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A machine learning approach to predicting psychosis using semantic density and latent content analysis. 使用语义密度和潜在内容分析预测精神病的机器学习方法。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-06-13 DOI: 10.1038/s41537-019-0077-9
Neguine Rezaii, Elaine Walker, Phillip Wolff

Subtle features in people's everyday language may harbor the signs of future mental illness. Machine learning offers an approach for the rapid and accurate extraction of these signs. Here we investigate two potential linguistic indicators of psychosis in 40 participants of the North American Prodrome Longitudinal Study. We demonstrate how the linguistic marker of semantic density can be obtained using the mathematical method of vector unpacking, a technique that decomposes the meaning of a sentence into its core ideas. We also demonstrate how the latent semantic content of an individual's speech can be extracted by contrasting it with the contents of conversations generated on social media, here 30,000 contributors to Reddit. The results revealed that conversion to psychosis is signaled by low semantic density and talk about voices and sounds. When combined, these two variables were able to predict the conversion with 93% accuracy in the training and 90% accuracy in the holdout datasets. The results point to a larger project in which automated analyses of language are used to forecast a broad range of mental disorders well in advance of their emergence.

人们日常语言中的细微特征可能隐藏着未来精神疾病的迹象。机器学习为快速准确地提取这些标志提供了一种方法。在这里,我们调查了40名北美前驱期纵向研究参与者的两种潜在的精神病语言指标。我们演示了如何使用向量解包的数学方法获得语义密度的语言标记,向量解包是一种将句子的含义分解为其核心思想的技术。我们还演示了如何通过将个人演讲的潜在语义内容与社交媒体上产生的对话内容进行对比来提取个人演讲的潜在语义内容,这里有30,000名Reddit贡献者。结果显示,转化为精神病的信号是低语义密度和谈论声音和声音。当结合使用时,这两个变量能够在训练数据集中以93%的准确率和90%的准确率预测转换。研究结果指向了一个更大的项目,在这个项目中,语言的自动分析被用来在精神障碍出现之前很好地预测各种精神障碍。
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引用次数: 112
Impaired illness awareness in schizophrenia and posterior corpus callosal white matter tract integrity. 精神分裂症患者疾病意识受损与后胼胝体白质束完整性。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-04-29 DOI: 10.1038/s41537-019-0076-x
Philip Gerretsen, Tarek K Rajji, Parita Shah, Saba Shahab, Marcos Sanches, Ariel Graff-Guerrero, Mahesh Menon, Bruce G Pollock, David C Mamo, Benoit H Mulsant, Aristotle N Voineskos

Impaired illness awareness (Imp-IA) in schizophrenia is associated with interhemispheric imbalance, resulting in left hemisphere dominance, primarily within the posterior parietal area (PPA). This may represent an interhemispheric "disconnection syndrome" between PPAs. To test this hypothesis, we aimed to determine if diffusion-based measures of white matter integrity were disrupted in the corpus callosal tracts linking PPAs (i.e., splenium) in patients with Imp-IA in schizophrenia. T1-weighted and diffusion-weighted scans were acquired on a 1.5T GE scanner for 100 participants with a DSM-IV-TR diagnosis of schizophrenia and 134 healthy controls aged 18 to 79 years. The corpus callosal white matter tracts were compared among patients with Imp-IA (n = 40), intact illness awareness (n = 60), and healthy controls. White matter disruption was measured with fractional anisotropy (FA) and mean diffusivity (MD). Group differences in FA were found in the splenium, with patients with Imp-IA having the lowest FA, which remained significant after controlling for sex, age, global cognition, and premorbid intelligence. No group differences in MD were observed. Splenial white matter tracts of the corpus callosum appear compromised in patients with Imp-IA. Transcallosal interhemispheric PPA white matter disruption may represent a "disconnection syndrome", manifesting as Imp-IA in schizophrenia. Future studies are required to investigate the effects of noninvasive brain stimulation interventions, such as transcranial direct current or magnetic stimulation, on Imp-IA in association with white matter changes in patients with schizophrenia.

精神分裂症的疾病意识受损(Imp-IA)与半球间失衡有关,导致左半球占优势,主要在后顶叶区(PPA)内。这可能代表PPAs之间的半球间“断连综合征”。为了验证这一假设,我们旨在确定精神分裂症Imp-IA患者连接ppa(即脾)的胼胝体束中基于弥散的白质完整性测量是否被破坏。在1.5T GE扫描仪上获得100名DSM-IV-TR诊断为精神分裂症的参与者和134名年龄在18至79岁之间的健康对照者的t1加权和弥散加权扫描。将胼胝体白质束在Imp-IA患者(n = 40)、完整疾病意识患者(n = 60)和健康对照者之间进行比较。用分数各向异性(FA)和平均扩散率(MD)测量白质损伤。脾脏FA存在组间差异,Imp-IA患者FA最低,在控制性别、年龄、整体认知和病前智力后,FA仍然显著。MD组间无差异。在Imp-IA患者中,胼胝体的脾白质束似乎受损。经胼胝体半球间PPA白质破坏可能代表一种“断开综合征”,在精神分裂症中表现为Imp-IA。未来的研究需要调查非侵入性脑刺激干预,如经颅直流电或磁刺激,对精神分裂症患者白质变化相关的Imp-IA的影响。
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引用次数: 12
Altered gene expression in antipsychotic-induced weight gain. 抗精神病药物引起体重增加的基因表达改变。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-04-10 DOI: 10.1038/s41537-019-0075-y
Benedicto Crespo-Facorro, Carlos Prieto, Jesus Sainz

Antipsychotic drugs are one of the largest types of prescribed drugs. However, antipsychotic-induced weight gain (AIWG) is a major problem for the patients. AIWG increases cardiovascular and cerebrovascular morbidity and mortality, and reduces quality of life and drug compliance. To characterize changes in gene expression related to AIWG, we sequenced total messenger RNA from the blood samples of two groups of schizophrenia patients before and after 3 months of treatment with antipsychotics. The "weight gain" group was defined by an increase of body mass index (BMI) >1.5 points (18 patients; median BMI increase = 2.69) and the "no weight gain" group was defined by a change of BMI between <1.0 and >-1.0 points (18 patients; median BMI increase = 0.26). We found 115 genes with significant differential expression in the weight gain group before and after medication and 156 in the no weight gain group before and after medication. The weight gain group was significantly enriched with genes related to "obesity" and "BMI" (Fisher; p = 0.0002 and 0.01, respectively) according to the Gene Reference into Function (GeneRIF) database. In the no weight gain group, the enrichment was much smaller (Fisher; p = 0.02 and 0.79). This study is a first step toward detecting genetic factors that cause AIWG and to generating prediction tests in future studies with larger data sets.

抗精神病药物是处方药的最大种类之一。然而,抗精神病药物引起的体重增加(AIWG)对患者来说是一个主要问题。AIWG增加心脑血管发病率和死亡率,降低生活质量和药物依从性。为了表征与AIWG相关的基因表达变化,我们对两组精神分裂症患者在抗精神病药物治疗前后3个月的血液样本中的总信使RNA进行了测序。体重增加组定义为体重指数(BMI)增加>1.5点(18例;BMI中位数增加= 2.69),“无体重增加”组的BMI变化在-1.0点之间(18例;中位BMI增加= 0.26)。我们发现115个基因在服药前后体重增加组和156个基因在服药前后体重没有增加组有显著差异表达。体重增加组显著富集了与“肥胖”和“BMI”相关的基因(Fisher;p = 0.0002和0.01),根据基因参考功能(GeneRIF)数据库。在没有体重增加的组中,富集程度要小得多(Fisher;P = 0.02和0.79)。这项研究是检测导致AIWG的遗传因素的第一步,并在未来的研究中使用更大的数据集进行预测测试。
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引用次数: 16
Enhanced Dopamine in Prodromal Schizophrenia (EDiPS): a new animal model of relevance to schizophrenia. 前驱精神分裂症(EDiPS)中多巴胺增强:一种与精神分裂症相关的新动物模型。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-03-29 DOI: 10.1038/s41537-019-0074-z
Alice Petty, Xiaoying Cui, Yasvir Tesiram, Deniz Kirik, Oliver Howes, Darryl Eyles

One of the most robust neurochemical abnormalities reported in patients living with schizophrenia is an increase in dopamine (DA) synthesis and release in the dorsal striatum (DS). Importantly, it appears that this increase progresses as a patient transitions from a prodromal stage to the clinical diagnosis of schizophrenia. Here we have recreated this pathophysiology in an animal model by increasing the capacity for DA synthesis preferentially within the DS. To achieve this we administer a genetic construct containing the rate-limiting enzymes in DA synthesis-tyrosine hydroxylase (TH), and GTP cyclohydrolase 1 (GCH1) (packaged within an adeno-associated virus)-into the substantia nigra pars compacta (SNpc) of adolescent animals. We refer to this model as "Enhanced Dopamine in Prodromal Schizophrenia" (EDiPS). We first confirmed that the TH enzyme is preferentially increased in the DS. As adults, EDiPS animals release significantly more DA in the DS following a low dose of amphetamine (AMPH), have increased AMPH-induced hyperlocomotion and show deficits in pre-pulse inhibition (PPI). The glutamatergic response to AMPH is also altered, again in the DS. EDiPS represents an ideal experimental platform to (a) understand how a preferential increase in DA synthesis capacity in the DS relates to "positive" symptoms in schizophrenia; (b) understand how manipulation of DS DA may influence other neurotransmitter systems shown to be altered in patients with schizophrenia; (c) allow researchers to follow an "at risk"-like disease course from adolescence to adulthood; and (d) ultimately allow trials of putative prophylactic agents to prevent disease onset in vulnerable populations.

据报道,精神分裂症患者中最明显的神经化学异常之一是背纹状体(DS)中多巴胺(DA)合成和释放的增加。重要的是,随着患者从前驱阶段过渡到精神分裂症的临床诊断,这种增加似乎也在进展。在这里,我们通过优先增加DS内DA合成的能力,在动物模型中重建了这种病理生理。为了实现这一目标,我们将一种含有DA合成限速酶——酪氨酸羟化酶(TH)和GTP环水解酶1 (GCH1)(包装在腺相关病毒中)的遗传结构植入青春期动物的黑质致密部(SNpc)。我们将此模型称为“前驱精神分裂症多巴胺增强”(EDiPS)。我们首先证实TH酶在DS中优先增加。成年后,EDiPS动物在服用低剂量安非他明(AMPH)后,在DS中显著释放更多的DA,增加了AMPH诱导的过度运动,并表现出脉冲前抑制(PPI)的缺陷。在DS中,对AMPH的谷氨酸能反应也发生了改变。EDiPS是一个理想的实验平台,可以(a)了解DS中DA合成能力的优先增加如何与精神分裂症的“阳性”症状相关;(b)了解操纵DS DA可能如何影响精神分裂症患者中显示改变的其他神经递质系统;(c)允许研究人员跟踪从青春期到成年的"有风险"的疾病病程;(d)最终允许对假定的预防药物进行试验,以防止脆弱人群发病。
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引用次数: 15
Gene expression over the course of schizophrenia: from clinical high-risk for psychosis to chronic stages. 精神分裂症病程中的基因表达:从临床精神病高危到慢性阶段。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-03-28 DOI: 10.1038/s41537-019-0073-0
Vanessa Kiyomi Ota, Patricia Natalia Moretti, Marcos Leite Santoro, Fernanda Talarico, Leticia Maria Spindola, Gabriela Xavier, Carolina Muniz Carvalho, Diogo Ferri Marques, Giovany Oliveira Costa, Renata Pellegrino, Simone de Jong, Quirino Cordeiro, Hakon Hakonarson, Gerome Breen, Cristiano Noto, Rodrigo Affonseca Bressan, Ary Gadelha, Jair de Jesus Mari, Sintia I Belangero

The study of patients with schizophrenia (SZ) at different clinical stages may help clarify what effects could be due to the disease itself, to the pharmacological treatment, or to the disease progression. We compared expression levels of targeted genes in blood from individuals in different stages of SZ: clinical high risk for psychosis (CHR), first episode of psychosis (FEP), and chronic SZ (CSZ). Then, we further verified whether single-nucleotide polymorphisms (SNPs) could be related to gene expression differences. We investigated 12 genes in 394 individuals (27 individuals with CHR, 70 antipsychotic-naive individuals with FEP, 157 CSZ patients, and 140 healthy controls (HCs)). For a subsample, genotype data were also available, and we extracted SNPs that were previously associated with the expression of selected genes in whole blood or brain tissue. We generated a mediation model in which a putative cause (SNP) is related to a presumed effect (disorder) via an intermediate variable (gene expression). MBP and NDEL1 were upregulated in FEP compared to all other groups; DGCR8 was downregulated in FEP compared to HC and CHR; DGCR2 was downregulated in CSZ compared to FEP and HCs; DISC1 was upregulated in schizophrenia compared to controls or FEP, possibly induced by the rs3738398 and rs10864693 genotypes, which were associated with DISC1 expression; and UFD1 was upregulated in CSZ and CHR compared to FEP and HC. Our results indicated changes in gene expression profiles throughout the different clinical stages of SZ, reinforcing the need for staging approaches to better capture SZ heterogeneity.

对处于不同临床阶段的精神分裂症(SZ)患者的研究可能有助于阐明疾病本身、药物治疗或疾病进展可能造成的影响。我们比较了SZ不同阶段个体血液中靶向基因的表达水平:临床精神病高风险(CHR)、首发精神病(FEP)和慢性SZ (CSZ)。然后,我们进一步验证了单核苷酸多态性(snp)是否与基因表达差异有关。我们研究了394个人(27例CHR患者,70例FEP抗精神病患者,157例CSZ患者和140例健康对照)的12个基因。对于一个亚样本,基因型数据也是可用的,我们提取了以前与全血或脑组织中选定基因表达相关的snp。我们建立了一个中介模型,其中假定的原因(SNP)通过中间变量(基因表达)与假定的效果(疾病)相关。与其他各组相比,FEP中MBP和NDEL1表达上调;与HC和CHR相比,FEP中DGCR8表达下调;与FEP和hc相比,CSZ中DGCR2下调;与对照组或FEP相比,精神分裂症患者的DISC1表达上调,可能是由rs3738398和rs10864693基因型诱导的,这两个基因型与DISC1表达相关;与FEP和HC相比,CSZ和CHR中UFD1表达上调。我们的研究结果表明,在SZ的不同临床阶段,基因表达谱发生了变化,这加强了对分期方法的需求,以更好地捕捉SZ的异质性。
{"title":"Gene expression over the course of schizophrenia: from clinical high-risk for psychosis to chronic stages.","authors":"Vanessa Kiyomi Ota,&nbsp;Patricia Natalia Moretti,&nbsp;Marcos Leite Santoro,&nbsp;Fernanda Talarico,&nbsp;Leticia Maria Spindola,&nbsp;Gabriela Xavier,&nbsp;Carolina Muniz Carvalho,&nbsp;Diogo Ferri Marques,&nbsp;Giovany Oliveira Costa,&nbsp;Renata Pellegrino,&nbsp;Simone de Jong,&nbsp;Quirino Cordeiro,&nbsp;Hakon Hakonarson,&nbsp;Gerome Breen,&nbsp;Cristiano Noto,&nbsp;Rodrigo Affonseca Bressan,&nbsp;Ary Gadelha,&nbsp;Jair de Jesus Mari,&nbsp;Sintia I Belangero","doi":"10.1038/s41537-019-0073-0","DOIUrl":"https://doi.org/10.1038/s41537-019-0073-0","url":null,"abstract":"<p><p>The study of patients with schizophrenia (SZ) at different clinical stages may help clarify what effects could be due to the disease itself, to the pharmacological treatment, or to the disease progression. We compared expression levels of targeted genes in blood from individuals in different stages of SZ: clinical high risk for psychosis (CHR), first episode of psychosis (FEP), and chronic SZ (CSZ). Then, we further verified whether single-nucleotide polymorphisms (SNPs) could be related to gene expression differences. We investigated 12 genes in 394 individuals (27 individuals with CHR, 70 antipsychotic-naive individuals with FEP, 157 CSZ patients, and 140 healthy controls (HCs)). For a subsample, genotype data were also available, and we extracted SNPs that were previously associated with the expression of selected genes in whole blood or brain tissue. We generated a mediation model in which a putative cause (SNP) is related to a presumed effect (disorder) via an intermediate variable (gene expression). MBP and NDEL1 were upregulated in FEP compared to all other groups; DGCR8 was downregulated in FEP compared to HC and CHR; DGCR2 was downregulated in CSZ compared to FEP and HCs; DISC1 was upregulated in schizophrenia compared to controls or FEP, possibly induced by the rs3738398 and rs10864693 genotypes, which were associated with DISC1 expression; and UFD1 was upregulated in CSZ and CHR compared to FEP and HC. Our results indicated changes in gene expression profiles throughout the different clinical stages of SZ, reinforcing the need for staging approaches to better capture SZ heterogeneity.</p>","PeriodicalId":19328,"journal":{"name":"NPJ Schizophrenia","volume":"5 1","pages":"5"},"PeriodicalIF":5.4,"publicationDate":"2019-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1038/s41537-019-0073-0","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"37101484","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 19
Epigenetic clock analysis of blood samples from Japanese schizophrenia patients. 日本精神分裂症患者血液样本的表观遗传时钟分析。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-02-27 DOI: 10.1038/s41537-019-0072-1
Satoshi Okazaki, Ikuo Otsuka, Shusuke Numata, Tadasu Horai, Kentaro Mouri, Shuken Boku, Tetsuro Ohmori, Ichiro Sora, Akitoyo Hishimoto

The accelerated aging hypothesis of schizophrenia (SCZ) has been proposed. DNA methylation profiles were developed for determining "epigenetic age." Here, we assessed intrinsic and extrinsic epigenetic age acceleration (IEAA and EEAA, respectively) in SCZ. We examined two independent cohorts of Japanese ancestry. The first cohort consisted of 80 patients with SCZ under long-term or repeated hospitalization and 40 controls, with the economical DNA pooling technique. The second cohort consisted of 24 medication-free patients with SCZ and 23 controls. Blood of SCZ subjects exhibited decreased EEAA in the first cohort (p = 0.0162), but not in the second cohort. IEAA did not differ in either cohort. We performed replication analyses using publicly available datasets from European ancestry (three blood and one brain datasets). One blood dataset showed increased EEAA in SCZ (p = 0.0228). Overall, our results provide evidence for decreased EEAA in SCZ associated with hospitalization in the Japanese population.

精神分裂症的加速衰老假说已被提出。DNA甲基化谱是用来确定“表观遗传年龄”的。在这里,我们评估了SCZ的内在和外在表观遗传年龄加速(分别为IEAA和EEAA)。我们检查了两个独立的日本血统队列。第一组包括80例长期或反复住院的SCZ患者和40例对照组,采用经济DNA池技术。第二组包括24名无药物治疗的SCZ患者和23名对照组。第一组SCZ受试者血液中EEAA降低(p = 0.0162),第二组无。国际原子能机构在两组中都没有差异。我们使用公开的欧洲血统数据集(三个血液和一个大脑数据集)进行了复制分析。一项血液数据显示,SCZ患者EEAA升高(p = 0.0228)。总的来说,我们的研究结果提供了证据,证明在日本人群中,SCZ患者的EEAA下降与住院有关。
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引用次数: 28
The expression of long noncoding RNA NEAT1 is reduced in schizophrenia and modulates oligodendrocytes transcription. 长链非编码RNA NEAT1在精神分裂症中表达减少并调节少突胶质细胞转录。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-01-29 DOI: 10.1038/s41537-019-0071-2
Pavel Katsel, Panos Roussos, Peter Fam, Sonia Khan, Weilun Tan, Tetsuro Hirose, Shinichi Nakagawa, Mikhail V Pletnikov, Vahram Haroutunian

Oligodendrocyte (OLG)-related abnormalities have been broadly observed in schizophrenia (SZ); however, the etiology of these abnormalities remains unknown. As SZ is broadly believed to be a developmental disorder, the etiology of the myelin abnormalities in SZ may be related to OLG fate specification during development. Noncoding RNAs (ncRNAs) are an important part of multifaceted transcriptional complexes participating in neurogenic commitment and regulation of postmitotic cell function. The long ncRNA, NEAT1, is a structural component of paraspeckles (subnuclear bodies in interchromatin regions) that may control activity of developmental enhancers of OLG fate specification. Gene expression studies of multiple cortical regions from individuals with SZ showed strong downregulation of NEAT1 levels relative to controls. NEAT1-deficient mice show significant decreases in the numbers of OLG-lineage cells in the frontal cortex. To gain further insight into biological processes affected by NEAT1 deficiency, we analyzed RNA-seq data from frontal cortex of NEAT1-/- mice. Analyses of differentially expressed gene signature from NEAT1-/- mice revealed a significant impact on processes related to OLG differentiation and RNA posttranscriptional modification with the underlying mechanisms involving Wnt signaling, cell contact interactions, and regulation of cholesterol/lipid metabolism. Additional studies revealed evidence of co-expression of SOX10, an OLG transcription factor, and NEAT1, and showed enrichment of OLG-specific transcripts in NEAT1 purified chromatin isolates from human frontal cortex. Reduced nuclear retention of quaking isoform 5 in NEAT1-/- mice shed light on possible mechanism(s) responsible for reduced expression of OLG/myelin proteins and supported the involvement of NEAT1 in oligodendrocyte function.

少突胶质细胞(OLG)相关异常在精神分裂症(SZ)中广泛观察到;然而,这些异常的病因尚不清楚。由于SZ被广泛认为是一种发育障碍,SZ髓磷脂异常的病因可能与发育过程中OLG命运规范有关。非编码rna (ncRNAs)是多方面转录复合物的重要组成部分,参与神经源性承诺和有丝分裂后细胞功能的调节。长ncRNA NEAT1是副核斑(染色质间区的亚核小体)的结构成分,可能控制OLG命运规范的发育增强子的活性。SZ患者多个皮质区域的基因表达研究显示,相对于对照组,NEAT1水平明显下调。neat1缺陷小鼠显示额叶皮质olg谱系细胞数量显著减少。为了进一步了解NEAT1缺失影响的生物学过程,我们分析了NEAT1-/-小鼠额叶皮层的RNA-seq数据。对NEAT1-/-小鼠差异表达基因特征的分析显示,NEAT1-/-对OLG分化和RNA转录后修饰相关过程有显著影响,其潜在机制涉及Wnt信号传导、细胞接触相互作用和胆固醇/脂质代谢调节。进一步的研究揭示了OLG转录因子SOX10和NEAT1共表达的证据,并显示在NEAT1纯化的人类额叶皮层染色质分离物中富集了OLG特异性转录物。NEAT1-/-小鼠中震动异构体5的核保留减少,揭示了OLG/髓鞘蛋白表达减少的可能机制,并支持NEAT1参与少突胶质细胞功能。
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引用次数: 56
Towards artificial intelligence in mental health by improving schizophrenia prediction with multiple brain parcellation ensemble-learning. 用多脑分割集成学习改进精神分裂症预测,迈向人工智能在心理健康中的应用。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-01-18 DOI: 10.1038/s41537-018-0070-8
Sunil Vasu Kalmady, Russell Greiner, Rimjhim Agrawal, Venkataram Shivakumar, Janardhanan C Narayanaswamy, Matthew R G Brown, Andrew J Greenshaw, Serdar M Dursun, Ganesan Venkatasubramanian

In the literature, there are substantial machine learning attempts to classify schizophrenia based on alterations in resting-state (RS) brain patterns using functional magnetic resonance imaging (fMRI). Most earlier studies modelled patients undergoing treatment, entailing confounding with drug effects on brain activity, and making them less applicable to real-world diagnosis at the point of first medical contact. Further, most studies with classification accuracies >80% are based on small sample datasets, which may be insufficient to capture the heterogeneity of schizophrenia, limiting generalization to unseen cases. In this study, we used RS fMRI data collected from a cohort of antipsychotic drug treatment-naive patients meeting DSM IV criteria for schizophrenia (N = 81) as well as age- and sex-matched healthy controls (N = 93). We present an ensemble model -- EMPaSchiz (read as 'Emphasis'; standing for 'Ensemble algorithm with Multiple Parcellations for Schizophrenia prediction') that stacks predictions from several 'single-source' models, each based on features of regional activity and functional connectivity, over a range of different a priori parcellation schemes. EMPaSchiz yielded a classification accuracy of 87% (vs. chance accuracy of 53%), which out-performs earlier machine learning models built for diagnosing schizophrenia using RS fMRI measures modelled on large samples (N > 100). To our knowledge, EMPaSchiz is first to be reported that has been trained and validated exclusively on data from drug-naive patients diagnosed with schizophrenia. The method relies on a single modality of MRI acquisition and can be readily scaled-up without needing to rebuild parcellation maps from incoming training images.

在文献中,有大量的机器学习尝试使用功能磁共振成像(fMRI)基于静息状态(RS)大脑模式的改变来分类精神分裂症。大多数早期的研究都是对正在接受治疗的患者进行建模,这就导致了药物对大脑活动的影响的混淆,使得它们在第一次医疗接触时不太适用于现实世界的诊断。此外,大多数分类准确率>80%的研究都是基于小样本数据集,这可能不足以捕捉精神分裂症的异质性,限制了对未见病例的推广。在这项研究中,我们使用了从符合DSM IV标准的未接受抗精神病药物治疗的精神分裂症患者(N = 81)以及年龄和性别匹配的健康对照(N = 93)中收集的RS fMRI数据。我们提出了一个集成模型——EMPaSchiz(读作“强调”;代表“精神分裂症预测的多重分割集成算法”),它将来自几个“单源”模型的预测叠加在一起,每个模型都基于区域活动和功能连接的特征,在一系列不同的先验分割方案上。EMPaSchiz的分类准确率为87%(相对于53%的概率准确率),优于早期用于诊断精神分裂症的机器学习模型,该模型使用基于大样本(N > 100)的RS fMRI测量方法建模。据我们所知,EMPaSchiz是第一个经过专门训练和验证的精神分裂症未用药患者数据的报道。该方法依赖于单一的MRI采集模式,可以很容易地按比例放大,而不需要从传入的训练图像中重建分割图。
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引用次数: 60
Region-specific inhibition of 14-3-3 proteins induces psychomotor behaviors in mice. 14-3-3蛋白的区域特异性抑制诱导小鼠精神运动行为。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2019-01-14 DOI: 10.1038/s41537-018-0069-1
Kourtney Graham, Jiajing Zhang, Haifa Qiao, Yuying Wu, Yi Zhou

The 14-3-3 family of proteins is genetically linked to several psychiatric disorders, including schizophrenia. Our 14-3-3 functional knockout (FKO) mice, as well as other 14-3-3 knockout models, have been shown to exhibit behavioral endophenotypes related to schizophrenia. While specific forebrain regions, such as the prefrontal cortex (PFC) and hippocampus (HP), have been implicated in schizophrenic pathophysiology, the role of these brain regions in the top-down control of specific schizophrenia-associated behaviors has not been examined. Here, we used an adeno-associated virus (AAV) delivered shRNA to knock down the expression of the 14-3-3-inhibitor transgene, thus selectively restoring the function of 14-3-3 in the forebrain of the 14-3-3 FKO mice, we found that injection of the AAV-shRNA into both the PFC and the HP is necessary to attenuate psychomotor activity of the 14-3-3 FKO mice. Furthermore, we found that acute inhibition of 14-3-3, through the delivery of an AAV expressing the 14-3-3 inhibitor to both the PFC and HP, can trigger psychomotor agitation. Interestingly, when assessing the two brain regions separately, we determined that AAV-mediated expression of the 14-3-3 inhibitor specifically within the HP alone is sufficient to induce several behavioral deficits including hyperactivity, impaired associative learning and memory, and reduced sensorimotor gating. In addition, we show that post-synaptic NMDA receptor levels are regulated by acute 14-3-3 manipulations. Taken together, findings from this study directly link 14-3-3 inhibition in specific forebrain regions to certain schizophrenia-associated endophenotypes.

14-3-3蛋白家族在基因上与包括精神分裂症在内的几种精神疾病有关。我们的14-3-3功能敲除(FKO)小鼠,以及其他14-3-3敲除模型,已被证明表现出与精神分裂症相关的行为内表型。虽然特定的前脑区域,如前额皮质(PFC)和海马体(HP),与精神分裂症的病理生理有关,但这些大脑区域在自上而下控制特定精神分裂症相关行为中的作用尚未得到研究。本研究采用腺相关病毒(AAV)递送shRNA敲低14-3-3-inhibitor转基因基因的表达,从而选择性地恢复14-3-3- FKO小鼠前脑的功能。我们发现,在PFC和HP中注射AAV-shRNA对减弱14-3-3- FKO小鼠的精神运动活性是必要的。此外,我们发现,通过向PFC和HP传递表达14-3-3抑制剂的AAV,对14-3-3的急性抑制可以引发精神运动性躁动。有趣的是,当分别评估两个大脑区域时,我们确定aav介导的14-3-3抑制剂在HP内特异性表达足以诱导多种行为缺陷,包括多动症、联想学习和记忆受损以及感觉运动门控减少。此外,我们发现突触后NMDA受体水平受到急性14-3-3操作的调节。综上所述,本研究的发现直接将特定前脑区域的14-3-3抑制与某些精神分裂症相关的内表型联系起来。
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引用次数: 12
Ultrastructural pathology of oligodendrocytes adjacent to microglia in prefrontal white matter in schizophrenia. 精神分裂症患者前额叶白质小胶质细胞旁少突胶质细胞超微结构病理学研究。
IF 5.4 2区 医学 Q1 PSYCHIATRY Pub Date : 2018-12-13 DOI: 10.1038/s41537-018-0068-2
Natalya A Uranova, Olga V Vikhreva, Valentina I Rakhmanova, Diana D Orlovskaya

Microglial activation has been proposed to be involved in the pathophysiology of schizophrenia (SCZ). We hypothesized that dystrophic alterations of oligodendrocytes previously reported in the prefrontal white matter in SCZ might be associated with microglial activation in the acute state of SCZ. White matter of the prefrontal cortex (BA10) was studied in post-mortem brain tissue from 21 SCZ cases and 20 normal controls. The SCZ group included 12 subjects with predominantly positive symptoms and 9 subjects with predominantly negative symptoms. Electron microscopy was applied to estimate cell density, size, volume fraction (Vv) and the number (N) of organelles in oligodendrocytes adjacent to microglia and in oligodendrocytes adjacent to myelin, neurons and capillaries and not adjacent to microglia. Cell density of oligodendrocytes was not changed in the SCZ group as compared to controls. Vv and N of mitochondria were significantly decreased, while Vv of vacuoles of endoplasmic reticulum and lipofuscin granules were significantly increased in oligodendrocytes adjacent to either microglia or myelin in the SCZ group and in patients displaying predominantly positive symptoms as compared to the control group. There were no significant differences between oligodendrocytes adjacent to microglia and to myelin. Vv and N of lipofuscin were also increased in peri-capillary oligodendrocytes. There was no effect of clinical subgroups on the parameters of peri-capillary and peri-neuronal oligodendrocytes. Though many ameboid and dystrophic microglia adjacent to oligodendrocytes were found in the SCZ samples, we provide no quantitative evidence that oligodendrocyte dystrophy is associated with microglial activation in white matter in SCZ.

小胶质细胞激活被认为参与了精神分裂症的病理生理过程。我们假设先前报道的SCZ前额叶白质中少突胶质细胞的营养不良改变可能与SCZ急性状态下的小胶质细胞激活有关。对21例SCZ患者和20例正常人死后脑组织的前额叶皮层白质(BA10)进行了研究。SCZ组包括12例以阳性症状为主的患者和9例以阴性症状为主的患者。电镜观察与小胶质细胞相邻的少突胶质细胞和与髓磷脂、神经元和毛细血管相邻而非与小胶质细胞相邻的少突胶质细胞的细胞密度、大小、体积分数(Vv)和细胞器数量(N)。与对照组相比,SCZ组少突胶质细胞的细胞密度没有变化。与对照组相比,SCZ组和症状以阳性为主的患者中,与小胶质细胞或髓鞘相邻的少突胶质细胞中,线粒体的Vv和N显著降低,而内质网液泡和脂褐质颗粒的Vv显著升高。与小胶质细胞相邻的少突胶质细胞与髓磷脂之间无显著差异。脂褐素在毛细血管周围少突胶质细胞中的Vv和N均升高。临床亚组对毛细血管周围和神经元周围少突胶质细胞参数无影响。虽然在SCZ样本中发现了许多变形性和营养不良的小胶质细胞与少突胶质细胞相邻,但我们没有提供定量证据证明少突胶质细胞营养不良与SCZ白质中的小胶质细胞激活有关。
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引用次数: 30
期刊
NPJ Schizophrenia
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