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https://www.readbyqxmd.com/read/28428048/multi-center-machine-learning-in-imaging-psychiatry-a-meta-model-approach
#1
Petr Dluhoš, Daniel Schwarz, Wiepke Cahn, Neeltje van Haren, René Kahn, Filip Španiel, Jiří Horáček, Tomáš Kašpárek, Hugo Schnack
One of the biggest problems in automated diagnosis of psychiatric disorders from medical images is the lack of sufficiently large samples for training. Sample size is especially important in the case of highly heterogeneous disorders such as schizophrenia, where machine learning models built on relatively low numbers of subjects may suffer from poor generalizability. Via multicenter studies and consortium initiatives researchers have tried to solve this problem by combining data sets from multiple sites. The necessary sharing of (raw) data is, however, often hindered by legal and ethical issues...
April 17, 2017: NeuroImage
https://www.readbyqxmd.com/read/28426817/evaluation-of-machine-learning-algorithms-and-structural-features-for-optimal-mri-based-diagnostic-prediction-in-psychosis
#2
Raymond Salvador, Joaquim Radua, Erick J Canales-Rodríguez, Aleix Solanes, Salvador Sarró, José M Goikolea, Alicia Valiente, Gemma C Monté, María Del Carmen Natividad, Amalia Guerrero-Pedraza, Noemí Moro, Paloma Fernández-Corcuera, Benedikt L Amann, Teresa Maristany, Eduard Vieta, Peter J McKenna, Edith Pomarol-Clotet
A relatively large number of studies have investigated the power of structural magnetic resonance imaging (sMRI) data to discriminate patients with schizophrenia from healthy controls. However, very few of them have also included patients with bipolar disorder, allowing the clinically relevant discrimination between both psychotic diagnostics. To assess the efficacy of sMRI data for diagnostic prediction in psychosis we objectively evaluated the discriminative power of a wide range of commonly used machine learning algorithms (ridge, lasso, elastic net and L0 norm regularized logistic regressions, a support vector classifier, regularized discriminant analysis, random forests and a Gaussian process classifier) on main sMRI features including grey and white matter voxel-based morphometry (VBM), vertex-based cortical thickness and volume, region of interest volumetric measures and wavelet-based morphometry (WBM) maps...
2017: PloS One
https://www.readbyqxmd.com/read/28425060/positron-emission-tomography-assessment-of-cerebral-glucose-metabolic-rates-in-autism-spectrum-disorder-and-schizophrenia
#3
Serge A Mitelman, Marie-Cecile Bralet, M Mehmet Haznedar, Eric Hollander, Lina Shihabuddin, Erin A Hazlett, Monte S Buchsbaum
Several models have been proposed to account for observed overlaps in clinical features and genetic predisposition between schizophrenia and autism spectrum disorder. This study assessed similarities and differences in topological patterns and vectors of glucose metabolism in both disorders in reference to these models. Co-registered (18)fluorodeoxyglucose PET and MRI scans were obtained in 41 schizophrenia, 25 ASD, and 55 healthy control subjects. AFNI was used to map cortical and subcortical regions of interest...
April 19, 2017: Brain Imaging and Behavior
https://www.readbyqxmd.com/read/28410561/sexual-dimorphism-of-the-planum-temporale-in-schizophrenia-a-mri-study
#4
Giuseppe Delvecchio, Alessandro Pigoni, Cinzia Perlini, Marco Barillari, Mirella Ruggeri, Alfredo Carlo Altamura, Marcella Bellani, Paolo Brambilla
OBJECTIVE: Anatomical alterations in the superior temporal gyrus have been consistently reported in patients with schizophrenia, and they have mostly been linked to positive symptoms, including hallucinations and thought disorders. The superior temporal gyrus is considered one of the most asymmetric and lateralized structure of the human brain, and the process of lateralization seems to vary according to gender in the normal population. However, although it has been consistently suggested that patients with schizophrenia did not show normal brain lateralization in several regions, only few studies investigated it in the superior temporal gyrus and its sub-regions considering the effects of gender...
April 1, 2017: Australian and New Zealand Journal of Psychiatry
https://www.readbyqxmd.com/read/28401047/neuroimaging-studies-of-cognitive-remediation-in-schizophrenia-a-systematic-and-critical-review
#5
Rafael Penadés, Alexandre González-Rodríguez, Rosa Catalán, Bàrbara Segura, Miquel Bernardo, Carme Junqué
AIM: To examine the effects of cognitive remediation therapies on brain functioning through neuroimaging procedures in patients with schizophrenia. METHODS: A systematic, computerised literature search was conducted in the PubMed/Medline and PsychInfo databases. The search was performed through February 2016 without any restrictions on language or publication date. The search was performed using the following search terms: [("cogniti*" and "remediation" or "training" or "enhancement") and ("fMRI" or "MRI" or "PET" or "SPECT") and (schizophrenia or schiz*)]...
March 22, 2017: World Journal of Psychiatry
https://www.readbyqxmd.com/read/28371658/clinical-correlates-of-hippocampus-volume-and-shape-in-antipsychotic-na%C3%A3-ve-schizophrenia
#6
Sunil Vasu Kalmady, Venkataram Shivakumar, Rashmi Arasappa, Aditi Subramaniam, S Gautham, Ganesan Venkatasubramanian, Bangalore N Gangadhar
While volume deficit of hippocampus is an established finding in schizophrenia, very few studies have examined large sample of patients without the confounding effect of antipsychotic treatment. Concurrent evaluation of hippocampus shape will offer additional information on the hippocampal aberrations in schizophrenia. In this study, we analyzed the volume and shape of hippocampus in antipsychotic-naïve schizophrenia patients (N=71) in comparison to healthy controls (N=82). Using 3-T MRI data, gray matter (GM) volume (anterior and posterior sub-divisions) and shape of the hippocampus were analyzed...
March 29, 2017: Psychiatry Research
https://www.readbyqxmd.com/read/28371656/functional-network-connectivity-alterations-in-schizophrenia-and-depression
#7
Xing-Jie Wu, Ling-Li Zeng, Hui Shen, Lin Yuan, Jian Qin, Peng Zhang, Dewen Hu
There is a high degree of overlap between the symptoms of major depressive disorder (MDD) and schizophrenia, but it remains unclear whether the similar symptoms are derived from convergent alterations in functional network connectivity. In this study, we performed a group independent component analysis on resting-state functional MRI data from 20 MDD patients, 24 schizophrenia patients, and 43 matched healthy controls. The functional network connectivity analysis revealed that, compared to healthy controls, the MDD and schizophrenia patients exhibited convergent decreased positive connectivity between the left and right fronto-parietal control network and decreased negative connectivity between the left control and medial visual networks...
March 28, 2017: Psychiatry Research
https://www.readbyqxmd.com/read/28370309/long-term-antipsychotic-use-and-brain-changes-in-schizophrenia-a-systematic-review-and-meta-analysis
#8
REVIEW
Sanna Huhtaniska, Erika Jääskeläinen, Noora Hirvonen, Jukka Remes, Graham K Murray, Juha Veijola, Matti Isohanni, Jouko Miettunen
OBJECTIVE: The association between long-term antipsychotic treatment and changes in brain structure in schizophrenia is unclear. Our aim was to conduct a systematic review and a meta-analysis on long-term antipsychotic effects on brain structures in schizophrenia focusing on studies with at least 2 years of follow-up between MRI scans. DESIGN: Studies were systematically collected using 4 databases, and we also contacted authors for unpublished data. We calculated correlations between antipsychotic dose and/or type and brain volumetric changes and used random effect meta-analysis to study correlations by brain area...
March 2017: Human Psychopharmacology
https://www.readbyqxmd.com/read/28351544/comparing-the-effect-of-clozapine-and-risperidone-on-cue-reactivity-in-male-patients-with-schizophrenia-and-a-cannabis-use-disorder-a-randomized-fmri-study
#9
Marise W J Machielsen, Dick J Veltman, Wim van den Brink, Lieuwe de Haan
OBJECTIVE: Cannabis use disorders (CUDs) are highly comorbid in patients with schizophrenia and associated with poor outcome. Clozapine has been put forward as the first choice antipsychotic in this patient group. However, little is known about the mechanisms underlying the assumed superiority of clozapine. METHODS: A total of 38 patients with DSM-IV schizophrenia (30 with and 8 without a DSM-IV CUD) and 20 healthy comparison subjects were included between April 2009 and June 2012...
March 25, 2017: Schizophrenia Research
https://www.readbyqxmd.com/read/28348631/optic-neuropathy-as-the-initial-presenting-sign-of-n-methyl-d-aspartate-nmda-encephalitis
#10
Mark Mugavin, Brett H Mueller, Masoom Desai, Karl C Golnik
A 52-year-old woman presented with painless vision loss for 3 months. She was in custody for allegedly robbing a bank and had recently been diagnosed with paranoid schizophrenia. She had 20/100 VA OD, a 2+RAPD, and optic atrophy. Extensive diagnostic workup including MRI, Fluorescein Angiography, Infectious Disease Panel, lumbar puncture, and leptomeningeal biopsy were unrevealing. Vision in her right eye declined to NLP and her left eye declined to 20/200 VA. Anti N-methyl-D-aspartate (NMDA) Autoimmune Encephalitis was diagnosed based on CSF serology and clinical suspicion...
April 2017: Neuro-ophthalmology
https://www.readbyqxmd.com/read/28340425/increased-nucleus-accumbens-volume-in-first-episode-psychosis
#11
Mireia Forns-Nadal, Daniel Bergé, Federico Sem, Anna Mané, Laura Igual, Dani Guinart, Oscar Vilarroya
Nucleus accumbens has been reported as a key structure in the neurobiology of schizophrenia. Studies analyzing structural abnormalities have shown conflicting results, possibly related to confounding factors. We investigated the nucleus accumbens volume using manual delimitation in first-episode psychosis (FEP) controlling for age, cannabis use and medication. Thirty-one FEP subjects who were naive or minimally exposed to antipsychotics and a control group were MRI scanned and clinically assessed from baseline to 6 months of follow-up...
March 18, 2017: Psychiatry Research
https://www.readbyqxmd.com/read/28338779/telomere-length-and-ccl11-levels-are-associated-with-gray-matter-volume-and-episodic-memory-performance-in-schizophrenia-evidence-of-pathological-accelerated-aging
#12
Leticia Sanguinetti Czepielewski, Raffael Massuda, Bruna Panizzutti, Lucas Kich Grun, Florencia María Barbé-Tuana, Antonio Lucio Teixeira, Deanna M Barch, Clarissa S Gama
Schizophrenia (SZ) is associated with increased somatic morbidity and mortality, in addition to cognitive impairments similar to those seen in normal aging, which may suggest that pathological accelerated aging occurs in SZ. Therefore, we aim to evaluate the relationships of age, telomere length (TL), and CCL11 (aging and inflammatory biomarkers, respectively), gray matter (GM) volume and episodic memory performance in individuals with SZ compared to healthy controls (HC). One hundred twelve participants (48 SZ and 64 HC) underwent clinical and memory assessments, structural MRI, and had their peripheral blood drawn for biomarkers analysis...
February 22, 2017: Schizophrenia Bulletin
https://www.readbyqxmd.com/read/28327107/brain-structure-differences-among-male-schizophrenic-patients-with-history-of-serious-violent-acts-an-mri-voxel-based-morphometric-study
#13
Noriomi Kuroki, Hiroko Kashiwagi, Miho Ota, Masanori Ishikawa, Hiroshi Kunugi, Noriko Sato, Naotsugu Hirabayashi, Toshio Ota
BACKGROUND: The biological underpinnings of serious violent behaviors in patients with schizophrenia remain unclear. The aim of this study was to identify the characteristics of brain morphometry in patients with schizophrenia and a history of serious violent acts, who were being treated under relatively new legislation for offenders with mental illness in Japan where their relevant action should be strongly associated with their mental illness. We also investigated whether morphometric changes would depend on types of serious violent actions or not...
March 21, 2017: BMC Psychiatry
https://www.readbyqxmd.com/read/28290743/brain-anatomy-of-symptom-stratification-in-schizophrenia-a-voxel-based-morphometry-study
#14
Giuseppe Delvecchio, Alessandra Lorandi, Cinzia Perlini, Marco Barillari, Mirella Ruggeri, A Carlo Altamura, Marcella Bellani, Paolo Brambilla
BACKGROUND: Although some Magnetic Resonance Imaging (MRI) studies have investigated the relationship between clinical severity and neuroanatomical alterations in patients with schizophrenia (SCZ), the biological signature associated with illness severity in schizophrenia is still uncertain. Therefore, this study aims to investigate structural brain abnormalities in SCZ, with particular regards to the identification of potential deficits associated with the severity of illness. METHODS: In total, 1...
March 14, 2017: Nordic Journal of Psychiatry
https://www.readbyqxmd.com/read/28283562/effort-based-reinforcement-processing-and-functional-connectivity-underlying-amotivation-in-medicated-patients-with-depression-and-schizophrenia
#15
Il Ho Park, Boung Chul Lee, Jae-Jin Kim, Joong Il Kim, Min-Seung Koo
Amotivation is a common phenotype of major depressive disorder and schizophrenia, which are clinically distinct disorders. Effective treatment targets and strategies can be discovered by examining the dopaminergic reward network function underlying amotivation between these disorders. We conducted an fMRI study in healthy human participants and medicated patients with depression and schizophrenia using an effort-based reinforcement task. We examined regional activations related to reward type (positive and negative reinforcement), effort level, and their composite value, as well as resting-state functional connectivities within the meso-striatal-prefrontal pathway...
April 19, 2017: Journal of Neuroscience: the Official Journal of the Society for Neuroscience
https://www.readbyqxmd.com/read/28281921/lateralization-of-neurobiological-response-in-adolescents-with-post-traumatic-stress-disorder-related-to-severe-childhood-sexual-abuse-the-tri-modal-reaction-t-mr-model-of-protection
#16
Tuba Mutluer, Vedat Şar, Çiğdem Kose-Demiray, Harun Arslan, Sibel Tamer, Serap Inal, Anıl Ş Kaçar
This study inquires into neurobiological response to stress and its clinical correlates among adolescents with post-traumatic stress disorder (PTSD). Structural magnetic resonance imaging (MRI) measures of cerebral anatomy were carried out on 23 female adolescents with PTSD related to severe childhood sexual abuse and 21 matched healthy controls. Clinician Administered PTSD Scale for Children and Adolescents, Adolescent Dissociative Experiences Scale, Childhood Trauma Questionnaire, Schedule for Affective Disorders and Schizophrenia for School Age Children, Beck Depression Scale and a set of neuro-cognitive tests were administered to all participants...
March 10, 2017: Journal of Trauma & Dissociation
https://www.readbyqxmd.com/read/28269167/supervised-multimodal-fusion-and-its-application-in-searching-joint-neuromarkers-of-working-memory-deficits-in-schizophrenia
#17
Shile Qi, Vince D Calhoun, Theo G M van Erp, Eswar Damaraju, Juan Bustillo, Yuhui Du, Jessica A Turner, Daniel H Mathalon, Judith M Ford, James Voyvodic, Bryon A Mueller, Aysenil Belger, Sarah McEwen, Steven G Potkin, Adrian Preda, F Birn, Tianzi Jiang, Jing Sui
Multimodal fusion is an effective approach to better understand brain disease. To date, most current fusion approaches are unsupervised; there is need for a multivariate method that can adopt prior information to guide multimodal fusion. Here we proposed a novel supervised fusion model, called "MCCAR+jICA", which enables both identification of multimodal co-alterations and linking the covarying brain regions with a specific reference signal, e.g., cognitive scores. The proposed method has been validated on both simulated and real human brain data...
August 2016: Conference Proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society
https://www.readbyqxmd.com/read/28267149/striatal-phosphodiesterase-10a-and-medial-prefrontal-cortical-thickness-in-patients-with-schizophrenia-a-pet-and-mri-study
#18
R Bodén, J Persson, A Wall, M Lubberink, L Ekselius, E-M Larsson, G Antoni
The enzyme phosphodiesterase 10A (PDE10A) is abundant in striatal medium spiny neurons and has been implicated in the pathophysiology of schizophrenia in animal models and is investigated as a possible new pharmacological treatment target. A reduction of prefrontal cortical thickness is common in schizophrenia, but how this relates to PDE10A expression is unknown. Our study aim was to compare, we believe for the first time, the striatal non-displaceable binding potential (BPND) of the new validated PDE10A ligand [(11)C]Lu AE92686 between patients with schizophrenia and healthy controls...
March 7, 2017: Translational Psychiatry
https://www.readbyqxmd.com/read/28262149/callosal-size-in-first-episode-schizophrenia-patients-with-illness-duration-of-less-than-one-year-a-cross-sectional-mri-study
#19
Michio Takahashi, Mie Matsui, Mitsuhiro Nakashima, Tsutomu Takahashi, Michio Suzuki
Previous studies have reported a reduction in the size of the corpus callosum (CC) on the mid-sagittal plane in patients with schizophrenia. However, findings for the size of the callosal area in patients with first-episode schizophrenia (FESz) are inconsistent. A possibility for these conflicting results is that the duration of illness in patients with FESz affects the CC size. The present study investigated the CC size abnormalities in patients with FESz. Forty-six patients with FESz whose duration of illness was less than 1year and 46 age-, sex-, and handedness-matched healthy controls were recruited to examine the CC size using magnetic resonance imaging...
February 2017: Asian Journal of Psychiatry
https://www.readbyqxmd.com/read/28259863/-review-of-the-psychiatric-aspects-of-anti-nmda-n-methyl-d-aspartic-acid-receptor-encephalitis-case-report-and-our-plans-for-a-future-study
#20
Levente Herman, Ildiko Reka Zsigmond, Laszlo Peter, Janos M Rethelyi
Anti-NMDAR (N-methyl-D-aspartic acid receptor) encephalitis, first described in 2007, is a rare, autoimmune limbic encephalitis. In half of the cases anti-NMDAR antibodies are paraneoplastic manifestations of an underlying tumor (mostly ovarian teratoma). In the early stage of the disease psychiatric symptoms are prominent, therefore 60-70% of the patients are first treated in a psychiatric department. In most of the cases, typical neurological symptoms appear later. Besides the clinical picture and typical symptoms, verifying presence of IgG antibodies in the serum or CSF is necessary to set up the diagnosis...
December 2016: Neuropsychopharmacologia Hungarica
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