In silico hippocampal modeling for multi-target pharmacotherapy in schizophrenia.

IF 5.7 2区 医学 Q1 PSYCHIATRY NPJ Schizophrenia Pub Date : 2020-09-21 DOI:10.1038/s41537-020-00109-0
Mohamed A Sherif, Samuel A Neymotin, William W Lytton
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Abstract

Treatment of schizophrenia has had limited success in treating core cognitive symptoms. The evidence of multi-gene involvement suggests that multi-target therapy may be needed. Meanwhile, the complexity of schizophrenia pathophysiology and psychopathology, coupled with the species-specificity of much of the symptomatology, places limits on analysis via animal models, in vitro assays, and patient assessment. Multiscale computer modeling complements these traditional modes of study. Using a hippocampal CA3 computer model with 1200 neurons, we examined the effects of alterations in NMDAR, HCN (Ih current), and GABAAR on information flow (measured with normalized transfer entropy), and in gamma activity in local field potential (LFP). We found that altering NMDARs, GABAAR, Ih, individually or in combination, modified information flow in an inverted-U shape manner, with information flow reduced at low and high levels of these parameters. Theta-gamma phase-amplitude coupling also had an inverted-U shape relationship with NMDAR augmentation. The strong information flow was associated with an intermediate level of synchrony, seen as an intermediate level of gamma activity in the LFP, and an intermediate level of pyramidal cell excitability. Our results are consistent with the idea that overly low or high gamma power is associated with pathological information flow and information processing. These data suggest the need for careful titration of schizophrenia pharmacotherapy to avoid extremes that alter information flow in different ways. These results also identify gamma power as a potential biomarker for monitoring pathology and multi-target pharmacotherapy.

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精神分裂症多靶点药物治疗的计算机海马模型。
精神分裂症的治疗在治疗核心认知症状方面取得了有限的成功。多基因参与的证据表明可能需要多靶点治疗。同时,精神分裂症病理生理学和精神病理学的复杂性,加上许多症状学的物种特异性,限制了通过动物模型、体外实验和患者评估进行分析。多尺度计算机建模补充了这些传统的研究模式。利用1200个神经元的海马CA3计算机模型,我们检测了NMDAR、HCN (h电流)和GABAAR的改变对信息流(用归一化传递熵测量)和局部场电位(LFP)伽马活动的影响。我们发现,单独或组合改变NMDARs、GABAAR、Ih会以倒u形方式改变信息流,在这些参数的低水平和高水平上信息流减少。θ - γ相幅耦合也与NMDAR增强呈倒u型关系。强信息流与中间水平的同步性有关,被视为LFP中伽马活动的中间水平,以及锥体细胞兴奋性的中间水平。我们的结果与过低或过高的伽马能量与病理信息流和信息处理有关的观点是一致的。这些数据表明,精神分裂症药物治疗需要谨慎滴定,以避免以不同方式改变信息流的极端情况。这些结果还确定了伽马能量作为监测病理和多靶点药物治疗的潜在生物标志物。
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来源期刊
NPJ Schizophrenia
NPJ Schizophrenia Medicine-Psychiatry and Mental Health
CiteScore
6.30
自引率
0.00%
发文量
44
审稿时长
15 weeks
期刊介绍: npj Schizophrenia is an international, peer-reviewed journal that aims to publish high-quality original papers and review articles relevant to all aspects of schizophrenia and psychosis, from molecular and basic research through environmental or social research, to translational and treatment-related topics. npj Schizophrenia publishes papers on the broad psychosis spectrum including affective psychosis, bipolar disorder, the at-risk mental state, psychotic symptoms, and overlap between psychotic and other disorders.
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