neurological disorders

神经系统疾病
  • 文章类型: Journal Article
    目的:确定和描述神经系统疾病患者性健康的护理方法。
    方法:叙事回顾。
    方法:数据提取自2002年1月1日至2021年5月20日。纳入标准是护理实践,性健康和神经系统疾病患者。主要结果指标是:护理实践实施的背景(假设,知识,策略和技能),解决和治疗神经系统疾病患者的性健康问题的促进者和障碍,以及护理实践对性健康的好处。使用PRISMA报告指南。
    方法:PubMed,Embase,科学直接和CINAHL。
    结果:总计,确定了926篇文章,包括9篇文章。大多数研究建议护士参与。关于神经学对性的影响和护士在性保健中的作用的假设,生物心理社会知识,和技能(道德,人际关系,和技术)被强调。我们发现,卡珀提出的知识模式是以不平等的方式动员的。性困难是重点,任何条款都没有解决色情化问题。
    结论:一些研究提倡护理干预;然而,很少准确地呈现,详细和评估神经系统疾病患者的性健康护理实践。文献描述了围绕疾病而不是潜力的实践,未能解决色情的刹车问题,也没有提供关于干预结果的信息。
    如果护士要以包容和积极的方式支持各种患者,则可能有必要在护理计划中制定有关性健康的教学计划。这些计划应强调动员的特定领域知识。
    结论:性健康是一项基本人权。神经系统的改变已经表明会影响性健康,然而,这在神经系统疾病患者中并不经常被讨论,很少向他们提供性健康咨询。我们的发现可能会影响从事这些患者护理的医疗保健专业人员。
    PRISMA。没有耐心或公共贡献。
    OBJECTIVE: To identify and describe nursing practices on the sexual health of people with neurological disorders.
    METHODS: Narrative review.
    METHODS: Data were extracted from 1 January 2002, to 20 May 2021. Inclusion criteria were nursing practices, sexual health and people with neurological disorders. The main outcome measures were: context of nursing practice implementation (assumptions, knowledge, strategies and skills), facilitators of and barriers to addressing and treating the sexual health of people with neurological disorders, and benefits of nursing practices in sexual health. PRISMA reporting guidelines were used.
    METHODS: PubMed, Embase, ScienceDirect and CINAHL.
    RESULTS: In total, 926 articles were identified and nine were included. The involvement of nurses was recommended in most studies. Assumptions about the impact of neurology on sexuality and nurse\'s role in sexual healthcare, biopsychosocial knowledge, and skills (ethical, interpersonal, and technical) were highlighted. We found that the modes of knowledge proposed by Carper were mobilized in an unequal way. Sexual difficulties were the key focus and eroticization concerns were not addressed in any of the articles.
    CONCLUSIONS: Several studies advocate nursing intervention; however, few accurately present, detail and evaluate sexual health nursing practices of patients with neurological pathologies. Literature describes practices structured around disorders rather than the potentials, fails to address the brake of eroticism and provides little information on the results of interventions.
    UNASSIGNED: Developing teaching programs on sexual health in nursing programs may be necessary if nurses are to support a diverse range of patients in an inclusive and positive manner. These programs should highlight the domain-specific knowledge that is mobilized.
    CONCLUSIONS: Sexual health is a fundamental human right. Alterations in the nervous system have shown to affect sexual health, however, it is not often discussed among patients with neurological disorders, who are rarely provided with sexual health counselling. Our findings may impact healthcare professionals engaged in care with these patients.
    UNASSIGNED: PRISMA. No patient or public contribution.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    遗传检查在神经系统疾病的临床评估中变得越来越普遍。我们评估了中老年神经系统患者的产量,在现实世界的背景下。这项回顾性研究包括368名50岁及以上的以色列患者(男性202人[54.9%]),他们在2017年至2023年中期期间被转诊到一家神经遗传学诊所。所有人都有神经系统疾病,没有先前的分子诊断。人口统计,从医疗记录中收集临床和遗传数据.在诊所进行首次遗传咨询的平均年龄为62.3±7.8岁(范围为50-85岁),转诊的主要适应症是神经肌肉,运动和脑血管疾病,以及认知障碍和痴呆症。368名患者中,245(66.6%)接受了基因检测,包括外显子组测序(ES),核苷酸重复扩增分析,检测特定的突变,靶向基因组测序或染色体微阵列分析。总的来说,80名患者(21.7%)因36种疾病接受了分子诊断,占进行基因检测的患者的32.7%。诊断率最高的是神经肌肉(58/186患者[31.2%],148名受测者中的39.2%)和运动障碍(14/79[17.7%]患者,48个测试中的29.2%),但对其他疾病来说更低。核苷酸重复扩增和ES的测试为28/73(38.4%)和19/132(14.4%)个体提供了诊断,分别。根据我们的发现,遗传检查和测试在50岁以上的神经系统患者的诊断过程中很有用,特别是对于那些有神经肌肉和运动障碍的人。
    Genetic workup is becoming increasingly common in the clinical assessment of neurological disorders. We evaluated its yield among middle-aged and elderly neurological patients, in a real-world context. This retrospective study included 368 consecutive Israeli patients aged 50 years and older (202 [54.9%] males), who were referred to a single neurogenetics clinic between 2017 and mid-2023. All had neurological disorders, without a previous molecular diagnosis. Demographic, clinical and genetic data were collected from medical records. The mean age at first genetic counseling at the clinic was 62.3 ± 7.8 years (range 50-85 years), and the main indications for referral were neuromuscular, movement and cerebrovascular disorders, as well as cognitive impairment and dementia. Out of the 368 patients, 245 (66.6%) underwent genetic testing that included exome sequencing (ES), analysis of nucleotide repeat expansions, detection of specific mutations, targeted gene panel sequencing or chromosomal microarray analysis. Overall, 80 patients (21.7%) received a molecular diagnosis due to 36 conditions, accounting for 32.7% of the patients who performed genetic testing. The diagnostic rates were highest for neuromuscular (58/186 patients [31.2%] in this group, 39.2% of 148 tested individuals) and movement disorders (14/79 [17.7%] patients, 29.2% of 48 tested), but lower for other disorders. Testing of nucleotide repeat expansions and ES provided a diagnosis to 28/73 (38.4%) and 19/132 (14.4%) individuals, respectively. Based on our findings, genetic workup and testing are useful in the diagnostic process of neurological patients aged ≥50 years, in particular for those with neuromuscular and movement disorders.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:癫痫发作是呼叫救护车的常见原因,这项研究旨在根据发病率分析院前环境中的癫痫发作负担,住院率,和成本。
    方法:这是基于人群的,对联邦黑森州疑似癫痫病例的院前急救医疗服务(EMS)数据进行横断面分析,德国,2019年。
    结果:共发现6534例疑似癫痫发作病例,其中大多数是已知的癫痫患者。癫痫相关癫痫发作的发生率(ES;小儿癫痫,第一次癫痫发作[1stS],已知癫痫发作障碍[SEPI])为每100,000居民205.7例,小儿高热惊厥(PFS)的发生率为每100,000居民36.7例,对应于德国的171,275例ES和28,500例PFS(99.3%<18年)。院前EMS医师参与了40.0%(SEPI)至54.4%(PFS)的可疑癫痫发作病例。根据癫痫发作的类型,70.7%(SEPI)至80.9%(1stS)住院≥24小时。另外4%(PFS)至16%(1stS)的病例需要立即在医院进行干预。院前EMS工作人员在紧急呼叫后需要8:24min:s(SD7:24;n=5004)到达ES现场,需要10:58min:s(SD27:39;n=321)用于PFS。ES和PFS病例在2019年分别为德国造成了48.5和810万欧元的估计费用,不包括医院治疗相关费用。
    结论:这项研究发现了大量疑似癫痫相关的急诊病例和住院患者的比例,以及德国的高相关成本。
    BACKGROUND: Seizures are common reasons to call an ambulance, and this study aims to analyze the burden of seizures in the prehospital setting based on incidence, hospital admission rate, and costs.
    METHODS: This was a population-based, cross-sectional analysis of prehospital emergency medical services (EMS) data on suspected seizure cases from the federal state of Hesse, Germany, in 2019.
    RESULTS: A total of 6534 suspected seizure cases were identified, of which most were those with a known seizure disorder. Incidence rate for epilepsy-related seizures (ES; pediatric epilepsy, first seizure [1stS], seizure with known seizure disorder [SEPI]) was 205.7 per 100,000 inhabitants and incidence rate for pediatric febrile seizures (PFS) was 36.7 per 100,000 inhabitants, corresponding to 171,275 ES and 28,500 PFS (99.3% < 18 years) cases in Germany. A prehospital EMS physician was involved in 40.0% (SEPI) to 54.4% (PFS) of suspected seizure cases. Depending on the type of seizure, 70.7% (SEPI) to 80.9% (1stS) were admitted to hospital for inpatient stay of ≥ 24 h. An additional 4% (PFS) to 16% (1stS) of cases needed immediate intervention at hospital. Prehospital EMS staff needed 8:24 min:s (SD 7:24; n = 5004) after the emergency call to arrive at the scene of the ES and 10:58 min:s (SD 27:39; n = 321) for PFS. ES and PFS cases caused estimated costs of 48.5 and 8.1 million euros for Germany in 2019, respectively, not including hospital treatment-related costs.
    CONCLUSIONS: This study identified a high number of suspected seizure-related emergency cases and proportion of patients admitted to hospitals, as well as high associated costs in Germany.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    神经系统疾病是发病的主要原因,在全球范围内,他们是死亡的主要原因。在大多数非洲国家,神经科医生都很匮乏,很少有神经科医生集中在城市地区。导致大多数急性和慢性神经系统疾病的心血管和传染性危险因素在农村地区也很普遍。尽管来自邻国的患者参加了研究中心,大多数人都是穷人。因此,有必要观察这些疾病在Ekiti的模式,了解疾病负担,因为这将有助于明智地分配人力和其他医疗保健资源。
    我们回顾了在神经科诊所就诊并通过急诊科进入联邦教学医院的患者的病例档案,Ido-Ekiti,为期6年(2016年至2021年)。
    在研究期间共观察到881名患者,他们大多是患有慢性疾病的老年男性患者,其中中风是最常见的神经系统疾病(44.9%),其次是癫痫发作(13.1%),和神经退行性疾病(9.9%)。肿瘤和肌病是最不常见的疾病。
    关于心血管危险因素的健康素养,甚至人力和物力的分配,将有助于减轻Ekiti三级卫生机构参与者的神经系统疾病负担。
    UNASSIGNED: Neurological disorders constitute major causes of morbidity, and globally, they are the leading causes of death. There is a dearth of neurologists in most African countries and the very few available ones are concentrated in urban areas. The cardiovascular and communicable risk factors responsible for most cases of acute and chronic neurological disorders are also prevalent in rural areas. Although patients from the neighbouring states attend the study centre, the majority are indigent. Therefore, there is a need to observe the pattern of these disorders in Ekiti, to appreciate the disease burden as it would help in the judicious allocation of human and other healthcare resources.
    UNASSIGNED: We reviewed the case files of patients seen at the neurology clinic and admitted via the emergency department into the Federal Teaching Hospital, Ido-Ekiti, over a period of 6 years (2016 to 2021).
    UNASSIGNED: A total of 881patients were seen during the study period, and they were mostly elderly male patients with chronic disorders in which stroke was the most common neurological disorder (44.9%) followed by seizure disorder (13.1%), and neurodegenerative disorders (9.9%). Tumors and myopathies were the least seen disorders.
    UNASSIGNED: Health literacy on cardiovascular risk factors and even the distribution of manpower and material resources will help reduce the burden of neurological disorders among the attendees of the Ekiti tertiary health institution.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    线粒体相关的神经退行性疾病与初级纤毛功能的破坏有关。已在Leigh综合征中发现内源性线粒体复合物I成分NDUFAFF2的突变,严重的遗传性线粒体病.ARMC9中的突变,编码一种基础体蛋白,因为Joubert综合征,大脑有缺陷的纤毛病,肾,和眼睛。这里,我们报道了线粒体代谢和初级纤毛信号之间的机制联系。我们发现NDUFAF2的丢失在体外和体内引起线粒体和纤毛缺陷,并将NDUFAF2鉴定为ARMC9的结合伴侣。我们还发现,NDUFAFF2对于纤毛形成既必要又足够,并且NDUFAFF2的外源表达挽救了已知ARMC9缺乏症患者细胞中观察到的纤毛和线粒体缺陷。补充NAD可恢复ARMC9缺陷细胞和斑马鱼的线粒体和纤毛功能障碍,并改善ARMC9缺陷患者的眼运动和运动缺陷。目前的结果提供了一个令人信服的机械联系,在人类研究的证据支持下,在初级纤毛和线粒体信号之间。重要的是,我们的发现对于针对纤毛病变的治疗方法的发展具有重要意义.
    Mitochondria-related neurodegenerative diseases have been implicated in the disruption of primary cilia function. Mutation in an intrinsic mitochondrial complex I component NDUFAF2 has been identified in Leigh syndrome, a severe inherited mitochondriopathy. Mutations in ARMC9, which encodes a basal body protein, cause Joubert syndrome, a ciliopathy with defects in the brain, kidney, and eye. Here, we report a mechanistic link between mitochondria metabolism and primary cilia signaling. We discovered that loss of NDUFAF2 caused both mitochondrial and ciliary defects in vitro and in vivo and identified NDUFAF2 as a binding partner for ARMC9. We also found that NDUFAF2 was both necessary and sufficient for cilia formation and that exogenous expression of NDUFAF2 rescued the ciliary and mitochondrial defects observed in cells from patients with known ARMC9 deficiency. NAD+ supplementation restored mitochondrial and ciliary dysfunction in ARMC9-deficient cells and zebrafish and ameliorated the ocular motility and motor deficits of a patient with ARMC9 deficiency. The present results provide a compelling mechanistic link, supported by evidence from human studies, between primary cilia and mitochondrial signaling. Importantly, our findings have significant implications for the development of therapeutic approaches targeting ciliopathies.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    最近的研究强调了RNA剪接的重要作用,替代RNA加工的关键机制,在遗传变异和疾病之间建立联系。影响RNA剪接变异的遗传基因座对复杂性状显示出相当大的影响,可能超过影响总基因表达的那些。RNA剪接失调已经成为神经和精神疾病的主要潜在因素。可能是由于人类大脑中选择性剪接基因的患病率异常高。然而,在遗传改变的剪接和复杂性状之间建立直接关联仍然是一个持久的挑战。我们引入了剪接转录组广泛关联(SpliTWAS),以将可变剪接信息与全基因组关联研究整合,以通过外显子剪接事件确定与性状相关的基因。我们将SpliTWAS应用于两个精神分裂症(SCZ)RNA测序数据集,BrainGVEX和CommonMind,揭示137和88个性状相关外显子(在84和67个基因中),分别。丰富的生物学功能在相关的基因集中集中在神经元的功能和发育,免疫细胞激活,和细胞运输,与SCZ高度相关。SpliTWAS变体影响RNA结合蛋白结合位点,揭示影响剪接的RNA-蛋白质相互作用的潜在破坏。我们将概率精细映射方法FOCUS扩展到外显子水平,鉴定36个基因和48个外显子作为SCZ的推定因果关系。我们重点介绍了VPS45和APOPT1,其中特定外显子的剪接与疾病风险有关,通过常规基因表达分析进行逃避检测。总的来说,这项研究支持选择性剪接在塑造SCZ遗传基础中的重要作用,为该领域的未来调查提供了宝贵的方法。
    Recent studies have highlighted the essential role of RNA splicing, a key mechanism of alternative RNA processing, in establishing connections between genetic variations and disease. Genetic loci influencing RNA splicing variations show considerable influence on complex traits, possibly surpassing those affecting total gene expression. Dysregulated RNA splicing has emerged as a major potential contributor to neurological and psychiatric disorders, likely due to the exceptionally high prevalence of alternatively spliced genes in the human brain. Nevertheless, establishing direct associations between genetically altered splicing and complex traits has remained an enduring challenge. We introduce Spliced-Transcriptome-Wide Associations (SpliTWAS) to integrate alternative splicing information with genome-wide association studies to pinpoint genes linked to traits through exon splicing events. We applied SpliTWAS to two schizophrenia (SCZ) RNA-sequencing datasets, BrainGVEX and CommonMind, revealing 137 and 88 trait-associated exons (in 84 and 67 genes), respectively. Enriched biological functions in the associated gene sets converged on neuronal function and development, immune cell activation, and cellular transport, which are highly relevant to SCZ. SpliTWAS variants impacted RNA-binding protein binding sites, revealing potential disruption of RNA-protein interactions affecting splicing. We extended the probabilistic fine-mapping method FOCUS to the exon level, identifying 36 genes and 48 exons as putatively causal for SCZ. We highlight VPS45 and APOPT1, where splicing of specific exons was associated with disease risk, eluding detection by conventional gene expression analysis. Collectively, this study supports the substantial role of alternative splicing in shaping the genetic basis of SCZ, providing a valuable approach for future investigations in this area.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    神经和神经精神疾病对公共卫生构成重大挑战,需要全面了解其发病机理的分子机制。近年来,焦点已经转向复杂的非编码RNA(ncRNA)世界,一类不编码蛋白质但在基因调控和细胞过程中起关键作用的RNA分子。这篇综述探讨了ncRNAs在神经和神经精神疾病背景下的新兴意义。揭示了它们的不同功能和监管机制。各种ncRNAs的失调,包括microRNAs(miRNAs),长链非编码RNA(lncRNA),和环状RNAs(circRNAs),与阿尔茨海默病等疾病的病理生理学有关,帕金森病,精神分裂症,和情绪障碍。这篇综述深入研究了这些ncRNAs在调节关键细胞过程中发挥的特殊作用。包括突触可塑性,神经炎症,和细胞凋亡,提供他们对疾病进展的影响的细微差别的理解。此外,它讨论了在神经和神经精神疾病中靶向ncRNAs的潜在诊断和治疗意义。特异性ncRNA特征的鉴定为早期疾病检测的新型生物标志物的开发带来了希望。而ncRNA表达的操作提供了创新的治疗途径。还考虑了该领域的挑战和未来方向,强调需要继续研究以解开神经和神经精神疾病背景下ncRNA介导的调控网络的复杂性。这篇综述旨在提供对当前知识状态的全面概述,并激发对大脑复杂景观中ncRNAs迷人领域的进一步探索。
    Neurological and neuropsychiatric disorders pose substantial challenges to public health, necessitating a comprehensive understanding of the molecular mechanisms underlying their pathogenesis. In recent years, the focus has shifted toward the intricate world of non-coding RNAs (ncRNAs), a class of RNA molecules that do not encode proteins but play pivotal roles in gene regulation and cellular processes. This review explores the emerging significance of ncRNAs in the context of neurological and neuropsychiatric disorders, shedding light on their diverse functions and regulatory mechanisms. The dysregulation of various ncRNAs, including microRNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs), has been implicated in the pathophysiology of conditions such as Alzheimer\'s disease, Parkinson\'s disease, schizophrenia, and mood disorders. This review delves into the specific roles these ncRNAs play in modulating key cellular processes, including synaptic plasticity, neuroinflammation, and apoptosis, providing a nuanced understanding of their impact on disease progression. Furthermore, it discusses the potential diagnostic and therapeutic implications of targeting ncRNAs in neurological and neuropsychiatric disorders. The identification of specific ncRNA signatures holds promise for the development of novel biomarkers for early disease detection, while the manipulation of ncRNA expression offers innovative therapeutic avenues. Challenges and future directions in the field are also considered, highlighting the need for continued research to unravel the complexities of ncRNA-mediated regulatory networks in the context of neurological and neuropsychiatric disorders. This review aims to provide a comprehensive overview of the current state of knowledge and stimulate further exploration into the fascinating realm of ncRNAs in the brain\'s intricate landscape.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    神经系统疾病是一组异质性的中枢或外周神经疾病,其主要症状包括行走和平衡受损。神经系统疾病的主要干预措施之一是使用辅助设备,有必要考虑这些设备对用户的社会心理影响。在神经系统疾病患者中评估了波斯语版本的辅助设备心理社会影响量表(PIADS)的心理测量特性。根据IQULA将量表翻译成波斯语后,票面和内容效度进行了测定。通过与矫形器和假肢用户调查(OPUS)的关系来检查该量表的差异有效性。使用内部一致性和重测方法在两周内对50名患有神经系统疾病且使用辅助设备至少六个月的患者进行了评估,评估了该工具的可靠性。确认了PIADS的面形和内容有效性。所有分量表的ICC均高于0.78,这表明相关性良好。然而,该量表与OPUS量表的差异有效性未得到证实.波斯语版本的PIADS是伊朗神经系统疾病患者的有效且可靠的措施。
    Neurological disorders are a heterogeneous group of central or peripheral nervous disorders of which the main symptoms include impaired walking and balance. One of the main interventions for neurological disorders is the use of assistive devices, and it is necessary to consider the psychosocial effects of these devices on users. The psychometric properties of the Persian version of the Psychosocial Impact of Assistive Devices Scale (PIADS) were evaluated in patients with neurological disorders. After translating the scale into Persian based on IQULA, face and content validity were determined. The divergent validity of the scale was examined through its relationship with the Orthotics and Prosthetics Users\' Survey (OPUS). Reliability of the tool was evaluated using an internal consistency and test-retest method over two weeks with 50 patients with neurological disorders and a history of using assistive devices for at least six months. The face and content validity of the PIADS was confirmed. The ICC for all subscales was higher than 0.78, which indicates a good correlation. However, the divergent validity of the scale with the OPUS scale was not confirmed. The Persian version of PIADS is a valid and reliable measure for patients with neurological disorders in Iran.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    细胞外囊泡(EV)被认为是细胞间通讯的重要组成部分,代表了诊断的新前沿和识别治疗干预途径的方法。最近,研究揭示了组织衍生电动汽车(Ti-EV)的重要性,它们是存在于细胞间间隙中的电动汽车,因为它们更好地代表复杂的潜在生理学,生物学和疾病中的多细胞组织微环境。电动汽车是原生的,由所有细胞产生的脂质双层膜纳米颗粒,包装有各种功能生物分子,包括蛋白质,脂质,和核酸。它们与短程和远程细胞通讯有关,并可能引起受体细胞的功能反应。迄今为止,研究经常利用培养的细胞或生物液体作为不捕获组织微环境局部分子特征的EV的来源.利用Ti-EV的最新工作已经阐明了疾病的新型生物标志物,并提供了对可能导致新型治疗剂开发的疾病机制的见解。尽管如此,目前的研究面临相当大的挑战。这篇综述探讨了Ti-EV研究的巨大潜力和独特挑战,并为寻求推进这一令人兴奋的领域的未来研究提供了考虑因素。
    Extracellular vesicles (EVs) are considered a vital component of cell-to-cell communication and represent a new frontier in diagnostics and a means to identify pathways for therapeutic intervention. Recently, studies have revealed the importance of tissue-derived EVs (Ti-EVs), which are EVs present in the interstitial spaces between cells, as they better represent the underlying physiology of complex, multicellular tissue microenvironments in biology and disease. EVs are native, lipid bilayer membraned nano-sized particles produced by all cells that are packaged with varied functional biomolecules including proteins, lipids, and nucleic acids. They are implicated in short- and long-range cellular communication and may elicit functional responses in recipient cells. To date, studies have often utilized cultured cells or biological fluids as a source for EVs that do not capture local molecular signatures of the tissue microenvironment. Recent work utilizing Ti-EVs has elucidated novel biomarkers for disease and provided insights into disease mechanisms that may lead to the development of novel therapeutic agents. Still, there are considerable challenges facing current studies. This review explores the vast potential and unique challenges for Ti-EV research and provides considerations for future studies that seek to advance this exciting field.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    快速学习在将多模态大型模型微调到广泛的下游任务方面表现出令人印象深刻的功效。尽管如此,应用现有的即时学习方法来诊断神经障碍仍然存在两个问题:(i)现有的方法通常平等地对待所有的补丁,尽管神经影像学中只有少量的贴片与该疾病相关,(ii)他们忽略了大脑连接网络中固有的结构信息,这对于理解和诊断神经系统疾病至关重要。为了解决这些问题,我们通过在多模态模型的微调过程中学习图形提示来引入一种新颖的提示学习模型,以诊断神经系统疾病。具体来说,我们首先利用GPT-4获取相关疾病概念,并计算这些概念与所有补丁之间的语义相似性.其次,我们根据每个补丁和疾病相关概念之间的语义相似性来减少不相关补丁的权重。此外,我们基于这些概念在令牌之间构造一个图,并采用图卷积网络层来提取图的结构信息,用于提示预先训练的多模式模型以诊断神经系统疾病。大量实验表明,与最先进的方法相比,我们的方法在神经疾病诊断方面取得了卓越的性能,并得到了临床医生的验证。
    Prompt learning has demonstrated impressive efficacy in the fine-tuning of multimodal large models to a wide range of downstream tasks. Nonetheless, applying existing prompt learning methods for the diagnosis of neurological disorder still suffers from two issues: (i) existing methods typically treat all patches equally, despite the fact that only a small number of patches in neuroimaging are relevant to the disease, and (ii) they ignore the structural information inherent in the brain connection network which is crucial for understanding and diagnosing neurological disorders. To tackle these issues, we introduce a novel prompt learning model by learning graph prompts during the fine-tuning process of multimodal models for diagnosing neurological disorders. Specifically, we first leverage GPT-4 to obtain relevant disease concepts and compute semantic similarity between these concepts and all patches. Secondly, we reduce the weight of irrelevant patches according to the semantic similarity between each patch and disease-related concepts. Moreover, we construct a graph among tokens based on these concepts and employ a graph convolutional network layer to extract the structural information of the graph, which is used to prompt the pre-trained multimodal models for diagnosing neurological disorders. Extensive experiments demonstrate that our method achieves superior performance for neurological disorder diagnosis compared with state-of-the-art methods and validated by clinicians.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号