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Exploring the effects of COVID-19 on verbal memory function in schizophrenia: Multiple case study and brief literature review. 探索 COVID-19 对精神分裂症患者言语记忆功能的影响:多重病例研究和简要文献综述。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-10-14 DOI: 10.1080/23279095.2024.2416061
Barbora Keřková, Marián Kolenič, Karolína Knížková, Aleš Hrubý, Monika Večeřová, Petra Šustová, Filip Španiel, Mabel Rodriguez

Individuals recovering from COVID-19 may experience persistent impairment in verbal memory performance, potentially due to illness-related hippocampal injury. Although verbal memory dysfunction is central to schizophrenia, the interactions between this vulnerability and COVID-19 remain unclear, with no imaging studies addressing the issue to-date. To explore this gap and generate hypotheses for future research, we adopted a multiple case study approach. Two pairs of individuals with an ICD-10 diagnosis of schizophrenia were selected, each consisting of one case with a positive COVID-19 anamnesis and one without. We calculated the Reliable Change Index to estimate the clinical significance of verbal memory performance changes, with annualized change rates in hippocampal volumes assessed against normative data. Compared to their matches, COVID-19 positive cases did not show mutually consistent changes in verbal memory performance: one case experienced a significant decline in verbal memory and learning, while the other showed a general normalization of test scores. Left hippocampal volumes showed a comparatively slowed increase, while the right hippocampi decreased in volume, although these atrophy rates did not exceed those expected in general population samples. Based on these findings, we hypothesize that COVID-19 alone does not lead to verbal memory decline in schizophrenia. Instead, the relationship between the diseases may depend on additional factors. Our case pairs differed in body mass index, systolic blood pressure, sex, phase of illness, and whole grey matter volume trajectories, leading us to hypothesize that these variables represent additional predictors or moderators of this relationship.

从 COVID-19 中恢复的患者可能会出现持续性的言语记忆障碍,这可能是由于与疾病相关的海马损伤所致。虽然言语记忆功能障碍是精神分裂症的核心问题,但这种脆弱性与 COVID-19 之间的相互作用仍不清楚,迄今为止还没有成像研究涉及这一问题。为了探索这一空白并为未来研究提出假设,我们采用了多病例研究方法。我们选取了两对 ICD-10 诊断为精神分裂症的患者,每对患者都包括一个 COVID-19 病史呈阳性的病例和一个无 COVID-19 病史的病例。我们计算了 "可靠变化指数"(Reliable Change Index)来估算言语记忆能力变化的临床意义,并根据常模数据评估了海马体积的年变化率。与配对病例相比,COVID-19 阳性病例的言语记忆能力变化并不一致:其中一个病例的言语记忆和学习能力显著下降,而另一个病例的测试成绩则普遍趋于正常。左侧海马体积的增加相对缓慢,而右侧海马体积则有所减少,尽管这些萎缩率并未超过一般人群样本的预期。基于这些发现,我们推测,COVID-19 本身并不会导致精神分裂症患者的言语记忆力下降。相反,疾病之间的关系可能取决于其他因素。我们的病例对在体重指数、收缩压、性别、患病阶段和整个灰质体积轨迹方面存在差异,因此我们假设这些变量代表了这种关系的其他预测因素或调节因素。
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引用次数: 0
The effects of deep TMS on purpose in life, quantitative EEG and event-related potentials in major depressive disorder. 深度经颅磁刺激对重度抑郁症患者生活目的、定量脑电图和事件相关电位的影响。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-10-12 DOI: 10.1080/23279095.2024.2414239
Nathaniel A Shanok, Emma G Bright, Sabrina Muzac, Charlotte Baumeister, Tate Lahr, Enis Cabeza, Brittany Derbin, Raul Rodriguez

Background: Perceived purpose in life (PIL) is linked with many vital health outcomes, including Major Depressive Disorder (MDD).

Methods: In this study, biomarkers associated with depression and PIL were investigated using Brain Network Activation (BNA) based quantitative electroencephalography (QEEG) and event-related potential (ERP) measures in a sample of individuals with MDD. Data were analyzed before and after a 36-session, Deep transcranial magnetic stimulation (TMS) program.

Results: At baseline, the study observed that increased slow-frequency resting-state activity in the frontal and temporal regions correlated with higher levels of depression and reduced PIL. Additionally, a reduced P3b amplitude was found to predict elevated depressive symptoms. However, with the application of Deep TMS treatment notable improvements were observed in both depression (p < .001. d = 2.15) and PIL (p < .001, d = 1.59) levels. The treatment also successfully regulated resting-state QEEG (delta/beta) and ERP characteristics (P200 latency), bringing them closer to healthy levels.

Conclusions: This attenuation of brain activity patterns relating to depression is encouraging as it suggests that effects were robust and are more likely to be sustained over time. This study represents the first exploration of the effects of Deep TMS on PIL and relevant QEEG and ERP biomarkers. The initial evidence suggests that Deep TMS holds promise in enhancing both PIL and neurophysiological health. Future investigations should continue exploring the utility of Deep TMS in targeting a wide range of neuropsychological and physical health conditions, leveraging objective biomarkers such as QEEG and ERP.

背景:感知生活目标(PIL)与许多重要的健康结果有关,包括重度抑郁症(MDD):在这项研究中,研究人员使用基于脑网络激活(BNA)的定量脑电图(QEEG)和事件相关电位(ERP)测量方法,对 MDD 患者样本中与抑郁和 PIL 相关的生物标志物进行了调查。研究人员对深度经颅磁刺激(TMS)项目前后的数据进行了分析:研究观察到,在基线时,额叶和颞叶区域的慢频静息态活动增加与抑郁程度较高和 PIL 减少相关。此外,研究还发现 P3b 振幅的降低可预测抑郁症状的升高。然而,在应用深度 TMS 治疗后,抑郁(p < .001. d = 2.15)和 PIL(p < .001. d = 1.59)水平均有显著改善。治疗还成功调节了静息态 QEEG(delta/beta)和 ERP 特征(P200 潜伏期),使其更接近健康水平:与抑郁有关的大脑活动模式的减弱令人鼓舞,因为这表明疗效是稳健的,并且更有可能随着时间的推移而持续。这项研究首次探讨了深度经颅磁刺激对 PIL 以及相关 QEEG 和 ERP 生物标记的影响。初步证据表明,深度经颅磁刺激有望增强 PIL 和神经生理健康。未来的研究应利用 QEEG 和 ERP 等客观生物标志物,继续探索深度经颅磁刺激在针对各种神经心理和生理健康状况方面的效用。
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引用次数: 0
Investigation of comparative nonword repetition performance in multiple sclerosis: Group differences, subtype variations, and disability effects. 多发性硬化症患者非词重复能力比较研究:群体差异、亚型变化和残疾影响。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-10-09 DOI: 10.1080/23279095.2024.2408393
Melis Buse Arslan, Özlem Öge-Daşdöğen

This study investigated Nonword Repetition (NWR) tasks in individuals with Multiple Sclerosis (MS) compared to healthy controls (HC), focusing on phonological working memory (WMP). Significant differences were found in NWR acurracy (NWRacc) score between MS subgroups and HC (H = 48.2, p < 0.001). NWRacc decreased as the number of syllables increased in both groups, indicating increased cognitive load. All MS subtypes showed lower NWRacc compared to HC across varying syllable lengths (Mann Whitney U Test: two syllables U = 64.5, p < 0.001; three syllables U = 183, p < 0.001; four syllables U = 248, p < 0.001; five syllables U = 283.5, p < 0.001). However, no significant differences were found within MS subtypes based on syllable length. NWRacc did not differ between mild and severe MS groups. Overall, the NWR test effectively assessed WMP in MS, highlighting its utility in diagnosing and addressing language-cognitive challenges in individuals with MS. This underscores the importance of tailored intervention strategies to mitigate these challenges.

本研究调查了多发性硬化症(MS)患者与健康对照组(HC)的非词重复(NWR)任务,重点是语音工作记忆(WMP)。研究发现,多发性硬化症亚组与健康对照组之间的非词重复熟练度(NWRacc)得分存在显著差异(H = 48.2,p acc 随着两组音节数的增加而降低,表明认知负荷增加。与 HC 相比,所有 MS 亚型在不同音节长度上的 NWRacc 分数都较低(Mann Whitney U 测试:两个音节 U = 64.5,p p p acc 在轻度和重度 MS 组之间没有差异。总之,NWR 测试有效地评估了多发性硬化症患者的 WMP,突出了其在诊断和解决多发性硬化症患者语言认知挑战方面的实用性。这凸显了量身定制干预策略以减轻这些挑战的重要性。
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引用次数: 0
Inventory of sensory, emotional, and cognitive reserve (SECri): Proposal of a new instrument and preliminary data. 感官、情绪和认知储备清单(SECri):新工具的建议和初步数据。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-27 DOI: 10.1080/23279095.2024.2407462
Joana O Pinto, Isabel Vieira, Beatriz C R Barroso, Miguel Peixoto, Diogo Pontes, Bruno Peixoto, Artemisa R Dores, Fernando Barbosa

A new model of reserve, the Sensory, Emotional, and Cognitive Reserve (SEC) model, has been recently proposed, but so far this model has not been operationalized in instruments to evaluate the different domains of the reserve. This study introduces the SEC reserve inventory (SECri) along with preliminary data obtained from a study involving 57 adults, aged 35 and older. The SECri assesses the SEC domains using specific proxies: (a) sensory reserve (SR) through sensory acuity and sensory perception proxies; (b) emotional reserve (ER) through life events, resilience, and emotional regulation proxies; and (c) cognitive reserve (CR) through education, occupation, socioeconomic status, bilingualism, leisure activities, and personality traits proxies. Key features of SECri include self- and informant-report forms, fine-grained response scales, and the evaluation of reserve development across the lifespan. Findings on the acceptability, convergent validity between SECri domains and validated tests for the same constructs, internal consistency of each domain, and predictive validity of Montreal Cognitive Assessment scores support further research with this inventory. Future studies should consider determining SECri's psychometric properties in clinical and subclinical conditions to evaluate its prognostic value in cases of neurocognitive decline.

最近有人提出了一种新的储备模式,即感官、情绪和认知储备(SEC)模式,但迄今为止,这种模式还没有可操作的工具来评估储备的不同领域。本研究介绍了 SEC 储备清单(SECri)以及从一项涉及 57 名 35 岁及以上成年人的研究中获得的初步数据。SECri 使用特定的代用指标来评估 SEC 领域:(a)通过感觉敏锐度和感觉知觉代用指标来评估感觉储备(SR);(b)通过生活事件、复原力和情绪调节代用指标来评估情绪储备(ER);以及(c)通过教育、职业、社会经济地位、双语、休闲活动和个性特征代用指标来评估认知储备(CR)。SECri 的主要特点包括自我报告和信息报告形式、精细的反应量表以及对整个生命周期的储备发展进行评估。有关 SECri 各领域的可接受性、SECri 各领域与针对相同建构的有效测试之间的趋同有效性、各领域的内部一致性以及蒙特利尔认知评估分数的预测有效性等方面的研究结果都支持对该问卷进行进一步的研究。未来的研究应考虑确定 SECri 在临床和亚临床条件下的心理测量特性,以评估其在神经认知功能衰退病例中的预后价值。
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引用次数: 0
Relationship between neuropsychiatric symptoms and cognition in multiple sclerosis: A systematic review. 多发性硬化症患者的神经精神症状与认知能力之间的关系:系统综述。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-26 DOI: 10.1080/23279095.2024.2403764
Johanna Helminen, Mervi Jehkonen

The results of previous research on the relationship between neuropsychiatric symptoms and cognition in multiple sclerosis (MS) have been mixed. The aim of this systematic review was to examine the evidence on the relationship between neuropsychiatric symptoms and different cognitive domains in adult (≥18 years) MS patients. A literature search was conducted in the Ovid Medline, PsycInfo, Scopus, and Web of Science databases. A total of 4,216 nonduplicate records were identified, and after screening, 37 studies met the inclusion criteria and were included in the systematic review. Higher levels of depressive symptoms were related to deficits in processing speed, verbal memory, executive functions, visuospatial functions, and attention in MS patients. Symptoms of anxiety were not consistently related to any of the cognitive functions, but the relationship to deficits in visual memory received a minimal amount of support. Higher levels of apathy were most clearly associated with impairment in executive functions, but the association with deficits in visuospatial functions, visual memory, working memory, and processing speed was also supported. The results indicate that more neuropsychiatric symptoms, especially depressive symptoms and apathy, are associated with cognitive dysfunction in MS patients. These results can be utilized in the clinical examination and treatment planning of MS patients.

以往关于多发性硬化症(MS)神经精神症状与认知能力之间关系的研究结果不一。本系统性综述旨在研究成年(≥18 岁)多发性硬化症患者的神经精神症状与不同认知领域之间关系的证据。我们在 Ovid Medline、PsycInfo、Scopus 和 Web of Science 数据库中进行了文献检索。共找到 4,216 条不重复的记录,经过筛选,37 项研究符合纳入标准,被纳入系统综述。多发性硬化症患者较高程度的抑郁症状与处理速度、言语记忆、执行功能、视觉空间功能和注意力的缺陷有关。焦虑症状与任何认知功能的关系并不一致,但与视觉记忆缺陷的关系得到了最低限度的支持。较高程度的冷漠与执行功能受损的关系最为明显,但与视觉空间功能、视觉记忆、工作记忆和处理速度缺陷的关系也得到了支持。研究结果表明,更多的神经精神症状,尤其是抑郁症状和冷漠与多发性硬化症患者的认知功能障碍有关。这些结果可用于多发性硬化症患者的临床检查和治疗计划。
{"title":"Relationship between neuropsychiatric symptoms and cognition in multiple sclerosis: A systematic review.","authors":"Johanna Helminen, Mervi Jehkonen","doi":"10.1080/23279095.2024.2403764","DOIUrl":"https://doi.org/10.1080/23279095.2024.2403764","url":null,"abstract":"<p><p>The results of previous research on the relationship between neuropsychiatric symptoms and cognition in multiple sclerosis (MS) have been mixed. The aim of this systematic review was to examine the evidence on the relationship between neuropsychiatric symptoms and different cognitive domains in adult (≥18 years) MS patients. A literature search was conducted in the Ovid Medline, PsycInfo, Scopus, and Web of Science databases. A total of 4,216 nonduplicate records were identified, and after screening, 37 studies met the inclusion criteria and were included in the systematic review. Higher levels of depressive symptoms were related to deficits in processing speed, verbal memory, executive functions, visuospatial functions, and attention in MS patients. Symptoms of anxiety were not consistently related to any of the cognitive functions, but the relationship to deficits in visual memory received a minimal amount of support. Higher levels of apathy were most clearly associated with impairment in executive functions, but the association with deficits in visuospatial functions, visual memory, working memory, and processing speed was also supported. The results indicate that more neuropsychiatric symptoms, especially depressive symptoms and apathy, are associated with cognitive dysfunction in MS patients. These results can be utilized in the clinical examination and treatment planning of MS patients.</p>","PeriodicalId":51308,"journal":{"name":"Applied Neuropsychology-Adult","volume":" ","pages":"1-16"},"PeriodicalIF":1.4,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142332041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fifteen years later: Enhancing the classification accuracy of the performance validity module of the Advanced Clinical Solutions. 十五年后:提高高级临床解决方案表现有效性模块的分类准确性。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-23 DOI: 10.1080/23279095.2024.2406313
Laszlo A Erdodi

Objective: The study was designed to evaluate the performance validity module of Advanced Clinical Solutions (ACS) against external criterion measures and compare two alternative aggregation methods for its five components.

Method: The ACS was evaluated against psychometrically defined criterion groups in a sample of 93 outpatients with TBI. In addition to the default method, the component performance validity tests (PVTs) were either dichotomized along a single cutoff (VI-ACS) or recoded to capture various degrees of failure (EI-ACS).

Results: The standard ACS model correctly classified 75-83% of the sample. The alternative aggregation methods produced superior overall correct classification: 80-91% (VI-ACS) and 86-91% (EI-ACS). Mild TBI was associated with higher failure rates than moderate/severe TBI. Failing just one of the five ACS components resulted in a 3- to 8-fold increase in the likelihood of failing criterion PVTs.

Conclusions: Results support the use of the standard PVT module for ACS: it is an effective measure of performance validity that is robust to moderate-to-severe TBI. Post-publication research on individual ACS components and methodological advances in PVT research provide an opportunity to enhance the overall classification accuracy of the ACS model. Passing stringent multivariate PVT cutoffs does not indicate valid performance.

研究目的本研究旨在根据外部标准测量评估高级临床解决方案(ACS)的性能效度模块,并比较其五个组成部分的两种备选汇总方法:方法:在 93 名患有创伤性脑损伤的门诊患者样本中,根据心理统计学定义的标准组对 ACS 进行评估。除了默认方法外,各组成部分的表现效度测试(PVTs)也按照单一截点进行了二分法(VI-ACS)或重新编码以捕捉不同程度的失败(EI-ACS):结果:标准 ACS 模型对 75-83% 的样本进行了正确分类。其他聚合方法的总体分类正确率更高:80-91%(VI-ACS)和 86-91%(EI-ACS)。轻度创伤性脑损伤的失败率高于中度/重度创伤性脑损伤。ACS五个组成部分中只要有一个不合格,PVT标准不合格的可能性就会增加3到8倍:结论:研究结果支持在 ACS 中使用标准 PVT 模块:这是一种有效的绩效有效性测量方法,对中度至重度 TBI 均具有稳健性。针对 ACS 单个组件的发布后研究以及 PVT 研究方法的进步为提高 ACS 模型的整体分类准确性提供了机会。通过严格的多变量 PVT 临界值并不表示表现有效。
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引用次数: 0
Using harmonized FITBIR datasets to examine associations between TBI history and cognitive functioning. 利用统一的 FITBIR 数据集研究创伤性脑损伤病史与认知功能之间的关联。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-17 DOI: 10.1080/23279095.2024.2401974
Maya E O'Neil, David Cameron, Danielle Krushnic, William Baker Robinson, Sara Hannon, Kate Clauss, Tamara Cheney, Lawrence Cook, Meike Niederhausen, Mary Jo Pugh

Objective: Demonstrate how patient-level traumatic brain injury (TBI) data from studies in the Federal Interagency Traumatic Brain Injury Research (FITBIR) Informatics System can be harmonized and pooled to examine relationships between TBI and cognitive functioning.

Method: We harmonized and pooled data across studies and analyzed rates of probable cognitive functioning deficits by TBI history and severity.

Results: Four publicly available FITBIR studies with 3,445 participants included data on cognitive dysfunction, though only one included comparison groups (mild TBI vs. no history of TBI) and could be used in the final comparative analyses. Of the 1,539 participants, 82% had a history of mild TBI and 67% had data suggesting the presence of cognitive dysfunction. Participants with a history of mild TBI were mostly male (87%), 25-39 years old (53%), and Non-Hispanic White (60%). Conclusions: One publicly available FITBIR study reported cognitive dysfunction data as of January 2021, though findings were similar to prior research and supported an association between mild TBI and cognitive dysfunction. This proof-of-concept study shared newly developed methods including harmonization, analysis syntax, and meta-data via the FITBIR website to encourage dissemination of these TBI data resources in line with FAIR data goals.

目标:展示如何协调和汇集联邦机构间创伤性脑损伤研究(FITBIR)信息系统中各项研究的患者级别创伤性脑损伤(TBI)数据,以研究TBI与认知功能之间的关系:我们协调并汇总了各项研究的数据,并根据创伤性脑损伤病史和严重程度分析了可能的认知功能障碍率:四项公开的 FITBIR 研究共有 3,445 名参与者,其中包括认知功能障碍的数据,但只有一项研究包括对比组(轻度 TBI 与无 TBI 史),可用于最终的对比分析。在 1539 名参与者中,82% 有轻度 TBI 病史,67% 有数据表明存在认知功能障碍。有轻度创伤性脑损伤病史的参与者多为男性(87%)、25-39 岁(53%)和非西班牙裔白人(60%)。结论:一项公开的 FITBIR 研究报告了截至 2021 年 1 月的认知功能障碍数据,尽管研究结果与之前的研究相似,并支持轻度 TBI 与认知功能障碍之间存在关联。这项概念验证研究通过 FITBIR 网站分享了新开发的方法,包括协调、分析语法和元数据,以鼓励按照 FAIR 数据目标传播这些 TBI 数据资源。
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引用次数: 0
Phonological, orthographic and morphological skills are related to structural properties of ventral and motor white matter pathways in skilled and impaired readers. 熟练读者和阅读障碍者的语音、拼写和形态技能与腹侧和运动白质通路的结构特性有关。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-17 DOI: 10.1080/23279095.2024.2397036
Alesha Reed, Tina Huynh, Amberley V Ostevik, Kulpreet Cheema, Sarah Sweneya, Julia Craig, Jacqueline Cummine

Using diffusion tensor imaging (DTI), we assessed the extent to which fractional anisotropy values in the dorsal (i.e., arcuate fasciculus; AF) versus ventral (i.e., inferior fronto-occipital fasciculus; IFOF) distinction of structural white matter pathways associated with selected reading processes, could be replicated in skilled adult readers (N = 17) and extended to adults with reading impairments (N = 13). In addition to the AF and IFOF, motor-based tracts (i.e., posterior limb of the internal capsule (PLIC) and the frontal aslant tract (FAT)) were isolated to explore their role in reading performance. Several interesting relationships with reading performance emerged. First, orthographic awareness was related to the left IFOF in skilled readers, whereas orthographic awareness was related to left PLIC for impaired readers. Morphological awareness was related to left FAT for skilled readers, whereas morphological awareness was related to right AF, right IFOF and left PLIC for impaired readers. Overall, these findings support the notion that adult reading performance (both skilled and impaired) is related to the structural properties of the ventral white matter pathways. More consideration should be paid to motor pathways, particularly the PLIC, and their role in compensatory reading strategies in individuals with reading impairments.

利用扩散张量成像(DTI),我们评估了与选定阅读过程相关的结构性白质通路的背侧(即弓状筋束;AF)与腹侧(即下前枕筋束;IFOF)的分数各向异性值在多大程度上可以在熟练的成年读者(N = 17)中复制,并扩展到有阅读障碍的成年人(N = 13)。除了AF和IFOF外,还分离出了以运动为基础的神经束(即内囊后肢(PLIC)和额叶斜束(FAT)),以探索它们在阅读能力中的作用。研究发现,正字法意识与阅读能力之间存在几种有趣的关系。首先,对于熟练读者来说,正字法意识与左侧内囊后缘相关,而对于阅读能力受损的读者来说,正字法意识与左侧内囊后缘相关。熟练读者的形态意识与左侧 FAT 有关,而受损读者的形态意识与右侧 AF、右侧 IFOF 和左侧 PLIC 有关。总之,这些研究结果支持这样一种观点,即成人的阅读能力(无论是熟练还是受损)都与腹侧白质通路的结构特性有关。应更多地考虑运动通路,尤其是PLIC,以及它们在阅读障碍患者的补偿性阅读策略中的作用。
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引用次数: 0
Comparison of machine learning algorithms for predicting cognitive impairment using neuropsychological tests. 利用神经心理学测试预测认知障碍的机器学习算法比较。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-09 DOI: 10.1080/23279095.2024.2392282
Chanda Simfukwe, Seong Soo A An, Young Chul Youn

Objectives: Neuropsychological tests (NPTs) are standard tools for assessing cognitive function. These tools can evaluate the cognitive status of a subject, which can be time-consuming and expensive for interpretation. Therefore, this paper aimed to optimize the systematic NPTs by machine learning and develop new classification models for differentiating healthy controls (HC), mild cognitive impairment, and Alzheimer's disease dementia (ADD) among groups of subjects.

Patients and methods: A total dataset of 14,926 subjects was obtained from the formal 46 NPTs based on the Seoul Neuropsychological Screening Battery (SNSB). The statistical values of the dataset included an age of 70.18 ± 7.13 with an education level of 8.18 ± 5.50 and a diagnosis group of three; HC, MCI, and ADD. The dataset was preprocessed and classified in two- and three-way machine-learning classification from scikit-learn (www.scikit-learn.org) to differentiate between HC versus MCI, HC versus ADD, HC versus Cognitive Impairment (CI) (MCI + ADD), and HC versus MCI versus ADD. We compared the performance of seven machine learning algorithms, including Naïve Bayes (NB), random forest (RF), decision tree (DT), k-nearest neighbors (KNN), support vector machine (SVM), AdaBoost, and linear discriminant analysis (LDA). The accuracy, sensitivity, specificity, positive predicted value (PPV), negative predictive value (NPV), area under the curve (AUC), confusion matrixes, and receiver operating characteristic (ROC) were obtained from each model based on the test dataset.

Results: The trained models based on 29 best-selected NPT features were evaluated, the model with the RF algorithm yielded the best accuracy, sensitivity, specificity, PPV, NPV, and AUC in all four models: HC versus MCI was 98%, 98%, 97%, 98%, 97%, and 99%; HC versus ADD was 98%, 99%, 96%, 97%, 98%, and 99%; HC versus CI was 97%, 99%, 92%, 97%, 97%, and 99% and HC versus MCI versus ADD was 97%, 96%, 98%, 97%, 98%, and 99%, respectively, in predicting of cognitive impairment among subjects.

Conclusion: According to the results, the RF algorithm was the best classification model for both two- and three-way classification among the seven algorithms trained on an imbalanced NPTs SNSB dataset. The trained models proved useful for diagnosing MCI and ADD in patients with normal NPTs. These models can optimize cognitive evaluation, enhance diagnostic accuracy, and reduce missed diagnoses.

目的:神经心理学测试(NPT)是评估认知功能的标准工具。这些工具可以评估受试者的认知状况,但解释起来耗时费钱。因此,本文旨在通过机器学习优化系统化的 NPTs,并开发新的分类模型来区分健康对照组(HC)、轻度认知障碍组和阿尔茨海默病痴呆组(ADD):从基于首尔神经心理筛查电池(SNSB)的正式 46 项 NPT 中获得了共计 14,926 名受试者的数据集。数据集的统计值包括年龄(70.18 ± 7.13)、教育程度(8.18 ± 5.50)和三个诊断组(HC、MCI 和 ADD)。我们对数据集进行了预处理,并使用 scikit-learn (www.scikit-learn.org) 进行了两向和三向机器学习分类,以区分 HC 与 MCI、HC 与 ADD、HC 与认知障碍 (CI) (MCI + ADD) 以及 HC 与 MCI 与 ADD。我们比较了七种机器学习算法的性能,包括奈夫贝叶斯(NB)、随机森林(RF)、决策树(DT)、k-近邻(KNN)、支持向量机(SVM)、AdaBoost 和线性判别分析(LDA)。根据测试数据集得出了每个模型的准确性、灵敏度、特异性、阳性预测值(PPV)、阴性预测值(NPV)、曲线下面积(AUC)、混淆矩阵和接收者操作特征(ROC):对基于 29 个最佳选择的 NPT 特征训练的模型进行了评估,在所有四个模型中,采用 RF 算法的模型获得了最佳的准确性、灵敏度、特异性、PPV、NPV 和 AUC:HC相对于MCI的预测准确率分别为98%、98%、97%、98%、97%和99%;HC相对于ADD的预测准确率分别为98%、99%、96%、97%、98%和99%;HC相对于CI的预测准确率分别为97%、99%、92%、97%、97%和99%;HC相对于MCI相对于ADD的预测准确率分别为97%、96%、98%、97%、98%和99%:根据研究结果,在不平衡的 NPTs SNSB 数据集上训练的七种算法中,RF 算法是双向和三向分类的最佳分类模型。事实证明,训练出的模型有助于诊断 NPT 正常患者的 MCI 和 ADD。这些模型可以优化认知评估、提高诊断准确性并减少漏诊。
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引用次数: 0
Sentence comprehension deficits in aphasia disorders: A systematic review of mapping therapy. 失语症患者的句子理解缺陷:映射疗法的系统回顾。
IF 1.4 4区 心理学 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-08 DOI: 10.1080/23279095.2024.2394091
Vahid Valinejad, Maedeh Salehi Darjani, Ehsan Shekari

Patients with aphasia (PWA), particularly those with agrammatic aphasia, experience problems in sentence comprehension. Studies have found that Mapping Therapy (MT) can improve sentence processing in PWA. This paper aims to review the literature on therapeutic studies using MT for the treatment of sentence processing in PWA. All studies on the treatment of sentence comprehension using MT were found by searching Cochrane Library, ISI Web of Knowledge, Google Scholar, Pubmed, and Scopus from 1986 until December 2023, with the combination of these search keywords: 'aphasia, sentence, comprehension, mapping therapy, treatment, rehabilitation'. All studies (single-subject or group design) on the treatment of sentence comprehension using MT in PWA were reviewed. An adaptation of the Cochrane Collaboration's risk of bias (RoB) tool was used to assess the risk of bias (RoB) in the reviewed studies. A total of 14 studies on 81 participants were selected and reviewed. All studies (13 studies) had employed a single-subject design, except for one study that had used a group design. Twelve studies (86%) showed that MT is effective in the remediation of sentence comprehension in PWA. Generalization to untrained sentences similar to the trained structure was also observed in 12 studies (86%). Generalization to untrained structures (usually passive sentences) was limited. In addition, cross-modal improvement in sentence production was observed in 8 studies (57%). This review highlights the need for a more detailed investigation of the effect of MT on cross-modal generalization using elicited production of the sentence types trained during comprehension treatment.

失语症患者(PWA),尤其是语篇型失语症患者,在句子理解方面存在问题。研究发现,映射疗法(MT)可以改善 PWA 的句子处理能力。本文旨在回顾使用 MT 治疗 PWA 句子处理能力的研究文献。通过搜索 Cochrane Library、ISI Web of Knowledge、Google Scholar、Pubmed 和 Scopus,找到了自 1986 年至 2023 年 12 月期间使用 MT 治疗句子理解的所有研究,并结合了这些搜索关键词:失语症、句子、理解、映射疗法、治疗、康复"。所有关于使用 MT 治疗 PWA 句子理解能力的研究(单个受试者或小组设计)都进行了审查。对 Cochrane 协作组织的偏倚风险(RoB)工具进行了改编,以评估综述研究的偏倚风险(RoB)。共选取并审查了 14 项研究,涉及 81 名参与者。除一项研究采用了分组设计外,其他所有研究(13 项)均采用了单个受试者设计。有 12 项研究(86%)表明,MT 对矫正 PWA 的句子理解能力有效。在 12 项研究中(86%)还观察到对类似于训练结构的未训练句子的泛化。对未经训练的句子结构(通常是被动句)的泛化效果有限。此外,在 8 项研究(57%)中观察到了句子制作的跨模态改进。本综述强调,有必要利用在理解训练过程中诱发的句子类型的生成,对 MT 对跨模态泛化的影响进行更详细的调查。
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Applied Neuropsychology-Adult
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