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Published in: BMC Psychiatry 1/2008

Open Access 01-12-2008 | Research article

Identifying patterns in treatment response profiles in acute bipolar mania: a cluster analysis approach

Authors: Ilya A Lipkovich, John P Houston, Jonna Ahl

Published in: BMC Psychiatry | Issue 1/2008

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Abstract

Background

Patients with acute mania respond differentially to treatment and, in many cases, fail to obtain or sustain symptom remission. The objective of this exploratory analysis was to characterize response in bipolar disorder by identifying groups of patients with similar manic symptom response profiles.

Methods

Patients (n = 222) were selected from a randomized, double-blind study of treatment with olanzapine or divalproex in bipolar I disorder, manic or mixed episode, with or without psychotic features. Hierarchical clustering based on Ward's distance was used to identify groups of patients based on Young-Mania Rating Scale (YMRS) total scores at each of 5 assessments over 7 weeks. Logistic regression was used to identify baseline predictors for clusters of interest.

Results

Four distinct clusters of patients were identified: Cluster 1 (n = 64): patients did not maintain a response (YMRS total scores ≤ 12); Cluster 2 (n = 92): patients responded rapidly (within less than a week) and response was maintained; Cluster 3 (n = 36): patients responded rapidly but relapsed soon afterwards (YMRS ≥ 15); Cluster 4 (n = 30): patients responded slowly (≥ 2 weeks) and response was maintained. Predictive models using baseline variables found YMRS Item 10 (Appearance), and psychosis to be significant predictors for Clusters 1 and 4 vs. Clusters 2 and 3, but none of the baseline characteristics allowed discriminating between Clusters 1 vs. 4. Experiencing a mixed episode at baseline predicted membership in Clusters 2 and 3 vs. Clusters 1 and 4. Treatment with divalproex, larger number of previous manic episodes, lack of disruptive-aggressive behavior, and more prominent depressive symptoms at baseline were predictors for Cluster 3 vs. 2.

Conclusion

Distinct treatment response profiles can be predicted by clinical features at baseline. The presence of these features as potential risk factors for relapse in patients who have responded to treatment should be considered prior to discharge.

Trial registration

The clinical trial cited in this report has not been registered because it was conducted and completed prior to the inception of clinical trial registries.
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Literature
1.
go back to reference Olie JP, Levy E: Manic episodes: the direct cost of a three-month period following hospitalization. Eur Psychiatry. 2002, 17: 278-86. 10.1016/S0924-9338(02)00680-6.CrossRefPubMed Olie JP, Levy E: Manic episodes: the direct cost of a three-month period following hospitalization. Eur Psychiatry. 2002, 17: 278-86. 10.1016/S0924-9338(02)00680-6.CrossRefPubMed
2.
go back to reference Tohen M, Waternaux CM, Tsuang MT: Outcome in mania: a 4-year prospective follow-up of 75 patients utilizing survival analysis. Arch Gen Psychiatry. 1990, 47: 1106-11.CrossRefPubMed Tohen M, Waternaux CM, Tsuang MT: Outcome in mania: a 4-year prospective follow-up of 75 patients utilizing survival analysis. Arch Gen Psychiatry. 1990, 47: 1106-11.CrossRefPubMed
3.
go back to reference Swann AC, Bowden CL, Calabrese JR, Dilsaver SC, Morris DD: Pattern of response to divalproex, lithium, or placebo in four naturalistic subtypes of mania. Neuropsychopharmacology. 2002, 26: 530-6. 10.1016/S0893-133X(01)00390-6.CrossRefPubMed Swann AC, Bowden CL, Calabrese JR, Dilsaver SC, Morris DD: Pattern of response to divalproex, lithium, or placebo in four naturalistic subtypes of mania. Neuropsychopharmacology. 2002, 26: 530-6. 10.1016/S0893-133X(01)00390-6.CrossRefPubMed
4.
go back to reference Swann AC, Janicak PL, Calabrese JR, Bowden CL, Dilsaver SC, Morris DD, Petty F, Davis JM: Structure of mania: depressive, irritable, and psychotic clusters with different retrospectively-assessed course patterns of illness in randomized clinical trial participants. J Affect Disord. 2001, 67: 123-32. 10.1016/S0165-0327(01)00447-5.CrossRefPubMed Swann AC, Janicak PL, Calabrese JR, Bowden CL, Dilsaver SC, Morris DD, Petty F, Davis JM: Structure of mania: depressive, irritable, and psychotic clusters with different retrospectively-assessed course patterns of illness in randomized clinical trial participants. J Affect Disord. 2001, 67: 123-32. 10.1016/S0165-0327(01)00447-5.CrossRefPubMed
5.
go back to reference Tohen M, Baker RW, Altshuler LL, Zarate CA, Suppes T, Ketter TA, Milton DR, Risser R, Gilmore JA, Breier A, Tollefson GA: Olanzapine versus divalproex in the treatment of acute mania. Am J Psychiatry. 2002, 159: 1011-17. 10.1176/appi.ajp.159.6.1011.CrossRefPubMed Tohen M, Baker RW, Altshuler LL, Zarate CA, Suppes T, Ketter TA, Milton DR, Risser R, Gilmore JA, Breier A, Tollefson GA: Olanzapine versus divalproex in the treatment of acute mania. Am J Psychiatry. 2002, 159: 1011-17. 10.1176/appi.ajp.159.6.1011.CrossRefPubMed
6.
go back to reference Tohen M, Ketter TA, Zarate CA, Suppes T, Frye M, Altshuler L, Zajecka J, Schuh LM, Risser R, Brown E, Baker RW: Olanzapine versus divalproex sodium for the treatment of acute mania and maintenance of remission: a 47-week study. Am J Psychiatry. 2003, 160: 1263-71. 10.1176/appi.ajp.160.7.1263.CrossRefPubMed Tohen M, Ketter TA, Zarate CA, Suppes T, Frye M, Altshuler L, Zajecka J, Schuh LM, Risser R, Brown E, Baker RW: Olanzapine versus divalproex sodium for the treatment of acute mania and maintenance of remission: a 47-week study. Am J Psychiatry. 2003, 160: 1263-71. 10.1176/appi.ajp.160.7.1263.CrossRefPubMed
7.
go back to reference Young RC, Biggs JT, Ziegler VE, Meyer DA: A rating scale for mania: reliability, validity and sensitivity. Br J Psychiatry. 1978, 133: 429-35.CrossRefPubMed Young RC, Biggs JT, Ziegler VE, Meyer DA: A rating scale for mania: reliability, validity and sensitivity. Br J Psychiatry. 1978, 133: 429-35.CrossRefPubMed
9.
go back to reference Tarpey T: Linear transformations and the k-means clustering algorithm: Application to clustering curves. Am Stat. 2007, 61: 34-40. 10.1198/000313007X171016.CrossRefPubMedPubMedCentral Tarpey T: Linear transformations and the k-means clustering algorithm: Application to clustering curves. Am Stat. 2007, 61: 34-40. 10.1198/000313007X171016.CrossRefPubMedPubMedCentral
10.
go back to reference Tarpey T, Petkova E, Ogde RT: Profiling placebo responders by self-consistent partitions of functional data. J Am Stat Assoc. 2003, 98: 850-8. 10.1198/016214503000000783.CrossRef Tarpey T, Petkova E, Ogde RT: Profiling placebo responders by self-consistent partitions of functional data. J Am Stat Assoc. 2003, 98: 850-8. 10.1198/016214503000000783.CrossRef
11.
go back to reference Tarpey T, Kinateder K: Clustering functional data. J Classification. 2003, 20: 93-114. 10.1007/s00357-003-0007-3.CrossRef Tarpey T, Kinateder K: Clustering functional data. J Classification. 2003, 20: 93-114. 10.1007/s00357-003-0007-3.CrossRef
12.
go back to reference Edwards LJ, Stewart PW, MacDougall JE, Helms RW: A method for fitting regression splines with varying polynomial order in the linear mixed model. Stat Med. 2006, 25: 513-27. 10.1002/sim.2232.CrossRefPubMed Edwards LJ, Stewart PW, MacDougall JE, Helms RW: A method for fitting regression splines with varying polynomial order in the linear mixed model. Stat Med. 2006, 25: 513-27. 10.1002/sim.2232.CrossRefPubMed
13.
go back to reference Luan Y, Li H: Clustering of time-course gene expression data using a mixed-effects model with B-splines. Bioinformatics. 2003, 19: 474-82. 10.1093/bioinformatics/btg014.CrossRefPubMed Luan Y, Li H: Clustering of time-course gene expression data using a mixed-effects model with B-splines. Bioinformatics. 2003, 19: 474-82. 10.1093/bioinformatics/btg014.CrossRefPubMed
14.
go back to reference Ramsay JO, Silverman BW: Functional Data Analysis. 1997, New York Springer, 310-CrossRef Ramsay JO, Silverman BW: Functional Data Analysis. 1997, New York Springer, 310-CrossRef
15.
go back to reference Welge JA, Keck PE, Meinhold JM: Predictors of response to treatment of acute bipolar manic episodes with divalproex sodium or placebo in 2 randomized, controlled, parallel-group trials. J Clin Psychopharmacol. 2004, 24: 607-12. 10.1097/01.jcp.0000145342.38170.7f.CrossRefPubMed Welge JA, Keck PE, Meinhold JM: Predictors of response to treatment of acute bipolar manic episodes with divalproex sodium or placebo in 2 randomized, controlled, parallel-group trials. J Clin Psychopharmacol. 2004, 24: 607-12. 10.1097/01.jcp.0000145342.38170.7f.CrossRefPubMed
16.
17.
go back to reference Muthen B, Shedden K: Finite mixture modeling with mixture outcomes using the EM algorithm. Biometrics. 1999, 55: 463-9. 10.1111/j.0006-341X.1999.00463.x.CrossRefPubMed Muthen B, Shedden K: Finite mixture modeling with mixture outcomes using the EM algorithm. Biometrics. 1999, 55: 463-9. 10.1111/j.0006-341X.1999.00463.x.CrossRefPubMed
18.
go back to reference Jones B, Nagin D, Roeder K: A SAS procedure based on mixture models for estimating developmental trajectories. Social Methods Res. 2001, 29: 374-93. 10.1177/0049124101029003005.CrossRef Jones B, Nagin D, Roeder K: A SAS procedure based on mixture models for estimating developmental trajectories. Social Methods Res. 2001, 29: 374-93. 10.1177/0049124101029003005.CrossRef
Metadata
Title
Identifying patterns in treatment response profiles in acute bipolar mania: a cluster analysis approach
Authors
Ilya A Lipkovich
John P Houston
Jonna Ahl
Publication date
01-12-2008
Publisher
BioMed Central
Published in
BMC Psychiatry / Issue 1/2008
Electronic ISSN: 1471-244X
DOI
https://doi.org/10.1186/1471-244X-8-65

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