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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 PSYCHIATRY 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 PSYCHIATRY 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 PSYCHIATRY 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
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 PSYCHIATRY 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
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 PSYCHIATRY 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
Dynamic face processing impairments are associated with cognitive and positive psychotic symptoms across psychiatric disorders. 动态面部处理障碍与精神疾病的认知和阳性精神病症状有关。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-08-10 DOI: 10.1038/s41537-021-00166-z
Hayley Darke, Suresh Sundram, Simon J Cropper, Olivia Carter

Impairments in social cognition-including recognition of facial expressions-are increasingly recognised as a core deficit in schizophrenia. It remains unclear whether other aspects of face processing (such as identity recognition) are also impaired, and whether such deficits can be attributed to more general cognitive difficulties. Moreover, while the majority of past studies have used picture-based tasks to assess face recognition, literature suggests that video-based tasks elicit different neural activations and have greater ecological validity. This study aimed to characterise face processing using video-based stimuli in psychiatric inpatients with and without psychosis. Symptom correlates of face processing impairments were also examined. Eighty-six psychiatric inpatients and twenty healthy controls completed a series of tasks using video-based stimuli. These included two emotion recognition tasks, two non-emotional facial identity recognition tasks, and a non-face control task. Symptoms were assessed using the Positive and Negative Syndrome Scale. Schizophrenia and bipolar disorder groups were significantly impaired on the emotion-processing tasks and the non-face task compared to healthy controls and patients without psychosis. Patients with other forms of psychosis performed intermediately. Groups did not differ in non-emotional face processing. Positive symptoms of psychosis correlated directly with both emotion-processing performance and non-face discrimination across patients. We found that identity processing performance was inversely associated with cognition-related symptoms only. Findings suggest that deficits in emotion-processing reflect symptom pathology independent of diagnosis. Emotion-processing deficits in schizophrenia may be better accounted for by task-relevant factors-such as attention-that are not specific to emotion processing.

社会认知障碍——包括对面部表情的识别——越来越被认为是精神分裂症的核心缺陷。目前尚不清楚面部处理的其他方面(如身份识别)是否也受到损害,以及这种缺陷是否可以归因于更普遍的认知困难。此外,虽然过去的大多数研究都使用基于图片的任务来评估人脸识别,但文献表明,基于视频的任务会引发不同的神经激活,并且具有更大的生态有效性。本研究的目的是利用基于视频的刺激来描述精神病住院患者和非精神病住院患者的面部处理特征。面部加工障碍的症状相关性也被检查。86名精神病住院患者和20名健康对照者使用基于视频的刺激完成了一系列任务。其中包括两个情绪识别任务,两个非情绪面部识别任务和一个非面部控制任务。使用阳性和阴性综合征量表评估症状。精神分裂症和双相情感障碍组在情绪处理任务和非面部任务上比健康对照组和非精神病患者明显受损。其他形式的精神病患者表现居中。各组在非情绪面孔处理上没有差异。精神病的阳性症状与患者的情绪处理表现和非面孔歧视直接相关。我们发现身份处理表现仅与认知相关症状呈负相关。研究结果表明,情绪加工的缺陷反映了独立于诊断的症状病理学。精神分裂症患者的情绪处理缺陷或许可以用与任务相关的因素——比如注意力——来更好地解释,而这些因素并不局限于情绪处理。
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引用次数: 4
Individualized prediction of three- and six-year outcomes of psychosis in a longitudinal multicenter study: a machine learning approach. 纵向多中心研究中精神病患者3年和6年预后的个性化预测:机器学习方法。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-07-02 DOI: 10.1038/s41537-021-00162-3
Jessica de Nijs, Thijs J Burger, Ronald J Janssen, Seyed Mostafa Kia, Daniël P J van Opstal, Mariken B de Koning, Lieuwe de Haan, Wiepke Cahn, Hugo G Schnack

Schizophrenia and related disorders have heterogeneous outcomes. Individualized prediction of long-term outcomes may be helpful in improving treatment decisions. Utilizing extensive baseline data of 523 patients with a psychotic disorder and variable illness duration, we predicted symptomatic and global outcomes at 3-year and 6-year follow-ups. We classified outcomes as (1) symptomatic: in remission or not in remission, and (2) global outcome, using the Global Assessment of Functioning (GAF) scale, divided into good (GAF ≥ 65) and poor (GAF < 65). Aiming for a robust and interpretable prediction model, we employed a linear support vector machine and recursive feature elimination within a nested cross-validation design to obtain a lean set of predictors. Generalization to out-of-study samples was estimated using leave-one-site-out cross-validation. Prediction accuracies were above chance and ranged from 62.2% to 64.7% (symptomatic outcome), and 63.5-67.6% (global outcome). Leave-one-site-out cross-validation demonstrated the robustness of our models, with a minor drop in predictive accuracies of 2.3% on average. Important predictors included GAF scores, psychotic symptoms, quality of life, antipsychotics use, psychosocial needs, and depressive symptoms. These robust, albeit modestly accurate, long-term prognostic predictions based on lean predictor sets indicate the potential of machine learning models complementing clinical judgment and decision-making. Future model development may benefit from studies scoping patient's and clinicians' needs in prognostication.

精神分裂症及相关疾病的预后不同。对长期结果的个性化预测可能有助于改善治疗决策。利用523例精神病患者的广泛基线数据和不同的疾病持续时间,我们预测了3年和6年随访的症状和总体结果。我们将结果分为(1)症状性:缓解或未缓解;(2)整体结果,使用整体功能评估(GAF)量表,分为良好(GAF≥65)和差(GAF)
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引用次数: 9
Longitudinal association between CRP levels and risk of psychosis: a meta-analysis of population-based cohort studies. CRP 水平与精神病风险之间的纵向联系:基于人群的队列研究荟萃分析。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-05-28 DOI: 10.1038/s41537-021-00161-4
Emanuele F Osimo, Luke Baxter, Jan Stochl, Benjamin I Perry, Stephen A Metcalf, Setor K Kunutsor, Jari A Laukkanen, Marie Kim Wium-Andersen, Peter B Jones, Golam M Khandaker

Meta-analyses of cross-sectional studies suggest that patients with psychosis have higher circulating levels of C-reactive protein (CRP) compared with healthy controls; however, cause and effect is unclear. We examined the prospective association between CRP levels and subsequent risk of developing a psychotic disorder by conducting a systematic review and meta-analysis of population-based cohort studies. Databases were searched for prospective studies of CRP and psychosis. We obtained unpublished results, including adjustment for age, sex, body mass index, smoking, alcohol use, and socioeconomic status and suspected infection (CRP > 10 mg/L). Based on random effect meta-analysis of 89,792 participants (494 incident cases of psychosis at follow-up), the pooled odds ratio (OR) for psychosis for participants with high (>3 mg/L), as compared to low (≤3 mg/L) CRP levels at baseline was 1.50 (95% confidence interval [CI], 1.09-2.07). Evidence for this association remained after adjusting for potential confounders (adjusted OR [aOR] = 1.31; 95% CI, 1.03-1.66). After excluding participants with suspected infection, the OR for psychosis was 1.36 (95% CI, 1.06-1.74), but the association attenuated after controlling for confounders (aOR = 1.23; 95% CI, 0.95-1.60). Using CRP as a continuous variable, the pooled OR for psychosis per standard deviation increase in log(CRP) was 1.11 (95% CI, 0.93-1.34), and this association further attenuated after controlling for confounders (aOR = 1.07; 95% CI, 0.90-1.27) and excluding participants with suspected infection (aOR = 1.07; 95% CI, 0.92-1.24). There was no association using CRP as a categorical variable (low, medium or high). While we provide some evidence of a longitudinal association between high CRP (>3 mg/L) and psychosis, larger studies are required to enable definitive conclusions.

横断面研究的荟萃分析表明,与健康对照组相比,精神病患者的循环中C反应蛋白(CRP)水平较高;然而,其中的因果关系尚不清楚。我们通过对基于人群的队列研究进行系统回顾和荟萃分析,研究了 CRP 水平与随后罹患精神病性障碍风险之间的前瞻性关联。我们在数据库中搜索了 CRP 与精神病的前瞻性研究。我们获得了未发表的结果,包括对年龄、性别、体重指数、吸烟、饮酒、社会经济地位和疑似感染(CRP > 10 mg/L)的调整。根据对 89,792 名参与者(494 例随访精神病患者)进行的随机效应荟萃分析,与基线 CRP 水平低(≤3 mg/L)相比,基线 CRP 水平高(>3 mg/L)的参与者患精神病的总几率比(OR)为 1.50(95% 置信区间 [CI],1.09-2.07)。在调整了潜在的混杂因素后,这种关联的证据依然存在(调整后 OR [aOR] = 1.31;95% CI,1.03-1.66)。在排除疑似感染者后,精神病的 OR 值为 1.36(95% CI,1.06-1.74),但在控制了混杂因素后,这种关联有所减弱(aOR = 1.23;95% CI,0.95-1.60)。将 CRP 作为连续变量时,log(CRP)每增加一个标准差,精神病的汇总 OR 值为 1.11(95% CI,0.93-1.34),在控制了混杂因素(aOR = 1.07;95% CI,0.90-1.27)并排除了疑似感染者(aOR = 1.07;95% CI,0.92-1.24)后,这种关联进一步减弱。如果将 CRP 作为分类变量(低、中或高),则不存在相关性。虽然我们提供了高 CRP(>3 毫克/升)与精神病之间存在纵向联系的一些证据,但仍需要进行更大规模的研究才能得出明确结论。
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引用次数: 0
Multimodal assessment of communicative-pragmatic features in schizophrenia: a machine learning approach. 精神分裂症患者交流语用特征的多模态评估:一种机器学习方法。
IF 5.7 2区 医学 Q1 PSYCHIATRY Pub Date : 2021-05-24 DOI: 10.1038/s41537-021-00153-4
Alberto Parola, Ilaria Gabbatore, Laura Berardinelli, Rogerio Salvini, Francesca M Bosco

An impairment in pragmatic communication is a core feature of schizophrenia, often associated with difficulties in social interactions. The pragmatic deficits regard various pragmatic phenomena, e.g., direct and indirect communicative acts, deceit, irony, and include not only the use of language but also other expressive means such as non-verbal/extralinguistic modalities, e.g., gestures and body movements, and paralinguistic cues, e.g., prosody and tone of voice. The present paper focuses on the identification of those pragmatic features, i.e., communicative phenomena and expressive modalities, that more reliably discriminate between individuals with schizophrenia and healthy controls. We performed a multimodal assessment of communicative-pragmatic ability, and applied a machine learning approach, specifically a Decision Tree model, with the aim of identifying the pragmatic features that best separate the data into the two groups, i.e., individuals with schizophrenia and healthy controls, and represent their configuration. The results indicated good overall performance of the Decision Tree model, with mean Accuracy of 82%, Sensitivity of 76%, and Precision of 91%. Linguistic irony emerged as the most relevant pragmatic phenomenon in distinguishing between the two groups, followed by violation of the Gricean maxims, and then extralinguistic deceitful and sincere communicative acts. The results are discussed in light of the pragmatic theoretical literature, and their clinical relevance in terms of content and design of both assessment and rehabilitative training.

实用性交流障碍是精神分裂症的一个核心特征,通常与社会交往困难有关。语用障碍涉及各种语用现象,如直接和间接交际行为、欺骗、讽刺等,不仅包括语言的使用,还包括其他表达方式,如非语言/语外方式,如手势和肢体动作,以及副语言线索,如拟声词和语调。本文的重点是识别那些能更可靠地区分精神分裂症患者和健康对照者的语用特征,即交际现象和表达方式。我们对交际-语用能力进行了多模态评估,并应用了机器学习方法,特别是决策树模型,目的是找出最能将数据分为两组(即精神分裂症患者和健康对照组)并代表其配置的语用特征。结果表明,决策树模型的总体性能良好,平均准确率为 82%,灵敏度为 76%,精确度为 91%。语言反讽是区分两组人最相关的语用现象,其次是违反格莱斯格言,然后是语言外的欺骗和真诚的交际行为。本文根据语用学理论文献对研究结果进行了讨论,并从评估和康复训练的内容和设计方面阐述了这些结果的临床意义。
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NPJ Schizophrenia
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