Cargando…

Using deep learning to classify pediatric posttraumatic stress disorder at the individual level

BACKGROUND: Children exposed to natural disasters are vulnerable to developing posttraumatic stress disorder (PTSD). Previous studies using resting-state functional neuroimaging have revealed alterations in graph-based brain topological network metrics in pediatric PTSD patients relative to healthy...

Descripción completa

Detalles Bibliográficos
Autores principales:	Yang, Jing, Lei, Du, Qin, Kun, Pinaya, Walter H. L., Suo, Xueling, Li, Wenbin, Li, Lingjiang, Kemp, Graham J., Gong, Qiyong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2021
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8555083/ https://www.ncbi.nlm.nih.gov/pubmed/34711200 http://dx.doi.org/10.1186/s12888-021-03503-9

Ejemplares similares

Psychoradiological abnormalities in treatment‐naive noncomorbid patients with posttraumatic stress disorder
por: Suo, Xueling, et al.
Publicado: (2021)

Combining Deep Learning and Graph-Theoretic Brain Features to Detect Posttraumatic Stress Disorder at the Individual Level
por: Zhu, Ziyu, et al.
Publicado: (2021)

Disrupted grey matter network morphology in pediatric posttraumatic stress disorder
por: Niu, Running, et al.
Publicado: (2018)

Shared gray matter alterations in individuals with diverse behavioral addictions: A voxel-wise meta-analysis
por: Qin, Kun, et al.
Publicado: (2020)

Magnetization transfer imaging alterations and its diagnostic value in antipsychotic-naïve first-episode schizophrenia
por: Lei, Du, et al.
Publicado: (2022)

Individualized Prediction of PTSD Symptom Severity in Trauma Survivors From Whole-Brain Resting-State Functional Connectivity
por: Suo, Xueling, et al.
Publicado: (2020)

Disruption of gray matter morphological networks in patients with paroxysmal kinesigenic dyskinesia
por: Li, Xiuli, et al.
Publicado: (2020)

Microstructural Abnormalities in Children with Post-traumatic Stress Disorder: A Diffusion Tensor Imaging Study at 3.0T
por: Lei, Du, et al.
Publicado: (2015)

Brain functional network abnormalities in parkinson’s disease with mild cognitive impairment
por: Suo, Xueling, et al.
Publicado: (2022)

Using graph convolutional network to characterize individuals with major depressive disorder across multiple imaging sites
por: Qin, Kun, et al.
Publicado: (2022)

Topologically convergent and divergent morphological gray matter networks in early‐stage Parkinson's disease with and without mild cognitive impairment
por: Suo, Xueling, et al.
Publicado: (2021)

Disrupted morphological grey matter networks in early-stage Parkinson’s disease
por: Suo, Xueling, et al.
Publicado: (2021)

White Matter Abnormalities in Post-traumatic Stress Disorder Following a Specific Traumatic Event
por: Li, Lei, et al.
Publicado: (2016)

Hippocampal subfield alterations in pediatric patients with post-traumatic stress disorder
por: Li, Lei, et al.
Publicado: (2020)

Abnormalities of intrinsic brain activity in essential tremor: A meta‐analysis of resting‐state functional imaging
por: Lan, Huan, et al.
Publicado: (2021)

Brain structural connectome in relation to PRRT2 mutations in paroxysmal kinesigenic dyskinesia
por: Li, Lei, et al.
Publicado: (2020)

Shared and distinct abnormalities of brain magnetization transfer ratio in schizophrenia and major depressive disorder: a comparative voxel-based meta-analysis
por: Lan, Huan, et al.
Publicado: (2023)

Altered resting-state functional activity in posttraumatic stress disorder: A quantitative meta-analysis
por: Wang, Ting, et al.
Publicado: (2016)

Disruption of the white matter structural network and its correlation with baseline progression rate in patients with sporadic amyotrophic lateral sclerosis
por: Li, Wenbin, et al.
Publicado: (2021)

COVID‐19 vicarious traumatization links functional connectome to general distress
por: Suo, Xueling, et al.
Publicado: (2022)

Psychological resilience mediates the protective role of default-mode network functional connectivity against COVID-19 vicarious traumatization
por: Liu, Xiqin, et al.
Publicado: (2023)

Pre-coronavirus disease 2019 brain structure might be associated with social anxiety alterations during the pandemic
por: Zhang, Xun, et al.
Publicado: (2023)

Quantitative Prediction of Individual Psychopathology in Trauma Survivors Using Resting-State fMRI
por: Gong, Qiyong, et al.
Publicado: (2014)

Resting-state fMRI study on drug-naive patients of essential tremor with and without head tremor
por: Wang, Ling, et al.
Publicado: (2018)

Alterations in hippocampal subfield and amygdala subregion volumes in posttraumatic subjects with and without posttraumatic stress disorder
por: Zhang, Lianqing, et al.
Publicado: (2021)

Connectome-Scale Assessments of Functional Connectivity in Children with Primary Monosymptomatic Nocturnal Enuresis
por: Lei, Du, et al.
Publicado: (2015)

Brain morphometric features predict medication response in youth with bipolar disorder: a prospective randomized clinical trial
por: Lei, Du, et al.
Publicado: (2023)

Multivariate pattern analysis of DTI reveals differential white matter in individuals with obsessive‐compulsive disorder
por: Li, Fei, et al.
Publicado: (2013)

Integrating machining learning and multimodal neuroimaging to detect schizophrenia at the level of the individual
por: Lei, Du, et al.
Publicado: (2019)

Patterns of postictal cerebral perfusion in idiopathic generalized epilepsy: a multi-delay multi-parametric arterial spin labelling perfusion MRI study
por: Chen, Guangxiang, et al.
Publicado: (2016)

Disrupted Functional Network Topology in Children and Adolescents With Post-traumatic Stress Disorder
por: Xu, Jian, et al.
Publicado: (2018)

Distinct brain structural abnormalities in attention-deficit/hyperactivity disorder and substance use disorders: A comparative meta-analysis
por: Long, Yajing, et al.
Publicado: (2022)

Pre-COVID brain functional connectome features prospectively predict emergence of distress symptoms after onset of the COVID-19 pandemic
por: Pan, Nanfang, et al.
Publicado: (2023)

Deep learning accurately classifies elbow joint effusion in adult and pediatric radiographs
por: Huhtanen, Jarno T., et al.
Publicado: (2022)

Using deep autoencoders to identify abnormal brain structural patterns in neuropsychiatric disorders: A large‐scale multi‐sample study
por: Pinaya, Walter H. L., et al.
Publicado: (2018)

Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics
por: Lei, Du, et al.
Publicado: (2020)

Levetiracetam for Pediatric Posttraumatic Seizure Prophylaxis
por: Nita, Dragos A., et al.
Publicado: (2016)

Imaging of the Posttraumatic Knee in Pediatric Patients
por: BAILESCU, IULIA, et al.
Publicado: (2020)

Disrupted Brain Functional Network Topology in Essential Tremor Patients With Poor Sleep Quality
por: Peng, Jiaxin, et al.
Publicado: (2022)

Graph Convolutional Networks Reveal Network-Level Functional Dysconnectivity in Schizophrenia
por: Lei, Du, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_sgnq25ajs03lqb23efuaomchr0