Parkinson

帕金森病
  • 文章类型: Journal Article
    在全球人口老龄化的帕金森病(PD)发病率上升的情况下,对非侵入性和可靠的诊断方法的需求越来越重要.这篇综述评估了经颅超声(TCS)在早期发现和监测PD中的战略作用。TCS检测黑质高回声的能力为其与基本神经病理学改变的相关性提供了深刻的见解-即,铁积累,神经黑色素耗竭,和神经胶质增殖-PD病理生理学的基础。我们的分析突出了TCS的优势,包括它的非侵入性,成本效益,和易用性,将其定位为早期诊断和持续疾病进展监测的宝贵工具。此外,TCS协助识别潜在风险和保护因素,促进量身定制的治疗策略,以提高临床疗效。这篇综述主张扩大TCS的利用和进一步研究,以最大限度地提高其在PD管理中的诊断和预后潜力。有助于对这种疾病有更细致的了解。
    Amidst rising Parkinson\'s disease (PD) incidence in an aging global population, the need for non-invasive and reliable diagnostic methods is increasingly critical. This review evaluates the strategic role of transcranial sonography (TCS) in the early detection and monitoring of PD. TCS\'s ability to detect substantia nigra hyperechogenicity offers profound insights into its correlation with essential neuropathological alterations-namely, iron accumulation, neuromelanin depletion, and glial proliferation-fundamental to PD\'s pathophysiology. Our analysis highlights TCS\'s advantages, including its non-invasiveness, cost-effectiveness, and ease of use, positioning it as an invaluable tool for early diagnosis and continual disease progression monitoring. Moreover, TCS assists in identifying potential risk and protective factors, facilitating tailored therapeutic strategies to enhance clinical outcomes. This review advocates expanding TCS utilization and further research to maximize its diagnostic and prognostic potential in PD management, contributing to a more nuanced understanding of the disease.
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  • 文章类型: Journal Article
    背景:帕金森病(PD)是一种进行性神经退行性疾病,患病率越来越高。仍然缺乏有效的诊断标记和治疗方法。探索PD的关键分子标志物和机制有助于早期诊断和改善治疗。
    方法:从GEO数据库获得三个数据集GSE174052,GSE77668和GSE168496,以搜索差异表达的circRNA(DECs),miRNA(DEMis),和mRNA(DEM)。GO和KEGG富集分析,和蛋白质-蛋白质相互作用(PPI)网络构建来探索DEM的可能作用。选择Hub基因来建立与circRNA相关的竞争内源性RNA(ceRNA)网络。
    结果:有1005个下调的DEC,21个上调和21个下调的DEMIS,并确定了266个上调的DEM和234个下调的DEM。DEM在各种PD相关功能和途径(如细胞外基质组织)中显著富集,多巴胺合成,PI3K-Akt,和钙信号通路。筛选出21个枢纽基因,并构建了一个PD相关的ceRNA调控网络,包含31个circRNAs,一个miRNA(miR-371a-3p),和一个hub基因(KCNJ6)。
    结论:我们鉴定了PD相关的分子标记和ceRNA调控网络,为PD的诊断和治疗提供了新的方向。
    BACKGROUND: Parkinson\'s disease (PD) is a progressive neurodegenerative disease with increasing prevalence. Effective diagnostic markers and therapeutic methods are still lacking. Exploring key molecular markers and mechanisms for PD can help with early diagnosis and treatment improvement.
    METHODS: Three datasets GSE174052, GSE77668, and GSE168496 were obtained from the GEO database to search differentially expressed circRNA (DECs), miRNAs (DEMis), and mRNAs (DEMs). GO and KEGG enrichment analyses, and protein-protein interaction (PPI) network construction were implemented to explore possible actions of DEMs. Hub genes were selected to establish circRNA-related competing endogenous RNA (ceRNA) networks.
    RESULTS: There were 1005 downregulated DECs, 21 upregulated and 21 downregulated DEMis, and 266 upregulated and 234 downregulated DEMs identified. The DEMs were significantly enriched in various PD-associated functions and pathways such as extracellular matrix organization, dopamine synthesis, PI3K-Akt, and calcium signaling pathways. Twenty-one hub genes were screened out, and a PD-related ceRNA regulatory network was constructed containing 31 circRNAs, one miRNA (miR-371a-3p), and one hub gene (KCNJ6).
    CONCLUSIONS: We identified PD-related molecular markers and ceRNA regulatory networks, providing new directions for PD diagnosis and treatment.
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  • 文章类型: Journal Article
    已经提出,拟除虫菊酯的暴露有助于神经退行性疾病的患病率增加。然而,潜在机制尚不清楚.本研究旨在探讨广泛使用的拟除虫菊酯对帕金森病(PD)风险的影响。联苯菊酯(1S-顺式联苯菊酯,1R-顺式-联苯菊酯,消旋)通过口服管饲法以10mg/kgbw/天的剂量对雄性Parkin-/-小鼠和C57BL/6小鼠施用28天。Bifenthrin暴露显着增加了爬杆的时间,并减少了旋转杆运行的时间,表明联苯菊酯降低了帕金森病-/-小鼠的运动协调性,1S-顺式联苯菊酯更明显。此外,联苯菊酯诱导酪氨酸羟化酶(TH)细胞计数和TH蛋白表达明显降低。暴露于联苯菊酯后,观察到线粒体自噬LC3B和p62的蛋白质增加。检测到铁沉积和铁转运转铁蛋白(Tf)和转铁蛋白受体2(TfR2)的蛋白质表达增加。1S-顺式联苯菊酯与Tf结合,TfR2和GPX4的结合能低于1R-顺式联苯菊酯,导致与这些蛋白质更强的相互作用。这些结果表明,联苯菊酯对与线粒体自噬和铁凋亡相关途径相关的运动活动和协调的结构依赖性PD样作用。这些数据表明,拟除虫菊酯暴露增加了帕金森样症状的潜力,通过在Parkin-/-小鼠中的铁凋亡途径,比在C57BL/6小鼠中更明显,提供环境神经毒素对PD风险的前瞻性对映选择性毒性作用。
    It has been proposed that pyrethroid exposure contributes to the increasing prevalence of neurodegenerative diseases. However, the potential mechanisms remain unclear. The current study aimed to investigate the effects of the widely used pyrethroid bifenthrin on Parkinson\'s disease (PD) risk. Bifenthrin (1S-cis-bifenthrin, 1R-cis-bifenthrin, raceme) was administered to male Parkin-/- mice and C57BL/6 mice by oral gavage at a dose of 10 mg/kg bw/day for 28 days. Bifenthrin exposure significantly increased the time of pole climbing and decreased the period of rotarod running, indicating that bifenthrin decreased motor coordination in Parkin-/- mice, which was more evident by 1S-cis-bifenthrin. Furthermore, administration of bifenthrin induced obvious decreases in tyrosine hydroxylase (TH)+ cell count and the protein expression of TH. Increased protein of mitochondrial autophagy LC3B and p62 was observed after exposure to bifenthrin. Increased iron deposition and protein expression of iron transport transferrin (Tf) and transferrin receptor 2 (TfR2) was detected. 1S-cis-bifenthrin bound with Tf, TfR2, and GPX4 with lower binding energies than 1R-cis-bifenthrin, resulting in stronger interactions with these proteins. These results show structure-dependent PD-like effects of bifenthrin on motor activity and coordination associated with the disturbed mitochondrial autophagy and ferroptosis-related pathway. These data demonstrate that pyrethroid exposure increases the potential of Parkinson\'s-like symptoms via the ferroptosis pathway in Parkin-/- mice that is more pronounced than in C57BL/6 mice, providing a prospective enantioselective toxic effect of environmental neurotoxins on PD risk.
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  • 文章类型: Systematic Review
    细胞移植作为帕金森病的治疗方法已经研究了几十年,干细胞可能是这种治疗最有前途的细胞来源。我们旨在研究干细胞移植是否有助于帕金森病的治愈,以及可能影响该疗法疗效的因素。
    PubMed,Embase,科克伦图书馆,WebofScience,SinoMed,中国国家知识基础设施(CNKI),中国科技期刊数据库(VIP),和ChinaInfo进行了彻底搜索,以寻找在帕金森病患者中进行干细胞移植的对照试验或随机对照试验。对合并效应进行分析,以95%置信区间评估加权平均差(WMD)。
    确定了9篇文章,其中包括129个人。干细胞移植是治疗帕金森病的有效方法(WMD=-14.86;95%CI:-16.62至-13.10;p<0.00001),神经干细胞,脐带间充质干细胞(UCMSCs),骨髓间充质干细胞(BMMSCs)是移植的有效细胞来源。干细胞移植可有效至少12个月,但由于监测患者超过1年的有限研究,其长期有效性仍然未知,更不用说几十年了。
    来自对照试验的数据表明,干细胞移植作为帕金森氏病的治疗方法可以有效至少12个月。可能影响其疗效的因素是移植后的时间和干细胞类型。
    (注册ID:CRD42022353145)。
    UNASSIGNED: Cell transplants as a treatment for Parkinson\'s disease have been studied for decades, and stem cells may be the most promising cell sources for this treatment. We aimed to investigate whether stem cell transplantation contributes to the cure for Parkinson\'s disease and the factors that may influence the efficacy for this therapy.
    UNASSIGNED: PubMed, Embase, Cochrane Library, Web of Science, SinoMed, China National Knowledge Infrastructure (CNKI), China Science and Technology Journal Database (VIP), and ChinaInfo were thoroughly searched to find controlled trials or randomized controlled trials performing stem cell transplantation in patients with Parkinson\'s disease. The pooled effects were analyzed to evaluate the weighted mean difference (WMD) with 95% confidence intervals.
    UNASSIGNED: Nine articles were identified including 129 individuals. Stem cell transplantation was an effective treatment for Parkinson\'s disease (WMD = -14.86; 95% CI: -16.62 to -13.10; p < 0.00001), with neural stem cells, umbilical cord mesenchymal stem cells (UCMSCs), and bone marrow mesenchymal stem cells (BMMSCs) being effective cell sources for transplantation. Stem cell transplantation can be effective for at least 12 months, but its long-term effectiveness remains unknown due to the limited studies monitoring patients for more than 1 year, not to mention decades.
    UNASSIGNED: Data from controlled trials suggest that stem cell transplantation as a therapy for Parkinson\'s disease can be effective for at least 12 months. The factors that may influence its curative effect are time after transplantation and stem cell types.
    UNASSIGNED: (Registration ID: CRD42022353145).
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  • 文章类型: Journal Article
    帕金森病(PD)是一种复杂的综合征,市场上没有改善疾病的治疗方法。然而,一组来自胰高血糖素样肽-1(GLP-1)类的药物在II期临床试验中显示出令人印象深刻的改善.Exendin-4(Bydureon),利拉鲁肽(Victoza,Saxenda)和Lixisenatie(Adlyxin),市场上作为糖尿病治疗药物的药物,在II期临床试验中显示出明显的改善PD患者运动活动的作用。此外,利拉鲁肽在阿尔茨海默病(AD)患者的II期试验中显示出认知和脑萎缩的改善。两项测试GLP-1药物semaglutide(Wegovy,Ozempic,Rybelsus)正在进行中。这篇前瞻性文章将总结迄今为止在这一新颖研究领域获得的临床结果。我们正处于一个十字路口,GLP-1类药物正在成为PD和AD的新治疗策略。与已开发用于治疗糖尿病的较旧的GLP-1类药物相比,已设计为更容易进入大脑的较新药物已在临床前研究中显示出改善的效果。AD和PD的新疗法前景光明。
    Parkinson\'s disease (PD) is a complex syndrome for which there is no disease-modifying treatment on the market. However, a group of drugs from the Glucagon-like peptide-1 (GLP-1) class have shown impressive improvements in clinical phase II trials. Exendin-4 (Bydureon), Liraglutide (Victoza, Saxenda) and Lixisenatide (Adlyxin), drugs that are on the market as treatments for diabetes, have shown clear effects in improving motor activity in patients with PD in phase II clinical trials. In addition, Liraglutide has shown improvement in cognition and brain shrinkage in a phase II trial in patients with Alzheimer disease (AD). Two phase III trials testing the GLP-1 drug semaglutide (Wegovy, Ozempic, Rybelsus) are ongoing. This perspective article will summarize the clinical results obtained so far in this novel research area. We are at a crossroads where GLP-1 class drugs are emerging as a new treatment strategy for PD and for AD. Newer drugs that have been designed to enter the brain easier are being developed already show improved effects in preclinical studies compared with the older GLP-1 class drugs that had been developed to treat diabetes. The future looks bright for new treatments for AD and PD.
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  • 文章类型: Journal Article
    长链非编码RNA富含核的丰富转录物1(NEAT1)参与帕金森病(PD)的进展,但具体的调节作用有待进一步探索。本研究表明,不同阶段PD患者的脑脊液(CSF)和外周血中NEAT1的表达上调。用si-NEAT1转染1-甲基-4-苯基吡啶(MPP)处理的PC12细胞,MPP处理促进细胞凋亡,氧化应激和炎症因子分泌。Si-NEAT1逆转了MPP的作用。NEAT1沉默消除了MPP对LC3-II和p62/SQSTM1蛋白表达水平的影响。通过使用在线生物信息学数据库,融合肉瘤(FUS)被证实是NEAT1的RNA结合蛋白,并在PD患者的CSF和外周血中高表达。将Si-FUS转染到MPP处理的PC12细胞中,以检测细胞凋亡,氧化应激,炎症因子分泌和自噬,结果与si-NEAT1的转染结果相同。此外,MPP处理降低了PI3K的磷酸化水平,Akt和mTOR,而si-FUS逆转了MPP的作用。在体内,与模型组相比,注射si-NEAT1后,PD小鼠显示NEAT1和FUS表达水平降低,PI3K通路激活。NEAT1沉默的PD小鼠的脑组织炎性浸润和细胞凋亡减少,神经系统评分增加。总之,NEAT1通过FUS介导的PI3K/AKT/mTOR信号通路的抑制参与PD进展。
    Long noncoding RNA nuclear-enriched abundant transcript 1 (NEAT1) is involved in the progression of Parkinson\'s disease (PD), but the specific regulatory role needs further exploration. This study showed that the expression of NEAT1 was upregulated in the cerebrospinal fluid (CSF) and peripheral blood of patients with different stages of PD. 1-Methyl-4-phenylpyridine (MPP)-treated PC 12 cells were transfected with si-NEAT1, and MPP treatment promoted cell apoptosis, oxidative stress and inflammatory factor secretion. Si-NEAT1 reversed the effects of MPP. NEAT1 silencing eliminated the effect of MPP on the protein expression levels of LC3-II and p62/SQSTM1. By using an online bioinformatics database, Fused in Sarcoma (FUS) was confirmed to be an RNA binding protein of NEAT1, and it was highly expressed in the CSF and peripheral blood of patients with PD. Si-FUS was transfected into MPP-treated PC 12 cells to detect cell apoptosis, oxidative stress, inflammatory factor secretion and autophagy, and the results were the same as those of transfection of si-NEAT1. Furthermore, MPP treatment reduced the phosphorylation levels of PI3K, Akt and mTOR, whereas si-FUS reversed the effects of MPP. In vivo, compared with the model group, the PD mice showed reduced NEAT1 and FUS expression levels and activated PI3K pathway after being injected with si-NEAT1. The brain tissue of NEAT1-silenced PD mice had decreased inflammatory infiltration and apoptosis and increased neurological scores. In conclusion, NEAT1 is involved in PD progression through FUS-mediated inhibition of the PI3K/AKT/mTOR signalling pathway.
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  • 文章类型: Journal Article
    背景:本研究旨在验证大定风术与西药联合治疗帕金森病(PD)是否能带来疗效和症状缓解。从而达到互补和协同的效果。
    方法:在本研究中,最初招募了158名患者,116例符合条件的患者随机分为对照组和观察组。对照组接受左旋多巴/苄丝肼和普拉克索,观察组给予达定风珠联合左旋多巴/苄丝肼、普拉克索治疗12周。基线患者特征,不良反应,在基线和治疗后12周收集血液样本。使用统一帕金森病评定量表(UPDRS)评估基线时的症状严重程度,治疗四周后,治疗后12周。
    结果:两组治疗期间的不良反应相似,提示观察组联合治疗未增加不良反应。两组均显示UPDRS评分有所改善,观察组在4周和12周时症状缓解更明显。此外,观察组血清神经营养因子-3和多巴胺水平升高更明显,氧化应激和炎症反应标志物降低更明显.
    结论:结论:大定风术联合左旋多巴/苄丝肼和普拉克索治疗PD具有显著的临床潜力,值得更广泛的应用。
    BACKGROUND: This study aimed to verify whether the combined use of Da Dingfengzhu and Western medicine in treating Parkinson\'s disease (PD) can lead to therapeutic efficacy and symptom alleviation, thereby achieving a complementary and synergistic effect.
    METHODS: In this study, 158 patients were initially enrolled, with 116 eligible patients randomly divided into a control and an observation group. The control group received levodopa/benserazide and pramipexole, while the observation group received Da Dingfengzhu combined with levodopa/benserazide and pramipexole for 12 weeks. Baseline patient characteristics, adverse reactions, and blood samples were collected at baseline and 12 weeks post-treatment. The Unified Parkinson\'s Disease Rating Scale (UPDRS) was used to assess symptom severity at baseline, four weeks into treatment, and 12 weeks post-treatment.
    RESULTS: Adverse reactions during treatment were similar in both groups, suggesting that the combined therapy in the observation group did not increase adverse effects. Both groups showed improvements in UPDRS scores, with the observation group displaying more significant symptom alleviation at 4 and 12 weeks. Moreover, the observation group exhibited more pronounced increases in serum neurotrophic factor-3 and dopamine levels and greater reductions in oxidative stress and inflammatory response markers.
    CONCLUSIONS: In conclusion, the combination of Da Dingfengzhu with levodopa/benserazide and pramipexole for treating PD shows significant clinical potential and is worthy of broader application.
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  • 文章类型: Randomized Controlled Trial
    帕金森病(PD)是第二常见的神经退行性疾病。患者常表现为平衡功能障碍。多项研究已将视觉反馈训练应用于中风患者,并证明了显着改善。然而,视觉反馈平衡训练在PD患者中的应用尚未见报道。
    观察视觉反馈平衡训练联合常规康复训练对早期PD患者平衡功能的影响。
    将50例早期PD患者随机分为对照组和观察组。对照组接受常规康复训练,包括身体位置转移,重量转移,全方位运动和步态训练。观察组在上述训练的基础上增加视觉反馈平衡训练。所有患者每周训练5次,共4周。伯格平衡量表(BBS),采用TimeUp-and-Go测验(TUG)和Pro-Kin平衡训练器对患者治疗前后的平衡功能进行评价。比较两组的平衡功能。
    观察组和对照组BBS和TUG评分均有显著改善(P<0.01),观察组BBS和TUG评分较对照组改善更明显(P<0.01)。与训练前相比,观察组和对照组的眼睛开放和闭合状态的长度和面积均明显减少(P<0.01)。观察组患者的降低程度更明显(P<0.01)。观察组和对照组训练前后睁眼时的长度和面积均小于闭眼时(P<0.01)。
    常规康复治疗可以改善PD患者的平衡功能,但视觉反馈平衡训练与常规康复治疗相结合能更显著地改善平衡功能。
    UNASSIGNED: Parkinson\'s disease (PD) is the second most common neurodegenerative disease. Patients often present with balance dysfunction. Several studies have applied visual feedback training to stroke patients and demonstrated significant improvement. However, the application of visual feedback balance training in PD patients has not been reported.
    UNASSIGNED: To observe the effects of visual feedback balance training combined with conventional rehabilitation training on the balance function of patients with early PD.
    UNASSIGNED: Fifty patients with early PD were randomly divided into control group and observation group. The control group received conventional rehabilitation training, including body position transfer, weight shifting, movement in all directions and gait training. The observation group were added with visual feedback balance training on the basis of the training above. All patients were trained 5 times per week for 4 weeks. Berg Balance Scale (BBS), Time Up-and-Go test (TUG) and Pro-Kin balance training instrument were used to evaluate the balance function of patients before and after treatment, and the balance function were compared between the two groups.
    UNASSIGNED: The BBS and TUG scores of the observation group and the control group were improved significantly (P<0.01), and the BBS and TUG scores of the observation group were improved more obviously than control group (P<0.01). The length and area of eye open and closed condition in the observation group and the control group were significantly reduced compared with those before training (P<0.01), and the degree of reduction in the observation group was more obvious (P<0.01). The length and area of the observation group and the control group before and after training when eye open were smaller than those when eye closed (P<0.01).
    UNASSIGNED: The conventional rehabilitation therapy can improve the balance function of PD patients, but the combination of visual feedback balance training and conventional rehabilitation therapy can improve the balance function more significantly.
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  • 文章类型: Journal Article
    帕金森病的治疗是一个全球性的医学挑战。α-突触核蛋白(α-Syn)是帕金森病的致病蛋白,与帕金森病的进展密切相关。因此,抑制α-Syn的病理性聚集及其神经毒性对帕金森病的治疗至关重要。在这项研究中,α-Syn和重组人HspB5-ACD结构域蛋白(AHspB5)使用BL21(DE3)大肠杆菌原核表达系统产生,然后研究了AHspB5在抑制α-Syn的病理聚集及其神经毒性中的作用和机制。因此,我们表达了α-Syn和AHspB5蛋白并表征了这些蛋白。体外实验表明,AHspB5可抑制α-Syn寡聚体和原纤维的形成;在细胞实验中,AHspB5可以预防α-Syn诱导的神经元细胞功能障碍,氧化应激损伤和细胞凋亡,其作用机制与TH-DA途径和线粒体依赖性凋亡途径有关;在动物实验中,AHspB5可以抑制行为异常,氧化应激损伤和多巴胺能神经元的丢失。总之,这项工作有望阐明AHspB5对α-Syn病理性聚集的机制和生物学效应,为帕金森病的治疗提供了新的途径,为重组AHspB5奠定了基础。
    The treatment of Parkinson\'s disease is a global medical challenge. α-Synuclein (α-Syn) is the causative protein in Parkinson\'s disease and is closely linked to its progression. Therefore, inhibiting the pathological aggregation of α-Syn and its neurotoxicity is essential for the treatment of Parkinson\'s disease. In this study, α-Syn and recombinant human HspB5-ACD structural domain protein (AHspB5) were produced using the BL21(DE3) E. coli prokaryotic expression system, and then the role and mechanism of AHspB5 in inhibiting the pathological aggregation of α-Syn and its neurotoxicity were investigated. As a result, we expressed α-Syn and AHspB5 proteins and characterised the proteins. In vitro experiments showed that AHspB5 could inhibit the formation of α-Syn oligomers and fibrils; in cellular experiments, AHspB5 could prevent α-Syn-induced neuronal cell dysfunction, oxidative stress damage and apoptosis, and its mechanism of action was related to the TH-DA pathway and mitochondria-dependent apoptotic pathway; in animal experiments, AHspB5 could inhibit behavioural abnormalities, oxidative stress damage and loss of dopaminergic neurons. In conclusion, this work is expected to elucidate the mechanism and biological effects of AHspB5 on the pathological aggregation of α-Syn, providing a new pathway for the treatment of Parkinson\'s disease and laying the foundation for recombinant AHspB5.
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  • 文章类型: Journal Article
    本研究旨在利用加权基因共表达网络分析(WGCNA)和支持向量机(SVM)算法筛选生物标志物并构建帕金森病的诊断模型。
    首先,我们使用三个GEO数据集(GSE8397,GSE20163和GSE20164)对帕金森病患者和对照组的基因表达数据进行了WGCNA分析,以鉴定与帕金森病相关的基因模块.然后,从这些基因模块中选择具有显著差异表达的关键基因作为候选生物标志物,并使用GSE7621数据集进行验证.进一步的功能分析揭示了这些基因在免疫调节等过程中的重要作用。炎症反应,和细胞凋亡。基于这些发现,我们通过使用FLT1,ATP6V0E1,ATP6V0E2和H2BC12的表达数据作为输入,并使用SVM算法对模型进行训练和验证,构建了诊断模型。
    预测模型在训练中显示AUC大于0.8,test,和验证集,从而通过SMOTE分析验证其性能。这些发现为帕金森病的早期诊断提供了有力支持,为个性化治疗和疾病管理提供了新的机会。
    总而言之,WGCNA和SVM的组合在帕金森病的生物标志物筛选和诊断模型构建中具有潜力。
    UNASSIGNED: This study aims to utilize Weighted Gene Co-expression Network Analysis (WGCNA) and Support Vector Machine (SVM) algorithm for screening biomarkers and constructing a diagnostic model for Parkinson\'s disease.
    UNASSIGNED: Firstly, we conducted WGCNA analysis on gene expression data from Parkinson\'s disease patients and control group using three GEO datasets (GSE8397, GSE20163, and GSE20164) to identify gene modules associated with Parkinson\'s disease. Then, key genes with significantly differential expression from these gene modules were selected as candidate biomarkers and validated using the GSE7621 dataset. Further functional analysis revealed the important roles of these genes in processes such as immune regulation, inflammatory response, and cell apoptosis. Based on these findings, we constructed a diagnostic model by using the expression data of FLT1, ATP6V0E1, ATP6V0E2, and H2BC12 as inputs and training and validating the model using SVM algorithm.
    UNASSIGNED: The prediction model demonstrated an AUC greater than 0.8 in the training, test, and validation sets, thereby validating its performance through SMOTE analysis. These findings provide strong support for early diagnosis of Parkinson\'s disease and offer new opportunities for personalized treatment and disease management.
    UNASSIGNED: In conclusion, the combination of WGCNA and SVM holds potential in biomarker screening and diagnostic model construction for Parkinson\'s disease.
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