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You read my mind: fMRI markers of threatening appraisals in people with persistent psychotic experiences. 你读懂了我的想法:持续精神病经历的人的威胁评估的fMRI标记。
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-10-11 DOI: 10.1038/s41537-021-00173-0
Raphael Underwood, Liam Mason, Owen O'Daly, Jeffrey Dalton, Andrew Simmons, Gareth J Barker, Emmanuelle Peters, Veena Kumari

Anomalous perceptual experiences are relatively common in the general population. Evidence indicates that the key to distinguishing individuals with persistent psychotic experiences (PEs) with a need for care from those without is how they appraise their anomalous experiences. Here, we aimed to characterise the neural circuits underlying threatening and non-threatening appraisals in people with and without a need for care for PEs, respectively. A total of 48 participants, consisting of patients with psychosis spectrum disorder (clinical group, n = 16), non-need-for-care participants with PEs (non-clinical group, n = 16), and no-PE healthy control participants (n = 16), underwent functional magnetic resonance imaging while completing the Telepath task, designed to induce an anomalous perceptual experience. Appraisals of the anomalous perceptual experiences were examined, as well as functional brain responses during this window, for significant group differences. We also examined whether activation co-varied with the subjective threat appraisals reported in-task by participants. The clinical group reported elevated subjective threat appraisals compared to both the non-clinical and no-PE control groups, with no differences between the two non-clinical groups. This pattern of results was accompanied by reduced activation in the superior and inferior frontal gyri in the clinical group as compared to the non-clinical and control groups. Precuneus activation scaled with threat appraisals reported in-task. Resilience in the context of persistent anomalous experiences may be explained by intact functioning of fronto-parietal regions, and may correspond to the ability to contextualise and flexibly evaluate psychotic experiences.

异常的知觉体验在一般人群中相对常见。有证据表明,区分有持续性精神病经历(pe)需要照顾的人与没有需要照顾的人的关键是他们如何评估自己的异常经历。在这里,我们的目的是分别描述需要和不需要pe护理的人的威胁性和非威胁性评估的神经回路。共有48名参与者,包括精神病谱系障碍患者(临床组,n = 16),不需要护理的pe患者(非临床组,n = 16)和无pe健康对照者(n = 16),在完成旨在诱导异常知觉体验的心灵感应任务时接受了功能磁共振成像。对异常知觉经验的评估进行了检查,以及在此窗口期间的功能性大脑反应,以获得显着的组差异。我们还研究了激活是否与参与者在任务中报告的主观威胁评估共同变化。与非临床和非pe对照组相比,临床组报告的主观威胁评估升高,两个非临床组之间没有差异。与非临床组和对照组相比,这种结果模式伴随着临床组额上回和额下回的激活减少。楔前叶激活与任务中报告的威胁评估成比例。在持续异常经历的背景下,恢复力可以通过额顶叶区域的完整功能来解释,并且可能与情境化和灵活评估精神病经历的能力相对应。
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引用次数: 1
Relationship of ventral striatum activation during effort discounting to clinical amotivation severity in schizophrenia. 精神分裂症患者努力打折时腹侧纹状体激活与临床非激励严重程度的关系
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-10-08 DOI: 10.1038/s41537-021-00178-9
Greer E Prettyman, Joseph W Kable, Paige Didier, Sheila Shankar, Theodore D Satterthwaite, Christos Davatzikos, Warren B Bilker, Mark A Elliott, Kosha Ruparel, Daniel H Wolf

Motivational deficits play a central role in disability due to negative symptoms of schizophrenia (SZ), but limited pathophysiological understanding impedes critically needed therapeutic development. We applied an fMRI Effort Discounting Task (EDT) that quantifies motivation using a neuroeconomic decision-making approach, capturing the degree to which effort requirements produce reductions in the subjective value (SV) of monetary reward. An analyzed sample of 21 individuals with SZ and 23 group-matched controls performed the EDT during fMRI. We hypothesized that ventral striatum (VS) as well as extended brain motivation circuitry would encode SV, integrating reward and effort costs. We also hypothesized that VS hypoactivation during EDT decisions would demonstrate a dimensional relationship with clinical amotivation severity, reflecting greater suppression by effort costs. As hypothesized, VS as well as a broader cortico-limbic network were activated during the EDT and this activation correlated positively with SV. In SZ, activation to task decisions was reduced selectively in VS. Greater VS reductions correlated with more severe clinical amotivation in SZ and across all participants. However, these diagnosis and amotivation effects could not be explained by the response to parametric variation in reward, effort, or model-based SV. Our findings demonstrate that VS hypofunction in schizophrenia is manifested during effort-based decisions and reflects dimensional motivation impairment. Dysfunction of VS impacting effort-based decision-making can provide a target for biomarker development to guide novel efforts to assess and treat disabling amotivation.

动机缺陷在精神分裂症(SZ)阴性症状导致的残疾中起着核心作用,但对病理生理学的有限了解阻碍了急需的治疗方法的开发。我们采用了一种 fMRI 努力折现任务(EDT),利用神经经济决策方法量化动机,捕捉努力要求在多大程度上会导致货币奖励的主观价值(SV)降低。我们分析了 21 名 SZ 患者和 23 名与组别匹配的对照组患者在进行 fMRI 时执行 EDT 的情况。我们假设腹侧纹状体(VS)以及扩展的大脑动机回路将编码 SV,将奖励和努力成本结合起来。我们还假设,在做出 EDT 决定时,腹侧纹状体的低激活将与临床非激励严重程度呈维度关系,反映出努力成本对其的更大抑制作用。正如假设的那样,EDT期间VS以及更广泛的皮质-边缘网络被激活,这种激活与SV呈正相关。在 SZ 中,任务决策的激活选择性地在 VS 中减少。在 SZ 和所有参与者中,VS 的减少与更严重的临床非积极性相关。然而,这些诊断和非激励效应无法用对奖励、努力或基于模型的 SV 的参数变化的反应来解释。我们的研究结果表明,精神分裂症患者的VS功能减退表现在基于努力的决策过程中,并反映了维度上的动机障碍。影响基于努力的决策的VS功能障碍可以为生物标志物的开发提供目标,从而指导评估和治疗致残性非动机动的新方法。
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引用次数: 0
Author Correction: Multivariate pattern analysis of brain structure predicts functional outcome after auditory-based cognitive training interventions. 作者更正:大脑结构的多变量模式分析预测基于听觉的认知训练干预后的功能结果。
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-09-27 DOI: 10.1038/s41537-021-00177-w
Lana Kambeitz-Ilankovic, Sophia Vinogradov, Julian Wenzel, Melissa Fisher, Shalaila S Haas, Linda Betz, Nora Penzel, Srikantan Nagarajan, Nikolaos Koutsouleris, Karuna Subramaniam
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引用次数: 0
No association between cortical dopamine D2 receptor availability and cognition in antipsychotic-naive first-episode psychosis. 皮质多巴胺D2受体可用性与抗精神病初发精神病患者的认知无关联。
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-09-21 DOI: 10.1038/s41537-021-00176-x
Maria Lee, Helena Fatouros-Bergman, Pontus Plavén-Sigray, Pauliina Ikonen Victorsson, Carl M Sellgren, Sophie Erhardt, Lena Flyckt, Lars Farde, Simon Cervenka

Cognitive impairment is an important predictor of disability in schizophrenia. Dopamine neurotransmission in cortical brain regions has been suggested to be of importance for higher-order cognitive processes. The aim of this study was to examine the relationship between extrastriatal dopamine D2-R availability and cognitive function, using positron emission tomography and the high-affinity D2-R radioligand [11C]FLB 457, in an antipsychotic-naive sample of 18 first-episode psychosis patients and 16 control subjects. We observed no significant associations between D2-R binding in the dorsolateral prefrontal cortex or hippocampus (β = 0.013-0.074, partial r = -0.037-0.273, p = 0.131-0.841). Instead, using Bayesian statistics, we found moderate support for the null hypothesis of no relationship (BFH0:H1 = 3.3-8.2). Theoretically, our findings may suggest a lack of detrimental effects of D2-R antagonist drugs on cognition in schizophrenia patients, in line with clinical observations.

认知障碍是精神分裂症致残的重要预测因子。多巴胺神经传递在大脑皮层区域已被认为是重要的高阶认知过程。本研究的目的是通过使用正电子发射断层扫描和高亲和力D2-R放射配体[11C]FLB 457,在18例首发精神病患者和16例对照患者的抗精神病初始样本中,研究脑外多巴胺D2-R可用性与认知功能之间的关系。我们观察到D2-R结合在背外侧前额皮质或海马中没有显著的相关性(β = 0.013-0.074,部分r = -0.037-0.273, p = 0.131-0.841)。相反,使用贝叶斯统计,我们发现没有关系的零假设得到适度支持(BFH0:H1 = 3.3-8.2)。从理论上讲,我们的发现可能表明D2-R拮抗剂药物对精神分裂症患者的认知没有不利影响,这与临床观察一致。
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引用次数: 2
Getting a tool gives wings even in schizophrenia: underestimation of tool-related effort in a motor imagery task. 即使在精神分裂症患者中,获得工具也会给他们插上翅膀:在运动想象任务中低估与工具相关的努力。
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-09-15 DOI: 10.1038/s41537-021-00175-y
Amandine Décombe, Lionel Brunel, Vincent Murday, François Osiurak, Delphine Capdevielle, Stéphane Raffard

Humans frequently use tools to reduce action-related efforts. Interestingly, several studies have demonstrated that individuals had tool-related biases in terms of perceived effort reduction during motor imagery tasks, despite the lack of evidence of real benefits. Reduced effort allocation has been repeatedly found in schizophrenia, but it remains unknown how schizophrenia patients perceive tool-related benefits regarding effort. Twenty-four schizophrenia patients and twenty-four nonclinical participants were instructed to move the same quantities of objects with their hands or with a tool in both real and imagined situations. Imagined and real movement durations were recorded. Similarly to nonclinical participants, patients overestimated tool-related benefits and underestimated tool-related effort in terms of time when they mentally simulated a task requiring the use of a tool. No association between movement durations and psychotic symptoms was found. Our results open new perspectives on the issue of effort in schizophrenia.

人类经常使用工具来减少与行动相关的努力。有趣的是,几项研究表明,尽管缺乏证据表明,在运动想象任务中,个人在感知到的努力减少方面存在与工具相关的偏见。精神分裂症患者反复发现精力分配减少,但尚不清楚精神分裂症患者如何感知与努力相关的工具利益。24名精神分裂症患者和24名非临床参与者被要求在真实和想象的情况下用手或工具移动相同数量的物体。记录想象和真实的运动持续时间。与非临床参与者类似,当患者在心理上模拟需要使用工具的任务时,他们高估了工具相关的好处,低估了工具相关的时间。没有发现运动持续时间和精神病症状之间的联系。我们的结果为精神分裂症的努力问题开辟了新的视角。
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引用次数: 1
Changes in cortical gene expression in the muscarinic M1 receptor knockout mouse: potential relevance to schizophrenia, Alzheimer's disease and cognition. 毒蕈碱M1受体敲除小鼠皮质基因表达的变化:与精神分裂症、阿尔茨海默病和认知的潜在相关性
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-09-14 DOI: 10.1038/s41537-021-00174-z
Brian Dean, Elizabeth Scarr

Postmortem and neuroimaging studies show low levels of cortical muscarinic M1 receptors (CHRM1) in patients with schizophrenia which is significant because CHRM signalling has been shown to change levels of gene expression and cortical gene expression is altered in schizophrenia. We decided to identify CHRM1-mediated changes in cortical gene expression by measuring levels of RNA in the cortex of the Chrm1-/- mouse (n = 10), where there would be no signalling by that receptor, and in wild type mouse (n = 10) using the Affymetrix Mouse Exon 1.0 ST Array. We detected RNA for 15,501 annotated genes and noncoding RNA of which 1,467 RNAs were higher and 229 RNAs lower in the cortex of the Chrm1-/- mouse. Pathways and proteins affected by the changes in cortical gene expression in the Chrm1-/- are linked to the molecular pathology of schizophrenia. Our human cortical gene expression data showed 47 genes had altered expression in Chrm1-/- mouse and the frontal pole from patients with schizophrenia with the change in expression of 44 genes being in opposite directions. In addition, genes with altered levels of expression in the Chrm1-/- mouse have been shown to affect amyloid precursor protein processing which is associated with the pathophysiology of Alzheimer's disease, and 69 genes with altered expression in the Chrm1-/- mouse are risk genes associated with human cognitive ability. Our findings argue CHRM1-mediated changes in gene expression are relevant to the pathophysiologies of schizophrenia and Alzheimer's disease and the maintenance of cognitive ability in humans.

尸检和神经影像学研究显示,精神分裂症患者的皮质毒蕈碱M1受体(CHRM1)水平较低,这一点很重要,因为CHRM1信号传导已被证明会改变基因表达水平,而精神分裂症患者的皮质基因表达也会改变。我们决定通过测量Chrm1-/-小鼠(n = 10)皮质中的RNA水平来鉴定Chrm1介导的皮质基因表达变化,其中Chrm1-/-小鼠(n = 10)没有该受体的信号传导,并使用Affymetrix小鼠外显子1.0 ST阵列检测野生型小鼠(n = 10)。我们在Chrm1-/-小鼠皮层中检测到15501个注释基因和非编码RNA,其中1467个RNA较高,229个RNA较低。受Chrm1-/-皮质基因表达变化影响的通路和蛋白质与精神分裂症的分子病理有关。我们的人类皮质基因表达数据显示,47个基因在Chrm1-/-小鼠和精神分裂症患者的额极中表达改变,44个基因的表达变化方向相反。此外,在Chrm1-/-小鼠中表达水平改变的基因已被证明影响与阿尔茨海默病病理生理学相关的淀粉样前体蛋白加工,并且在Chrm1-/-小鼠中表达改变的69个基因是与人类认知能力相关的风险基因。我们的研究结果表明,chrm1介导的基因表达变化与精神分裂症和阿尔茨海默病的病理生理以及人类认知能力的维持有关。
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引用次数: 8
Antipsychotics for negative and positive symptoms of schizophrenia: dose-response meta-analysis of randomized controlled acute phase trials. 治疗精神分裂症阴性和阳性症状的抗精神病药物:急性期随机对照试验的剂量反应荟萃分析。
IF 5.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-09-13 DOI: 10.1038/s41537-021-00171-2
Michel Sabe, Nan Zhao, Alessio Crippa, Stefan Kaiser

Determining the optimal antipsychotic target dose in acute phase treatment is of high clinical relevance. The effect of antipsychotics on negative symptoms should be taken into account because patients will often continue on the treatment received in the acute phase. Therefore, we conducted a formal dose-response meta-analysis of negative symptoms and positive symptoms based on a systematic review of fixed-dose randomized controlled trials (RCTs) that examined the effectiveness of antipsychotics for the acute exacerbation of schizophrenia. Forty RCTs included a total of 15,689 patients. The 95% effective doses per day for the 13 antipsychotics included and 3 long acting were mostly different for negative and positive symptoms: amisulpride (481 mg, 690.6 mg); aripiprazole (11.9 mg, 11 mg); asenapine (7.61 mg, 5.66 mg); brexpiprazole (2.1 mg, 4 mg); cariprazine (4 mg, 6.51 mg); haloperidol (6.34 mg, 7.36 mg); lurasidone (58.2 mg, 86.3 mg); olanzapine (15.5 mg, 9.52 mg); olanzapine long-acting injection (15.7 mg, 13.5 mg); paliperidone (7.2 mg, 7 mg); paliperidone long-acting injection (7.5 mg, 5.9 mg); quetiapine instant-release (264.2 mg, 316.5 mg); quetiapine extended-release (774 mg, 707.2 mg); risperidone (7.5 mg, 7.7 mg); risperidone long-acting injection (5.13 mg, 6.7 mg); sertindole (13.5 mg, 16.3 mg); and ziprasidone (71.6 mg, 152.6 mg). The shape of the dose-response curves varied across different drugs with most drugs showing a plateau at higher doses. Most dose-response curves suggested that the near-maximum effective doses could be in the lower-to-medium range of the licensed dose. Additional RCTs are necessary to establish the optimal dose.

确定急性期治疗中抗精神病药物的最佳目标剂量具有高度的临床意义。抗精神病药物对阴性症状的影响也应考虑在内,因为患者通常会继续接受急性期的治疗。因此,我们在对固定剂量随机对照试验(RCT)进行系统回顾的基础上,对阴性症状和阳性症状进行了正式的剂量-反应荟萃分析。40 项随机对照试验共纳入了 15,689 名患者。在阴性症状和阳性症状方面,13 种抗精神病药物和 3 种长效药物每天 95% 的有效剂量大多不同:阿米舒必利(481 毫克,690.6 毫克);阿立哌唑(11.9毫克,11毫克);阿塞那平(7.61毫克,5.66毫克);布来哌唑(2.1毫克,4毫克);卡哌嗪(4毫克,6.51毫克);氟哌啶醇(6.34毫克,7.36毫克);鲁拉西酮(58.2毫克,86.3毫克);奥氮平(15.5毫克,9.52 mg);奥氮平长效注射液(15.7 mg,13.5 mg);帕利哌酮(7.2 mg,7 mg);帕利哌酮长效注射液(7.5 mg,5.9 mg);喹硫平速释片(264.2 mg,316.5 mg);喹硫平缓释剂(774 mg,707.2 mg);利培酮(7.5 mg,7.7 mg);利培酮长效注射剂(5.13 mg,6.7 mg);舍吲哚(13.5 mg,16.3 mg);齐拉西酮(71.6 mg,152.6 mg)。不同药物的剂量反应曲线形状各不相同,大多数药物在剂量较大时会出现高原现象。大多数剂量反应曲线表明,接近最大有效剂量可能在许可剂量的中低剂量范围内。有必要进行更多的研究与试验,以确定最佳剂量。
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引用次数: 0
More than a biomarker: could language be a biosocial marker of psychosis? 不仅仅是生物标记:语言可以成为精神病的生物社会标记吗?
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-08-31 DOI: 10.1038/s41537-021-00172-1
Lena Palaniyappan

Automated extraction of quantitative linguistic features has the potential to predict objectively the onset and progression of psychosis. These linguistic variables are often considered to be biomarkers, with a large emphasis placed on the pathological aberrations in the biological processes that underwrite the faculty of language in psychosis. This perspective offers a reminder that human language is primarily a social device that is biologically implemented. As such, linguistic aberrations in patients with psychosis reflect both social and biological processes affecting an individual. Failure to consider the sociolinguistic aspects of NLP measures will limit their usefulness as digital tools in clinical settings. In the context of psychosis, considering language as a biosocial marker could lead to less biased and more accessible tools for patient-specific predictions in the clinic.

定量语言特征的自动提取有可能客观地预测精神病的发生和进展。这些语言变量通常被认为是生物标志物,重点放在生物学过程中的病理异常上,这些异常保证了精神病患者的语言能力。这一观点提醒我们,人类语言主要是一种社会工具,是生物学上实现的。因此,精神病患者的语言异常反映了影响个体的社会和生物过程。未能考虑社会语言学方面的NLP措施将限制其在临床设置的数字工具的有用性。在精神病的背景下,考虑语言作为一种生物社会标记,可能会导致较少的偏见和更容易获得的工具,为临床患者具体的预测。
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引用次数: 28
Antipsychotic-placebo separation on the PANSS-6 subscale as compared to the PANSS-30: a pooled participant-level analysis. 与 PANSS-30 相比,抗精神病药物与安慰剂在 PANSS-6 分量表上的差异:参与者层面的汇总分析。
IF 5.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-08-27 DOI: 10.1038/s41537-021-00168-x
Fredrik Hieronymus, Pernille Kølbæk, Christoph U Correll, Søren D Østergaard

In order for measurement-based care to be implemented, there is a need for brief rating instruments that can be administered in a short amount of time, but that are still sufficiently informative. Here, we assessed the drug-placebo sensitivity of the six-item subscale (PANSS-6) of the 30-item Positive and Negative Syndrome Scale (PANSS-30) using a large collection of patient-level data (n = 6685) from randomized controlled trials of risperidone and paliperidone. When analyzing the data by study, we found no material difference in mean effect sizes (ES) between the two measures (PANSS-30 ES = 0.45, PANSS-6 ES = 0.44; p = 0.642). Stratifying the pooled population according to several putative effect moderators (e.g., age, formulation, dose, or diagnosis) generally yielded no meaningful ES differences between the two measures. Similarly, early improvement (≥20% improvement at week 1) on the PANSS-6 predicted subsequent response (≥40% improvement at endpoint) as well as the analog prediction using PANSS-30. Finally, cross-sectional symptom remission assessed via the PANSS-6 showed very good agreement (sensitivity = 100%, specificity = 98%) with cross-sectional symptom remission defined by the Remission in Schizophrenia Working Group.

为了实施以测量为基础的护理,我们需要一种既能在短时间内实施,又能提供足够信息的简短评分工具。在此,我们利用大量来自利培酮和帕利哌酮随机对照试验的患者水平数据(n = 6685),评估了 30 项阳性和阴性综合征量表(PANSS-30)的六项子量表(PANSS-6)的药物-安慰剂敏感性。在按研究对数据进行分析时,我们发现两种量表的平均效应大小(ES)没有实质性差异(PANSS-30 ES = 0.45,PANSS-6 ES = 0.44;P = 0.642)。根据几种可能的效应调节因素(如年龄、剂型、剂量或诊断)对汇总人群进行分层后,两种测量方法之间的 ES 差异一般没有意义。同样,PANSS-6的早期改善(第1周时改善≥20%)对后续反应(终点时改善≥40%)的预测与PANSS-30的模拟预测相同。最后,通过PANSS-6评估的横断面症状缓解与精神分裂症缓解工作组定义的横断面症状缓解显示出很好的一致性(敏感性=100%,特异性=98%)。
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引用次数: 0
Multivariate pattern analysis of brain structure predicts functional outcome after auditory-based cognitive training interventions. 脑结构的多变量模式分析预测听觉认知训练干预后的功能结果。
IF 5.4 2区 医学 Q1 Psychology Pub Date : 2021-08-19 DOI: 10.1038/s41537-021-00165-0
Lana Kambeitz-Ilankovic, Sophia Vinogradov, Julian Wenzel, Melissa Fisher, Shalaila S Haas, Linda Betz, Nora Penzel, Srikantan Nagarajan, Nikolaos Koutsouleris, Karuna Subramaniam

Cognitive gains following cognitive training interventions are associated with improved functioning in people with schizophrenia (SCZ). However, considerable inter-individual variability is observed. Here, we evaluate the sensitivity of brain structural features to predict functional response to auditory-based cognitive training (ABCT) at a single-subject level. We employed whole-brain multivariate pattern analysis with support vector machine (SVM) modeling to identify gray matter (GM) patterns that predicted higher vs. lower functioning after 40 h of ABCT at the single-subject level in SCZ patients. The generalization capacity of the SVM model was evaluated by applying the original model through an out-of-sample cross-validation analysis to unseen SCZ patients from an independent validation sample who underwent 50 h of ABCT. The whole-brain GM volume-based pattern classification predicted higher vs. lower functioning at follow-up with a balanced accuracy (BAC) of 69.4% (sensitivity 72.2%, specificity 66.7%) as determined by nested cross-validation. The neuroanatomical model was generalizable to an independent cohort with a BAC of 62.1% (sensitivity 90.9%, specificity 33.3%). In particular, greater baseline GM volumes in regions within superior temporal gyrus, thalamus, anterior cingulate, and cerebellum predicted improved functioning at the single-subject level following ABCT in SCZ participants. The present findings provide a structural MRI fingerprint associated with preserved GM volumes at a single baseline timepoint, which predicted improved functioning following an ABCT intervention, and serve as a model for how to facilitate precision clinical therapies for SCZ based on imaging data, operating at the single-subject level.

认知训练干预后的认知收益与精神分裂症患者(SCZ)的功能改善有关。然而,观察到相当大的个体间差异。在这里,我们评估了大脑结构特征的敏感性,以预测单受试者对基于听觉的认知训练(ABCT)的功能反应。我们采用支持向量机(SVM)建模的全脑多变量模式分析来识别灰质(GM)模式,这些模式可以预测SCZ患者在单受试者水平上进行40小时ABCT后功能的提高和降低。通过对独立验证样本中未见SCZ患者进行50 h ABCT的样本外交叉验证分析,应用原始模型对SVM模型的泛化能力进行评估。通过嵌套交叉验证,基于全脑GM体积的模式分类预测随访时功能更高或更低,平衡准确度(BAC)为69.4%(敏感性72.2%,特异性66.7%)。神经解剖学模型适用于BAC为62.1%的独立队列(敏感性90.9%,特异性33.3%)。特别是,SCZ参与者在ABCT后,颞上回、丘脑、前扣带和小脑区域的基线GM体积更大,预示着单受试者水平的功能改善。目前的研究结果提供了一个与单一基线时间点保存的GM体积相关的结构性MRI指纹,预测了ABCT干预后功能的改善,并作为如何促进基于成像数据的SCZ精确临床治疗的模型,在单个受试者水平上操作。
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引用次数: 4
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NPJ Schizophrenia
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