皮下和岛内功能连接性异常以及第一发精神分裂症的临床影响
Bixin Wang1, Meng Zhang1, Fengmei Fan1
1Beijing Huilongguan Hospital, Peking University Huilongguan Clinical Medical School, Beijing 100096, China.
皮质下功能连接模式显示为精神分裂症的生物标志物具有前途,有助于早期诊断和个性化治疗. 机器学习模型在诊断精神分裂症的患者中达到79.55%的准确性.
科学领域:
- 神经科学是一个神经科学.
- 精神病学是一个精神病学.
- 计算精神病学是一种计算精神病学.
背景情况:
- 精神分裂症的病理生理学是复杂的,并未完全理解,特别是关于皮下干涉.
- 研究皮层下和岛屿的作用对于理解精神分裂症至关重要.
研究的目的:
- 探索皮下和岛屿功能连接 (FC) 在第一发精神分裂症 (FES) 中的作用.
- 为了检查FC和治疗后症状变化的关系.
- 开发用于精神分裂症诊断的机器学习模型.
主要方法:
- 利用功能连接 (FC) 分析和机器学习算法.
- 包括两个独立的FES患者样本中的261名参与者和匹配的健康对照 (HC).
- 使用发现数据集 (77 FES,77 HC) 和验证数据集 (47 FES,47 HC).
主要成果:
- 在FES患者和对照人群之间发现了皮层下FC的显著差异.
- 皮下FC与症状严重程度和变化相关.
- 机器学习模型在诊断精神分裂症时实现了79.55%的平衡精度.
结论:
- 皮层下连接模式可以作为精神分裂症的潜在生物标志物.
- 这些生物标志物可以促进早期诊断和个性化治疗策略.
- 通过早期检测和量身定制的干预措施,预计会改善预后.
更多相关视频
13:08Measurement of Fronto-limbic Activity Using an Emotional Oddball Task in Children with Familial High Risk for Schizophrenia
Published on: December 2, 2015
05:14Standardized Data Acquisition for Neuromelanin-Sensitive Magnetic Resonance Imaging of the Substantia Nigra
Published on: September 8, 2021
相关概念视频
Biological Causes of Schizophrenia
Genetic Factors in Schizophrenia
The genetic basis of schizophrenia is strongly supported by family and twin...
Psychological and Sociocultural Causes of Schizophrenia
Psychosis: Pathophysiology of Schizophrenia and Other Psychotic Disorders
Researchers have identified genetic factors that increase susceptibility to schizophrenia, underscoring the intricate interplay between genetics and environment in disease development. At the core of schizophrenia's pathophysiology is excessive dopaminergic neurotransmission within...
Negative and Cognitive Symptoms of Schizophrenia
Negative Symptoms
Negative symptoms of schizophrenia manifest as deficits in normal emotional and behavioral functioning, profoundly impacting daily life. Individuals with schizophrenia often display a flat affect, characterized by a near-total absence of emotional expression,...
Schizophrenia
Positive Symptoms of Schizophrenia: Hallucinations and Delusions
Thought Disorders
Disorganized and unusual thought processes mark thought disorders in schizophrenia. One key feature is disorganized speech, where an individual's conversation includes...
