神经退行性疾病。它降低了患者的运动和认知功能。长春西汀(Vinp)具有抗炎和抗氧化的作用,并能改善患者的认知功能。本研究旨在研究Vinp对6-羟基多巴胺氢溴酸盐(6-OHDA)诱导的PD大鼠模型中运动障碍的治疗作用。我们通过注射6-OHDA构建了PD大鼠模型,用Vinp干预了7天.通过开放视野测试和旋转测试评估大鼠的运动功能。此外,应用H&E染色观察纹状体多巴胺能神经元的变化。检测大鼠纹状体中超氧化物歧化酶(SOD)和丙二醛(MDA)的含量。我们通过蛋白质印迹和qRT-PCR评估了Vinp对α-突触核蛋白(α-Syn)和Wnt/β-catenin信号通路相关分子的影响。PD组大鼠水平运动频率和交叉正方形数减少,增加接触时间和旋转频率,多巴胺能神经元数量减少并伴有严重的形态学损伤。Vinp处理增加了水平运动频率和交叉的正方形数,减少接触时间,PD大鼠的旋转频率。此外,Vinp下调α-Syn蛋白表达和MDA水平,同时上调PD大鼠纹状体的SOD活性。此外,Vinp处理激活了PD大鼠纹状体中的Wnt/β-catenin信号通路。总之,Vinp通过减轻氧化应激改善6-OHDA诱导的PD大鼠的运动障碍,这些作用可能与激活Wnt/β-catenin信号通路有关。
    Parkinson\'s disease (PD) is the commonest neurodegenerative disorder. It reduces motor and cognitive function in patients. Vinpocetine (Vinp) has the effects of anti-inflammatory and antioxidant, and could improve cognitive function in patients. This study was aimed to investigating the therapeutic effects of Vinp on dyskinesia in a 6-Hydroxydopamine hydrobromide (6-OHDA)-induced PD rat model. We constructed a PD rat model by injecting 6-OHDA, and intervened with Vinp for 7 days. The motor function of the rats was evaluated by an open-field test and rotation test. Besides, H&E staining was applied to observe the changes of dopaminergic neurons in the striatum. The levels of superoxide dismutase (SOD) and malondialdehyde (MDA) in the rat striatum were detected. We assessed the impact of Vinp on α-synuclein (α-Syn) and Wnt/β-catenin signaling pathway-related molecules by western blot and qRT-PCR. Rats in the PD group showed reduced horizontal movement frequency and number of squares crossed, increased contact time and rotation frequency, and reduced number of dopaminergic neurons accompanied by severe morphological damage. Vinp treatment increased the horizontal movement frequency and number of squares crossed, reduced the contact time, and rotation frequency in PD rats. Also, Vinp downregulated α-Syn protein expression and MDA level, while upregulated SOD activity in the striatum of PD rats. Furthermore, Vinp treatment activated the Wnt/β-catenin signaling pathway in the striatum of PD rats. In conclusion, Vinp improved the dyskinesia in 6-OHDA-induced PD rats by alleviating oxidative stress, and these effects may be associated with activating the Wnt/β-catenin signaling pathway.
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  • 文章类型: Journal Article
    背景:目前关于预测帕金森病(PD)中与左旋多巴治疗相关的运动并发症的研究有限。左旋多巴诱发的运动障碍(LID)是一种严重影响PD患者生活质量的运动并发症。三分之一的PD患者在左旋多巴治疗的1至6年内发展为LID。本研究旨在构建基于影像组学和机器学习的模型来预测PD中的早期LID。
    方法:在左旋多巴治疗的前6年中,我们从49个PD对照和54个PD和LID的基线获得的T1加权MRI中提取了影像组学特征。与PD发作相关的六个大脑区域被分割为感兴趣区域(ROI)。使用最小绝对收缩和选择运算符(LASSO)进行特征选择。利用支持向量机(SVM)的机器学习方法,随机森林(RF),和AdaBoost,我们构建了影像组学模型和混合模型。混合模型结合了影像组学特征和统一帕金森病评定量表第三部分(UPDRSIII)总分。进行五次交叉验证并重复20次以验证分类器的稳定性。我们使用了敏感性,特异性,准确度,接收机工作特性(ROC)曲线,和ROC曲线下面积(AUC)用于模型验证。
    结果:我们从6138个影像组学特征中选择了33个。在影像组学模型的测试集中,SVM的AUC值,射频,和AdaBoost分类器分别为0.905、0.808和0.778,准确度分别为0.839、0.742和0.710。混合模型具有较好的预测性能。在测试集中,SVM的AUC值,射频,和AdaBoost分类器分别为0.958、0.861和0.832,准确度分别为0.903、0.806和0.774。
    结论:我们的结果表明,T1加权MRI在预测PD早期LID方面有价值。这项工作表明,影像组学特征和临床特征的组合对于识别PD中的早期LID具有良好的潜力和价值。
    BACKGROUND: Current research on the prediction of movement complications associated with levodopa therapy in Parkinson\'s disease (PD) is limited. levodopa-induced dyskinesia (LID) is a movement complication that seriously affects the life quality of PD patients. One-third of PD patients develop LID within 1 to 6 years of levodopa treatment. This study aimed to construct models based on radiomics and machine learning to predict early LID in PD.
    METHODS: We extracted radiomics features from the T1-weighted MRI obtained in the baseline of 49 PD control and 54 PD with LID in the first 6 years of levodopa therapy. Six brain regions related to the onset of PD were segmented as regions of interest (ROIs). The least absolute shrinkage and selection operator (LASSO) was used for feature selection. Using the machine learning methods of support vector machine (SVM), random forest (RF), and AdaBoost, we constructed radiomics models and hybrid models. The hybrid models combined the radiomics features and the Unified Parkinson\'s Disease Rating Scale part III (UPDRS III) total score. The five-fold cross-validation was performed and repeated 20 times to validate the stability of the classifiers. We used sensitivity, specificity, accuracy, receiver operating characteristic (ROC) curves, and area under the ROC curve (AUC) for model validation.
    RESULTS: We selected 33 out of 6138 radiomics features. In the testing set of the radiomics model, the AUC values of the SVM, RF, and AdaBoost classifiers were 0.905, 0.808, and 0.778, respectively, and the accuracies were 0.839, 0.742, and 0.710. The hybrid models had better prediction performance. In the testing set, the AUC values of SVM, RF, and AdaBoost classifiers were 0.958, 0.861, and 0.832, respectively, and the accuracies were 0.903, 0.806, and 0.774.
    CONCLUSIONS: Our results indicate that T1-weighted MRI is valuable in predicting early LID in PD. This work demonstrates that the combination of radiomics features and clinical features has good potential and value for identifying early LID in PD.
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