Predicting clinical outcome from reward circuitry function and white matter structure in behaviorally and emotionally dysregulated youth

被引:28
作者
Bertocci, M. A. [1 ]
Bebko, G. [1 ]
Versace, A. [1 ]
Fournier, J. C. [1 ]
Iyengar, S. [2 ]
Olino, T. [3 ]
Bonar, L. [1 ]
Almeida, J. R. C. [4 ]
Perlman, S. B. [1 ]
Schirda, C. [1 ]
Travis, M. J. [1 ]
Gill, M. K. [1 ]
Diwadkar, V. A. [5 ]
Forbes, E. E. [1 ]
Sunshine, J. L. [6 ]
Holland, S. K. [7 ]
Kowatch, R. A. [8 ]
Birmaher, B. [1 ]
Axelson, D. [8 ]
Horwitz, S. M. [9 ]
Frazier, T. W. [10 ]
Arnold, L. E. [11 ]
Fristad, M. A. [11 ]
Youngstrom, E. A. [12 ]
Findling, R. L. [6 ,13 ]
Phillips, M. L. [1 ]
机构
[1] Univ Pittsburgh, Med Ctr, Pittsburgh, PA USA
[2] Univ Pittsburgh, Dept Stat, Pittsburgh, PA USA
[3] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA
[4] Brown Univ, Alpert Med Sch, Providence, RI 02912 USA
[5] Wayne State Univ, Dept Psychiat & Behav Neurosci, Detroit, MI 48207 USA
[6] Case Western Reserve Univ, Univ Hosp Case Med Ctr, Cleveland, OH 44106 USA
[7] Univ Cincinnati, Cincinnati Childrens Hosp Med Ctr, Cincinnati, OH USA
[8] Ohio State Univ, Coll Med, Res Inst, Nationwide Childrens Hosp, Columbus, OH 43210 USA
[9] NYU, Sch Med, Dept Child Psychiat, New York, NY USA
[10] Cleveland Clin, Pediat Inst, Cleveland, OH 44106 USA
[11] Ohio State Univ, Dept Psychiat & Behav Hlth, Columbus, OH 43210 USA
[12] Univ N Carolina, Dept Psychol, Chapel Hill, NC USA
[13] Johns Hopkins Univ, Dept Psychiat, Baltimore, MD USA
关键词
MANIC SYMPTOMS; LONGITUDINAL ASSESSMENT; AFFECTIVE-DISORDERS; TREATMENT RESPONSE; BIPOLAR DISORDER; CINGULUM BUNDLE; NEURAL RESPONSE; CONNECTIVITY; CHILDREN; FMRI;
D O I
10.1038/mp.2016.5
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Behavioral and emotional dysregulation in childhood may be understood as prodromal to adult psychopathology. Additionally, there is a critical need to identify biomarkers reflecting underlying neuropathological processes that predict clinical/behavioral outcomes in youth. We aimed to identify such biomarkers in youth with behavioral and emotional dysregulation in the Longitudinal Assessment of Manic Symptoms (LAMS) study. We examined neuroimaging measures of function and white matter in the whole brain using 80 youth aged 14.0 (s.d. = 2.0) from three clinical sites. Linear regression using the LASSO (Least Absolute Shrinkage and Selection Operator) method for variable selection was used to predict severity of future behavioral and emotional dysregulation measured by the Parent General Behavior Inventory-10 Item Mania Scale (PGBI-10M)) at a mean of 14.2 months follow-up after neuroimaging assessment. Neuroimaging measures, together with near-scan PGBI-10M, a score of manic behaviors, depressive behaviors and sex, explained 28% of the variance in follow-up PGBI-10M. Neuroimaging measures alone, after accounting for other identified predictors, explained similar to 1/3 of the explained variance, in follow-up PGBI-10M. Specifically, greater bilateral cingulum length predicted lower PGBI-10M at follow-up. Greater functional connectivity in parietal-subcortical reward circuitry predicted greater PGBI-10M at follow-up. For the first time, data suggest that multimodal neuroimaging measures of underlying neuropathologic processes account for over a third of the explained variance in clinical outcome in a large sample of behaviorally and emotionally dysregulated youth. This may be an important first step toward identifying neurobiological measures with the potential to act as novel targets for early detection and future therapeutic interventions.
引用
收藏
页码:1194 / 1201
页数:8
相关论文
共 67 条
[1]   A preliminary study of the kiddie schedule for affective disorders and schizophrenia for school-age children mania rating scale for children and adolescents [J].
Axelson, D ;
Birmaher, BJ ;
Brent, D ;
Wassick, S ;
Hoover, C ;
Bridge, J ;
Ryan, N .
JOURNAL OF CHILD AND ADOLESCENT PSYCHOPHARMACOLOGY, 2003, 13 (04) :463-470
[2]   Total and Regional Brain Volumes in a Population-Based Normative Sample from 4 to 18 Years: The NIH MRI Study of Normal Brain Development [J].
Ball, William S. ;
Byars, Anna Weber ;
Schapiro, Mark ;
Bommer, Wendy ;
Carr, April ;
German, April ;
Dunn, Scott ;
Rivkin, Michael J. ;
Waber, Deborah ;
Mulkern, Robert ;
Vajapeyam, Sridhar ;
Chiverton, Abigail ;
Davis, Peter ;
Koo, Julie ;
Marmor, Jacki ;
Mrakotsky, Christine ;
Robertson, Richard ;
McAnulty, Gloria ;
Brandt, Michael E. ;
Fletcher, Jack M. ;
Kramer, Larry A. ;
Yang, Grace ;
McCormack, Cara ;
Hebert, Kathleen M. ;
Volero, Hilda ;
Botteron, Kelly ;
McKinstry, Robert C. ;
Warren, William ;
Nishino, Tomoyuki ;
Almli, C. Robert ;
Todd, Richard ;
Constantino, John ;
McCracken, James T. ;
Levitt, Jennifer ;
Alger, Jeffrey ;
O'Neill, Joseph ;
Toga, Arthur ;
Asarnow, Robert ;
Fadale, David ;
Heinichen, Laura ;
Ireland, Cedric ;
Wang, Dah-Jyuu ;
Moss, Edward ;
Zimmerman, Robert A. ;
Bintliff, Brooke ;
Bradford, Ruth ;
Newman, Janice ;
Evans, Alan C. ;
Arnaoutelis, Rozalia ;
Pike, G. Bruce .
CEREBRAL CORTEX, 2012, 22 (01) :1-12
[3]   Parsing Dimensional vs Diagnostic Category-Related Patterns of Reward Circuitry Function in Behaviorally and Emotionally Dysregulated Youth in the Longitudinal Assessment of Manic Symptoms Study [J].
Bebko, Genna ;
Bertocci, Michele A. ;
Fournier, Jay C. ;
Hinze, Amanda K. ;
Bonar, Lisa ;
Almeida, Jorge R. C. ;
Perlman, Susan B. ;
Versace, Amelia ;
Schirda, Claudiu ;
Travis, Michael ;
Gill, Mary Kay ;
Demeter, Christine ;
Diwadkar, Vaibhav A. ;
Ciuffetelli, Gary ;
Rodriguez, Eric ;
Olino, Thomas ;
Forbes, Erika ;
Sunshine, Jeffrey L. ;
Holland, Scott K. ;
Kowatch, Robert A. ;
Birmaher, Boris ;
Axelson, David ;
Horwitz, Sarah M. ;
Arnold, L. Eugene ;
Fristad, Mary A. ;
Youngstrom, Eric A. ;
Findling, Robert L. ;
Phillips, Mary L. .
JAMA PSYCHIATRY, 2014, 71 (01) :71-80
[4]   Beyond Brain Mapping: Using Neural Measures to Predict Real-World Outcomes [J].
Berkman, Elliot T. ;
Falk, Emily B. .
CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE, 2013, 22 (01) :45-50
[5]   Immediate reward bias in humans:: Fronto-parietal networks and a role for the catechol-O-methyltransferase 158Val/Val genotype [J].
Boettiger, Charlotte A. ;
Mitchell, Jennifer M. ;
Tavares, Venessa C. ;
Robertson, Margaret ;
Joslyn, Geoff ;
D'Esposito, Mark ;
Fields, Howard L. .
JOURNAL OF NEUROSCIENCE, 2007, 27 (52) :14383-14391
[6]   Multiple brain networks contribute to the acquisition of bias in perceptual decision-making [J].
Chen, Mei-Yen ;
Jimura, Koji ;
White, Corey N. ;
Maddox, W. Todd ;
Poldrack, Russell A. .
FRONTIERS IN NEUROSCIENCE, 2015, 9
[7]   Data-driven modeling of sleep EEG and EOG reveals characteristics indicative of pre-Parkinson's and Parkinson's disease [J].
Christensen, Julie A. E. ;
Zoetmulder, Marielle ;
Koch, Henriette ;
Frandsen, Rune ;
Arvastson, Lars ;
Christensen, Soren R. ;
Jennum, Poul ;
Sorensen, Helge B. D. .
JOURNAL OF NEUROSCIENCE METHODS, 2014, 235 :262-276
[8]   Functional Connectivity of Human Striatum: A Resting State fMRI Study [J].
Di Martino, A. ;
Scheres, A. ;
Margulies, D. S. ;
Kelly, A. M. C. ;
Uddin, L. Q. ;
Shehzad, Z. ;
Biswal, B. ;
Walters, J. R. ;
Castellanos, F. X. ;
Milham, M. P. .
CEREBRAL CORTEX, 2008, 18 (12) :2735-2747
[9]   Does parametric fMRI analysis with SPM yield valid results?-An empirical study of 1484 rest datasets [J].
Eklund, Anders ;
Andersson, Mats ;
Josephson, Camilla ;
Johannesson, Magnus ;
Knutsson, Hans .
NEUROIMAGE, 2012, 61 (03) :565-578
[10]   Characteristics of Children With Elevated Symptoms of Mania: The Longitudinal Assessment of Manic Symptoms (LAMS) Study [J].
Findling, Robert L. ;
Youngstrom, Eric A. ;
Fristad, Mary A. ;
Birmaher, Boris ;
Kowatch, Robert A. ;
Arnold, L. Eugene ;
Frazier, Thomas W. ;
Axelson, David ;
Ryan, Neal ;
Demeter, Christine A. ;
Gill, Mary Kay ;
Fields, Benjamin ;
Depew, Judith ;
Kennedy, Shawn M. ;
Marsh, Linda ;
Rowles, Brieana M. ;
Horwitz, Sarah McCue .
JOURNAL OF CLINICAL PSYCHIATRY, 2010, 71 (12) :1664-1672