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Meta-analysis of the factor structures of four depression questionnaires: Beck, CES-D, Hamilton, and Zung
Abstract
Four separate metaanalyses of factor analyses were conducted for the Beck Depression Inventory (BDI), the Center for Epidemiological Studies Depression Scale (CES-D), the Hamilton Rating Scale for Depression (HRSD), and the Zung Self-Rating Depression Scale (SDS). The total number of participants (N) and studies (k) included in each of the metaanalyses were the following: BDI (N = 13,643, k = 33), CES-D (N = 22,340, k = 28), HRSD (N = 2,606, k = 17), and SDS (N = 12,621, k = 13). Metaanalysis results suggest that the specific depression symptom factors within each test appear to be relatively robust and well established and match fairly closely previously hypothesized factor structures. A general Depression Severity factor and a small Somatic Symptoms factor are found in all four tests and two tests had a small Positive Affect factor. There were fewer common specific depression symptom factors across tests than expected.
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“9% according to the more conservative BDI-13 (Shafer, 2006)”
From Persistent psychopathology and neurocognitive impairment in COVID-19 survivors: effect of inflammatory biomarkers at three-month follow-up (2021) · cites this paper as Shafer, 2006
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“In the present study we made use of the subscales from the HAMD (Hamilton, 1960) for anxiety (items 9, 10, 11, 15 and 17), depression (items 1, 2, 3, 7 and 8), sleeping problems (items 4, 5 and 6) (Shafer, 2006) and apathy (items 7, 8 and 13) (Li et al.”
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“The current meta-analysis was based on the meta-analytic methods suggested by Loeber and Schmaling (1985) and Frick and colleagues (1993), which have recently been used by Shafer (2006) and Kim and colleagues (2011).”
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Depression in Patients with Mastocytosis: Prevalence, Features and Effects of Masitinib Therapy
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“To further complicate matters, there is substantial heterogeneity in the symptomatology within the depressive (Hasler, Drevets, Manji, & Charney, 2004; Shafer, 2006) and anxiety (Ree, French, MacLeod, & Locke, 2008; Smoller & Tsuang, 1998) syndromes.”
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“Symptoms of depression and other emotional disturbances, as well as emotional functioning in general, are highly heterogeneous, with features that often do not cluster together into a single category or empirically common dimension (Shafer 2006).”
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“Furthermore, the use of any antidepressant medication prescribed by a psychiatrist or a Center for Epidemiologic Studies Depression scale score >16 was considered to classify a patient in the depression group (Shafer, 2006).”
Alexithymia in anorexia nervosa: the mediating role of depression.
Torres, S., Guerra, M., Lencastre, L., Miller, K. M., Vieira, F., Roma-Torres, A., Brandão, I., & Costa, P. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2014.10.023 · Cited by 53
“In addition to the previously mentioned differences between these scales, the BDI-13 assesses negative affect (Shafer, 2006) and requires a severity or intensity judgment of depressive symptoms (Meites et al.”
BackgroundMethodDepressive Symptoms in Patients With Dry Eye Disease
Hallak, J., Tibrewal, S., & Jain, S. K. (2015) · Cornea · doi:10.1097/ico.0000000000000641 · Cited by 58
“The BDI is a widely used tool for measuring the severity of depressive symptoms.(16) The tool is a 21-question multiplechoice self-report inventory that was created by Aaron T.”
MethodAcylcarnitine metabolomic profiles inform clinically-defined major depressive phenotypes
Ahmed, A. T., MahmoudianDehkordi, S., Bhattacharyya, S., Arnold, M., Liu, D., Neavin, D. R., Moseley, M. A., Thompson, J. W., Williams, L. S. J., Louie, G., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.11.122 · Cited by 59
Tully, P. J., Winefield, H. R., Baker, R. A., Turnbull, D. A., & de Jonge, P. (2011) · Journal of Health Psychology · doi:10.1177/1359105310383604 · Cited by 57
“…note the CFA fit indices of such general models are likely optimized by the 21 extra free parameters, while it is not clear what the C and S orthogonal factors measure once all common variance with depressive symptoms (or negative affectivity) is removed (Shafer, 2006; Vanheule et al., 2008).”
BackgroundBoyle, S. H., Samad, Z. Z., Becker, R. C., Williams, R. B., Kuhn, C. M., Ortel, T. L., Kuchibhatla, M. N., Prybol, K., Rogers, J. G., O’Connor, C. M., et al. (2013) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3182a893ae · Cited by 57
“The CESD-SOM, CESD-NA, CESD-IP, Cook-Medley Hostility Scale, Spielberger Trait Anxiety Scale, and the Spielberger State Anxiety Scale were not associated with MSIMI or ESIMI (see Table 1).”
BackgroundFerro, M. A., & Speechley, K. N. (2013) · Archives of Women s Mental Health · doi:10.1007/s00737-013-0331-5 · Cited by 57
“This finding is congruent with a recent meta-analysis which demonstrated that the four-factor model of the CES-D is the most commonly reported structure of the measure (Shafer 2006).”
MethodResultInfluentialSimilarity in depressive symptom profile in a population-based study of migrants in the Netherlands
Schrier, A. C., de Wit, M. A. S., Rijmen, F., Tuinebreijer, W. C., Verhoeff, A. P., Kupka, R., Dekker, J., & Beekman, A. T. F. (2009) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-009-0135-0 · Cited by 58
Lin, J., Wang, X., Dong, F., Du, Y., Shen, J., Ding, S., Wang, L., Ye, M., Wang, Y., Xia, N., et al. (2018) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2018.10.009 · Cited by 56
Shaffer, J. A., Epel, E. S., Kang, M. S., Ye, S., Schwartz, J. E., Davidson, K. W., Kirkland, S., Honig, L. S., & Shimbo, D. (2012) · PLoS ONE · doi:10.1371/journal.pone.0048318 · Cited by 56
“To do so, we computed four subscales of the CES-D based upon previously reported factor analytic studies showing that this measure has a four-factor structure [37].”
MethodTemporal course of depressive symptoms during the development of Alzheimer disease
Wilson, R. S., Hoganson, G. M., Rajan, K. B., Barnes, L. L., de Leon, C. F. M., & Evans, D. A. (2010) · Neurology · doi:10.1212/wnl.0b013e3181e620c5 · Cited by 57
General and specific components of depression and anxiety in an adolescent population
Brodbeck, J., Abbott, R., Goodyer, I. M., & Croudace, T. J. (2011) · BMC Psychiatry · doi:10.1186/1471-244x-11-191 · Cited by 57
To each his own well-being boosting intervention: using preference to guide selection
Schueller, S. M. (2011) · The Journal of Positive Psychology · doi:10.1080/17439760.2011.577092 · Cited by 53
“For the measure of depressive symptoms, this study used the CES-D, which includes items that assess stable depressive symptoms, such as interpersonal relationships (Shafer, 2006).”
MethodBreedvelt, J., Zamperoni, V., South, E., Uphoff, E., Gilbody, S. M., Bockting, C., Churchill, R. C., & Kousoulis, A. A. (2019) · European Journal of Public Health · doi:10.1093/eurpub/ckz233 · Cited by 54
Schneider, M., Steele, R., Cadell, S., & Hemsworth, D. (2010) · Journal of Pediatric Nursing · doi:10.1016/j.pedn.2010.01.007 · Cited by 58
Fournier, J. C. J., DeRubeis, R. J., Hollon, S. D., Gallop, R., Shelton, R. C., & Amsterdam, J. D. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.03.010 · Cited by 56
Fráguas, R., Telles, R. M. S., Alves, T. C. T. F., Andrei, A. M., Rays, J., Iosifescu, D. V., & Wajngarten, M. (2009) · Contemporary Clinical Trials · doi:10.1016/j.cct.2009.01.007 · Cited by 53
“[22], using the BDI, a self-report scale weighted on cognitive symptoms of depression [42], reported a significant superiority of paroxetine over placebo in patients with depression and heart failure, with a large effect size [22].”
MethodWest Nile Virus Retinopathy and Associations with Long Term Neurological and Neurocognitive Sequelae
Hasbun, R., Garcia, M. N., Kellaway, J., Baker, L., Salazar, L., Woods, S. P., & Murray, K. O. (2016) · PLoS ONE · doi:10.1371/journal.pone.0148898 · Cited by 53
“Beck Depression Inventory was used to assess recent mood,[13] and the Modified Fatigue Impact Scale (MFIS) measured the impact of fatigue on physical, cognitive and psychosocial functioning.”
MethodKaster, T. S., Downar, J. H., Vila‐Rodriguez, F., Baribeau, D. A., Thorpe, K. E., Daskalakis, Z. J., & Blumberger, D. M. (2022) · EClinicalMedicine · doi:10.1016/j.eclinm.2022.101765 · Cited by 52
Schennach, R., Obermeier, M., Seemüller, F., Jäger, M., Schmauß, M., Laux, G., Pfeiffer, H., Naber, D., Schmidt, L., Gäebel, W., et al. (2012) · Psychopathology · doi:10.1159/000336729 · Cited by 53
Dimensions of depressive symptoms and cingulate volumes in older adults
McLaren, M. E., Szymkowicz, S. M., O’Shea, A. M., Woods, A. J., Anton, S. D., & Dotson, V. M. (2016) · Translational Psychiatry · doi:10.1038/tp.2016.49 · Cited by 52
Shafer, A., Dazzi, F., & Ventura, J. (2017) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2017.05.011 · Cited by 52
“Burning Tongue” and “Burning Tip”: The Diagnostic Challenge of the Burning Mouth Syndrome
Penza, P., Majorana, A., Lombardi, R., Camozzi, F., Bonadeo, S., Sapelli, P., & Lauria, G. (2010) · Clinical Journal of Pain · doi:10.1097/ajp.0b013e3181e15b83 · Cited by 52
Vares, E. A., Salum, G. A., Spanemberg, L., Caldieraro, M. A., & Fleck, M. P. D. A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0136037 · Cited by 51
“The six latent factors uncovered in the study, besides presenting adequate goodness-of-fit indices (statistically speaking), are also clinically sound and intuitive, matching fairly closely factor structures hypothesized in previous studies [6].”
ResultAl-Turkait, F. A., & OHAERI, J. U. (2010) · BMC Psychiatry · doi:10.1186/1471-244x-10-60 · Cited by 51
“The relationship between the items of any questionnaire where there are diverse indicators of a complex construct can be described as existing in dimensional and hierarchical models [1,14,37].”
BackgroundMethodResultInfluentialWhere Is the Pleasure in That? Low Hedonic Capacity Predicts Smoking Onset and Escalation
Audrain-McGovern, J. E., Rodriguez, D., Leventhal, A. M., Cuevas, J., Rodgers, K., & Sass, J. (2012) · Nicotine & Tobacco Research · doi:10.1093/ntr/nts017 · Cited by 54
A Meta-Analysis of the Factor Structure of the Classroom Assessment Scoring System (CLASS)
Li, H., Liu, J., & Hunter, C. V. (2019) · The Journal of Experimental Education · doi:10.1080/00220973.2018.1551184 · Cited by 57
Ouyang, P., WENGER, N. K., Taylor, D. A., Rich-Edwards, J. W., Steiner, M. S., Shaw, L. J., Berga, S. L., Miller, V. M., & Merz, C. N. B. (2016) · Biology of Sex Differences · doi:10.1186/s13293-016-0073-y · Cited by 54
Caregiving, residence, race, and depressive symptoms
Siegler, I. C., Brummett, B. H., Williams, R. B., Haney, T. L., & Dilworth‐Anderson, P. (2010) · Aging & Mental Health · doi:10.1080/13607861003713257 · Cited by 50
Positive emotions and favorable cardiovascular health: A 20-year longitudinal study
Boehm, J. K., Chen, Y., Qureshi, F., Soo, J., Umukoro, P. E., Hernández, R., Lloyd‐Jones, D. M., & Kubzansky, L. D. (2020) · Preventive Medicine · doi:10.1016/j.ypmed.2020.106103 · Cited by 51
Depressive Symptom Clusters and 5-Year Incidence of Coronary Artery Calcification
Stewart, J. C., Zielke, D. J., Hawkins, M. A. W., Williams, D. R., Carnethon, M. R., Knox, S. S., & Matthews, K. A. (2012) · Circulation · doi:10.1161/circulationaha.112.094946 · Cited by 49
Gallagher, D., O’Regan, C., Savva, G. M., Cronin, H., LAWLOR, B. A., & Kenny, R. A. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.04.012 · Cited by 49
“Factors 2 and 3 replicated the Positive Affect and Interpersonal Problems factors which have previously been described (Shafer, 2006).”
BackgroundDepression disorder in patients with cerebellar damage: Awareness of the mood state.
Clausi, S., Lupo, M., Olivito, G., Siciliano, L., Contento, M. P., Aloise, F., Pizzamiglio, L., Molinari, M., & Leggio, M. G. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.11.029 · Cited by 53
Metadata
- Authors
- Shafer, A. B.
- Corresponding author
- Shafer, Alan B.
- Venue
- Journal of Clinical Psychology
- Publisher
- Wiley
- Published
- 2005
- Volume
- 62
- Issue
- 1
- Pages
- 123-146
- ISSN
- 0021-9762 (ISSN-L)
- 1097-4679
- OpenAlex
- W2170701421
- Cited by
- 837
- References
- 111
- Citations by year
- 2026: 31 · 2025: 23 · 2024: 34 · 2023: 35 · 2022: 25 · 2021: 28 · 2020: 49 · 2019: 51 · 2018: 76 · 2017: 58 · 2016: 49 · 2015: 51 · 2014: 61 · 2013: 69 · 2012: 45
- FWCI
- 2.17
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Clinical Psychology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- factor structure, Beck Depression Inventory, CES-D, Hamilton Depression Rating Scale, Zung Self-Rating Depression Scale, depression severity, somatic symptoms, positive affect
- MeSH terms
- Depressive Disorder, Factor Analysis, Statistical, Humans, Psychological Tests, Surveys and Questionnaires
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