List of works - Benson Mwangi

A review of feature reduction techniques in neuroimaging

scientific article (publication date: April 2014)

Areas of controversy in neuroprogression in bipolar disorder

scientific article published on 21 April 2016

Big data analytics and machine learning: 2015 and beyond

scientific article

Brain Aging in Major Depressive Disorder: Results from the ENIGMA Major Depressive Disorder working group

article

Brain aging in major depressive disorder: results from the ENIGMA major depressive disorder working group

scientific article published on 18 May 2020

Brain gyrification and neuroprogression in bipolar disorder

scientific article published on 21 April 2017

Brainstem abnormalities in attention deficit hyperactivity disorder support high accuracy individual diagnostic classification.

scientific article published on 13 May 2014

Changes in the corpus callosum in women with late-stage bipolar disorder

scientific article published on 31 January 2015

Confirmation of MRI anatomical measurements as endophenotypic markers for bipolar disorder in a new sample from the NIMH Genetics of Bipolar Disorder in Latino Populations study

scientific article published on 18 November 2015

Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the ENIGMA Major Depressive Disorder Working Group

scientific article

Deep Learning for Quality Control of Subcortical Brain 3D Shape Models

scholarly article published 28 August 2018

Development and validation of a brain maturation index using longitudinal neuroanatomical scans

scientific article

Diffusion Tensor Imaging-Defined Sulcal Enlargement Is Related to Cognitive Impairment in Multiple Sclerosis

scientific article published on 7 November 2016

Diffusion tensor imaging of the human cerebellar pathways and their interplay with cerebral macrostructure

scientific article

ENIGMA MDD: seven years of global neuroimaging studies of major depression through worldwide data sharing

scientific article published on 29 May 2020

Early identification of bipolar disorder among young adults - a 22-year community birth cohort

scientific article published on 16 September 2020

Effects of valproate on brain volumes in pediatric bipolar disorder: A preliminary study

scientific article published on 06 June 2018

Elevated Choline-Containing Compound Levels in Rapid Cycling Bipolar Disorder

scientific article published on 21 February 2017

Entorhinal Cortex Thickness across the Human Lifespan

scientific article

Evidence of altered membrane phospholipid metabolism in the anterior cingulate cortex and striatum of patients with bipolar disorder I: A multi-voxel (1)H MRS study

scientific article published on 21 June 2016

Hippocampal subfield volumes in children and adolescents with mood disorders

scientific article published on 12 March 2018

Hippocampal subfield volumes in mood disorders

scientific article

Hippocampal volume and verbal memory performance in late-stage bipolar disorder

scientific article published on 15 December 2015

Human subcortical brain asymmetries in 15,847 people worldwide reveal effects of age and sex.

scientific article published on 13 October 2016

Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning

scientific article

Identifying a clinical signature of suicidality among patients with mood disorders: A pilot study using a machine learning approach

scientific article published on January 2016

Identifying neuroanatomical signatures of anorexia nervosa: a multivariate machine learning approach.

scientific article published on 20 May 2015

Individualized Prediction and Clinical Staging of Bipolar Disorders using Neuroanatomical Biomarkers

Individualized identification of euthymic bipolar disorder using the Cambridge Neuropsychological Test Automated Battery (CANTAB) and machine learning

scientific article published on 30 December 2015

Interaction between BDNF rs6265 Met allele and low family cohesion is associated with smaller left hippocampal volume in pediatric bipolar disorder

scientific article published on 25 September 2015

Lifespan Gyrification Trajectories of Human Brain in Healthy Individuals and Patients with Major Psychiatric Disorders

scientific article

Limbic Pathway Correlates of Cognitive Impairment in Multiple Sclerosis

scientific article published on 19 August 2016

Machine Learning for Large-Scale Quality Control of 3D Shape Models in Neuroimaging

scientific article published in September 2017

Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder ⬇️

scientific article published on May 1, 2012

Neurocognitive functioning in individuals with bipolar disorder and their healthy siblings: A preliminary study

scientific article

Neuroprogression and illness trajectories in bipolar disorder

scientific article published on 23 September 2016

Peripheral biomarker signatures of bipolar disorder and schizophrenia: A machine learning approach.

scientific article published on 16 January 2017

Prediction of illness severity in patients with major depression using structural MR brain scans ⬇️

scientific article published on September 29, 2011

Prediction of individual subject's age across the human lifespan using diffusion tensor imaging: a machine learning approach.

scientific article published on 14 March 2013

Prediction of pediatric bipolar disorder using neuroanatomical signatures of the amygdala

scientific article

Prediction of pediatric unipolar depression using multiple neuromorphometric measurements: a pattern classification approach

scientific article

Predictive classification of individual magnetic resonance imaging scans from children and adolescents.

scientific article

Predictive classification of pediatric bipolar disorder using atlas-based diffusion weighted imaging and support vector machines

scientific article

Premorbid obesity and metabolic disturbances as promising clinical targets for the prevention and early screening of bipolar disorder.

scientific article published on 31 January 2015

Reduced Inhibitory Control Mediates the Relationship Between Cortical Thickness in the Right Superior Frontal Gyrus and Body Mass Index

scientific article published on 18 February 2016

Reduced hippocampus volume and memory performance in bipolar disorder patients carrying the BDNF val66met met allele

scientific article published on 10 March 2016

Reduced white matter integrity and verbal fluency impairment in young adults with bipolar disorder: a diffusion tensor imaging study

scientific article

Shared clinical associations between obesity and impulsivity in rapid cycling bipolar disorder: a systematic review

scientific article

Subcortical volumetric abnormalities in bipolar disorder

scientific article

The ENIGMA Consortium: large-scale collaborative analyses of neuroimaging and genetic data

scientific article

The insular cortex and the neuroanatomy of major depression.

scientific article

The medial forebrain bundle as a deep brain stimulation target for treatment resistant depression: A review of published data

scientific article

The relationship between cortical thickness and body mass index differs between women with anorexia nervosa and healthy controls

scientific article published on 4 January 2016

The role of white matter in personality traits and affective processing in bipolar disorder

scientific article published on 5 June 2016

Visualization and unsupervised predictive clustering of high-dimensional multimodal neuroimaging data

scientific article

List of works by Benson Mwangi

A review of feature reduction techniques in neuroimaging

Areas of controversy in neuroprogression in bipolar disorder

Big data analytics and machine learning: 2015 and beyond

Brain Aging in Major Depressive Disorder: Results from the ENIGMA Major Depressive Disorder working group

Brain aging in major depressive disorder: results from the ENIGMA major depressive disorder working group

Brain gyrification and neuroprogression in bipolar disorder

Brainstem abnormalities in attention deficit hyperactivity disorder support high accuracy individual diagnostic classification.

Changes in the corpus callosum in women with late-stage bipolar disorder

Confirmation of MRI anatomical measurements as endophenotypic markers for bipolar disorder in a new sample from the NIMH Genetics of Bipolar Disorder in Latino Populations study

Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the ENIGMA Major Depressive Disorder Working Group

Deep Learning for Quality Control of Subcortical Brain 3D Shape Models

Development and validation of a brain maturation index using longitudinal neuroanatomical scans

Diffusion Tensor Imaging-Defined Sulcal Enlargement Is Related to Cognitive Impairment in Multiple Sclerosis

Diffusion tensor imaging of the human cerebellar pathways and their interplay with cerebral macrostructure

ENIGMA MDD: seven years of global neuroimaging studies of major depression through worldwide data sharing

Early identification of bipolar disorder among young adults - a 22-year community birth cohort

Effects of valproate on brain volumes in pediatric bipolar disorder: A preliminary study

Elevated Choline-Containing Compound Levels in Rapid Cycling Bipolar Disorder

Entorhinal Cortex Thickness across the Human Lifespan

Evidence of altered membrane phospholipid metabolism in the anterior cingulate cortex and striatum of patients with bipolar disorder I: A multi-voxel (1)H MRS study

Hippocampal subfield volumes in children and adolescents with mood disorders

Hippocampal subfield volumes in mood disorders

Hippocampal volume and verbal memory performance in late-stage bipolar disorder

Human subcortical brain asymmetries in 15,847 people worldwide reveal effects of age and sex.

Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning

Identifying a clinical signature of suicidality among patients with mood disorders: A pilot study using a machine learning approach

Identifying neuroanatomical signatures of anorexia nervosa: a multivariate machine learning approach.

Individualized Prediction and Clinical Staging of Bipolar Disorders using Neuroanatomical Biomarkers

Individualized identification of euthymic bipolar disorder using the Cambridge Neuropsychological Test Automated Battery (CANTAB) and machine learning

Interaction between BDNF rs6265 Met allele and low family cohesion is associated with smaller left hippocampal volume in pediatric bipolar disorder

Lifespan Gyrification Trajectories of Human Brain in Healthy Individuals and Patients with Major Psychiatric Disorders

Limbic Pathway Correlates of Cognitive Impairment in Multiple Sclerosis

Machine Learning for Large-Scale Quality Control of 3D Shape Models in Neuroimaging

Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder ⬇️

Neurocognitive functioning in individuals with bipolar disorder and their healthy siblings: A preliminary study

Neuroprogression and illness trajectories in bipolar disorder

Peripheral biomarker signatures of bipolar disorder and schizophrenia: A machine learning approach.

Prediction of illness severity in patients with major depression using structural MR brain scans ⬇️

Prediction of individual subject's age across the human lifespan using diffusion tensor imaging: a machine learning approach.

Prediction of pediatric bipolar disorder using neuroanatomical signatures of the amygdala

Prediction of pediatric unipolar depression using multiple neuromorphometric measurements: a pattern classification approach

Predictive classification of individual magnetic resonance imaging scans from children and adolescents.

Predictive classification of pediatric bipolar disorder using atlas-based diffusion weighted imaging and support vector machines

Premorbid obesity and metabolic disturbances as promising clinical targets for the prevention and early screening of bipolar disorder.

Reduced Inhibitory Control Mediates the Relationship Between Cortical Thickness in the Right Superior Frontal Gyrus and Body Mass Index

Reduced hippocampus volume and memory performance in bipolar disorder patients carrying the BDNF val66met met allele

Reduced white matter integrity and verbal fluency impairment in young adults with bipolar disorder: a diffusion tensor imaging study

Shared clinical associations between obesity and impulsivity in rapid cycling bipolar disorder: a systematic review

Subcortical volumetric abnormalities in bipolar disorder

The ENIGMA Consortium: large-scale collaborative analyses of neuroimaging and genetic data

The insular cortex and the neuroanatomy of major depression.

The medial forebrain bundle as a deep brain stimulation target for treatment resistant depression: A review of published data

The relationship between cortical thickness and body mass index differs between women with anorexia nervosa and healthy controls

The role of white matter in personality traits and affective processing in bipolar disorder

Visualization and unsupervised predictive clustering of high-dimensional multimodal neuroimaging data