A Post-Hoc Analysis of Depressive Disorders in Patients with Type 2 Diabetes
Abstract
1. Introduction
2. Materials and Methods
2.1. Measures
2.2. Data Coding
2.3. Statistical Analyses
3. Results
3.1. Frequency and Characteristics of All Depressive Episodes
3.2. Characteristics of Major Depressive Disorder
3.3. Censored and Coded Episodes
3.4. Characteristics of Other Depressive Disorders
3.5. Remission Periods
3.6. Depressive Episode Remission
3.7. Recurrence of Depressive Episodes
3.8. Episode Duration and Order of Depression vs. Diabetes Onset
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
MDD | Major Depressive Disorder |
DF | Depression-Free |
DOB | Date of Birth |
T2DM | Type 2 Diabetes Mellitus |
References
- World Health Organization. Depression Fact Sheet. Available online: https://www.who.int/news-room/fact-sheets/detail/mental-disorders (accessed on 30 March 2025).
- Substance Abuse and Mental Health Services Administration. Key Substance Use and Mental Health Indicators in the United States: Results from the 2023 National Survey on Drug Use and Health; HHS Publication No. PEP24-07-021; NSDUH Series H-59; Center for Behavioral Health Statistics and Quality, Substance Abuse and Mental Health Services Administration: Rockville, MD, USA, 2024. Available online: https://www.drugsandalcohol.ie/41611/1/2023-nsduh-annual-national.pdf (accessed on 8 April 2025).
- National Institute of Mental Health. Transforming the Understanding and Treatment of Mental Illness Through Research. Available online: https://www.nimh.nih.gov/health/statistics/major-depression (accessed on 8 April 2025).
- Substance Abuse and Mental Health Services Administration. Key Substance Use and Mental Health Indicators in the United States: Results from the 2021 National Survey on Drug Use and Health; HHS Publication No. PEP22-07-01-005; NSDUH Series H-57; Center for Behavioral Health Statistics and Quality, Substance Abuse and Mental Health Services Administration: Rockville, MD, USA, 2022. Available online: https://archive.org/stream/key-2021/key%202021_djvu.txt (accessed on 10 April 2025).
- Hasin, D.S.; Sarvet, A.L.; Meyers, J.L.; Saha, T.D.; Ruan, W.J.; Stohl, M.; Grant, B.F. Epidemiology of Adult DSM-5 Major Depressive Disorder and Its Specifiers in the United States. JAMA Psychiatry 2018, 75, 336–346. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- World Health Organization. Diabetes Fact Sheet. Available online: https://www.who.int/news-room/fact-sheets/detail/diabetes (accessed on 30 March 2025).
- Parker, E.D.; Lin, J.; Mahoney, T.; Ume, N.; Yang, G.; Gabbay, R.A.; ElSayed, N.A.; Bannuru, R.R. Economic Costs of Diabetes in the U.S. in 2022. Diabetes Care 2024, 47, 26–43. [Google Scholar] [CrossRef] [PubMed]
- Khaledi, M.; Haghighatdoost, F.; Feizi, A.; Aminorroaya, A. The prevalence of comorbid depression in patients with type 2 diabetes: An updated systematic review and meta-analysis on huge number of observational studies. Acta Diabetol. 2019, 56, 631–650. [Google Scholar] [CrossRef] [PubMed]
- Koyama, A.K.; Hora, I.A.; Bullard, K.M.; Benoit, S.R.; Tang, S.; Cho, P. State-Specific Prevalence of Depression Among Adults With and Without Diabetes—United States, 2011–2019. Prev. Chronic Dis. 2023, 20, 220407. [Google Scholar] [CrossRef] [PubMed]
- Sharif, S.; Raza, M.T.; Mushtaq, S.; Afreen, B.; Hashmi, B.A.; Ali, M.H. Frequency of Depression in Patients with Type 2 Diabetes Mellitus and its Relationship with Glycemic Control and Diabetic Microvascular Complications. Cureus 2019, 11, e5145. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Wang, Y.; Lopez, J.M.; Bolge, S.C.; Zhu, V.J.; Stang, P.E. Depression among people with type 2 diabetes mellitus, US National Health and Nutrition Examination Survey (NHANES), 2005–2012. BMC Psychiatry 2016, 16, 88. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Lustman, P.J.; Anderson, R.J.; Freedland, K.E.; de Groot, M.; Carney, R.M.; Clouse, R.E. Depression and poor glycemic control: A meta-analytic review of the literature. Diabetes Care 2000, 23, 934–942. [Google Scholar] [CrossRef] [PubMed]
- Nouwen, A.; Adriaanse, M.C.; van Dam, K.; Iversen, M.M.; Viechtbauer, W.; Peyrot, M.; Caramlau, I.; Kokoszka, A.; Kanc, K.; de Groot, M.; et al. Longitudinal associations between depression and diabetes complications: A systematic review and meta-analysis. Diabet. Med. 2019, 36, 1562–1572. [Google Scholar] [CrossRef] [PubMed]
- Ciechanowski, P.S.; Katon, W.J.; Russo, J.E. Depression and diabetes: Impact of depressive symptoms on adherence, function, and costs. Arch. Intern. Med. 2000, 160, 3278–3285. [Google Scholar] [CrossRef] [PubMed]
- Beverly, E.A.; Gonzalez, J.S. The Interconnected Complexity of Diabetes and Depression. Diabetes Spectr. 2025, 38, 23–31. [Google Scholar] [CrossRef] [PubMed]
- Lwhaibi, M. Depression, Anxiety, and Health-Related Quality of Life in Adults with Type 2 Diabetes. J. Clin. Med. 2024, 13, 6028. [Google Scholar] [CrossRef] [PubMed]
- Bayani, M.A.; Shakiba, N.; Bijani, A.; Moudi, S. Depression and quality of life in patients with type 2 diabetes mellitus. Casp. J. Intern. Med. 2022, 13, 335–342. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Egede, L.E. Major depression in individuals with chronic medical disorders: Prevalence, correlates and association with health resource utilization, lost productivity and functional disability. Gen. Hosp. Psychiatry 2007, 29, 409–416. [Google Scholar] [CrossRef] [PubMed]
- Coleman, S.M.; Katon, W.; Lin, E.; Von Korff, M. Depression and death in diabetes; 10-year follow-up of all-cause and cause-specific mortality in a diabetic cohort. Psychosomatics 2013, 54, 428–436. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- de Groot, M.; Crick, K.A.; Long, M.; Saha, C.; Shubrook, J.H. Lifetime Duration of Depressive Disorders in Patients with Type 2 Diabetes. Diabetes Care 2016, 39, 2174–2181. [Google Scholar] [CrossRef] [PubMed]
- de Groot, M.; Doyle, T.; Kushnick, M.; Shubrook, J.; Merrill, J.; Rabideau, E.; Schwartz, F. Can lifestyle interventions do more than reduce diabetes risk? Treating depression in adults with type 2 diabetes with exercise and cognitive behavioral therapy. Curr. Diabetes Rep. 2012, 12, 157–166. [Google Scholar] [CrossRef] [PubMed]
- de Groot, M.; Shubrook, J.; Schwartz, F.; Hornsby, W.G.J.; Pillay, Y. Program ACTIVE II: Design and Methods for a Multi-Center Community-Based Depression Treatment for Rural and Urban Adults with Type 2 Diabetes. Diabetes Res. Ther. 2015, 1. [Google Scholar] [CrossRef]
- de Groot, M.; Shubrook, J.H.; Hornsby, W.G., Jr.; Pillay, Y.; Mather, K.J.; Fitzpatrick, K.; Yang, Z.; Saha, C. Program ACTIVE II: Outcomes from a randomized, multistate community-based depression treatment for rural and urban adults with type 2 diabetes. Diabetes Care 2019, 42, 1185–1193. [Google Scholar] [CrossRef] [PubMed]
- Kuo, S.; Ye, W.; de Groot, M.; Saha, C.; Shubrook, J.H.; Hornsby, W.G.; Pillay, Y.; Mather, K.J.; Herman, W.H. Cost-effectiveness of Community-Based Depression Interventions for Rural and Urban Adults with Type 2 Diabetes: Projections from Program ACTIVE II. Diabetes Care 2021, 44, 874–882. [Google Scholar] [CrossRef] [PubMed]
- Saha, C.; Shubrook, J.; Hornsby, W.G.; Yang, Z.; Pillay, Y.; Mather, K.; de Groot, M. Program ACTIVE II: 6- and 12-month outcomes of a treatment approach for major depressive disorder in adults with type 2 diabetes. J. Diabetes Complicat. 2023, 38, 108666. [Google Scholar] [CrossRef] [PubMed]
- Spitzer, R.L.; Williams, J.B.; Gibbon, M.; First, M.B. The Structured Clinical Interview for DSM-III-R (SCID). I: History, rationale, and description. Arch. Gen. Psychiatry 1992, 49, 624–629. [Google Scholar] [CrossRef] [PubMed]
- Williams, J.B.; Gibbon, M.; First, M.B.; Spitzer, R.L.; Davies, M.; Borus, J.; Howes, M.J.; Kane, J.; Pope, H.G., Jr.; Rounsaville, B.; et al. The Structured Clinical Interview for DSM-III-R (SCID). II. Multisite test-retest reliability. Arch. Gen. Psychiatry 1992, 49, 630–636. [Google Scholar] [CrossRef] [PubMed]
- Solomon, D.A.; Keller, M.B.; Leon, A.C.; Mueller, T.I.; Shea, M.T.; Warshaw, M.; Maser, J.D.; Coryell, W.; Endicott, J. Recovery from major depression: A 10-year prospective follow-up across multiple episodes. Arch. Gen. Psychiatry 1997, 54, 1001–1006. [Google Scholar] [CrossRef] [PubMed]
- Eaton, W.W.; Anthony, J.C.; Gallo, J.; Cai, G.; Tien, A.; Romanoski, A.; Lyketsos, C.; Chen, L.-S. Natural history of Diagnostic Interview Schedule/DSM-IV major depression. The Baltimore Epidemiologic Catchment Area follow-up. Arch. Gen. Psychiatry 1997, 54, 993–999. [Google Scholar] [CrossRef] [PubMed]
- Spijker, J.; de Graaf, R.; Bijl, R.V.; Beekman, A.T.; Ormel, J.; Nolen, W.A. Duration of major depressive episodes in the general population: Results from The Netherlands Mental Health Survey and Incidence Study (NEMESIS). Br. J. Psychiatry 2002, 181, 208–213. [Google Scholar] [CrossRef] [PubMed]
- Lustman, P.J.; Griffith, L.S.; Clouse, R.E. Depression in adults with diabetes: Results of 5-yr follow-up study. Diabetes Care 1988, 11, 605–612. [Google Scholar] [CrossRef] [PubMed]
- Kawakami, N.; Takatsuka, N.; Shimizu, H.; Ishibashi, H. Depressive symptoms and occurrence of type 2 diabetes among Japanese men. Diabetes Care 1999, 22, 1071–1076. [Google Scholar] [CrossRef] [PubMed]
- Golden, S.H.; Lazo, M.; Carnethon, M.; Bertoni, A.G.; Schreiner, P.J.; Roux, A.V.D.; Lee, H.B.; Lyketsos, C. Examining a bidirectional association between depressive symptoms and diabetes. JAMA 2008, 299, 2751–2759. [Google Scholar] [CrossRef] [PubMed]
- Hunt, G.E.; Malhi, G.S.; Lai, H.M.X.; Cleary, M. Prevalence of comorbid substance use in major depressive disorder in community and clinical settings, 1990–2019: Systematic review and meta-analysis. J. Affect. Disord. 2020, 266, 288–304. [Google Scholar] [CrossRef] [PubMed]
Mean, N | SD, % | |
---|---|---|
Age, y (mean, SD) | 55.5 | 10.4 |
Gender | ||
Female | 131 | 74.4 |
Ethnicity | ||
White | 109 | 61.6 |
Black/African American | 33 | 18.8 |
Other | 4 | 2.2 |
Unknown or refused | 30 | 17.0 |
Education | ||
HS diploma/GED or less | 41 | 23.3 |
Trade school/part college | 66 | 37.5 |
4-year college/post | 61 | 34.7 |
Other | 8 | 4.5 |
Marital status | ||
Married/living with partner | 91 | 51.7 |
Not married | 85 | 48.3 |
Income | ||
Missing | 31 | 17.6 |
0–10,000 | 14 | 8.0 |
11,000–20,000 | 24 | 13.6 |
21,000–40,000 | 50 | 28.4 |
41,000–60,000 | 23 | 13.1 |
61,000+ | 34 | 19.3 |
Health insurance (yes) | 130 | 73.9 |
Current primary care provider (yes) | 139 | 79.0 |
Current diabetes specialist (yes) | 35 | 19.9 |
N | Mean/ Median | SD/IQR | Minimum | Maximum | |
---|---|---|---|---|---|
Number and Cumulative Exposure of Depressive Episodes | |||||
Age at First Onset of any Depressive Episode (years) | 176 | 40.4 | 15.9 | 2.6 | 78.9 |
Mean Number of Depressive Episodes (MDD + ODD) | 176 | 2.1 | 1.1 | 1.0 | 6.0 |
Mean Cumulative Exposure to All Depressive Disorders (months) | 176 | 61.0 | 84.6 | 1.0 | 666.4 |
Median Cumulative Exposure to All Depressive Disorders (months) | 176 | 37.5 | 15.3–70.4 | 1.0 | 666.4 |
Mean Duration of All Depression Episodes (months) | 361 | 29.9 | 54.5 | 0.7 | 660.0 |
Median Duration of All Depression Episodes (months) | 361 | 13.9 | 5.6–33.0 | 0.7 | 660.0 |
Mean Number of MDD Episodes | 174 | 1.8 | 0.9 | 1.0 | 5.0 |
Mean Lifetime Cumulative Exposure Duration to MDD (months) | 174 | 48.0 | 61.4 | 1.0 | 460.7 |
Median Lifetime Cumulative Exposure Duration to MDD (months) | 174 | 33.0 | 12.9–63.1 | 1.0 | 460.7 |
Mean MDD Episode Duration (months) | 312 | 26.7 | 39.0 | 0.8 | 308.0 |
Median MDD Episode Duration (months) | 312 | 13.9 | 5.6–31.9 | 0.8 | 308.0 |
Mean Number of ODD Episodes | 40 | 1.2 | 0.6 | 1.0 | 3.0 |
Mean Cumulative Exposure to ODD (months) | 40 | 61.3 | 121.3 | 0.7 | 660.0 |
Median Cumulative Exposure to ODD (months) | 40 | 12.0 | 3.5–52.0 | 0.7 | 660.0 |
Mean ODD Episodes Duration (months) | 49 | 50.0 | 109.3 | 0.7 | 660.0 |
Median ODD Episode Duration (months) | 49 | 12.0 | 3.5–36.0 | 0.7 | 660.0 |
Episode Duration of MDD (Onset to Full Remission) | |||||
Mean Duration of Index Episode (Months) | 166 | 29.0 | 40.2 | 0.8 | 297.2 |
Mean Duration of Earliest Pre-Index Episode (Months) | 88 | 26.1 | 41.1 | 2.4 | 308.0 |
Mean Duration of Second Earliest Pre-Index Episode (Months) | 32 | 19.8 | 23.4 | 2.5 | 124.0 |
Mean Duration of Third Earliest Pre-Index Episode (Months) | 11 | 15.0 | 15.8 | 3.0 | 57.0 |
1 DF Periods, N = 67 Mean (SD) | 2 DF Periods, N = 57 Mean (SD) | 3 DF Periods, N = 34 Mean (SD) | 4 DF Periods, N = 12 Mean (SD) | 5 DF Periods, N = 6 Mean (SD) | |
---|---|---|---|---|---|
Between DOB and First Depressive Episode Onset | 52.6 (10.9) | 37.2 (13.7) | 32.0 (11.8) | 25.0 (10.1) | 14.0 (8.5) |
First Post-Depression Well Interval | 12.7 (9.7) | 11.0 (7.9) | 8.2 (5.4) | 5.5 (3.9) | |
Second Post-Depression Well Interval | 8.1 (7.3) | 6.9 (5.5) | 6.6 (3.6) | ||
Third Post-Depression Well Interval | 7.8 (6.8) | 4.8 (5.1) | |||
Fourth Post-Depression Well Interval | 2.7 (2.4) |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Pillay, Y.; Hornsby, W.G., Jr.; Saha, C.K.; Shubrook, J.; Crick, K.A.; Yang, Z.; Mather, K.; de Groot, M. A Post-Hoc Analysis of Depressive Disorders in Patients with Type 2 Diabetes. Healthcare 2025, 13, 1773. https://doi.org/10.3390/healthcare13151773
Pillay Y, Hornsby WG Jr., Saha CK, Shubrook J, Crick KA, Yang Z, Mather K, de Groot M. A Post-Hoc Analysis of Depressive Disorders in Patients with Type 2 Diabetes. Healthcare. 2025; 13(15):1773. https://doi.org/10.3390/healthcare13151773
Chicago/Turabian StylePillay, Yegan, W. Guyton Hornsby, Jr., Chandan K. Saha, Jay Shubrook, Kent A. Crick, Ziyi Yang, Kieren Mather, and Mary de Groot. 2025. "A Post-Hoc Analysis of Depressive Disorders in Patients with Type 2 Diabetes" Healthcare 13, no. 15: 1773. https://doi.org/10.3390/healthcare13151773
APA StylePillay, Y., Hornsby, W. G., Jr., Saha, C. K., Shubrook, J., Crick, K. A., Yang, Z., Mather, K., & de Groot, M. (2025). A Post-Hoc Analysis of Depressive Disorders in Patients with Type 2 Diabetes. Healthcare, 13(15), 1773. https://doi.org/10.3390/healthcare13151773