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1

Personalized Psychiatry (Big Data Analytics in Mental Health) || Big Data and Machine Learning Meet the Health Sciences

Passos, Ives Cavalcante, Mwangi, Benson, Kapczinski, Flávio

Year:

2019

Language:

english

File:

PDF, 324 KB

english, 2019

2

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

Wu, Mon-Ju, Wu, Hanjing Emily, Mwangi, Benson, Sanches, Marsal, Selvaraj, Sudhakar, Zunta-Soares, Giovana B., Soares, Jair C.

Journal:

Journal of Psychiatric Research

Year:

2015

Language:

english

File:

PDF, 931 KB

english, 2015

3

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

Benson Mwangi, Keith Matthews, J. Douglas Steele

Journal:

Journal of Magnetic Resonance Imaging

Year:

2012

Language:

english

File:

PDF, 450 KB

english, 2012

4

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

Galvez, Juan F., Bauer, Isabelle E., Sanches, Marsal, Wu, Hanjing E., Hamilton, Jane E., Mwangi, Benson, Kapczinski, Flavio P., Zunta-Soares, Giovana, Soares, Jair C.

Journal:

Journal of Affective Disorders

Year:

2014

Language:

english

File:

PDF, 350 KB

english, 2014

5

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

Wu, Mon-Ju, Passos, Ives Cavalcante, Bauer, Isabelle E., Lavagnino, Luca, Cao, Bo, Zunta-Soares, Giovana B., Kapczinski, Flávio, Mwangi, Benson, Soares, Jair C.

Journal:

Journal of Affective Disorders

Year:

2016

Language:

english

File:

PDF, 1.02 MB

english, 2016

6

Cortical thickness patterns as state biomarker of anorexia nervosa

Lavagnino, Luca, Mwangi, Benson, Cao, Bo, Shott, Megan E., Soares, Jair C., Frank, Guido K. W.

Journal:

International Journal of Eating Disorders

Year:

2018

Language:

english

File:

PDF, 952 KB

english, 2018

7

Measures of possible allostatic load in comorbid cocaine and alcohol use disorder: Brain white matter integrity, telomere length, and anti-saccade performance

Tannous, Jonika, Mwangi, Benson, Hasan, Khader M., Narayana, Ponnada A., Steinberg, Joel L., Walss-Bass, Consuelo, Moeller, F. Gerard, Schmitz, Joy M., Lane, Scott D., Tucci, Valter

Journal:

Year:

2019

Language:

english

File:

PDF, 1.24 MB

english, 2019

8

Personalized Psychiatry (Big Data Analytics in Mental Health) ||

Passos, Ives Cavalcante, Mwangi, Benson, Kapczinski, Flávio

Year:

2019

Language:

english

File:

PDF, 3.26 MB

english, 2019

9

Personalized Psychiatry (Big Data Analytics in Mental Health) || Ethics in the Era of Big Data

Passos, Ives Cavalcante, Mwangi, Benson, Kapczinski, Flávio

Year:

2019

Language:

english

File:

PDF, 190 KB

english, 2019

10

Personalized Psychiatry (Big Data Analytics in Mental Health) || Major Challenges and Limitations of Big Data Analytics

Passos, Ives Cavalcante, Mwangi, Benson, Kapczinski, Flávio

Year:

2019

Language:

english

File:

PDF, 519 KB

english, 2019

11

F100. Characterizing Grey Matter and White Matter in Pediatric Bipolar Disorder and Offspring

Tannous, Jonika, Hasan, Khader, Zunta-Soares, Giovana, Mwangi, Benson, Soares, Jair

Journal:

Biological Psychiatry

Year:

2019

Language:

english

File:

PDF, 67 KB

english, 2019

12

F100. Characterizing Grey Matter and White Matter in Pediatric Bipolar Disorder and Offspring

Tannous, Jonika, Hasan, Khader, Zunta-Soares, Giovana, Mwangi, Benson, Soares, Jair

Journal:

Biological Psychiatry

Year:

2019

File:

PDF, 67 KB

2019

13

The insular cortex and the neuroanatomy of major depression

Reiner Sprengelmeyer, J. Douglas Steele, Benson Mwangi, Poornima Kumar, David Christmas, Maarten Milders, Keith Matthews

Journal:

Journal of Affective Disorders

Year:

2011

Language:

english

File:

PDF, 422 KB

english, 2011

14

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

Mwangi, Benson, Hasan, Khader M., Soares, Jair C.

Journal:

Year:

2013

Language:

english

File:

PDF, 1.03 MB

english, 2013

15

A Review of Feature Reduction Techniques in Neuroimaging

Mwangi, Benson, Tian, Tian Siva, Soares, Jair C.

Journal:

Neuroinformatics

Year:

2014

Language:

english

File:

PDF, 471 KB

english, 2014

16

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

Mwangi, Benson, Soares, Jair C., Hasan, Khader M.

Journal:

Journal of Neuroscience Methods

Year:

2014

Language:

english

File:

PDF, 1.13 MB

english, 2014

17

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

Johnston, Blair A., Mwangi, Benson, Matthews, Keith, Coghill, David, Konrad, Kerstin, Steele, J. Douglas

Journal:

Human Brain Mapping

Year:

2014

Language:

english

File:

PDF, 227 KB

english, 2014

18

Prediction of pediatric bipolar disorder using neuroanatomical signatures of the amygdala

Mwangi, Benson, Spiker, Danielle, Zunta-Soares, Giovana B, Soares, Jair C

Journal:

Bipolar Disorders

Year:

2014

Language:

english

File:

PDF, 302 KB

english, 2014

19

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

Gálvez, Juan F., Keser, Zafer, Mwangi, Benson, Ghouse, Amna A., Fenoy, Albert J., Schulz, Paul E., Sanches, Marsal, Quevedo, Joao, Selvaraj, Sudhakar, Gajwani, Prashant, Zunta-Soares, Giovana, Hasan,

Journal:

Progress in Neuro-Psychopharmacology and Biological Psychiatry

Year:

2015

Language:

english

File:

PDF, 1.11 MB

english, 2015

20

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

Gálvez, Juan F., Sanches, Marsal, Bauer, Isabelle E., Sharma, Ajaykumar N., Hamilton, Jane, Mwangi, Benson, Quevedo, Joao, Zunta-Soares, Giovana, Soares, Jair C.

Journal:

Medical Hypotheses

Year:

2015

Language:

english

File:

PDF, 922 KB

english, 2015

21

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

Bauer, Isabelle E., Ouyang, Austin, Mwangi, Benson, Sanches, Marsal, Zunta-Soares, Giovana B., Keefe, Richard S.E., Huang, Hao, Soares, Jair C.

Journal:

Journal of Psychiatric Research

Year:

2015

Language:

english

File:

PDF, 835 KB

english, 2015

22

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

Cao, Bo, Mwangi, Benson, Hasan, Khader M., Selvaraj, Sudhakar, Zeni, Cristian P., Zunta-Soares, Giovana B., Soares, Jair C.

Journal:

Year:

2015

Language:

english

File:

PDF, 1.22 MB

english, 2015

23

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

Zeni, Cristian Patrick, Mwangi, Benson, Cao, Bo, Hasan, Khader M., Walss-Bass, Consuelo, Zunta-Soares, Giovana, Soares, Jair C.

Journal:

Journal of Affective Disorders

Year:

2016

Language:

english

File:

PDF, 339 KB

english, 2016

24

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

Cao, Bo, Passos, Ives Cavalcante, Mwangi, Benson, Bauer, Isabelle E., Zunta-Soares, Giovana B., Kapczinski, Flávio, Soares, Jair C.

Journal:

Journal of Psychiatric Research

Year:

2016

Language:

english

File:

PDF, 474 KB

english, 2016

25

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

Sandoval, Hugo, Soares, Jair C., Mwangi, Benson, Asonye, Stephanie, Alvarado, Luis A., Zavala, Juan, Ramirez, Mercedes E., Sanches, Marsal, Enge, Luke R., Escamilla, Michael A.

Journal:

Psychiatry Research: Neuroimaging

Year:

2015

Language:

english

File:

PDF, 373 KB

english, 2015

26

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

Passos, Ives Cavalcante, Mwangi, Benson, Cao, Bo, Hamilton, Jane E, Wu, Mon-Ju, Zhang, Xiang Yang, Zunta-Soares, Giovana B., Quevedo, Joao, Kauer-Sant’Anna, Marcia, Kapczinski, Flávio, Soares, Jair C.

Journal:

Journal of Affective Disorders

Year:

2016

Language:

english

File:

PDF, 959 KB

english, 2016

27

Big data analytics and machine learning: 2015 and beyond

Passos, Ives Cavalcante, Mwangi, Benson, Kapczinski, Flávio

Journal:

The Lancet Psychiatry

Year:

2016

Language:

english

File:

PDF, 107 KB

english, 2016

28

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

Lavagnino, Luca, Amianto, Federico, Mwangi, Benson, D’Agata, Federico, Spalatro, Angela, Zunta Soares, Giovana B., Daga, Giovanni Abbate, Mortara, Paolo, Fassino, Secondo, Soares, Jair C.

Journal:

Psychiatry Research: Neuroimaging

Year:

2016

Language:

english

File:

PDF, 471 KB

english, 2016

29

Individualized prediction and clinical staging of bipolar disorders using neuroanatomical biomarkers

Mwangi, Benson, Wu, Mon-Ju, Cao, Bo, Passos, Ives C., Lavagnino, Luca, Keser, Zafer, Zunta-Soares, Giovana B., Hasan, Khader M., Kapczinski, Flavio, Soares, Jair C.

Journal:

Biological Psychiatry: Cognitive Neuroscience and Neuroimaging

Year:

2016

Language:

english

File:

PDF, 1.30 MB

english, 2016

30

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

Wu, Mon-Ju, Mwangi, Benson, Bauer, Isabelle E., Passos, Ives C., Sanches, Marsal, Zunta-Soares, Giovana B., Meyer, Thomas D., Hasan, Khader M., Soares, Jair C.

Journal:

Year:

2016

Language:

english

File:

PDF, 1.84 MB

english, 2016

31

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

Bo, Cao, Bauer, Isabelle E., Sharma, Ajaykumar N., Mwangi, Benson, Frazier, Thomas, Lavagnino, Luca, Zunta-Soares, Giovana B., Walss-Bass, Consuelo, Glahn, David C., Kapczinski, Flavio, Nielsen, David

Journal:

Journal of Affective Disorders

Year:

2016

Language:

english

File:

PDF, 899 KB

english, 2016

32

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

Lavagnino, Luca, Mwangi, Benson, Bauer, Isabelle E, Cao, Bo, Selvaraj, Sudhakar, Prossin, Alan, Soares, Jair C

Journal:

Neuropsychopharmacology

Year:

2016

File:

PDF, 470 KB

2016

33

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

Lavagnino, Luca, Mwangi, Benson, Bauer, Isabelle E, Cao, Bo, Selvaraj, Sudhakar, Prossin, Alan, Soares, Jair C

Journal:

Neuropsychopharmacology

Year:

2016

Language:

english

File:

PDF, 470 KB

english, 2016

34

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

Bauer, Isabelle E., Wu, Mon-Ju, Frazier, T.W., Mwangi, Benson, Spiker, Danielle, Zunta-Soares, Giovana B., Soares, Jair C.

Journal:

Journal of Affective Disorders

Year:

2016

Language:

english

File:

PDF, 305 KB

english, 2016

35

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

Bauer, Isabelle E., Wu, Mon-Ju, Meyer, Thomas D., Mwangi, Benson, Ouyang, Austin, Spiker, Danielle, Zunta-Soares, Giovana B., Huang, Hao, Soares, Jair C.

Journal:

Journal of Psychiatric Research

Year:

2016

Language:

english

File:

PDF, 1.14 MB

english, 2016

36

Entorhinal Cortex Thickness across the Human Lifespan

Hasan, Khader M., Mwangi, Benson, Cao, Bo, Keser, Zafer, Tustison, Nicholas J., Kochunov, Peter, Frye, Richard E., Savatic, Mirjana, Soares, Jair

Journal:

Journal of Neuroimaging

Year:

2016

Language:

english

File:

PDF, 336 KB

english, 2016

37

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

Cao, Bo, Stanley, Jeffrey A., Selvaraj, Sudhakar, Mwangi, Benson, Passos, Ives Cavalcante, Zunta-Soares, Giovana B., Soares, Jair C.

Journal:

Journal of Psychiatric Research

Year:

2016

Language:

english

File:

PDF, 922 KB

english, 2016

38

Limbic Pathway Correlates of Cognitive Impairment in Multiple Sclerosis

Keser, Zafer, Hasan, Khader M., Mwangi, Benson, Gabr, Refaat E., Steinberg, Joel L., Wilken, Jeffrey, Wolinsky, Jerry S., Nelson, Flavia M.

Journal:

Journal of Neuroimaging

Year:

2016

Language:

english

File:

PDF, 426 KB

english, 2016

39

Neuroprogression and illness trajectories in bipolar disorder

Kapczinski, Natália S, Mwangi, Benson, Cassidy, Ryan M, Garcia, Diego Librenza, Bermudez, Mariane Bagatin, Kauer-Sant'Anna, Márcia, Kapczinski, Flávio, Passos, Ives Cavalcante

Journal:

Expert Review of Neurotherapeutics

Year:

2016

Language:

english

File:

PDF, 793 KB

english, 2016

40

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

Keser, Zafer, Hasan, Khader M., Mwangi, Benson, E. Gabr, Refaat, M. Nelson, Flavia

Journal:

Journal of Neuroimaging

Year:

2016

Language:

english

File:

PDF, 364 KB

english, 2016

41

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

Pinto, Jairo Vinícius, Passos, Ives Cavalcante, Gomes, Fernando, Reckziegel, Ramiro, Kapczinski, Flavio, Mwangi, Benson, Kauer-Sant'Anna, Márcia

Journal:

Schizophrenia Research

Year:

2017

Language:

english

File:

PDF, 444 KB

english, 2017

42

Elevated Choline-Containing Compound Levels in Rapid Cycling Bipolar Disorder

Cao, Bo, Stanley, Jeffrey A, Passos, Ives Cavalcante, Mwangi, Benson, Selvaraj, Sudhakar, Zunta-Soares, Giovana B, Soares, Jair C

Journal:

Neuropsychopharmacology

Year:

2017

Language:

english

File:

PDF, 1.20 MB

english, 2017

43

Quantitative MRI volumetry, diffusivity, cerebrovascular flow and cranial hydrodynamics during head down tilt and hypercapnia: the SPACECOT study.

Kramer, Larry Allen, Hasan, Khader M., Sargsyan, Ashot E., Marshall-Goebel, Karina, Rittweger, Jörn, Donoviel, Dorit, Higashi, Saki, Mwangi, Benson, Gerlach, Darius A., Bershad, Eric M.

Journal:

Journal of Applied Physiology

Year:

2017

Language:

english

File:

PDF, 2.11 MB

english, 2017

44

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

Cao, Bo, Mwangi, Benson, Passos, Ives Cavalcante, Wu, Mon-Ju, Keser, Zafer, Zunta-Soares, Giovana B., Xu, Dianping, Hasan, Khader M., Soares, Jair C.

Journal:

Scientific Reports

Year:

2017

Language:

english

File:

PDF, 1.48 MB

english, 2017

45

Changes in brain white matter integrity after Ppar-gamma agonist treatment for cocaine use disorder

Lane, Scott D., Hasan, Khader M., Mwangi, Benson, Narayana, P.A., Vincent, Jessica, Gerard Moeller, F., Steinberg, Joel, Dineley, Kelly, Cunningham, Kathryn A., Schmitz, Joy

Journal:

Drug and Alcohol Dependence

Year:

2017

Language:

english

File:

PDF, 63 KB

english, 2017

46

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

Soares, Jair, Cao, Bo, Mwangi, Benson, Passos, Ives, Wu, Mon-Ju, Keser, Zafer, Zunta-Soares, Giovana, Xu, Dianping, Hasan, Khader

Journal:

Biological Psychiatry

Year:

2017

Language:

english

File:

PDF, 42 KB

english, 2017

47

Cortical Thickness Patterns in Anorexia Nervosa: Individualized Prediction Model and Correlations with Key Symptoms

Soares, Jair, Lavagnino, Luca, Mwangi, Benson, Cao, Bo, Shott, Megan E, Frank, Guido

Journal:

Biological Psychiatry

Year:

2017

Language:

english

File:

PDF, 42 KB

english, 2017

48

616. Effects of Valproate on Brain Volumes in Pediatric Bipolar Disorder: A Preliminary Study

Soares, Jair, Cazala, Fadwa, Zeni, Cristian, Bauer, Isabelle E., Mwangi, Benson, Spiker, Danielle, Zunta-Soares, Giovana

Journal:

Biological Psychiatry

Year:

2017

Language:

english

File:

PDF, 40 KB

english, 2017

49

611. Individualized Prediction of Euthymic Bipolar Disorder and Euthymic Major Depressive Disorder Patients Using Neurocognitive scores, Neuroimaging Data and Machine Learning

Soares, Jair, Wu, Mon-Ju, Bauer, Isabelle E., Passos, Ives, Zunta-Soares, Giovana, Glahn, David, Mwangi, Benson

Journal:

Biological Psychiatry

Year:

2017

Language:

english

File:

PDF, 42 KB

english, 2017

50

613. Obesity-Related Thinning in the Frontal Cortex in Patients with Bipolar I Disorder: Correlations with Functioning

Soares, Jair, Lavagnino, Luca, Mwangi, Benson, Cao, Bo, Wu, Mon-Ju, Sanches, Marsal, Zunta-Soares, Giovana

Journal:

Biological Psychiatry

Year:

2017

Language:

english

File:

PDF, 40 KB

english, 2017