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Volumn 24, Issue 2, 2015, Pages 156-169

Prediction of remission in obsessive compulsive disorder using a novel machine learning strategy

Author keywords

Obsessive compulsive disorder; Risk factors; Statistics

Indexed keywords

ADULT; FEMALE; HUMAN; LONGITUDINAL STUDY; MACHINE LEARNING; MALE; OBSESSIVE-COMPULSIVE DISORDER; PREDICTIVE VALUE; PSYCHOLOGICAL RATING SCALE; PSYCHOMETRY; RECURRENT DISEASE; RETROSPECTIVE STUDY;

EID: 84931563566     PISSN: 10498931     EISSN: 15570657     Source Type: Journal    
DOI: 10.1002/mpr.1463     Document Type: Article
Times cited : (61)

References (64)
  • 2
    • 84862685421 scopus 로고    scopus 로고
    • Identifying representative trees from ensembles
    • Banerjee M., Ding Y., Noone A.M. (2012) Identifying representative trees from ensembles. Statistics in Medicine, 31(15), 1601-1616. DOI: 10.1002/sim.4492
    • (2012) Statistics in Medicine , vol.31 , Issue.15 , pp. 1601-1616
    • Banerjee, M.1    Ding, Y.2    Noone, A.M.3
  • 3
    • 84860701629 scopus 로고    scopus 로고
    • Analysis of a Random Forests model
    • Biau G. (2012) Analysis of a Random Forests model. Journal of Machine Learning Research, 13(1), 1063-1095.
    • (2012) Journal of Machine Learning Research , vol.13 , Issue.1 , pp. 1063-1095
    • Biau, G.1
  • 5
    • 0025932648 scopus 로고
    • The contemplation ladder: Validation of a measure of readiness to consider smoking cessation
    • Biener L., Abrams D.B. (1991) The contemplation ladder: Validation of a measure of readiness to consider smoking cessation. Health Psychology, 10(5), 360-365.
    • (1991) Health Psychology , vol.10 , Issue.5 , pp. 360-365
    • Biener, L.1    Abrams, D.B.2
  • 7
    • 0041382385 scopus 로고    scopus 로고
    • Berkeley, CA, Statistics Department, University of California.
    • Breiman L. (2001) Random Forests, Berkeley, CA, Statistics Department, University of California.
    • (2001) Random Forests
    • Breiman, L.1
  • 8
    • 84931593901 scopus 로고    scopus 로고
    • Random Forests.[20 Jannuary 2013]
    • Breiman L., Cutler A. (2001) Random Forests. http://www.stat.berkeley.edu/~breiman/RandomForests/ [20 Jannuary 2013]
    • (2001)
    • Breiman, L.1    Cutler, A.2
  • 9
    • 19644370282 scopus 로고    scopus 로고
    • Influence of psychiatric comorbidity on recovery and recurrence in generalized anxiety disorder, social phobia, and panic disorder: a 12-year prospective study
    • Bruce S.E., Yonkers K.A., Otto M.W., Eisen J.L., Weisberg R.B., Pagano M., Shea T., Keller M.B. (2005) Influence of psychiatric comorbidity on recovery and recurrence in generalized anxiety disorder, social phobia, and panic disorder: a 12-year prospective study. American Journal of Psychiatry, 162(6), 1179-1187. DOI: 10.1176/appi.ajp.162.6.1179
    • (2005) American Journal of Psychiatry , vol.162 , Issue.6 , pp. 1179-1187
    • Bruce, S.E.1    Yonkers, K.A.2    Otto, M.W.3    Eisen, J.L.4    Weisberg, R.B.5    Pagano, M.6    Shea, T.7    Keller, M.B.8
  • 10
    • 33749254096 scopus 로고    scopus 로고
    • An Empirical Comparison of Supervised Learning Algorithms. Paper presented at the International Conference on Machine Learning, Pittsburg, PA.
    • Caruana R., Niculescu-Mizil A. (2006) An Empirical Comparison of Supervised Learning Algorithms. Paper presented at the International Conference on Machine Learning, Pittsburg, PA.
    • (2006)
    • Caruana, R.1    Niculescu-Mizil, A.2
  • 11
    • 56449089785 scopus 로고    scopus 로고
    • An empirical evaluation of supervised learning in high dimensions. Paper presented at the International Conference on Machine Learning, New York.
    • Caruana R., Karampatziakis N., Yessenalina A. (2008) An empirical evaluation of supervised learning in high dimensions. Paper presented at the International Conference on Machine Learning, New York.
    • (2008)
    • Caruana, R.1    Karampatziakis, N.2    Yessenalina, A.3
  • 12
    • 33746796757 scopus 로고    scopus 로고
    • Obsessive-compulsive disorder: a 3-year prospective follow-up study of patients treated with serotonin reuptake inhibitors OCD follow-up study
    • Catapano F., Perris F., Masella M., Rossano F., Cigliano M., Magliano L., Maj M. (2006) Obsessive-compulsive disorder: a 3-year prospective follow-up study of patients treated with serotonin reuptake inhibitors OCD follow-up study. Journal of Psychiatric Research, 40(6), 502-510. DOI: 10.1016/j.jpsychires.2005.04.010
    • (2006) Journal of Psychiatric Research , vol.40 , Issue.6 , pp. 502-510
    • Catapano, F.1    Perris, F.2    Masella, M.3    Rossano, F.4    Cigliano, M.5    Magliano, L.6    Maj, M.7
  • 17
    • 84931593904 scopus 로고    scopus 로고
    • reprtree: Representative trees from ensembles. R package version 0.6. Windows binaries provided by Abhijit Dasgupta, PhD.[7 December 2014].
    • Dasgupta A. (2014) reprtree: Representative trees from ensembles. R package version 0.6. Windows binaries provided by Abhijit Dasgupta, PhD. https://github.com/araastat/reprtree.git [7 December 2014].
    • (2014)
    • Dasgupta, A.1
  • 18
    • 0027165019 scopus 로고
    • The Zurich Study. XVIII. Obsessive-compulsive disorders and syndromes in the general population
    • Degonda M., Wyss M., Angst J. (1993) The Zurich Study. XVIII. Obsessive-compulsive disorders and syndromes in the general population. European Archives of Psychiatry and Clinical Neuroscience, 243(1), 16-22.
    • (1993) European Archives of Psychiatry and Clinical Neuroscience , vol.243 , Issue.1 , pp. 16-22
    • Degonda, M.1    Wyss, M.2    Angst, J.3
  • 19
    • 2342470016 scopus 로고    scopus 로고
    • Readiness and stages of change in addiction treatment
    • DiClemente C.C., Schlundt D., Gemmell L. (2004) Readiness and stages of change in addiction treatment. American Journal on Addictions, 13(2), 103-119. DOI: 10.1080/10550490490435777
    • (2004) American Journal on Addictions , vol.13 , Issue.2 , pp. 103-119
    • DiClemente, C.C.1    Schlundt, D.2    Gemmell, L.3
  • 23
    • 0027439117 scopus 로고
    • Quality-of-life enjoyment and satisfaction questionnaire - a new measure
    • Endicott J., Nee J., Harrison W., Blumenthal R. (1993) Quality-of-life enjoyment and satisfaction questionnaire - a new measure. Psychopharmacology Bulletin, 29(2), 321-326.
    • (1993) Psychopharmacology Bulletin , vol.29 , Issue.2 , pp. 321-326
    • Endicott, J.1    Nee, J.2    Harrison, W.3    Blumenthal, R.4
  • 28
    • 0026786902 scopus 로고
    • Revising axis V for DSM-IV: a review of measures of social functioning
    • Goldman H.H., Skodol A.E., Lave T.R. (1992) Revising axis V for DSM-IV: a review of measures of social functioning. American Journal of Psychiatry, 149(9), 1148-1156.
    • (1992) American Journal of Psychiatry , vol.149 , Issue.9 , pp. 1148-1156
    • Goldman, H.H.1    Skodol, A.E.2    Lave, T.R.3
  • 32
    • 84931593905 scopus 로고    scopus 로고
    • with contributions from Charles Dupont and many others. () Hmisc: Harrell Miscellaneous. R package version 3.14-3.[accessed December, 2014].
    • Harrell F.E. Jr, with contributions from Charles Dupont and many others. (2014) Hmisc: Harrell Miscellaneous. R package version 3.14-3. http://CRAN.R-project.org/package=Hmisc [accessed December, 2014].
    • (2014)
    • Harrell, F.E.1
  • 33
    • 84888352564 scopus 로고    scopus 로고
    • Predicting obsessive-compulsive disorder severity combining neuroimaging and machine learning methods
    • Hoexter M.Q., Miguel E.C., Diniz J.B., Shavitt R.G., Busatto G.F., Sato J.R. (2013) Predicting obsessive-compulsive disorder severity combining neuroimaging and machine learning methods. Journal of Affective Disorders, 150(3), 1213-1216. DOI: 10.1016/j.jad.2013.05.041
    • (2013) Journal of Affective Disorders , vol.150 , Issue.3 , pp. 1213-1216
    • Hoexter, M.Q.1    Miguel, E.C.2    Diniz, J.B.3    Shavitt, R.G.4    Busatto, G.F.5    Sato, J.R.6
  • 34
    • 84971268657 scopus 로고    scopus 로고
    • Jan 4-8, Variable Selection Method for the Identification of Epistatic Models. Paper presented at the Pacific Symposium on Biocomputing (PSB), Maui, HI.
    • Holzinger E.M., Szymczk S., Dasgupta A., Malley J., Li Q., Bailey-Wilson J.E. (Jan 4-8, 2015) Variable Selection Method for the Identification of Epistatic Models. Paper presented at the Pacific Symposium on Biocomputing (PSB), Maui, HI.
    • (2015)
    • Holzinger, E.M.1    Szymczk, S.2    Dasgupta, A.3    Malley, J.4    Li, Q.5    Bailey-Wilson, J.E.6
  • 35
    • 70349445083 scopus 로고    scopus 로고
    • An introspective comparison of random forest-based classifiers for the analysis of cluster-correlated data by way of RF++
    • Karpievitch Y.V., Hill E.G., Leclerc A.P., Dabney A.R., Almeida J.S. (2009) An introspective comparison of random forest-based classifiers for the analysis of cluster-correlated data by way of RF++. PLoS One, 4(9), e7087. DOI: 10.1371/journal.pone.0007087
    • (2009) PLoS One , vol.4 , Issue.9 , pp. e7087
    • Karpievitch, Y.V.1    Hill, E.G.2    Leclerc, A.P.3    Dabney, A.R.4    Almeida, J.S.5
  • 36
    • 33751549949 scopus 로고    scopus 로고
    • Social anxiety disorder clinical course and outcome: review of Harvard/Brown Anxiety Research Project (HARP) findings
    • Keller M.B. (2006) Social anxiety disorder clinical course and outcome: review of Harvard/Brown Anxiety Research Project (HARP) findings. Journal of Clinical Psychiatry, 67(Supplemant 12), 14-19.
    • (2006) Journal of Clinical Psychiatry , vol.67 , pp. 14-19
    • Keller, M.B.1
  • 38
    • 85047696526 scopus 로고    scopus 로고
    • Ten-year prospective follow-up study of the naturalistic course of dysthymic disorder and double depression
    • Klein D.N., Shankman S.A., Rose S. (2006) Ten-year prospective follow-up study of the naturalistic course of dysthymic disorder and double depression. American Journal of Psychiatry, 163(5), 872-880. DOI: 10.1176/appi.ajp.163.5.872
    • (2006) American Journal of Psychiatry , vol.163 , Issue.5 , pp. 872-880
    • Klein, D.N.1    Shankman, S.A.2    Rose, S.3
  • 39
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw A., Wiener M. (2002) Classification and regression by randomForest. R News, 2(3), 18-22.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 41
    • 84855764322 scopus 로고    scopus 로고
    • Probability machines: consistent probability estimation using nonparametric learning machines
    • Malley J.D., Kruppa J., Dasgupta A., Malley K.G., Ziegler A. (2012) Probability machines: consistent probability estimation using nonparametric learning machines. Methods of Information in Medicine, 51(1), 74-81. DOI: 10.3414/ME00-01-0052
    • (2012) Methods of Information in Medicine , vol.51 , Issue.1 , pp. 74-81
    • Malley, J.D.1    Kruppa, J.2    Dasgupta, A.3    Malley, K.G.4    Ziegler, A.5
  • 42
    • 79958167491 scopus 로고    scopus 로고
    • Patient utilization of cognitive-behavioral therapy for OCD
    • Mancebo M.C., Eisen J.L. Sibrava N.J., Dyck I.R., Rasmussen S.A. (2011) Patient utilization of cognitive-behavioral therapy for OCD. Behavior Therapy, 42(3), 399-412. DOI: 10.1016/j.beth.2010.10.002
    • (2011) Behavior Therapy , vol.42 , Issue.3 , pp. 399-412
    • Mancebo, M.C.1    Eisen, J.L.2    Sibrava, N.J.3    Dyck, I.R.4    Rasmussen, S.A.5
  • 43
    • 80054697973 scopus 로고    scopus 로고
    • Longitudinal course of obsessive-compulsive disorder in patients with anxiety disorders: a 15-year prospective follow-up study
    • Marcks B.A., Weisberg R.B., Dyck I., Keller M.B. (2011) Longitudinal course of obsessive-compulsive disorder in patients with anxiety disorders: a 15-year prospective follow-up study. Comprehensive Psychiatry, 52(6), 670-677. DOI: 10.1016/j.comppsych.2011.01.001
    • (2011) Comprehensive Psychiatry , vol.52 , Issue.6 , pp. 670-677
    • Marcks, B.A.1    Weisberg, R.B.2    Dyck, I.3    Keller, M.B.4
  • 44
    • 80051660823 scopus 로고    scopus 로고
    • Data mining methods in the prediction of Dementia: a real-data comparison of the accuracy, sensitivity and specificity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classification trees and random forests
    • Maroco J., Silva D., Rodrigues A., Guerreiro M., Santana I., de Mendonca A. (2011) Data mining methods in the prediction of Dementia: a real-data comparison of the accuracy, sensitivity and specificity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classification trees and random forests. BMC Research Notes, 4, 299. DOI: 10.1186/1756-0500-4-299
    • (2011) BMC Research Notes , vol.4 , pp. 299
    • Maroco, J.1    Silva, D.2    Rodrigues, A.3    Guerreiro, M.4    Santana, I.5    de Mendonca, A.6
  • 45
    • 0021951973 scopus 로고
    • The Modified Hamilton Rating Scale for Depression: reliability and validity
    • Miller I.W., Bishop S., Norman W.H., Maddever H. (1985) The Modified Hamilton Rating Scale for Depression: reliability and validity. Psychiatry Research, 14(2), 131-142.
    • (1985) Psychiatry Research , vol.14 , Issue.2 , pp. 131-142
    • Miller, I.W.1    Bishop, S.2    Norman, W.H.3    Maddever, H.4
  • 46
    • 80155172601 scopus 로고    scopus 로고
    • Power of data mining methods to detect genetic associations and interactions
    • pii] 000330579 DOI: 10.1159/000330579
    • Molinaro A.M., Carriero N., Bjornson R., Hartge P., Rothman N., Chatterjee N. (2011) Power of data mining methods to detect genetic associations and interactions. Human Heredity, 72(2), 85-97. [pii] 000330579 DOI: 10.1159/000330579
    • (2011) Human Heredity , vol.72 , Issue.2 , pp. 85-97
    • Molinaro, A.M.1    Carriero, N.2    Bjornson, R.3    Hartge, P.4    Rothman, N.5    Chatterjee, N.6
  • 48
    • 84857000430 scopus 로고    scopus 로고
    • Using support vector machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review
    • Orru G., Pettersson-Yeo W., Marquand A.F., Sartori G., Mechelli A. (2012) Using support vector machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review. Neuroscience & Biobehavioral Reviews, 36(4), 1140-1152. DOI: 10.1016/j.neubiorev.2012.01.004
    • (2012) Neuroscience & Biobehavioral Reviews , vol.36 , Issue.4 , pp. 1140-1152
    • Orru, G.1    Pettersson-Yeo, W.2    Marquand, A.F.3    Sartori, G.4    Mechelli, A.5
  • 49
    • 33745377514 scopus 로고    scopus 로고
    • The Brown longitudinal obsessive compulsive study: clinical features and symptoms of the sample at intake
    • Pinto A., Mancebo M.C., Eisen J.L., Pagano M.E., Rasmussen S.A. (2006) The Brown longitudinal obsessive compulsive study: clinical features and symptoms of the sample at intake. Journal of Clinical Psychiatry, 67(5), 703-711.
    • (2006) Journal of Clinical Psychiatry , vol.67 , Issue.5 , pp. 703-711
    • Pinto, A.1    Mancebo, M.C.2    Eisen, J.L.3    Pagano, M.E.4    Rasmussen, S.A.5
  • 50
    • 84863304598 scopus 로고    scopus 로고
    • R Core Team. (), Vienna, R Core Team.[accessed November-December, 2014].
    • R Core Team. (2014) R: A Language and Environment for Statistical Computing, Vienna, R Core Team. http://www.R-project.org/[accessed November-December, 2014].
    • (2014) R: A Language and Environment for Statistical Computing
  • 51
    • 0027325479 scopus 로고
    • Current issues in the pharmacologic management of obsessive compulsive disorder
    • Rasmussen S.A., Eisen J.L., Pato M.T. (1993) Current issues in the pharmacologic management of obsessive compulsive disorder. Journal of Clinical Psychiatry, 54(Supplement), 4-9.
    • (1993) Journal of Clinical Psychiatry , vol.54 , Issue.SUPPLEMENT , pp. 4-9
    • Rasmussen, S.A.1    Eisen, J.L.2    Pato, M.T.3
  • 54
    • 0032995878 scopus 로고    scopus 로고
    • A 40-year follow-up of patients with obsessive-compulsive disorder [see comments]
    • Skoog G., Skoog I. (1999) A 40-year follow-up of patients with obsessive-compulsive disorder [see comments]. Archives of General Psychiatry, 56(2), 121-127.
    • (1999) Archives of General Psychiatry , vol.56 , Issue.2 , pp. 121-127
    • Skoog, G.1    Skoog, I.2
  • 56
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • Strobl C., Malley J., Tutz G. (2009) An introduction to recursive partitioning: rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychological Methods, 14(4), 323-348. DOI: 10.1037/a0016973
    • (2009) Psychological Methods , vol.14 , Issue.4 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 57
    • 80052299003 scopus 로고    scopus 로고
    • Suicidal ideation among adults with arthritis: prevalence and subgroups at highest risk. Data from the 2007-2008 National Health and Nutrition Examination Survey
    • Tektonidou M.G., Dasgupta A., Ward M.M. (2011) Suicidal ideation among adults with arthritis: prevalence and subgroups at highest risk. Data from the 2007-2008 National Health and Nutrition Examination Survey. Arthritis Care and Research (Hoboken), 63(9), 1322-1333- DOI: 10.1002/acr.20516
    • (2011) Arthritis Care and Research (Hoboken) , vol.63 , Issue.9 , pp. 1322-1333
    • Tektonidou, M.G.1    Dasgupta, A.2    Ward, M.M.3
  • 59
    • 0026877917 scopus 로고
    • The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection
    • Ware J.E. Jr, Sherbourne C.D. (1992) The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection. Medical Care, 30(6), 473-483.
    • (1992) Medical Care , vol.30 , Issue.6 , pp. 473-483
    • Ware, J.E.1    Sherbourne, C.D.2
  • 60
    • 0028567985 scopus 로고
    • Reliability and validity of the longitudinal interval follow-up evaluation for assessing outcome of anxiety disorders
    • Warshaw M.G., Keller M.B., Stout R.L. (1994) Reliability and validity of the longitudinal interval follow-up evaluation for assessing outcome of anxiety disorders. Journal of Psychiatric Research, 28(6), 531-545.
    • (1994) Journal of Psychiatric Research , vol.28 , Issue.6 , pp. 531-545
    • Warshaw, M.G.1    Keller, M.B.2    Stout, R.L.3
  • 61
    • 0024023344 scopus 로고
    • Development and validation of brief measures of positive and negative affect: the PANAS scales
    • Watson D., Clark L.A., Tellegen A. (1988) Development and validation of brief measures of positive and negative affect: the PANAS scales. Journal of Personality and Social Psychology, 54(6), 1063-1070.
    • (1988) Journal of Personality and Social Psychology , vol.54 , Issue.6 , pp. 1063-1070
    • Watson, D.1    Clark, L.A.2    Tellegen, A.3
  • 62
    • 84858996901 scopus 로고    scopus 로고
    • The Harvard/Brown Anxiety Research Project-Phase II (HARP-II): rationale, methods, and features of the sample at intake
    • Weisberg R.B., Beard C., Dyck I., Keller M.B. (2012) The Harvard/Brown Anxiety Research Project-Phase II (HARP-II): rationale, methods, and features of the sample at intake. Joural of Anxiety Disorders, 26(4), 532-543. DOI: 10.1016/j.janxdis.2012.02.007
    • (2012) Joural of Anxiety Disorders , vol.26 , Issue.4 , pp. 532-543
    • Weisberg, R.B.1    Beard, C.2    Dyck, I.3    Keller, M.B.4
  • 63
    • 0017100059 scopus 로고
    • Assessment of social adjustment by patient self-report
    • Weissman M.M., Bothwell S. (1976) Assessment of social adjustment by patient self-report. Archives of General Psychiatry, 33(9), 1111-1115.
    • (1976) Archives of General Psychiatry , vol.33 , Issue.9 , pp. 1111-1115
    • Weissman, M.M.1    Bothwell, S.2
  • 64
    • 58049158940 scopus 로고    scopus 로고
    • Bootstrap confidence intervals for percentiles of reliability data for wood-plastic composites
    • Young T.M., Perhac D.G., Guess F.M., Leon R.V. (2008) Bootstrap confidence intervals for percentiles of reliability data for wood-plastic composites. Forest Products Journal, 58(11), 106-114.
    • (2008) Forest Products Journal , vol.58 , Issue.11 , pp. 106-114
    • Young, T.M.1    Perhac, D.G.2    Guess, F.M.3    Leon, R.V.4


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