The DOI matches its Crossref record; 72 of the 72 references it cites were found in a registry or an index.
Patterns of early change and their relationship to outcome and follow-up among patients with major depressive disorders
Abstract
Background While highlighting the efficacy of different treatments for major depressive disorders (MDD), findings of the National Institute of Mental Health (NIMH) Treatment of Depression Collaborative Research Program (TDCRP) often are interpreted as supporting the idea of treatment non-specificity for MDD. However, heterogeneity in treatment courses and outcomes might be undetected when focusing only on types of treatment in terms of sample means without taking into account early change in treatment.Method In this study, growth mixture models (GMM) were used in the completer sample of N=162 patients from the NIMH TDCRP to identify meaningful patterns of early change of depression severity that are shared by many individual patients.Results Results revealed three typical patterns of early change over the first 8 weeks of treatment irrespective of the type of treatment protocol provided: (a) moderate to severe depression with moderate early improvement, (b) moderate to severe depression with rapid early improvement, and (c) mild to moderate depression with moderate early improvement. In contrast to the type of treatment, these differential patterns of early response (together with overall pre-treatment symptom severity) predicted outcomes (i.e. depression severity) at treatment termination and over the 1.5-year follow-up period.Limitations Due to the small sample size and the controlled setting of this study the degree to which these results can be generalized to clinical practice has to be further investigated.Conclusions The findings provide further support for the assumption that early change is an important factor for the prediction of short- and long-term outcome in psychotherapy.
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“Furthermore, this rapid response is associated with long-term improvements in functioning and a reduction in long-term relapse rates [39,43,45].”
Citations
Cites
Estimating the Dimension of a Model
Schwarz, G. (1978) · The Annals of Statistics · doi:10.1214/aos/1176344136 · Cited by 47,033
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032
Hierarchical Linear Models: Applications and Data Analysis Methods.
Longford, N. T., Bryk, A. S., & Raudenbush, S. W. (1993) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075823 · Cited by 18,773
Hierarchical Linear Models: Applications and Data Analysis Methods
Davidian, M. (2003) · Journal of the American Statistical Association · doi:10.1198/jasa.2003.s288 · Cited by 13,820
Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation
Beck, A. T., Steer, R. A., & Carbin, M. G. (1988) · Clinical Psychology Review · doi:10.1016/0272-7358(88)90050-5 · Cited by 11,696
Cognitive Therapy for Depression
(2012) · PsycEXTRA Dataset · doi:10.1037/e675542012-001 · Cited by 9,678
Development of a Rating Scale for Primary Depressive Illness
Hamilton, M. (1967) · British Journal of Social and Clinical Psychology · doi:10.1111/j.2044-8260.1967.tb00530.x · Cited by 8,410
Jacobson, N. S., & Truax, P. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.59.1.12 · Cited by 7,770
Spitzer, R. L. (1978) · Archives of General Psychiatry · doi:10.1001/archpsyc.1978.01770300115013 · Cited by 6,946
Cognitive Therapy of Depression
HOLLON, S. D., & BECK, A. T. (1979) · Cognitive-Behavioral Interventions · doi:10.1016/b978-0-12-404480-7.50012-5 · Cited by 4,685
Testing the number of components in a normal mixture
Lo, Y. (2001) · Biometrika · doi:10.1093/biomet/88.3.767 · Cited by 4,640
Handbook of Psychotherapy and Behavior Change
Garfield, S. L., Bergin, A. E., & Dryden, W. (1987) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.1.4.264a · Cited by 3,998
Muthén, B., & Muthén, L. K. (2000) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2000.tb02070.x · Cited by 3,161
Analyzing developmental trajectories: A semiparametric, group-based approach.
Nagin, D. S. (1999) · Psychological Methods · doi:10.1037/1082-989x.4.2.139 · Cited by 2,346 · cited 2×
“The fit criteria to determine the optimal number of latent classes (patterns of change) in GMM suggested three latent classes as the most accurate solution: the Bayesian Information Criterion (BIC; Schwartz, 1978)–a model fit index that balances goodness of fit and parsimony of mixture models (Nagin, 1999)–steadily in…”
BackgroundMethodInfluentialElkin, I. (1989) · Archives of General Psychiatry · doi:10.1001/archpsyc.1989.01810110013002 · Cited by 2,300
Psychometric properties of the credibility/expectancy questionnaire
Devilly, G. J., & Borkovec, T. D. (2000) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/s0005-7916(00)00012-4 · Cited by 2,295 · cited 1×
“Another explanation might be that the patients in these two subgroups differ with regard to their treatment motivation and expectancy; the rapid change in the second subgroup might then be supported by a higher expectancy of being helped (cf. e. g., Devilly and Borkovec, 2000).”
BackgroundLatent Variable Analysis: Growth Mixture Modeling and Related Techniques for Longitudinal Data
Muthén, B. (2004) · Sage eBooks · doi:10.4135/9781412986311.n19 · Cited by 1,541
Keller, M. B., McCullough, J. P., Klein, D. N., Arnow, B., Dunner, D. L., Gelenberg, A. J., Markowitz, J. C., Nemeroff, C. B., Russell, J. M., Thase, M. E., et al. (2000) · New England Journal of Medicine · doi:10.1056/nejm200005183422001 · Cited by 1,331
Interpersonal Psychotherapy Of Depression
Klerman, G. L. (1984) · Medical Entomology and Zoology · Cited by 1,315
An Empirical Pooling Approach for Estimating Marketing Mix Elasticities with PIMS Data
Ramaswamy, V., DeSarbo, W. S., Reibstein, D. J., & Robinson, W. T. (1993) · Marketing Science · doi:10.1287/mksc.12.1.103 · Cited by 1,155
Wampold, B. E., Mondin, G. W., Moody, M., Stich, F., Benson, K., & Ahn, H.-N. (1997) · Psychological Bulletin · doi:10.1037/0033-2909.122.3.203 · Cited by 1,091
Handbook of Psychotherapy and Behavior Change
Kepecs, J. G. (1980) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.1980.34.1.131 · Cited by 965
The dose-effect relationship in psychotherapy.
Howard, K. I., Kopta, S. M., Krause, M. S., & Orlinsky, D. E. (1986) · American Psychologist · doi:10.1037/0003-066x.41.2.159 · Cited by 891
Interpersonal Psychotherapy of Depression
Rush, A. J. (1985) · American Journal of Psychiatry · doi:10.1176/ajp.142.11.1381 · Cited by 831
A meta-analysis of the efficacy of cognitive therapy for depression.
Dobson, K. S. (1989) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.57.3.414 · Cited by 823
A meta-analysis of the effects of cognitive therapy in depressed patients
Gloaguen, V., Cottraux, J., Cucherat, M., & Blackburn, I.-M. (1998) · Journal of Affective Disorders · doi:10.1016/s0165-0327(97)00199-7 · Cited by 809
Some Conceptual and Statistical Issues in Analysis of Longitudinal Psychiatric Data
Gibbons, R. D. (1993) · Archives of General Psychiatry · doi:10.1001/archpsyc.1993.01820210073009 · Cited by 719
Sudden gains and critical sessions in cognitive-behavioral therapy for depression.
Tang, T. Z., & DeRubeis, R. J. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.67.6.894 · Cited by 684
Reynolds III, C. F., Frank, E., Perel, J. M., Imber, S. D., Cornes, C., Miller, M. D., Mazumdar, S., Houck, P. R., Dew, M. A., Stack, J. A., et al. (1999) · JAMA · doi:10.1001/jama.281.1.39 · Cited by 659
Is it time for clinicians to routinely track patient outcome? A meta-analysis
Lambert, M. J., Whipple, J. L., Hawkins, E. J., Vermeersch, D. A., Nielsen, S. L., & Smart, D. W. (2003) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bpg025 · Cited by 608
The Dodo bird verdict is alive and well-mostly.
Luborsky, L., Rosenthal, R., Diguer, L., Andrusyna, T. P., Berman, J. S., Levitt, J. T., Seligman, D. A., & Krause, E. D. (2002) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.9.1.2 · Cited by 581
New methods for the analysis of change
Collins, L. M., & Sayer, A. (2001) · American Psychological Association eBooks · doi:10.1037/10409-000 · Cited by 578
Evaluation of psychotherapy: Efficacy, effectiveness, and patient progress.
Howard, K. I., Moras, K., Brill, P. L., Martinovich, Z., & Lutz, W. (1996) · American Psychologist · doi:10.1037/0003-066x.51.10.1059 · Cited by 573
The Hopkins Symptom Checklist (HSCL)
Lipman, R. S., Covi, L., & Shapiro, A. K. (1979) · Journal of Affective Disorders · doi:10.1016/0165-0327(79)90021-1 · Cited by 559
NIMH Treatment of Depression Collaborative Research Program
Elkin, I. (1985) · Archives of General Psychiatry · doi:10.1001/archpsyc.1985.01790260103013 · Cited by 520
Lambert, M. (2007) · Psychotherapy Research · doi:10.1080/10503300601032506 · Cited by 461 · cited 3×
“Therefore, patient-focused (psychotherapy) research is concerned with the monitoring, modeling and prediction of individual treatment progress and the feedback of this information to therapists (and patients) in a timely manner during the ongoing course of treatment (e.g., Howard et al., 1996; Lambert, 2007; Lutz, 200…”
BackgroundLambert, M. J., Whipple, J. L., Smart, D. W., Vermeersch, D. A., Nielsen, S. L., & Hawkins, E. J. (2001) · Psychotherapy Research · doi:10.1080/713663852 · Cited by 433
Cognitive and Cognitive Behavioral Therapies
(2008) · PsycEXTRA Dataset · doi:10.1037/e419262008-001 · Cited by 427
de Mello, M. F., de Jesus Mari, J., Bacaltchuk, J., Verdeli, H., & Neugebauer, R. (2005) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-004-0542-x · Cited by 346 · cited 2×
“…cognitive behavioral therapy (CBT; Dobson, 1989; Gloaguen et al., 1998; Hollon and Beck, 2004; Scott, 2001) or interpersonal psychotherapy (IPT; de Mello et al., 2005; Reynolds et al., 1999) – as well as pharmacotherapy with several antidepressant medications (Kornstein et al., 2006; Thase et…”
BackgroundSudden gains and critical sessions in cognitive-behavioral therapy for depression
Tang, T. Z., & DeRubeis, R. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.67.6.894 · Cited by 284
FAWCETT, J. A., Epstein, P., Fiester, S. J., Elkin, I., & Autry, J. H. (1987) · PubMed · Cited by 273
Colder, C. R., Campbell, R. T., Ruel, E. E., Richardson, J. L., & Flay, B. R. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.70.4.976 · Cited by 239
The Dodo Bird Verdict Is Alive and Well--Mostly
Luborsky, L. (2002) · Clinical Psychology Science and Practice · doi:10.1093/clipsy/9.1.2 · Cited by 222
Early sudden gains in psychotherapy under routine clinic conditions: Practice-based evidence.
Stiles, W. B., Leach, C., Barkham, M., Lucock, M., Iveson, S., Shapiro, D. A., Iveson, M., & Hardy, G. E. (2003) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.71.1.14 · Cited by 220 · cited 4×
“Given that the experience of large symptom reductions in a single between-sessions interval is positively predictive for treatment outcome and stability of change (Stiles et al., 2003; Tang and DeRubeis, 1999), this could explain the high rate of reliably improved patients at termination and their stability over follo…”
BackgroundInfluentialDo early responders to psychotherapy maintain treatment gains?
Haas, E., Hill, R., Lambert, M., & Morrell, B. (2002) · Journal of Clinical Psychology · doi:10.1002/jclp.10044 · Cited by 220
Phillips, M. (1996) · Medical Entomology and Zoology · Cited by 216
Discontinuities and cognitive changes in an exposure-based cognitive therapy for depression
Hayes, A. M., Feldman, G. C., Beevers, C. G., Laurenceau, J.-P., Cardaciotto, L., & Lewis-Smith, J. (2007) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.75.3.409 · Cited by 198 · cited 2×
“In addition, results of previous studies dealing with a uniform sample consisting of major depressive patients (Hayes et al., 2007; Renaud et al., 1998) are supported in the way that, also with newest data analytic strategies, there is a large subgroup of rapid early responders that experience a…”
ResultColder, C. R., Campbell, R. T., Ruel, E. E., et al. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.70.4.976 · Cited by 172
Rapid Response to Psychosocial Treatment for Adolescent Depression: A Two-Year Follow-up
RENAUD, J., BRENT, D. A., BAUGHER, M., BIRMAHER, B., KOLKO, D. J., & BRIDGE, J. (1998) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-199811000-00019 · Cited by 139
Predicting change for individual psychotherapy clients on the basis of their nearest neighbors.
Lutz, W., Leach, C., Barkham, M., Lucock, M. P., Stiles, W. B., Evans, C., Noble, R., & Iveson, S. (2005) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.73.5.904 · Cited by 136
BARRABEE, E. L., FINESINGER, J. È., & MILES, H. H. W. (1951) · Psychosomatic Medicine · doi:10.1097/00006842-195103000-00002 · Cited by 133
Lutz, W., Martinovich, Z., & Howard, K. I. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.67.4.571 · Cited by 124
Shapes of early change in psychotherapy under routine outpatient conditions
Stulz, N., Lutz, W., Leach, C., Lucock, M., & Barkham, M. (2007) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.75.6.864 · Cited by 122
Efficacy of Duloxetine and Selective Serotonin Reuptake Inhibitors
Thase, M. E., Pritchett, Y., Ossanna, M. J., Swindle, R. W., Xu, J., & Detke, M. J. (2007) · Journal of Clinical Psychopharmacology · doi:10.1097/jcp.0b013e31815a4412 · Cited by 113
Lutz, W., Lambert, M. J., Harmon, S. C., Tschitsaz, A., Schürch, E., & Stulz, N. (2006) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.496 · Cited by 103
The shape of change in psychotherapy: Longitudinal assessment of personal problems.
Barkham, M., Stiles, W. B., & Shapiro, D. A. (1993) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.61.4.667 · Cited by 97
Lutz, W., Martinovich, Z., & Howard, K. I. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.67.4.571 · Cited by 97
Self-citationLutz, W. (2002) · Psychotherapy Research · doi:10.1080/713664389 · Cited by 96
Multidimensional patterns of change in outpatient psychotherapy: The phase model revisited
Stulz, N., & Lutz, W. (2007) · Journal of Clinical Psychology · doi:10.1002/jclp.20397 · Cited by 92
A nearest-neighbor model for regional avalanche forecasting
Brabec, B., & Meister, R. (2001) · Annals of Glaciology · doi:10.3189/172756401781819247 · Cited by 80
The shape of change in psychotherapy: Longitudinal assessment of personal problems.
Barkham, M., Stiles, W. B., & Shapiro, D. A. (1993) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.61.4.667 · Cited by 71
Cuijpers, P. J., van Lier, P. A. C., van Straten, A., & Donker, M. H. (2005) · Journal of Affective Disorders · doi:10.1016/j.jad.2005.09.001 · Cited by 64
Cognitive therapy for depression
Scott, J. L. (2001) · British Medical Bulletin · doi:10.1093/bmb/57.1.101 · Cited by 58
Krause, M. S., Howard, K. I., & Lutz, W. (1998) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.66.5.838 · Cited by 53
Outcome measures of depression.
Basco, M. R., Krebaum, S. R., & Rush, A. J. (2004) · American Psychological Association eBooks · doi:10.1037/10232-007 · Cited by 53
Duloxetine Efficacy for Major Depressive Disorder in Male vs. Female Patients
Kornstein, S. G., Wohlreich, M. M., Mallinckrodt, C. H., Watkin, J. G., & Stewart, D. E. (2006) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v67n0510 · Cited by 51
Krause, M. S., Howard, K. I., & Lutz, W. (1998) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.66.5.838 · Cited by 44
Lutz, W., Stulz, N., Martinovich, Z., Leon, S. C., & Saunders, S. M. (2009) · Psychotherapy Research · doi:10.1080/10503300802688486 · Cited by 35
Factors associated to outcome in psychotherapy: An effectiveness study in Puerto Rico
Bernal, G., Bonilla, J., Padilla–Cotto, L., & Pérez–Prado, E. M. (1998) · Journal of Clinical Psychology · doi:10.1002/(sici)1097-4679(199804)54:3 · Cited by 27
Cognitive therapy of depression
King, R. (2002) · Australian & New Zealand Journal of Psychiatry · doi:10.1046/j.1440-1614.2002.t01-2-01015.x · Cited by 23
Die Identifikation früher Veränderungsmuster in der ambulanten Psychotherapie
Lutz, W., Stulz, N., Smart, D. W., & Lambert, M. J. (2007) · Zeitschrift für Klinische Psychologie und Psychotherapie · doi:10.1026/1616-3443.36.2.93 · Cited by 21
Rafferty (1986) · doi:10.1002/1097-4679(198605)42:3
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The ups and downs of psychotherapy: Sudden gains and sudden losses identified with session reports
Lutz, W., Ehrlich, T., Rubel, J. A., Hallwachs, N., Röttger, M.-A., Jorasz, C., Mocanu, S., Vocks, S., Schulte, D., & Tschitsaz, A. (2012) · Psychotherapy Research · doi:10.1080/10503307.2012.693837 · Cited by 208
Flückiger, C., Rubel, J., Del Re, A. C., Horvath, A. O., Wampold, B. E., Crits-Christoph, P., Atzil-Slonim, D., Compare, A., Falkenström, F., Ekeblad, A., et al. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000594 · Cited by 180
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“N IH -PA Author M anuscript N IH -PA Author M anuscript N IH -PA Author M anuscript In accordance with prior research on change trajectories in psychotherapy, a log-linear (base 10) transformation of the time scale was used for these analyses (Lutz et al., 2009; Stulz et al., 2007).”
MethodResultInfluential
Metadata
- Authors
- Lutz, W., Stulz, N., & Köck, K.
- Affiliations
- Universität Trier (DE)
- University of Pennsylvania (US)
- Corresponding author
- Lutz, Wolfgang
- Venue
- Journal of Affective Disorders
- Publisher
- Elsevier BV
- Published
- 2009-11
- Volume
- 118
- Issue
- 1-3
- Pages
- 60-68
- ISSN
- 0165-0327 (ISSN-L)
- OpenAlex
- W2026334685
- Cited by
- 186
- References
- 70
- Citations by year
- 2026: 9 · 2025: 5 · 2024: 7 · 2023: 9 · 2022: 12 · 2021: 35 · 2020: 8 · 2019: 11 · 2018: 12 · 2017: 11 · 2016: 7 · 2015: 18 · 2014: 6 · 2013: 10 · 2012: 10
- FWCI
- 8.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Affective Disorders (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute of Mental Health
- Topics
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Pharmacology (medical) › Treatment of Major Depression
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- major depressive disorder, early treatment response, treatment outcome prediction, follow-up outcomes, depression severity, growth mixture modeling, psychotherapy
- MeSH terms
- Adult, Ambulatory Care, Antidepressive Agents, Antidepressive Agents, Tricyclic, Combined Modality Therapy, Major Depressive Disorder, Female, Follow-Up Studies, Humans, Imipramine, Male, Middle Aged, Patient Admission, Personality Inventory, Psychometrics, Psychotherapy, Cognitive Behavioral Therapy, Treatment Outcome
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