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精神分裂症谱系障碍中执行功能与内心言语的实验与计算研究

An experimental and computational investigation of executive functions and inner speech in schizophrenia spectrum disorders.

作者信息

Granato Giovanni, Costanzo Raffaele, Borghi Anna, Mattera Andrea, Carruthers Sean, Rossell Susan, Baldassarre Gianluca

机构信息

Laboratory of Embodied Natural and Artificial Intelligence, Institute of Cognitive Sciences and Technologies, National Research Council of Italy, Rome, Italy.

Department of Movement, Human and Health Sciences, Foro Italico University of Rome, Rome, Italy.

出版信息

Sci Rep. 2025 Feb 12;15(1):5185. doi: 10.1038/s41598-025-89555-3.

Abstract

Flexible goal-directed human cognition is supported by many forms of self-directed manipulation of representations. Among them, Inner-Speech (IS; covert self-directed speech) acts on second-order representations (e.g., goals/sub-goals), empowering attention and feedback processing. Interestingly, patients with Schizophrenia Spectrum Disorders (SSD) show impaired Executive Functions (EF; e.g., cognitive flexibility) and, probably, a related IS alteration. However, fragmentary evidence and no computational modeling prevent a clear assessment of these processes and focused therapeutic interventions. Here, we address these issues by exploiting a translational approach that integrates experimental clinical data, machine learning, and computational modeling. First, we administered the Wisconsin Cards Sorting Test (WCST; a neuropsychological test probing cognitive flexibility) to 162 SSD patients and 108 healthy control participants, and we computed the clinical behavioural data with a data-driven clustering algorithm. Second, we extracted the cluster neuropsychological profiles with our theory-based validated computational model of the WCST. Finally, we exploited our model to emulate an IS-based psychotherapeutic intervention for SSD subpopulations. We identified different SSD sub-populations and global trends (e.g., a descending feedback sensitivity); however, extremely different neuropsychological profiles emerged. In particular, 'Relatively Intact' patients showed an unexpected profile (distraction/reasoning failures), quite divergent from the perseverative/rigid profile of the others. Importantly, the former showed no impact of Interfering-IS, while the others showed increased Interfering-IS strongly affecting their cognition. These differences highlight that SSD populations require a cluster-dependent individualisation of the intervention to achieve adequate cognitive performance. Overall, these results support a clear definition of neuropsychological profiles and the related Interfering-IS impact in SSD subpopulations, thus showing important implications for basic research (e.g., cognitive neuroscience) and clinical fields (clinical psychology and psychiatry).

摘要

灵活的目标导向性人类认知由多种形式的自我导向性表征操纵所支持。其中,内部言语(IS;隐蔽的自我导向性言语)作用于二阶表征(例如,目标/子目标),增强注意力和反馈处理能力。有趣的是,精神分裂症谱系障碍(SSD)患者表现出执行功能(EF;例如,认知灵活性)受损,并且可能存在相关的内部言语改变。然而,证据不完整且缺乏计算模型,使得无法对这些过程进行清晰评估以及开展有针对性的治疗干预。在此,我们通过采用一种整合实验临床数据、机器学习和计算模型的转化方法来解决这些问题。首先,我们对162名SSD患者和108名健康对照参与者进行了威斯康星卡片分类测验(WCST;一种探测认知灵活性的神经心理学测验),并使用数据驱动的聚类算法计算临床行为数据。其次,我们用基于理论且经过验证的WCST计算模型提取聚类神经心理学特征。最后,我们利用我们的模型为SSD亚组模拟一种基于内部言语的心理治疗干预。我们确定了不同的SSD亚组和总体趋势(例如,反馈敏感性下降);然而,出现了极其不同的神经心理学特征。特别是,“相对完整”的患者表现出意想不到的特征(注意力分散/推理失败),与其他患者的持续性/僵化特征大不相同。重要的是,前者未受干扰性内部言语的影响,而其他患者则表现出干扰性内部言语增加,强烈影响他们的认知。这些差异突出表明,SSD人群需要根据聚类进行个体化干预,以实现足够的认知表现。总体而言,这些结果支持对SSD亚组的神经心理学特征以及相关干扰性内部言语影响进行明确定义,从而对基础研究(例如,认知神经科学)和临床领域(临床心理学和精神病学)具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a226/11822060/d599b03c8f01/41598_2025_89555_Fig1_HTML.jpg

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