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The effects of a bioavailable curcumin formulation on Alzheimer's disease pathologies: A potential risk for neuroinflammation 生物可利用姜黄素配方对阿尔茨海默病病理的影响:神经炎症的潜在风险。
Pub Date : 2024-12-11 DOI: 10.1002/ibra.12187
Shaun Cade, Clive Prestidge, Xin-Fu Zhou, Larisa Bobrovskaya

Alzheimer's disease (AD) is a common cause of dementia characterized by the presence of two proteinaceous deposits in the brain. These pathologies may be a consequence of complex interactions between neurons and glia before the onset of cognitive impairments. Curcumin, a bioactive compound found in turmeric, is a promising candidate for AD because it alleviates neuropathologies in mouse models of the disease. Although its clinical efficacy has been hindered by low oral bioavailability, the development of new formulations may overcome this limitation. The purpose of this study was to determine the effects of a bioavailable curcumin formulation in a mouse model of AD. The formulation was administered to mice in drinking water after encapsulation into micelles using a previously validated method. A neuropathological assessment was performed to determine if it slows or alters the course of the disease. Cognitive performance was not included because it had already been assessed by a previous study. The bioavailable curcumin formulation was unable to alter the size or number of amyloid plaques in a transgenic mouse model. In addition, mechanisms that regulate amyloid beta production were unchanged, suggesting that the disease had not been altered. The number of reactive astrocytes in the hippocampus and dentate gyrus was not altered by curcumin. However, protein levels of glial fibrillary acidic protein were increased overall in the brain, suggesting that it may have aggravated neuroinflammation. Therefore, a higher dosage, despite its enhanced oral bioavailability, may have a potential risk for neuroinflammation.

阿尔茨海默病(AD)是痴呆症的常见原因,其特征是大脑中存在两种蛋白质沉积。这些病理可能是认知障碍发病前神经元和神经胶质之间复杂相互作用的结果。姜黄素是在姜黄中发现的一种生物活性化合物,是一种很有希望的阿尔茨海默病候选药物,因为它减轻了阿尔茨海默病小鼠模型的神经病变。尽管其临床疗效一直受到口服生物利用度低的阻碍,但新配方的开发可能会克服这一限制。本研究的目的是确定生物可利用的姜黄素制剂对AD小鼠模型的影响。采用先前验证的方法将该制剂包封成胶束后给予小鼠饮用水。进行神经病理学评估以确定它是否减缓或改变疾病的进程。认知表现没有被包括在内,因为之前的研究已经对其进行了评估。在转基因小鼠模型中,生物可利用的姜黄素制剂不能改变淀粉样斑块的大小或数量。此外,调节淀粉样蛋白产生的机制没有改变,这表明疾病没有改变。姜黄素对海马和齿状回反应性星形胶质细胞的数量没有影响。然而,大脑中胶质原纤维酸性蛋白的蛋白质水平总体上升,表明它可能加剧了神经炎症。因此,较高的剂量,尽管其提高了口服生物利用度,可能有神经炎症的潜在风险。
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引用次数: 0
Correction to “Protective effect of isoflurane preconditioning on neurological function in rats with HIE” 对“异氟醚预处理对HIE大鼠神经功能的保护作用”的修正
Pub Date : 2024-12-08 DOI: 10.1002/ibra.12188

Fei-Sun Y, Huang M, Qin H-Y, et al. Protective effect of isoflurane preconditioning on neurological function in rats with HIE. ibrain. 2022;8:500-515.

We have identified an error in Figure 9 of our online publication, specifically in the experimental data. The issue stems from the repetition of the third enlarged image in the lower right corner of the figure was duplicate (the Row, “42d Protreatment” and the Column, “CA2”) and unintentionally included during the figure preparation process. However, we would like to clarify that there is no mistake in the corresponding text of the publication. To correct this figure, the restructured version of the figure is present below:

Updated Figure 9

We apologize for this error.

孙飞燕,黄明,秦海燕,等。异氟醚预处理对HIE大鼠神经功能的保护作用。ibrain。2022; 8:500 - 515。我们在我们的在线出版物图9中发现了一个错误,特别是在实验数据中。该问题源于图右下角第三张放大图像的重复(Row,“42d Protreatment”和Column,“CA2”),并在图准备过程中无意中包含。但是,我们要澄清的是,该出版物的相应文本没有任何错误。为了纠正这个数字,重组后的版本如下:更新后的图9我们为这个错误道歉。
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引用次数: 0
Modulation of the central nervous system immune response and neuroinflammation via Wnt signaling in health and neurodegenerative diseases 在健康和神经退行性疾病中通过Wnt信号调节中枢神经系统免疫反应和神经炎症。
Pub Date : 2024-12-02 DOI: 10.1002/ibra.12185
Kevin Fang

The immune response in the central nervous system (CNS) is a highly specialized and tightly regulated process essential for maintaining neural health and protecting against pathogens and injuries. The primary immune cells within the CNS include microglia, astrocytes, T cells, and B cells. They work together, continuously monitor the CNS environment for signs of infection, injury, or disease, and respond by phagocytosing debris, releasing cytokines, and recruiting other immune cells. In addition to providing neuroprotection, these immune responses must be carefully balanced to prevent excessive inflammation that can lead to neuronal damage and contribute to neurodegenerative diseases. Dysregulated immune responses in the CNS are implicated in various neurodegenerative diseases such as Alzheimer's disease, Parkinson's disease, and amyotrophic lateral sclerosis. Wnt signaling is a crucial pathway in the CNS that regulates various cellular processes critical for brain development, function, and maintenance. Despite enhancing immune responses in the health CNS, dysregulated Wnt signaling exacerbates neuroinflammation in the neurodegenerative brains. This review summarized the role of Wnt signaling in regulating immune response under different conditions. We then examined the role of immune response in healthy brains and during the development of neurodegenerative diseases. We also discussed therapeutic intervention in various neurodegenerative diseases through the modulation of the Wnt signaling pathway and neuroinflammation and highlighted challenges and limitations in current clinical trials.

中枢神经系统(CNS)的免疫反应是一个高度专业化和严格调控的过程,对维持神经健康和防止病原体和损伤至关重要。中枢神经系统内的原代免疫细胞包括小胶质细胞、星形胶质细胞、T细胞和B细胞。它们一起工作,持续监测中枢神经系统环境,寻找感染、损伤或疾病的迹象,并通过吞噬碎片、释放细胞因子和招募其他免疫细胞做出反应。除了提供神经保护外,这些免疫反应必须小心平衡,以防止过度炎症,以免导致神经元损伤并导致神经退行性疾病。中枢神经系统的免疫反应失调与各种神经退行性疾病有关,如阿尔茨海默病、帕金森病和肌萎缩侧索硬化症。Wnt信号是中枢神经系统中调控各种细胞过程的重要途径,对大脑发育、功能和维持至关重要。尽管增强了健康中枢神经系统的免疫反应,失调的Wnt信号加剧了神经退行性脑的神经炎症。本文就Wnt信号在不同条件下调节免疫应答的作用进行综述。然后,我们检查了免疫反应在健康大脑和神经退行性疾病发展过程中的作用。我们还讨论了通过调节Wnt信号通路和神经炎症对各种神经退行性疾病的治疗干预,并强调了当前临床试验中的挑战和局限性。
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引用次数: 0
The interplay between epitranscriptomic RNA modifications and neurodegenerative disorders: Mechanistic insights and potential therapeutic strategies 表转录组 RNA 修饰与神经退行性疾病之间的相互作用:机理认识和潜在治疗策略。
Pub Date : 2024-11-11 DOI: 10.1002/ibra.12183
Muhammad Abu Talha Safdar Hashmi, Hooriya Fatima, Sadia Ahmad, Amna Rehman, Fiza Safdar

Neurodegenerative disorders encompass a group of age-related conditions characterized by the gradual decline in both the structure and functionality of the central nervous system (CNS). RNA modifications, arising from the epitranscriptome or RNA-modifying protein mutations, have recently been observed to contribute significantly to neurodegenerative disorders. Specific modifications like N6-methyladenine (m6A), N1-methyladenine (m1A), 5-methylcytosine (m5C), pseudouridine and adenosine-to-inosine (A-to-I) play key roles, with their regulators serving as crucial therapeutic targets. These epitranscriptomic changes intricately control gene expression, influencing cellular functions and contributing to disease pathology. Dysregulation of RNA metabolism, affecting mRNA processing and noncoding RNA biogenesis, is a central factor in these diseases. This review underscores the complex relationship between RNA modifications and neurodegenerative disorders, emphasizing the influence of RNA modification and the epitranscriptome, exploring the function of RNA modification enzymes in neurodegenerative processes, investigating the functional consequences of RNA modifications within neurodegenerative pathways, and evaluating the potential therapeutic advancements derived from assessing the epitranscriptome.

神经退行性疾病包括一组与年龄相关的疾病,其特征是中枢神经系统(CNS)的结构和功能逐渐下降。由外转录组或RNA修饰蛋白突变引起的RNA修饰最近被观察到对神经退行性疾病有重要贡献。特异性修饰如n6 -甲基腺嘌呤(m6A)、n1 -甲基腺嘌呤(m1A)、5-甲基胞嘧啶(m5C)、假尿嘧啶和腺苷-肌苷(A-to-I)起着关键作用,它们的调节因子是关键的治疗靶点。这些表转录组改变复杂地控制基因表达,影响细胞功能并促进疾病病理。RNA代谢失调,影响mRNA加工和非编码RNA的生物发生,是这些疾病的核心因素。这篇综述强调了RNA修饰与神经退行性疾病之间的复杂关系,强调了RNA修饰和表转录组的影响,探索了RNA修饰酶在神经退行性过程中的功能,研究了RNA修饰在神经退行性通路中的功能后果,并评估了通过评估表转录组获得的潜在治疗进展。
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引用次数: 0
Negative pressure wound therapy for the management of deep brain stimulation-related surgical site infections: A retrospective case series 负压伤口疗法治疗脑深部刺激相关手术部位感染:回顾性病例系列。
Pub Date : 2024-09-23 DOI: 10.1002/ibra.12178
Si-Yu Yan, Yi-Fan Liu, Yi-Cheng Zhou, Yuan Gao, Yang Wu, Hao Deng, Cheng-Hao Yang, Jun-Wen Guan, Wei Wang, Rui Tian

The management of deep brain stimulation (DBS)-related surgical site infection (SSI) is challenging. This article aimed to report the efficacy of negative pressure wound therapy (NPWT) in treating DBS-related SSI while preserving all DBS devices. As a retrospective case series in a single center, localized DBS-related SSI was treated with complete debridement and NPWT, with preserving all DBS devices. Successful infection control was defined as no clinical or microbiological evidence of recurrent infection 3 months after NPWT. Five patients (three females, two males, median age: 64 years) received NPWT for their DBS-related SSI. The infection was located in the chest, parietal, and retroauricular areas. Only one patient had the extension wires removed due to the heavy contamination, while no DBS devices were removed in the other patients. All patients showed successful infection control without any remarkable side effects 3 months after debridement and NPWT. These findings suggest that NPWT may effectively promote wound healing with a high probability of preserving all DBS devices in DBS-related SSI.

深部脑刺激(DBS)相关手术部位感染(SSI)的处理具有挑战性。本文旨在报道负压创面治疗(NPWT)在保留所有DBS装置的情况下治疗DBS相关SSI的疗效。作为单一中心的回顾性病例系列,局部DBS相关SSI采用完全清创和NPWT治疗,保留所有DBS装置。成功的感染控制被定义为NPWT后3个月没有临床或微生物学证据表明再次感染。5例患者(3名女性,2名男性,中位年龄:64岁)因dbs相关SSI接受NPWT治疗。感染位于胸部、顶骨和耳后区域。由于严重污染,只有一名患者拔掉了延长线,而其他患者没有拔掉DBS装置。所有患者在清创和NPWT后3个月均成功控制感染,无明显副作用。这些发现表明,NPWT可以有效促进伤口愈合,并且在DBS相关SSI中保留所有DBS装置的可能性很大。
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引用次数: 0
Identification of immune infiltration and PANoptosis-related molecular clusters and predictive model in Alzheimer's disease based on transcriptome analysis 基于转录组分析的阿尔茨海默病免疫浸润和细胞凋亡相关分子群鉴定及预测模型
Pub Date : 2024-09-23 DOI: 10.1002/ibra.12179
Jin-Lin Mei, Shi-Feng Wang, Yang-Yang Zhao, Ting Xu, Yong Luo, Liu-Lin Xiong

This study aims to explore the expression profile of PANoptosis-related genes (PRGs) and immune infiltration in Alzheimer's disease (AD). Based on the Gene Expression Omnibus database, this study investigated the differentially expressed PRGs and immune cell infiltration in AD and explored related molecular clusters. Gene set variation analysis (GSVA) was used to analyze the expression of Gene Ontology and Kyoto Encyclopedia of Genes and Genomes in different clusters. Weighted gene co-expression network analysis was utilized to find co-expressed gene modules and core genes in the network. By analyzing the intersection genes in random forest, support vector machine, generalized linear model, and extreme gradient boosting (XGB), the XGB model was determined. Eventually, the first five genes (Signal Transducer and Activator of Transcription 3, Tumor Necrosis Factor (TNF) Receptor Superfamily Member 1B, Interleukin 4 Receptor, Chloride Intracellular Channel 1, TNF Receptor Superfamily Member 10B) in XGB model were selected as predictive genes. This research explored the relationship between PANoptosis and AD and established an XGB learning model to evaluate and screen key genes. At the same time, immune infiltration analysis showed that there were different immune infiltration expression profiles in AD.

本研究旨在探讨阿尔茨海默病(AD)中细胞凋亡相关基因(PANoptosis-related genes,PRGs)和免疫细胞浸润的表达谱。本研究基于基因表达总库(Gene Expression Omnibus)数据库,研究了AD中差异表达的PAN凋亡相关基因(PRGs)和免疫细胞浸润,并探索了相关的分子集群。基因集变异分析(GSVA)用于分析基因本体和京都基因与基因组百科全书在不同集群中的表达。利用加权基因共表达网络分析找出网络中的共表达基因模块和核心基因。通过随机森林、支持向量机、广义线性模型和极梯度提升(XGB)分析交叉基因,确定了 XGB 模型。最终,XGB 模型中的前五个基因(信号转导和转录激活因子 3、肿瘤坏死因子(TNF)受体超家族成员 1B、白细胞介素 4 受体、细胞内氯离子通道 1、TNF 受体超家族成员 10B)被选为预测基因。该研究探讨了泛凋亡与AD之间的关系,并建立了XGB学习模型来评估和筛选关键基因。同时,免疫浸润分析表明,AD中存在不同的免疫浸润表达谱。
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引用次数: 0
Global, regional, and national burdens of Alzheimer's disease and other forms of dementia in the elderly population from 1999 to 2019: A trend analysis based on the Global Burden of Disease Study 2019 1999年至2019年老年人口阿尔茨海默病和其他形式痴呆症的全球、区域和国家负担:基于2019年全球疾病负担研究的趋势分析
Pub Date : 2024-09-22 DOI: 10.1002/ibra.12181
Mengdan Su, Tianhong Wang, Congcong Zou, Keyu Cao, Fei Liu

Dementia represents a significant health issue, afflicting both patients and their families. To assess the global trends in the incidence, prevalence, mortality, and disability-adjusted life years (DALYs) of Alzheimer's disease (AD) and other dementias in the elderly population, the Global Burden of Disease Study (1999−2019) was used. The average annual percentage change (AAPC) was estimated using linear regression. Stratified analysis of the global trends by age, sex, region, national level, and social development index (SDI) were also performed. The global incidence of AD and other dementias increased from 507.96 per 100,000 in 1990 to 569.39 per 100,000 in 2019, showing a significant increase in this period. In males, the incidence increased from 387.56 per 100,000 population in 1990 to 462.40 per 100,000 in 2019 (AAPC = 0.61), whereas females experienced a slower rise (AAPC = 0.31) and had a higher incidence in 2019 (662.93 per 100,000 population). The most significant increase was observed in individuals aged 60−64 and those in the middle-SDI quintile. Regionally, the high-income Asia Pacific had the highest incidence (890.01 per 100,000 population) and DALYs (3043.86 per 100,000) in AD and other dementias in 2019. As for national trends, Japan had the most pronounced increase in the incidence and DALYs of AD and other dementias during the 1990−2019 period. These findings highlight the growing burden of dementias on life expectancy at a population level, which is significant for healthcare professionals and decision-makers to conduct the ongoing debate on the policy of AD and other dementias.

痴呆症是一个严重的健康问题,困扰着患者和他们的家人。为了评估老年人群阿尔茨海默病(AD)和其他痴呆症的发病率、患病率、死亡率和残疾调整生命年(DALYs)的全球趋势,使用了全球疾病负担研究(1999-2019)。利用线性回归估计了年平均百分比变化(AAPC)。对全球趋势进行了年龄、性别、地区、国家水平和社会发展指数(SDI)的分层分析。阿尔茨海默病和其他痴呆症的全球发病率从1990年的507.96 / 10万上升到2019年的569.39 / 10万,在此期间出现了显著增长。男性的发病率从1990年的387.56 / 10万人增加到2019年的462.40 / 10万人(AAPC = 0.61),而女性的发病率上升较慢(AAPC = 0.31), 2019年的发病率更高(662.93 / 10万人)。在60-64岁和sdi中五分位数的个体中观察到最显著的增加。从地区来看,2019年高收入亚太地区阿尔茨海默病和其他痴呆症的发病率最高(每10万人中有890.01人),DALYs(每10万人中有3043.86人)。就国家趋势而言,1990年至2019年期间,日本的阿尔茨海默病和其他痴呆症的发病率和DALYs增长最为明显。这些发现强调了痴呆症在人口水平上对预期寿命的负担越来越大,这对医疗保健专业人员和决策者就阿尔茨海默病和其他痴呆症的政策进行持续辩论具有重要意义。
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引用次数: 0
Comprehensive review on Alzheimer's disease: From the posttranslational modifications of Tau to corresponding treatments 阿尔茨海默病综述:从 Tau 的翻译后修饰到相应的治疗方法。
Pub Date : 2024-09-16 DOI: 10.1002/ibra.12176
Xin Li, Zhisheng Ba, Juan Huang, Jianhua Chen, Jinyu Jiang, Nanqu Huang, Yong Luo

Alzheimer's disease (AD) is a neurodegenerative disease, which is mainly characterized by the abnormal deposition of β-amyloid peptide (Aβ) and Tau. Since Tau aggregation is more closely associated with synaptic loss, neurodegeneration, and cognitive decline than Aβ, the correlation between Tau and cognitive function in AD has gradually gained attention. The posttranslational modifications (PTMs) of Tau are key factors contributing to its pathological changes, which include phosphorylation, acetylation, ubiquitination, glycosylation, glycation, small ubiquitin-like modifier mediated modification (SUMOylation), methylation, succinylation, etc. These modifications change the structure of Tau, regulating Tau microtubule interactions, localization, degradation, and aggregation, thereby affecting its propensity to aggregate and leading to neuronal injury and cognitive impairments. Among numerous PTMs, drug development based on phosphorylation, acetylation, ubiquitination, and SUMOylation primarily involves enzymatic reactions, affecting either the phosphorylation or degradation processes of Tau. Meanwhile, methylation, glycosylation, and succinylation are associated with maintaining the structural stability of Tau. Current research is more extensive on phosphorylation, acetylation, ubiquitination, and methylation, with related drugs already developed, particularly focusing on phosphorylation and ubiquitination. In contrast, there is less research on SUMOylation, glycosylation, and succinylation, requiring further basic research, with the potential to become novel drug targets. In conclusion, this review summarized the latest research on PTMs of Tau and related drugs, highlighting the potential of targeting specific PTMs for developing novel therapeutic strategies in AD.

阿尔茨海默病(Alzheimer's disease, AD)是一种以β-淀粉样肽(β)和Tau蛋白异常沉积为主要特征的神经退行性疾病。由于Tau聚集与突触丧失、神经退行性变和认知能力下降的关系比Aβ更密切,因此Tau与AD患者认知功能的相关性逐渐受到关注。Tau蛋白的翻译后修饰(PTMs)是导致其病理改变的关键因素,包括磷酸化、乙酰化、泛素化、糖基化、糖基化、小泛素样修饰物介导的修饰(SUMOylation)、甲基化、琥珀酰化等。这些修饰改变Tau的结构,调节Tau微管的相互作用、定位、降解和聚集,从而影响其聚集倾向,导致神经元损伤和认知障碍。在众多PTMs中,基于磷酸化、乙酰化、泛素化和sumo化的药物开发主要涉及酶促反应,影响Tau蛋白的磷酸化或降解过程。同时,甲基化、糖基化和琥珀酰化与维持Tau蛋白的结构稳定性有关。目前对磷酸化、乙酰化、泛素化和甲基化的研究较为广泛,相关药物也已开发出来,尤其是磷酸化和泛素化。相比之下,对SUMOylation、糖基化、琥珀酰化的研究较少,需要进一步的基础研究,有可能成为新的药物靶点。综上所述,本文综述了Tau蛋白PTMs及其相关药物的最新研究进展,强调了针对特异性PTMs开发新的AD治疗策略的潜力。
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引用次数: 0
Neuroanatomical and functional correlates in tic disorders and Tourette's syndrome: A narrative review 抽动障碍和抽动秽语综合征的神经解剖学和功能相关性:叙述性综述。
Pub Date : 2024-09-14 DOI: 10.1002/ibra.12177
Anna Sara Liberati, Giulio Perrotta

Tic disorders represent a developmental neuropsychiatric condition whose causes can be attributed to a variety of environmental, neurobiological, and genetic factors. From a neurophysiological perspective, the disorder has classically been associated with neurochemical imbalances (particularly dopamine and serotonin) and structural and functional alterations affecting, in particular, brain areas and circuits involved in the processing and coordination of movements: the basal ganglia, thalamus, motor cortical area, and cingulate cortex; however, more recent research is demonstrating the involvement of many more brain regions and neurotransmission systems than previously observed, such as the prefrontal cortex and cerebellum. In this paper, therefore, we summarize the evidence to date on these abnormalities with the intent to illustrate and clarify the main neuroanatomical differences between patients with tic disorders and healthy individuals.

抽动障碍是一种发育性神经精神疾病,其病因可归因于各种环境、神经生物学和遗传因素。从神经生理学的角度来看,这种疾病通常与神经化学失衡(特别是多巴胺和血清素)以及结构和功能改变有关,特别是影响与运动处理和协调有关的大脑区域和回路:基底神经节、丘脑、运动皮质区和扣带皮层;然而,最近的研究表明,与之前观察到的相比,涉及到更多的大脑区域和神经传递系统,比如前额皮质和小脑。因此,在本文中,我们总结了迄今为止关于这些异常的证据,目的是说明和澄清抽动障碍患者与健康个体之间的主要神经解剖学差异。
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引用次数: 0
The application of eXplainable artificial intelligence in studying cognition: A scoping review 可解释人工智能在认知研究中的应用:范围综述
Pub Date : 2024-09-05 DOI: 10.1002/ibra.12174
Shakran Mahmood, Colin Teo, Jeremy Sim, Wei Zhang, Jiang Muyun, R. Bhuvana, Kejia Teo, Tseng Tsai Yeo, Jia Lu, Balazs Gulyas, Cuntai Guan

The rapid advancement of artificial intelligence (AI) has sparked renewed discussions on its trustworthiness and the concept of eXplainable AI (XAI). Recent research in neuroscience has emphasized the relevance of XAI in studying cognition. This scoping review aims to identify and analyze various XAI methods used to study the mechanisms and features of cognitive function and dysfunction. In this study, the collected evidence is qualitatively assessed to develop an effective framework for approaching XAI in cognitive neuroscience. Based on the Joanna Briggs Institute and preferred reporting items for systematic reviews and meta-analyses extension for scoping review guidelines, we searched for peer-reviewed articles on MEDLINE, Embase, Web of Science, Cochrane Central Register of Controlled Trials, and Google Scholar. Two reviewers performed data screening, extraction, and thematic analysis in parallel. Twelve eligible experimental studies published in the past decade were included. The results showed that the majority (75%) focused on normal cognitive functions such as perception, social cognition, language, executive function, and memory, while others (25%) examined impaired cognition. The predominant XAI methods employed were intrinsic XAI (58.3%), followed by attribution-based (41.7%) and example-based (8.3%) post hoc methods. Explainability was applied at a local (66.7%) or global (33.3%) scope. The findings, predominantly correlational, were anatomical (83.3%) or nonanatomical (16.7%). In conclusion, while these XAI techniques were lauded for their predictive power, robustness, testability, and plausibility, limitations included oversimplification, confounding factors, and inconsistencies. The reviewed studies showcased the potential of XAI models while acknowledging current challenges in causality and oversimplification, particularly emphasizing the need for reproducibility.

人工智能(AI)的飞速发展引发了关于其可信度和可解释人工智能(XAI)概念的新讨论。神经科学领域的最新研究强调了 XAI 在研究认知方面的相关性。本范围综述旨在确定和分析用于研究认知功能和功能障碍的机制和特征的各种 XAI 方法。本研究对收集到的证据进行了定性评估,以便为认知神经科学中的 XAI 方法制定一个有效的框架。根据乔安娜-布里格斯研究所(Joanna Briggs Institute)和《系统综述和荟萃分析扩展范围综述指南的首选报告项目》,我们在 MEDLINE、Embase、Web of Science、Cochrane Central Register of Controlled Trials 和 Google Scholar 上检索了同行评议文章。两名审稿人同时进行数据筛选、提取和专题分析。过去十年间发表的 12 项符合条件的实验研究被纳入其中。结果显示,大多数研究(75%)侧重于正常认知功能,如感知、社会认知、语言、执行功能和记忆,而其他研究(25%)则对受损认知进行了研究。采用的主要 XAI 方法是内在 XAI(58.3%),其次是基于归因(41.7%)和基于示例(8.3%)的事后方法。可解释性被应用于本地(66.7%)或全球(33.3%)范围。研究结果主要是相关性的,有解剖学的(83.3%)或非解剖学的(16.7%)。总之,尽管这些 XAI 技术因其预测能力、稳健性、可测试性和可信性而备受赞誉,但其局限性也包括过度简化、混杂因素和不一致性。所回顾的研究展示了 XAI 模型的潜力,同时也承认目前在因果关系和过度简化方面存在挑战,特别强调了可重复性的必要性。
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引用次数: 0
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