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Published in: Annals of Behavioral Medicine 1/2012

01-08-2012 | Original Article

Group-Based Trajectory Modeling of Caregiver Psychological Distress Over Time

Authors: Chien-Wen J. Choi, MS, Roslyn A. Stone, PhD, Kevin H. Kim, PhD, Dianxu Ren, MD, PhD, Richard Schulz, PhD, Charles W. Given, PhD, Barbara A. Given, PhD, RN, FAAN, Paula R. Sherwood, PhD, RN, CNRN, FAAN

Published in: Annals of Behavioral Medicine | Issue 1/2012

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Abstract

Background

Competing theories of adaptation and wear-and-tear describe psychological distress patterns among family caregivers.

Purpose

This study seeks to characterize psychological distress patterns in family caregivers and identify predictors.

Methods

One hundred three caregivers of care recipients with primary malignant brain tumors were interviewed within 1, 4, 8, and 12 months post-diagnosis regarding psychological distress; care recipients were interviewed regarding clinical/functional characteristics. Group-based trajectory modeling identified longitudinal distress patterns, and weighted logistic/multinomial regression models identified predictors of distress trajectories.

Results

Group-based trajectory modeling identified high-decreasing (51.1 % of caregivers) and consistently low (48.9 %) depressive symptom trajectories, high-decreasing (75.5 %) and low-decreasing (24.5 %) anxiety trajectories, and high (37.5 %), moderate (40.9 %), and low-decreasing (21.6 %) caregiver burden trajectories. High depressive symptoms were associated with high trajectories for both anxiety and burden, lower caregivers age, income, and social support, and lower care recipient functioning.

Conclusions

Our data support the adaptation hypothesis; interventions should target those at risk for persistent distress.
Literature
1.
go back to reference The National Alliance for Caregiving, AARP: Caregiving in the U.S. Washington, DC: NAC and AARP, 2005. The National Alliance for Caregiving, AARP: Caregiving in the U.S. Washington, DC: NAC and AARP, 2005.
2.
go back to reference Pinquart M, Sorensen S. Associations of stressors and uplifts of caregiving with caregiver burden and depressive mood: A meta-analysis. J Gerontol B Psychol Sci Soc Sci. 2003; 58:P112–128.PubMedCrossRef Pinquart M, Sorensen S. Associations of stressors and uplifts of caregiving with caregiver burden and depressive mood: A meta-analysis. J Gerontol B Psychol Sci Soc Sci. 2003; 58:P112–128.PubMedCrossRef
3.
go back to reference Carter PA. Caregivers’ descriptions of sleep changes and depressive symptoms. Oncol Nurs Forum. 2002; 29:1277–1283.PubMedCrossRef Carter PA. Caregivers’ descriptions of sleep changes and depressive symptoms. Oncol Nurs Forum. 2002; 29:1277–1283.PubMedCrossRef
4.
go back to reference Picot SJ, Genet CA. Behavior upset in hypertensive and normotensive black female caregivers. Clin Excell Nurse Pract. 1998; 2:23–29.PubMed Picot SJ, Genet CA. Behavior upset in hypertensive and normotensive black female caregivers. Clin Excell Nurse Pract. 1998; 2:23–29.PubMed
5.
go back to reference Schulz R, Beach SR. Negative and positive health effects of caring for a disabled spouse: Longitudinal findings from the caregiver health effects study. Psychology & Aging. 2000; 15:607–616.CrossRef Schulz R, Beach SR. Negative and positive health effects of caring for a disabled spouse: Longitudinal findings from the caregiver health effects study. Psychology & Aging. 2000; 15:607–616.CrossRef
6.
go back to reference Vitaliano PP, Zhang J, Scanlan JM. Is caregiving hazardous to one’s physical health? A meta-analysis. Psychological Bulletin. 2003; 129:946–972.PubMedCrossRef Vitaliano PP, Zhang J, Scanlan JM. Is caregiving hazardous to one’s physical health? A meta-analysis. Psychological Bulletin. 2003; 129:946–972.PubMedCrossRef
7.
go back to reference Sherwood PR, Given BA, Donovan H, et al. Guiding research in family care: A new approach to oncology caregiving. Psychooncology. 2008; 17:986–996.PubMedCrossRef Sherwood PR, Given BA, Donovan H, et al. Guiding research in family care: A new approach to oncology caregiving. Psychooncology. 2008; 17:986–996.PubMedCrossRef
8.
go back to reference Kim Y, Given BA. Quality of life of family caregivers of cancer survivors: Across the trajectory of the illness. Cancer. 2008; 112:2556–2568.PubMedCrossRef Kim Y, Given BA. Quality of life of family caregivers of cancer survivors: Across the trajectory of the illness. Cancer. 2008; 112:2556–2568.PubMedCrossRef
9.
go back to reference Helson H. Adaptation-level theory: An Experimental and Systematic Approach to Behavior. Harper & Row; 1964. Helson H. Adaptation-level theory: An Experimental and Systematic Approach to Behavior. Harper & Row; 1964.
10.
go back to reference Townsend A, Noelker L, Deimling G, Bass D. Longitudinal impact of interhousehold caregiving on adult children’s mental health. Psychological Aging. 1989; 4:393–401.CrossRef Townsend A, Noelker L, Deimling G, Bass D. Longitudinal impact of interhousehold caregiving on adult children’s mental health. Psychological Aging. 1989; 4:393–401.CrossRef
11.
go back to reference Hudson P, Quinn K, Kristjanson L, et al. Evaluation of a psycho-educational group programme for family caregivers in home-based palliative care. Palliat Med. 2008; 22:270–280.PubMedCrossRef Hudson P, Quinn K, Kristjanson L, et al. Evaluation of a psycho-educational group programme for family caregivers in home-based palliative care. Palliat Med. 2008; 22:270–280.PubMedCrossRef
12.
go back to reference Northouse LL, Mood DW, Schafenacker A, et al. Randomized clinical trial of a family intervention for prostate cancer patients and their spouses. Cancer. 2007; 110:2809–2818.PubMedCrossRef Northouse LL, Mood DW, Schafenacker A, et al. Randomized clinical trial of a family intervention for prostate cancer patients and their spouses. Cancer. 2007; 110:2809–2818.PubMedCrossRef
13.
go back to reference Collinge W, Kahn J, Yarnold P, Bauer-Wu S, McCorkle R. Couples and cancer: Feasibility of brief instruction in massage and touch therapy to build caregiver efficacy. J Soc Integr Oncol. 2007; 5:147–154.PubMedCrossRef Collinge W, Kahn J, Yarnold P, Bauer-Wu S, McCorkle R. Couples and cancer: Feasibility of brief instruction in massage and touch therapy to build caregiver efficacy. J Soc Integr Oncol. 2007; 5:147–154.PubMedCrossRef
14.
go back to reference Carter PA. A brief behavioral sleep intervention for family caregivers of persons with cancer. Cancer Nursing. 2006; 29:95–103.PubMedCrossRef Carter PA. A brief behavioral sleep intervention for family caregivers of persons with cancer. Cancer Nursing. 2006; 29:95–103.PubMedCrossRef
15.
go back to reference Fitzmaurice GM, Laird NM, Ware JH. Applied Longitudinal Analysis. Hoboken, NJ: John Wiley & Sons; 2004. Fitzmaurice GM, Laird NM, Ware JH. Applied Longitudinal Analysis. Hoboken, NJ: John Wiley & Sons; 2004.
16.
go back to reference Nagin DS. Group-based Modeling of Development. Cambridge, MA: Harvard University Press; 2005. Nagin DS. Group-based Modeling of Development. Cambridge, MA: Harvard University Press; 2005.
17.
go back to reference Bookwala J, Schulz R. A comparison of primary stressors, secondary stressors, and depressive symptoms between elderly caregiving husbands and wives: The Caregiver Health Effects Study. Psychol Aging. 2000; 15:607–616.PubMedCrossRef Bookwala J, Schulz R. A comparison of primary stressors, secondary stressors, and depressive symptoms between elderly caregiving husbands and wives: The Caregiver Health Effects Study. Psychol Aging. 2000; 15:607–616.PubMedCrossRef
18.
go back to reference Gaugler JE, Hanna N, Linder J, et al. Cancer caregiving and subjective stress: A multi-site, multi-dimensional analysis. Psychooncology. 2005; 14:771–785.PubMedCrossRef Gaugler JE, Hanna N, Linder J, et al. Cancer caregiving and subjective stress: A multi-site, multi-dimensional analysis. Psychooncology. 2005; 14:771–785.PubMedCrossRef
19.
go back to reference Nijboer C, Tempelaar R, Triemstra M, van den Bos GA, Sanderman R. The role of social and psychologic resources in caregiving of cancer patients. Cancer. 2001; 91:1029–1039.PubMedCrossRef Nijboer C, Tempelaar R, Triemstra M, van den Bos GA, Sanderman R. The role of social and psychologic resources in caregiving of cancer patients. Cancer. 2001; 91:1029–1039.PubMedCrossRef
20.
go back to reference Pinquart M, Sorensen S. Differences between caregivers and noncaregivers in psychological health and physical health: A meta-analysis. Psychol Aging. 2003; 18:250–267.PubMedCrossRef Pinquart M, Sorensen S. Differences between caregivers and noncaregivers in psychological health and physical health: A meta-analysis. Psychol Aging. 2003; 18:250–267.PubMedCrossRef
21.
go back to reference Pinquart M, Sorensen S. Gender differences in caregiver stressors, social resources, and health: An updated meta-analysis. J Gerontol B Psychol Sci Soc Sci. 2006; 61:P33-45.PubMedCrossRef Pinquart M, Sorensen S. Gender differences in caregiver stressors, social resources, and health: An updated meta-analysis. J Gerontol B Psychol Sci Soc Sci. 2006; 61:P33-45.PubMedCrossRef
22.
go back to reference Bookwala J, Schulz R. The role of neuroticism and mastery in spouse caregivers’ assessment of and response to a contextual stressor. Journal of Gerontology Series B, Psychological sciences and social sciences. 1998; 53:155–164.CrossRef Bookwala J, Schulz R. The role of neuroticism and mastery in spouse caregivers’ assessment of and response to a contextual stressor. Journal of Gerontology Series B, Psychological sciences and social sciences. 1998; 53:155–164.CrossRef
23.
go back to reference Li LW, Seltzer MM, Greenberg JS. Change in depressive symptoms among daughter caregivers: An 18-month longitudinal study. Psychological Aging. 1999; 14:206–219.CrossRef Li LW, Seltzer MM, Greenberg JS. Change in depressive symptoms among daughter caregivers: An 18-month longitudinal study. Psychological Aging. 1999; 14:206–219.CrossRef
24.
go back to reference Skaff M, Pearlin L, Mullan J. Transitions in the caregiving career: Effects on the sense mastery. Psychological Aging. 1996; 11:247–257.CrossRef Skaff M, Pearlin L, Mullan J. Transitions in the caregiving career: Effects on the sense mastery. Psychological Aging. 1996; 11:247–257.CrossRef
25.
go back to reference Pinquart M, Sorensen S. Ethnic differences in stressors, resources, and psychological outcomes of family caregiving: A meta-analysis. Gerontologist. 2005; 45:90–106.PubMedCrossRef Pinquart M, Sorensen S. Ethnic differences in stressors, resources, and psychological outcomes of family caregiving: A meta-analysis. Gerontologist. 2005; 45:90–106.PubMedCrossRef
26.
go back to reference Ergh TC, Hanks RA, Rapport LJ, Coleman RD. Social Support Moderates Caregiver Life Satisfaction Following Traumatic Brain Injury. . Journal of Clinical and Experimental Neuropsychology. 2003; 25:1090–1101.PubMedCrossRef Ergh TC, Hanks RA, Rapport LJ, Coleman RD. Social Support Moderates Caregiver Life Satisfaction Following Traumatic Brain Injury. . Journal of Clinical and Experimental Neuropsychology. 2003; 25:1090–1101.PubMedCrossRef
27.
go back to reference Sherwood P, Given B, Given C, Schiffman R, Murman D, Lovely M. Caregivers of persons with a brain tumor: A conceptual model. Nurs Inq. 2004; 11:43–53.PubMedCrossRef Sherwood P, Given B, Given C, Schiffman R, Murman D, Lovely M. Caregivers of persons with a brain tumor: A conceptual model. Nurs Inq. 2004; 11:43–53.PubMedCrossRef
28.
go back to reference Annual Update of the HHS Poverty Guidelines. In: ed. January 20, 2011. Annual Update of the HHS Poverty Guidelines. In: ed. January 20, 2011.
30.
go back to reference Sarason IG, Sarason BR, North Atlantic Treaty Organization, Scientific Affairs Division. Social Support: Theory, Research, and Applications. Springer; 1985. Sarason IG, Sarason BR, North Atlantic Treaty Organization, Scientific Affairs Division. Social Support: Theory, Research, and Applications. Springer; 1985.
31.
go back to reference Andresen EM, Malmgren JA, Carter WB, Patrick DL. Screening for depression in well older adults: Evaluation of a short form of the CES-D (Center for Epidemiologic Studies Depression Scale). Am J Prev Med. 1994; 10:77–84.PubMed Andresen EM, Malmgren JA, Carter WB, Patrick DL. Screening for depression in well older adults: Evaluation of a short form of the CES-D (Center for Epidemiologic Studies Depression Scale). Am J Prev Med. 1994; 10:77–84.PubMed
32.
go back to reference Usala PD, Hertzog C. Measurement of affective states in adults. Evaluation of an adjective rating scale instrument. Res Aging. 1989; 11:403–426.PubMedCrossRef Usala PD, Hertzog C. Measurement of affective states in adults. Evaluation of an adjective rating scale instrument. Res Aging. 1989; 11:403–426.PubMedCrossRef
33.
go back to reference Given CW, Given B, Stommel M, Collins C, King S, Franklin S. The caregiver reaction assessment (CRA) for caregivers to persons with chronic physical and mental impairments. Res Nurs Health. 1992; 15:271–283.PubMed Given CW, Given B, Stommel M, Collins C, King S, Franklin S. The caregiver reaction assessment (CRA) for caregivers to persons with chronic physical and mental impairments. Res Nurs Health. 1992; 15:271–283.PubMed
34.
go back to reference Kiernan RJ, Mueller J, Langston JW, Van Dyke C. The Neurobehavioral Cognitive Status Examination: A brief but quantitative approach to cognitive assessment. Ann Intern Med. 1987; 107:481–485.PubMed Kiernan RJ, Mueller J, Langston JW, Van Dyke C. The Neurobehavioral Cognitive Status Examination: A brief but quantitative approach to cognitive assessment. Ann Intern Med. 1987; 107:481–485.PubMed
35.
go back to reference Jones BL, Nagin D, Roeder K. A SAS procedure based on mixture models for estimating developmental trajectories. Sociological Methods and Research. 2001; 29:374–393. Jones BL, Nagin D, Roeder K. A SAS procedure based on mixture models for estimating developmental trajectories. Sociological Methods and Research. 2001; 29:374–393.
36.
go back to reference Henson JM, Reise SP, Kim KH. Detecting mixtures from structural model differences using latent variable mixture modeling: A comparison of relative model fit statistics. Structural Equation Modeling. 2007; 14:202–226. Henson JM, Reise SP, Kim KH. Detecting mixtures from structural model differences using latent variable mixture modeling: A comparison of relative model fit statistics. Structural Equation Modeling. 2007; 14:202–226.
37.
go back to reference Nagin DS, Odgers CL. Group-based trajectory modeling in clinical research. Annu Rev Clin Psychol. 2010; 6:109–138.PubMed Nagin DS, Odgers CL. Group-based trajectory modeling in clinical research. Annu Rev Clin Psychol. 2010; 6:109–138.PubMed
38.
go back to reference Akaike H. A new look at statistical model identification. IEEE transactions on automatic control. 1974; 6:716–723. Akaike H. A new look at statistical model identification. IEEE transactions on automatic control. 1974; 6:716–723.
39.
go back to reference Schwarz G. Estimating the dimension of a model. Annals of Statistics. 1978; 6:461–464. Schwarz G. Estimating the dimension of a model. Annals of Statistics. 1978; 6:461–464.
40.
go back to reference Sclove LS. Application of model-selection criteria to some problems in multivariate analysis. Psychometrics. 1987; 52:333–343. Sclove LS. Application of model-selection criteria to some problems in multivariate analysis. Psychometrics. 1987; 52:333–343.
41.
go back to reference Bozdogan H. Model selection and Akaike’s Information Criterion (AIC): The general theory and its analytical extensions. Psychometrika. 1987; 52:345–370. Bozdogan H. Model selection and Akaike’s Information Criterion (AIC): The general theory and its analytical extensions. Psychometrika. 1987; 52:345–370.
42.
go back to reference McLachlan G, Peel D. Finite Mixture Models. New York, NY: John Wiley & Sons; 2000. McLachlan G, Peel D. Finite Mixture Models. New York, NY: John Wiley & Sons; 2000.
43.
go back to reference Ramaswarmy V, DeSarbo WS, Reibstein DJ, Robinson WT. An empirical pooling approach for estimating marketing mix elasticities with PIMS data. Marketing Science. 1997; 12:103–124. Ramaswarmy V, DeSarbo WS, Reibstein DJ, Robinson WT. An empirical pooling approach for estimating marketing mix elasticities with PIMS data. Marketing Science. 1997; 12:103–124.
44.
go back to reference Nylund KL, Tihomir A, Muthen BO. Deciding on the number of classes in latent class analysis and growth mixture modeling: A monte carlo simulation study. Structural Equation Modeling. 2007; 14:535–569. Nylund KL, Tihomir A, Muthen BO. Deciding on the number of classes in latent class analysis and growth mixture modeling: A monte carlo simulation study. Structural Equation Modeling. 2007; 14:535–569.
45.
go back to reference Miller A. Subset Selection in Regression. Boca Raton, FL: Chapman and Hall; 2002. Miller A. Subset Selection in Regression. Boca Raton, FL: Chapman and Hall; 2002.
46.
go back to reference Mallows C. Some comments on Cp. Technometrics. 2000; 42:87–94. Mallows C. Some comments on Cp. Technometrics. 2000; 42:87–94.
47.
go back to reference Caap-Ahlgren M, Dehlin O. Factors of importance to the caregiver burden experienced by family caregivers of Parkinson’s disease patients. Aging Clin Exp Res. 2002; 14:371–377.PubMed Caap-Ahlgren M, Dehlin O. Factors of importance to the caregiver burden experienced by family caregivers of Parkinson’s disease patients. Aging Clin Exp Res. 2002; 14:371–377.PubMed
48.
go back to reference Grunfeld E, Coyle D, Whelan T, et al. Family caregiver burden: Results of a longitudinal study of breast cancer patients and their principal caregivers. CMAJ. 2004; 170:1795–1801.PubMed Grunfeld E, Coyle D, Whelan T, et al. Family caregiver burden: Results of a longitudinal study of breast cancer patients and their principal caregivers. CMAJ. 2004; 170:1795–1801.PubMed
49.
go back to reference Morimoto T, Schreiner AS, Asano H. Caregiver burden and health-related quality of life among Japanese stroke caregivers. Age Ageing. 2003; 32:218–223.PubMed Morimoto T, Schreiner AS, Asano H. Caregiver burden and health-related quality of life among Japanese stroke caregivers. Age Ageing. 2003; 32:218–223.PubMed
50.
go back to reference Given B, Wyatt G, Given C, et al. Burden and depression among caregivers of patients with cancer at the end of life. Oncol Nurs Forum. 2004; 31:1105–1117.PubMed Given B, Wyatt G, Given C, et al. Burden and depression among caregivers of patients with cancer at the end of life. Oncol Nurs Forum. 2004; 31:1105–1117.PubMed
51.
go back to reference Gaugler JE, Davey A, Pearlin LI, Zarit SH. Modeling caregiver adaptation over time: The longitudinal impact of behavior problems. Psychol Aging. 2000; 15:437–450.PubMed Gaugler JE, Davey A, Pearlin LI, Zarit SH. Modeling caregiver adaptation over time: The longitudinal impact of behavior problems. Psychol Aging. 2000; 15:437–450.PubMed
52.
go back to reference Jang Y, Clay OJ, Roth DL, Haley WE, Mittelman MS. Neuroticism and longitudinal change in caregiver depression: Impact of a spouse-caregiver intervention program. Gerontologist. 2004; 44:311–317.PubMed Jang Y, Clay OJ, Roth DL, Haley WE, Mittelman MS. Neuroticism and longitudinal change in caregiver depression: Impact of a spouse-caregiver intervention program. Gerontologist. 2004; 44:311–317.PubMed
53.
go back to reference Tang ST, Li CY, Chen CC. Trajectory and determinants of the quality of life of family caregivers of terminally ill cancer patients in Taiwan. Qual Life Res. 2008; 17:387–395.PubMed Tang ST, Li CY, Chen CC. Trajectory and determinants of the quality of life of family caregivers of terminally ill cancer patients in Taiwan. Qual Life Res. 2008; 17:387–395.PubMed
54.
go back to reference Nagin DS, Odgers CL. Group-based trajectory modeling in clinical research. Annu Rev Clin Psychol; 6:109–138. Nagin DS, Odgers CL. Group-based trajectory modeling in clinical research. Annu Rev Clin Psychol; 6:109–138.
55.
go back to reference Blood GW, Simpson KC, Dineen M, Kauffman SM, Raimondi SC. Spouses of individuals with laryngeal cancer: Caregiver strain and burden. J Commun Disord. 1994; 27:19–35.PubMed Blood GW, Simpson KC, Dineen M, Kauffman SM, Raimondi SC. Spouses of individuals with laryngeal cancer: Caregiver strain and burden. J Commun Disord. 1994; 27:19–35.PubMed
56.
go back to reference Gilbar O. Gender as a predictor of burden and psychological distress of elderly husbands and wives of cancer patients. Psychooncology. 1999; 8:287–294.PubMed Gilbar O. Gender as a predictor of burden and psychological distress of elderly husbands and wives of cancer patients. Psychooncology. 1999; 8:287–294.PubMed
57.
go back to reference Knight BG, Lutzky SM, Macofsky-Urban F. A meta-analytic review of interventions for caregiver distress: Recommendations for future research. Gerontologist. 1993; 33:240–248.PubMed Knight BG, Lutzky SM, Macofsky-Urban F. A meta-analytic review of interventions for caregiver distress: Recommendations for future research. Gerontologist. 1993; 33:240–248.PubMed
58.
go back to reference Sorensen S, Pinquart M, Duberstein P. How effective are interventions with caregivers? An updated meta-analysis. Gerontologist. 2002; 42:356–372.PubMed Sorensen S, Pinquart M, Duberstein P. How effective are interventions with caregivers? An updated meta-analysis. Gerontologist. 2002; 42:356–372.PubMed
Metadata
Title
Group-Based Trajectory Modeling of Caregiver Psychological Distress Over Time
Authors
Chien-Wen J. Choi, MS
Roslyn A. Stone, PhD
Kevin H. Kim, PhD
Dianxu Ren, MD, PhD
Richard Schulz, PhD
Charles W. Given, PhD
Barbara A. Given, PhD, RN, FAAN
Paula R. Sherwood, PhD, RN, CNRN, FAAN
Publication date
01-08-2012
Publisher
Springer-Verlag
Published in
Annals of Behavioral Medicine / Issue 1/2012
Print ISSN: 0883-6612
Electronic ISSN: 1532-4796
DOI
https://doi.org/10.1007/s12160-012-9371-8

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