Skip to main content
Top
Published in: European Archives of Psychiatry and Clinical Neuroscience 5/2023

Open Access 17-10-2022 | Mood Disorders | Original Paper

Prevalence and prediction of dropout during depression treatment in routine outpatient care: an observational study

Authors: D. A. van Dijk, M. L. Deen, Th. M. van den Boogaard, H. G. Ruhé, J. Spijker, F. P. M. L. Peeters

Published in: European Archives of Psychiatry and Clinical Neuroscience | Issue 5/2023

Login to get access

Abstract

Efficacious treatments are available for major depressive disorder (MDD), but treatment dropout is common and decreases their effectiveness. However, knowledge about prevalence of treatment dropout and its risk factors in routine care is limited. The objective of this study was to determine the prevalence of and risk factors for dropout in a large outpatient sample. In this retrospective cohort analysis, routinely collected data from 2235 outpatients with MDD who had a diagnostic work-up between 2014 and 2016 were examined. Dropout was defined as treatment termination without achieving remission before the fourth session within six months after its start. Total and item scores on the Dutch Measure for Quantification of Treatment Resistance in Depression (DM-TRD) at baseline, and demographic variables were analyzed for their association with dropout using logistic regression and elastic net analyses. Data of 987 subjects who started routine outpatient depression treatment were included in the analyses of which 143 (14.5%) dropped out. Higher DM-TRD-scores were predictive for lower dropout odds [OR = 0.78, 95% CI = (0.70–0.86), p < 0.001]. The elastic net analysis revealed several clinical variables predictive for dropout. Higher SES, higher depression severity, comorbid personality pathology and a comorbid anxiety disorder were significantly associated with less dropout in the sample. In this observational study, treatment dropout was relatively low. The DM-TRD, an easy-to-use clinical instrument, revealed several variables associated with less dropout. When applied in daily practice and combined with demographical information, this instrument may help to reduce dropout and increase treatment effectiveness.
Footnotes
1
Zoetermeer, Zaandam, Rotterdam Kralingen, Rotterdam South, Beverwijk, Spijkenisse and The Hague.
 
Literature
1.
go back to reference Cahill J, Barkham M, Hardy G, Rees A, Shapiro DA, Stiles WB, Macaskill N (2003) Outcomes of patients completing and not completing cognitive therapy for depression. Br J Clin Psychol 42(2):133–143PubMed Cahill J, Barkham M, Hardy G, Rees A, Shapiro DA, Stiles WB, Macaskill N (2003) Outcomes of patients completing and not completing cognitive therapy for depression. Br J Clin Psychol 42(2):133–143PubMed
2.
go back to reference Garfield SL (1994) Research on client variables in psychotherapy. Handbook of psychotherapy and behavior change, 4th edn. John Wiley & Sons, Oxford, pp 190–228 Garfield SL (1994) Research on client variables in psychotherapy. Handbook of psychotherapy and behavior change, 4th edn. John Wiley & Sons, Oxford, pp 190–228
3.
go back to reference Klein EB, Stone WN, Hicks MW, Pritchard IL (2003) Understanding dropouts. J Ment Health Couns 25(2):89–100 Klein EB, Stone WN, Hicks MW, Pritchard IL (2003) Understanding dropouts. J Ment Health Couns 25(2):89–100
4.
go back to reference Piselli A, Halgin RP, MacEwan GH (2011) What went wrong? Therapists’ reflections on their role in premature termination. Psychother Res 21(4):400–415PubMed Piselli A, Halgin RP, MacEwan GH (2011) What went wrong? Therapists’ reflections on their role in premature termination. Psychother Res 21(4):400–415PubMed
5.
go back to reference Barrett MS, Chua W-J, Crits-Christoph P, Gibbons MB (2008) Thompson D (2008) Early withdrawal from mental health treatment: Implications for psychotherapy practice. Psychotherapy 45(2):247PubMed Barrett MS, Chua W-J, Crits-Christoph P, Gibbons MB (2008) Thompson D (2008) Early withdrawal from mental health treatment: Implications for psychotherapy practice. Psychotherapy 45(2):247PubMed
6.
go back to reference Cooper AA, Conklin LR (2015) Dropout from individual psychotherapy for major depression: a meta-analysis of randomized clinical trials. Clin Psychol Rev 40:57–65PubMed Cooper AA, Conklin LR (2015) Dropout from individual psychotherapy for major depression: a meta-analysis of randomized clinical trials. Clin Psychol Rev 40:57–65PubMed
7.
go back to reference Saxon D, Firth N, Barkham M (2017) The relationship between therapist effects and therapy delivery factors: Therapy modality, dosage, and non-completion. Adm Policy Ment Health 44(5):705–715PubMed Saxon D, Firth N, Barkham M (2017) The relationship between therapist effects and therapy delivery factors: Therapy modality, dosage, and non-completion. Adm Policy Ment Health 44(5):705–715PubMed
8.
go back to reference Fernández D, Vigo D, Sampson NA, Hwang I, Aguilar-Gaxiola S, Al-Hamzawi AO, Alonso J, Andrade LH, Bromet EJ, De Girolamo G (2021) Patterns of care and dropout rates from outpatient mental healthcare in low-, middle-and high-income countries from the world health organization’s world mental health survey initiative. Psychol Med 51(12):2104–2116PubMed Fernández D, Vigo D, Sampson NA, Hwang I, Aguilar-Gaxiola S, Al-Hamzawi AO, Alonso J, Andrade LH, Bromet EJ, De Girolamo G (2021) Patterns of care and dropout rates from outpatient mental healthcare in low-, middle-and high-income countries from the world health organization’s world mental health survey initiative. Psychol Med 51(12):2104–2116PubMed
9.
go back to reference Swift JK, Greenberg RP (2012) Premature discontinuation in adult psychotherapy: a meta-analysis. J Consult Clin Psychol 80(4):547PubMed Swift JK, Greenberg RP (2012) Premature discontinuation in adult psychotherapy: a meta-analysis. J Consult Clin Psychol 80(4):547PubMed
10.
go back to reference Rossom RC, Shortreed S, Coleman KJ, Beck A, Waitzfelder BE, Stewart C, Ahmedani BK, Zeber JE, Simon GE (2016) Antidepressant adherence across diverse populations and healthcare settings. Depress Anxiety 33(8):765–774PubMedPubMedCentral Rossom RC, Shortreed S, Coleman KJ, Beck A, Waitzfelder BE, Stewart C, Ahmedani BK, Zeber JE, Simon GE (2016) Antidepressant adherence across diverse populations and healthcare settings. Depress Anxiety 33(8):765–774PubMedPubMedCentral
11.
go back to reference De Maat S, Dekker J, Schoevers R, De Jonghe F (2006) Relative efficacy of psychotherapy and pharmacotherapy in the treatment of depression: a meta-analysis. Psychother Res 16(5):566–578 De Maat S, Dekker J, Schoevers R, De Jonghe F (2006) Relative efficacy of psychotherapy and pharmacotherapy in the treatment of depression: a meta-analysis. Psychother Res 16(5):566–578
12.
go back to reference Lingam R, Scott J (2002) Treatment non-adherence in affective disorders. Acta Psychiatr Scand 105(3):164–172PubMed Lingam R, Scott J (2002) Treatment non-adherence in affective disorders. Acta Psychiatr Scand 105(3):164–172PubMed
13.
go back to reference Arnow BA, Blasey C, Manber R, Constantino MJ, Markowitz JC, Klein DN, Thase ME, Kocsis JH, Rush AJ (2007) Dropouts versus completers among chronically depressed outpatients. J Affect Disord 97(1–3):197–202PubMed Arnow BA, Blasey C, Manber R, Constantino MJ, Markowitz JC, Klein DN, Thase ME, Kocsis JH, Rush AJ (2007) Dropouts versus completers among chronically depressed outpatients. J Affect Disord 97(1–3):197–202PubMed
14.
go back to reference Reis BF, Brown LG (1999) Reducing psychotherapy dropouts: Maximizing perspective convergence in the psychotherapy dyad. Psychotherapy 36(2):123 Reis BF, Brown LG (1999) Reducing psychotherapy dropouts: Maximizing perspective convergence in the psychotherapy dyad. Psychotherapy 36(2):123
15.
go back to reference Wierzbicki M, Pekarik G (1993) A meta-analysis of psychotherapy dropout. Prof Psychol Res Pract 24(2):190 Wierzbicki M, Pekarik G (1993) A meta-analysis of psychotherapy dropout. Prof Psychol Res Pract 24(2):190
16.
go back to reference Karyotaki E, Kleiboer A, Smit F, Turner DT, Pastor AM, Andersson G, Berger T, Botella C, Breton J, Carlbring P (2015) Predictors of treatment dropout in self-guided web-based interventions for depression: an ‘individual patient data’meta-analysis. Psychol Med 45(13):2717–2726PubMed Karyotaki E, Kleiboer A, Smit F, Turner DT, Pastor AM, Andersson G, Berger T, Botella C, Breton J, Carlbring P (2015) Predictors of treatment dropout in self-guided web-based interventions for depression: an ‘individual patient data’meta-analysis. Psychol Med 45(13):2717–2726PubMed
17.
go back to reference Reneses B, Munoz E, Lopez-Ibor JJ (2009) Factors predicting drop-out in community mental health centres. World Psychiatry 8(3):173PubMedPubMedCentral Reneses B, Munoz E, Lopez-Ibor JJ (2009) Factors predicting drop-out in community mental health centres. World Psychiatry 8(3):173PubMedPubMedCentral
18.
go back to reference Seidler ZE, Wilson MJ, Kealy D, Oliffe JL, Ogrodniczuk JS, Rice SM (2021) Men’s dropout from mental health services: Results from a survey of australian men across the life span. Am J Mens Health 15(3):15579883211014776PubMedPubMedCentral Seidler ZE, Wilson MJ, Kealy D, Oliffe JL, Ogrodniczuk JS, Rice SM (2021) Men’s dropout from mental health services: Results from a survey of australian men across the life span. Am J Mens Health 15(3):15579883211014776PubMedPubMedCentral
19.
go back to reference Zimmermann D, Rubel J, Page AC, Lutz W (2017) Therapist effects on and predictors of non-consensual dropout in psychotherapy. Clin Psychol Psychother 24(2):312–321PubMed Zimmermann D, Rubel J, Page AC, Lutz W (2017) Therapist effects on and predictors of non-consensual dropout in psychotherapy. Clin Psychol Psychother 24(2):312–321PubMed
20.
go back to reference Edlund MJ, Wang PS, Berglund PA, Katz SJ, Lin E, Kessler RC (2002) Dropping out of mental health treatment: Patterns and predictors among epidemiological survey respondents in the United States and Ontario. Am J Psychiatry 159(5):845–851PubMed Edlund MJ, Wang PS, Berglund PA, Katz SJ, Lin E, Kessler RC (2002) Dropping out of mental health treatment: Patterns and predictors among epidemiological survey respondents in the United States and Ontario. Am J Psychiatry 159(5):845–851PubMed
21.
go back to reference Machado RdS, Vieira IS, Mondin TC, Scaini CR, Molina ML, Jansen K, de Mattos Souza LD, Duarte MR, Simjanoski M, da Silva RA (2021) Dropout in brief psychotherapy for major depressive disorder: randomized clinical trial. Clin Psychol Psychother 29:1080–1088 Machado RdS, Vieira IS, Mondin TC, Scaini CR, Molina ML, Jansen K, de Mattos Souza LD, Duarte MR, Simjanoski M, da Silva RA (2021) Dropout in brief psychotherapy for major depressive disorder: randomized clinical trial. Clin Psychol Psychother 29:1080–1088
22.
go back to reference Pan Y-J, Liu S-K, Yeh L-L (2013) Factors affecting early attrition and later treatment course of antidepressant treatment of depression in naturalistic settings: an 18-month nationwide population-based study. J Psychiatr Res 47(7):916–925PubMed Pan Y-J, Liu S-K, Yeh L-L (2013) Factors affecting early attrition and later treatment course of antidepressant treatment of depression in naturalistic settings: an 18-month nationwide population-based study. J Psychiatr Res 47(7):916–925PubMed
23.
go back to reference Simon GE, Ludman EJ (2010) Predictors of early dropout from psychotherapy for depression in community practice. Psychiatr Serv 61(7):684–689PubMed Simon GE, Ludman EJ (2010) Predictors of early dropout from psychotherapy for depression in community practice. Psychiatr Serv 61(7):684–689PubMed
24.
go back to reference Zieve GG, Persons JB, Yu LAD (2019) The relationship between dropout and outcome in naturalistic cognitive behavior therapy. Behav Ther 50(1):189–199PubMed Zieve GG, Persons JB, Yu LAD (2019) The relationship between dropout and outcome in naturalistic cognitive behavior therapy. Behav Ther 50(1):189–199PubMed
25.
go back to reference Blackburn IM, Bishop S, Glen A, Whalley L, Christie J (1981) The efficacy of cognitive therapy in depression: a treatment trial using cognitive therapy and pharmacotherapy, each alone and in combination. Br J Psychiatry 139(3):181–189PubMed Blackburn IM, Bishop S, Glen A, Whalley L, Christie J (1981) The efficacy of cognitive therapy in depression: a treatment trial using cognitive therapy and pharmacotherapy, each alone and in combination. Br J Psychiatry 139(3):181–189PubMed
26.
go back to reference Elkin I, Shea MT, Watkins JT, Imber SD, Sotsky SM, Collins JF, Glass DR, Pilkonis PA, Leber WR, Docherty JP (1989) National Institute of Mental Health treatment of depression collaborative research program: General effectiveness of treatments. Arch Gen Psychiatry 46(11):971–982PubMed Elkin I, Shea MT, Watkins JT, Imber SD, Sotsky SM, Collins JF, Glass DR, Pilkonis PA, Leber WR, Docherty JP (1989) National Institute of Mental Health treatment of depression collaborative research program: General effectiveness of treatments. Arch Gen Psychiatry 46(11):971–982PubMed
27.
go back to reference Mütze K, Witthöft M, Lutz W, Bräscher A-K (2022) Matching research and practice: Prediction of individual patient progress and dropout risk for basic routine outcome monitoring. Psychother Res 32(3):358–371PubMed Mütze K, Witthöft M, Lutz W, Bräscher A-K (2022) Matching research and practice: Prediction of individual patient progress and dropout risk for basic routine outcome monitoring. Psychother Res 32(3):358–371PubMed
28.
go back to reference Warden D, Trivedi MH, Wisniewski SR, Davis L, Nierenberg AA, Gaynes BN, Zisook S, Hollon SD, Balasubramani G, Howland R (2007) Predictors of attrition during initial (citalopram) treatment for depression: a STAR* D report. Am J Psychiatry 164(8):1189–1197PubMed Warden D, Trivedi MH, Wisniewski SR, Davis L, Nierenberg AA, Gaynes BN, Zisook S, Hollon SD, Balasubramani G, Howland R (2007) Predictors of attrition during initial (citalopram) treatment for depression: a STAR* D report. Am J Psychiatry 164(8):1189–1197PubMed
29.
go back to reference Schindler A, Hiller W, Witthöft M (2013) What predicts outcome, response, and drop-out in CBT of depressive adults? A naturalistic study. Behav Cogn Psychother 41(3):365–370PubMed Schindler A, Hiller W, Witthöft M (2013) What predicts outcome, response, and drop-out in CBT of depressive adults? A naturalistic study. Behav Cogn Psychother 41(3):365–370PubMed
30.
go back to reference van Bronswijk SC, Lemmens LH, Huibers MJ, Arntz A, Peeters FP (2018) The influence of comorbid anxiety on the effectiveness of cognitive therapy and interpersonal psychotherapy for major depressive disorder. J Affect Disord 232:52–60PubMed van Bronswijk SC, Lemmens LH, Huibers MJ, Arntz A, Peeters FP (2018) The influence of comorbid anxiety on the effectiveness of cognitive therapy and interpersonal psychotherapy for major depressive disorder. J Affect Disord 232:52–60PubMed
31.
go back to reference Wiethoff K, Bauer M, Baghai TC, Möller H-J, Fisher R, Hollinde D, Kiermeir J, Hauth I, Laux G, Cordes J (2010) Prevalence and treatment outcome in anxious versus nonanxious depression: results from the German Algorithm Project. J Clin Psychiatry 71(8):15505 Wiethoff K, Bauer M, Baghai TC, Möller H-J, Fisher R, Hollinde D, Kiermeir J, Hauth I, Laux G, Cordes J (2010) Prevalence and treatment outcome in anxious versus nonanxious depression: results from the German Algorithm Project. J Clin Psychiatry 71(8):15505
32.
go back to reference Sharf J, Primavera LH, Diener MJ (2010) Dropout and therapeutic alliance: a meta-analysis of adult individual psychotherapy. Psychotherapy 47(4):637PubMed Sharf J, Primavera LH, Diener MJ (2010) Dropout and therapeutic alliance: a meta-analysis of adult individual psychotherapy. Psychotherapy 47(4):637PubMed
33.
go back to reference Roos J, Werbart A (2013) Therapist and relationship factors influencing dropout from individual psychotherapy: a literature review. Psychother Res 23(4):394–418PubMed Roos J, Werbart A (2013) Therapist and relationship factors influencing dropout from individual psychotherapy: a literature review. Psychother Res 23(4):394–418PubMed
34.
go back to reference Cooper AA, Strunk DR, Ryan ET, DeRubeis RJ, Hollon SD, Gallop R (2016) The therapeutic alliance and therapist adherence as predictors of dropout from cognitive therapy for depression when combined with antidepressant medication. J Behav Ther Exp Psychiatry 50:113–119PubMed Cooper AA, Strunk DR, Ryan ET, DeRubeis RJ, Hollon SD, Gallop R (2016) The therapeutic alliance and therapist adherence as predictors of dropout from cognitive therapy for depression when combined with antidepressant medication. J Behav Ther Exp Psychiatry 50:113–119PubMed
35.
go back to reference Windle E, Tee H, Sabitova A, Jovanovic N, Priebe S, Carr C (2020) Association of patient treatment preference with dropout and clinical outcomes in adult psychosocial mental health interventions: a systematic review and meta-analysis. JAMA Psychiat 77(3):294–302 Windle E, Tee H, Sabitova A, Jovanovic N, Priebe S, Carr C (2020) Association of patient treatment preference with dropout and clinical outcomes in adult psychosocial mental health interventions: a systematic review and meta-analysis. JAMA Psychiat 77(3):294–302
36.
go back to reference Hans E, Hiller W (2013) Effectiveness of and dropout from outpatient cognitive behavioral therapy for adult unipolar depression: a meta-analysis of nonrandomized effectiveness studies. J Consult Clin Psychol 81(1):75PubMed Hans E, Hiller W (2013) Effectiveness of and dropout from outpatient cognitive behavioral therapy for adult unipolar depression: a meta-analysis of nonrandomized effectiveness studies. J Consult Clin Psychol 81(1):75PubMed
37.
go back to reference Schottenbauer MA, Glass CR, Arnkoff DB, Tendick V, Gray SH (2008) Nonresponse and dropout rates in outcome studies on PTSD: Review and methodological considerations. Psychiatry 71(2):134–168PubMed Schottenbauer MA, Glass CR, Arnkoff DB, Tendick V, Gray SH (2008) Nonresponse and dropout rates in outcome studies on PTSD: Review and methodological considerations. Psychiatry 71(2):134–168PubMed
38.
go back to reference Spijker J, Bockting C, Meeuwissen JA, Van Vliet I, Emmelkamp P, Hermens M, van Balkom A (2013) Multidisciplinaire richtlijn Depressie (Derde revisie): Richtlijn voor de diagnostiek, behandeling en begeleiding van volwassen patiënten met een depressieve stoornis. Trimbos-instituut, Utrecht Spijker J, Bockting C, Meeuwissen JA, Van Vliet I, Emmelkamp P, Hermens M, van Balkom A (2013) Multidisciplinaire richtlijn Depressie (Derde revisie): Richtlijn voor de diagnostiek, behandeling en begeleiding van volwassen patiënten met een depressieve stoornis. Trimbos-instituut, Utrecht
39.
go back to reference van Dijk D, van den Boogaard TM, Deen M, Spijker J, Ruhe H, Peeters F (2019) Predicting clinical course in major depressive disorder: the association between DM-TRD score and symptom severity over time in 1115 outpatients. Depress Anxiety 36(4):345–352PubMed van Dijk D, van den Boogaard TM, Deen M, Spijker J, Ruhe H, Peeters F (2019) Predicting clinical course in major depressive disorder: the association between DM-TRD score and symptom severity over time in 1115 outpatients. Depress Anxiety 36(4):345–352PubMed
40.
go back to reference APA (200) Diagnostic and statistical manual of mental disorders (DSM‐IV‐TR). American Psychiatric Association, Virginia APA (200) Diagnostic and statistical manual of mental disorders (DSM‐IV‐TR). American Psychiatric Association, Virginia
41.
go back to reference Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, Hergueta T, Baker R, Dunbar GC (1998) The Mini-International Neuropsychiatric Interview (MINI): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. J Clin Psychiatry 59(20):22–33PubMed Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, Hergueta T, Baker R, Dunbar GC (1998) The Mini-International Neuropsychiatric Interview (MINI): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. J Clin Psychiatry 59(20):22–33PubMed
42.
go back to reference Rush AJ, Trivedi MH, Ibrahim HM, Carmody TJ, Arnow B, Klein DN, Markowitz JC, Ninan PT, Kornstein S, Manber R (2003) The 16-item quick inventory of depressive symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): a psychometric evaluation in patients with chronic major depression. Biol Psychiat 54(5):573–583PubMed Rush AJ, Trivedi MH, Ibrahim HM, Carmody TJ, Arnow B, Klein DN, Markowitz JC, Ninan PT, Kornstein S, Manber R (2003) The 16-item quick inventory of depressive symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): a psychometric evaluation in patients with chronic major depression. Biol Psychiat 54(5):573–583PubMed
43.
go back to reference Peeters FP, Ruhe HG, Wichers M, Abidi L, Kaub K, van der Lande HJ, Spijker J, Huibers MJ, Schene AH (2016) The Dutch measure for quantification of treatment resistance in depression (DM-TRD): an extension of the Maudsley staging method. J Affect Disord 205:365–371PubMed Peeters FP, Ruhe HG, Wichers M, Abidi L, Kaub K, van der Lande HJ, Spijker J, Huibers MJ, Schene AH (2016) The Dutch measure for quantification of treatment resistance in depression (DM-TRD): an extension of the Maudsley staging method. J Affect Disord 205:365–371PubMed
44.
go back to reference Moran P, Leese M, Lee T, Walters P, Thornicroft G, Mann A (2003) Standardised assessment of personality-abbreviated scale (SAPAS): preliminary validation of a brief screen for personality disorder. Br J Psychiatry 183(3):228–232PubMed Moran P, Leese M, Lee T, Walters P, Thornicroft G, Mann A (2003) Standardised assessment of personality-abbreviated scale (SAPAS): preliminary validation of a brief screen for personality disorder. Br J Psychiatry 183(3):228–232PubMed
45.
go back to reference Bukh JD, Bock C, Vinberg M, Gether U, Kessing LV (2010) Clinical utility of standardised assessment of personality—abbreviated scale (SAPAS) among patients with first episode depression. J Affect Disord 127(1–3):199–202PubMed Bukh JD, Bock C, Vinberg M, Gether U, Kessing LV (2010) Clinical utility of standardised assessment of personality—abbreviated scale (SAPAS) among patients with first episode depression. J Affect Disord 127(1–3):199–202PubMed
46.
go back to reference Delgadillo J, McMillan D, Lucock M, Leach C, Ali S, Gilbody S (2014) Early changes, attrition, and dose–response in low intensity psychological interventions. Br J Clin Psychol 53(1):114–130PubMed Delgadillo J, McMillan D, Lucock M, Leach C, Ali S, Gilbody S (2014) Early changes, attrition, and dose–response in low intensity psychological interventions. Br J Clin Psychol 53(1):114–130PubMed
47.
go back to reference Kasteenpohja T, Marttunen M, Aalto-Setälä T, Perälä J, Saarni SI, Suvisaari J (2015) Treatment received and treatment adequacy of depressive disorders among young adults in Finland. BMC Psychiatry 15(1):1–14 Kasteenpohja T, Marttunen M, Aalto-Setälä T, Perälä J, Saarni SI, Suvisaari J (2015) Treatment received and treatment adequacy of depressive disorders among young adults in Finland. BMC Psychiatry 15(1):1–14
48.
go back to reference Robinson L, Delgadillo J, Kellett S (2020) The dose-response effect in routinely delivered psychological therapies: a systematic review. Psychother Res 30(1):79–96PubMed Robinson L, Delgadillo J, Kellett S (2020) The dose-response effect in routinely delivered psychological therapies: a systematic review. Psychother Res 30(1):79–96PubMed
49.
go back to reference Zou H, Hastie T (2005) Regularization and variable selection via the elastic net. J R Stat Soc 67(2):301–320 Zou H, Hastie T (2005) Regularization and variable selection via the elastic net. J R Stat Soc 67(2):301–320
50.
go back to reference Friedman J, Hastie T, Tibshirani R (2010) Regularization paths for generalized linear models via coordinate descent. J Stat Softw 33(1):1PubMedPubMedCentral Friedman J, Hastie T, Tibshirani R (2010) Regularization paths for generalized linear models via coordinate descent. J Stat Softw 33(1):1PubMedPubMedCentral
51.
go back to reference James G, Witten D, Hastie T, Tibshirani R (2013) Linear model selection and regularization. An introduction to statistical learning. Springer, New York, pp 203–264 James G, Witten D, Hastie T, Tibshirani R (2013) Linear model selection and regularization. An introduction to statistical learning. Springer, New York, pp 203–264
52.
go back to reference Hastie T, Tibshirani R, Wainwright M (2015) Statistical learning with sparsity. Monogr Stat Appl Probab 143:143 Hastie T, Tibshirani R, Wainwright M (2015) Statistical learning with sparsity. Monogr Stat Appl Probab 143:143
53.
go back to reference Hoerl AE, Kennard RW (1970) Ridge regression: Biased estimation for nonorthogonal problems. Technometrics 12(1):55–67 Hoerl AE, Kennard RW (1970) Ridge regression: Biased estimation for nonorthogonal problems. Technometrics 12(1):55–67
54.
go back to reference Tibshirani R (1996) Regression shrinkage and selection via the lasso. J Roy Stat Soc: Ser B (Methodol) 58(1):267–288 Tibshirani R (1996) Regression shrinkage and selection via the lasso. J Roy Stat Soc: Ser B (Methodol) 58(1):267–288
55.
go back to reference Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning: data mining, inference, and prediction. Springer New York, New York Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning: data mining, inference, and prediction. Springer New York, New York
56.
go back to reference Meinshausen N (2007) Relaxed lasso. Comput Stat Data Anal 52(1):374–393 Meinshausen N (2007) Relaxed lasso. Comput Stat Data Anal 52(1):374–393
57.
go back to reference Hosmer D, Lemeshow S (2000) Applied Logistic Regression, 2nd edn. Wiley, Hoboken Hosmer D, Lemeshow S (2000) Applied Logistic Regression, 2nd edn. Wiley, Hoboken
58.
go back to reference Dimidjian S, Hollon SD, Dobson KS, Schmaling KB, Kohlenberg RJ, Addis ME, Gallop R, McGlinchey JB, Markley DK, Gollan JK (2006) Randomized trial of behavioral activation, cognitive therapy, and antidepressant medication in the acute treatment of adults with major depression. J Consult Clin Psychol 74(4):658PubMed Dimidjian S, Hollon SD, Dobson KS, Schmaling KB, Kohlenberg RJ, Addis ME, Gallop R, McGlinchey JB, Markley DK, Gollan JK (2006) Randomized trial of behavioral activation, cognitive therapy, and antidepressant medication in the acute treatment of adults with major depression. J Consult Clin Psychol 74(4):658PubMed
59.
go back to reference Smit A, Schene A, Peeters F, Spijker J (2016) Tailored pharmacotherapy. Consultations about medication in a care programme for depression. Tijdschr Psychiatr 58(12):881–885PubMed Smit A, Schene A, Peeters F, Spijker J (2016) Tailored pharmacotherapy. Consultations about medication in a care programme for depression. Tijdschr Psychiatr 58(12):881–885PubMed
60.
go back to reference Swift JK, Greenberg RP, Tompkins KA, Parkin SR (2017) Treatment refusal and premature termination in psychotherapy, pharmacotherapy, and their combination: A meta-analysis of head-to-head comparisons. Psychotherapy 54(1):47PubMed Swift JK, Greenberg RP, Tompkins KA, Parkin SR (2017) Treatment refusal and premature termination in psychotherapy, pharmacotherapy, and their combination: A meta-analysis of head-to-head comparisons. Psychotherapy 54(1):47PubMed
61.
go back to reference Drakeford JL, Edelstyn NM, Oyebode F, Srivastava S, Calthorpe WR, Mukherjee T (2010) Recollection deficiencies in patients with major depressive disorder. Psychiatry Res 175(3):205–210PubMed Drakeford JL, Edelstyn NM, Oyebode F, Srivastava S, Calthorpe WR, Mukherjee T (2010) Recollection deficiencies in patients with major depressive disorder. Psychiatry Res 175(3):205–210PubMed
62.
go back to reference Clark LA, Vittengl J, Kraft D, Jarrett RB (2003) Separate personality traits from states to predict depression. J Pers Disord 17(2):152–172PubMedPubMedCentral Clark LA, Vittengl J, Kraft D, Jarrett RB (2003) Separate personality traits from states to predict depression. J Pers Disord 17(2):152–172PubMedPubMedCentral
63.
go back to reference Friborg O, Martinsen EW, Martinussen M, Kaiser S, Øvergård KT, Rosenvinge JH (2014) Comorbidity of personality disorders in mood disorders: a meta-analytic review of 122 studies from 1988 to 2010. J Affect Disord 152:1–11PubMed Friborg O, Martinsen EW, Martinussen M, Kaiser S, Øvergård KT, Rosenvinge JH (2014) Comorbidity of personality disorders in mood disorders: a meta-analytic review of 122 studies from 1988 to 2010. J Affect Disord 152:1–11PubMed
64.
go back to reference Forand NR, Gunthert KC, Cohen LH, Butler AC, Beck JS (2011) Preliminary evidence that anxiety is associated with accelerated response in cognitive therapy for depression. Cogn Ther Res 35(2):151–160 Forand NR, Gunthert KC, Cohen LH, Butler AC, Beck JS (2011) Preliminary evidence that anxiety is associated with accelerated response in cognitive therapy for depression. Cogn Ther Res 35(2):151–160
65.
go back to reference Swift JK, Greenberg RP (2014) A treatment by disorder meta-analysis of dropout from psychotherapy. J Psychother Integr 24(3):193 Swift JK, Greenberg RP (2014) A treatment by disorder meta-analysis of dropout from psychotherapy. J Psychother Integr 24(3):193
66.
go back to reference Gülüm İV, Soygüt G, Safran JD (2018) A comparison of pre-dropout and temporary rupture sessions in psychotherapy. Psychother Res 28(5):685–707PubMed Gülüm İV, Soygüt G, Safran JD (2018) A comparison of pre-dropout and temporary rupture sessions in psychotherapy. Psychother Res 28(5):685–707PubMed
67.
go back to reference Zilcha-Mano S, Keefe JR, Chui H, Rubin A, Barrett MS, Barber JP (2016) Reducing dropout in treatment for depression: translating dropout predictors into individualized treatment recommendations. J Clin Psychiatry 77(12):17155 Zilcha-Mano S, Keefe JR, Chui H, Rubin A, Barrett MS, Barber JP (2016) Reducing dropout in treatment for depression: translating dropout predictors into individualized treatment recommendations. J Clin Psychiatry 77(12):17155
68.
go back to reference Ten Have M, Penninx B, Tuithof M, van Dorsselaer S, Kleinjan M, Spijker J, de Graaf R (2017) Duration of major and minor depressive episodes and associated risk indicators in a psychiatric epidemiological cohort study of the general population. Acta Psychiatr Scand 136(3):300–312PubMed Ten Have M, Penninx B, Tuithof M, van Dorsselaer S, Kleinjan M, Spijker J, de Graaf R (2017) Duration of major and minor depressive episodes and associated risk indicators in a psychiatric epidemiological cohort study of the general population. Acta Psychiatr Scand 136(3):300–312PubMed
Metadata
Title
Prevalence and prediction of dropout during depression treatment in routine outpatient care: an observational study
Authors
D. A. van Dijk
M. L. Deen
Th. M. van den Boogaard
H. G. Ruhé
J. Spijker
F. P. M. L. Peeters
Publication date
17-10-2022
Publisher
Springer Berlin Heidelberg
Published in
European Archives of Psychiatry and Clinical Neuroscience / Issue 5/2023
Print ISSN: 0940-1334
Electronic ISSN: 1433-8491
DOI
https://doi.org/10.1007/s00406-022-01499-1

Other articles of this Issue 5/2023

European Archives of Psychiatry and Clinical Neuroscience 5/2023 Go to the issue