| Literature DB >> 31553472 |
Eric M Schmidt1,2,3, James Barnes1,2, Cheng Chen1, Jodie Trafton3,4, Susan Frayne1,5, Alex H S Harris1,6,7.
Abstract
Importance: Among people with diabetes, co-occurring mental health (MH) or substance use (SU) disorders increase the risk of medical complications. Identifying how to effectively promote long-term medical benefits for at-risk populations, such as people with MH or SU disorders, is essential. Knowing more about how health care accessed before the onset of diabetes is associated with health benefits after the onset of diabetes could inform treatment planning and population health management. Objective: To analyze how preexisting MH or SU disorders and primary care utilization before a new diabetes diagnosis are associated with the long-term severity of diabetes complications. Design, Setting, and Participants: This cohort study analyzed medical record data from US Department of Veterans Affairs health care systems nationwide and used mixed-effects regressions to test associations between prediabetes patient or health care factors and longitudinal progression of diabetes complication severity from 2006 to 2015. Participants included patients who received a new diabetes diagnosis in 2008 and who were aged 18 to 85 years at the time of their diagnosis. Data analysis was conducted from March to August 2017. Exposures: Patients were assigned to groups on the basis of a 2-year look-back period for MH or SU disorders status (MH disorder only, SU disorder only, MH and SU disorder, or no MH or SU disorder diagnoses) and on the basis of the amount of primary care utilization before diabetes was diagnosed. Main Outcomes and Measures: Nine-year trajectories of Diabetes Complication Severity Index (DCSI) scores.Entities:
Year: 2019 PMID: 31553472 PMCID: PMC6763972 DOI: 10.1001/jamanetworkopen.2019.12060
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Demographic Characteristics of Cohort of Veterans With Diabetes, by MH and SU Disorder Group
| Characteristic | MH Disorder Only (n = 20 032) | SU Disorder Only (n = 2800) | Both MH and SU (n = 5801) | Neither MH nor SU (n = 94 359) | Total (N = 122 992) |
|---|---|---|---|---|---|
| Age, mean (SD), y | 60.2 (10.8) | 57.5 (9.1) | 55.7 (8.3) | 63.3 (11.1) | 62.3 (11.1) |
| Male, % | 93.3 | 99.0 | 95.7 | 97.3 | 96.6 |
| Race/ethnicity, % | |||||
| White | 76.7 | 57.0 | 61.7 | 75.5 | 74.6 |
| Black | 16.0 | 35.7 | 30.2 | 16.9 | 17.8 |
| Hispanic or Latino | 5.3 | 5.0 | 6.0 | 5.0 | 5.1 |
| Asian | 1.3 | 1.1 | 1.2 | 1.8 | 1.7 |
| American Indian | 0.8 | 1.2 | 0.9 | 0.8 | 0.8 |
| Married, % | 55.3 | 30.7 | 34.6 | 61.8 | 58.7 |
| Homeless, % | 5.3 | 15.3 | 23.1 | 1.7 | 3.2 |
| Died, % | 15.4 | 20.7 | 17.2 | 16.8 | 16.7 |
| Location of residence, % | |||||
| Highly rural | 1.2 | 1.5 | 1.1 | 1.3 | 1.3 |
| Rural | 38.5 | 27.6 | 27.7 | 36.2 | 36.0 |
| Urban | 60.3 | 70.9 | 71.3 | 62.5 | 62.7 |
| Inpatient index diabetes diagnosis, % | 5.1 | 11.1 | 11.2 | 3.3 | 4.2 |
| Medical inpatient stay, % | 15.0 | 21.4 | 37.7 | 4.0 | 7.8 |
| Primary care visits before diabetes diagnosis, % | |||||
| 0 Visit | 4.7 | 10.1 | 4.5 | 41.8 | 33.2 |
| 1-2 Visits | 12.9 | 17.8 | 9.7 | 22.0 | 19.8 |
| 3-4 Visits | 15.2 | 16.6 | 11.8 | 11.9 | 12.5 |
| 5-8 Visits | 29.8 | 27.8 | 26.4 | 14.6 | 17.9 |
| ≥9 Visits | 37.4 | 27.8 | 47.6 | 9.9 | 16.6 |
| Had primary care visit, by year after new diabetes diagnosis, % | |||||
| Year 1 | 98.2 | 97.1 | 98.2 | 98.1 | 98.1 |
| Year 2 | 94.1 | 91.3 | 94.5 | 85.7 | 87.6 |
| Year 3 | 92.3 | 88.6 | 92.7 | 83.7 | 85.6 |
| Year 4 | 91.3 | 87.9 | 91.7 | 82.1 | 84.2 |
| Year 5 | 90.2 | 86.9 | 90.4 | 80.8 | 82.9 |
| Year 6 | 88.8 | 85.8 | 89.4 | 79.9 | 81.9 |
| Year 7 | 88.0 | 84.9 | 88.7 | 66.9 | 81.2 |
| Diagnosed comorbidities, % | |||||
| Pulmonary circulation disorder | 0.7 | 0.6 | 0.5 | 0.2 | 0.3 |
| Hypertension | 66.5 | 63.4 | 65.7 | 33.9 | 41.4 |
| Paralysis | 1.3 | 0.9 | 1.2 | 0.4 | 0.6 |
| Other neurologic disorder | 5.0 | 2.8 | 6.0 | 1.1 | 2.0 |
| Chronic obstructive pulmonary disease | 22.5 | 19.9 | 26.1 | 8.2 | 11.7 |
| Hypothyroidism | 7.2 | 3.2 | 4.9 | 2.8 | 3.7 |
| Liver disease | 2.9 | 10.8 | 11.6 | 0.8 | 1.9 |
| Chronic peptic ulcer | 2.1 | 1.8 | 2.5 | 0.7 | 1.0 |
| Solid tumor without metastases | 10.5 | 8.1 | 7.5 | 5.5 | 6.5 |
| Rheumatoid arthritis | 2.2 | 1.1 | 1.5 | 0.9 | 1.1 |
| Coagulopathy | 1.9 | 2.4 | 2.8 | 0.9 | 1.2 |
| Fluid and electrolyte disorders | 4.1 | 5.0 | 6.7 | 1.3 | 2.1 |
| Blood loss anemia | 0.1 | 0.2 | 0.2 | <0.1 | <0.1 |
| Deficiency anemia | 6.3 | 7.1 | 8.1 | 2.4 | 3.4 |
| Obesity | 32.9 | 25.0 | 30.0 | 13.0 | 17.3 |
| Tobacco use disorder | 22.1 | 43.7 | 50.0 | 7.1 | 12.4 |
Abbreviations: MH, mental health; SU, substance use.
On the date of index diabetes diagnosis.
During the 2-year period before the index diabetes diagnosis date.
Death during the 7-year observation period after the date of initial diabetes diagnosis.
See eFigure 2 in the Supplement for the numbers of patients used to calculate the percentages.
Distribution of Diabetes Complications Over the Course of 9 Years, by MH or SU Disorder Group
| Diabetes Complication Category | Weight | MH Disorder Only (n = 20 032) | SU Disorder Only (n = 2800) | MH and SU Disorder (n = 5801) | No MH or SU Disorder (n = 94 359) | Total (N = 122 992) |
|---|---|---|---|---|---|---|
| Cardiovascular, % | ||||||
| Any | 49.7 | 44.1 | 43.9 | 49.6 | 49.2 | |
| Mild | 1 | 41.4 | 33.6 | 35.0 | 40.9 | 40.5 |
| Severe | 2 | 28.7 | 28.0 | 26.7 | 28.4 | 28.4 |
| Neuropathy, % | 1 | 44.0 | 38.3 | 44.8 | 34.4 | 36.6 |
| Retinopathy, % | ||||||
| Any | 25.5 | 28.6 | 26.5 | 30.3 | 29.3 | |
| Mild | 1 | 17.8 | 22.2 | 18.1 | 24.6 | 23.2 |
| Severe | 2 | 10.7 | 10.5 | 11.2 | 10.7 | 10.7 |
| Nephropathy, % | ||||||
| Any | 16.5 | 15.9 | 15.7 | 20.3 | 19.4 | |
| Mild | 1 | 16.5 | 15.9 | 15.7 | 20.3 | 19.4 |
| Severe | 2 | 14.5 | 14.1 | 13.6 | 17.9 | 17.0 |
| Peripheral vascular disease, % | ||||||
| Any | 16.6 | 21.6 | 19.5 | 16.9 | 17.1 | |
| Mild | 1 | 13.7 | 17.5 | 15.5 | 13.9 | 14.1 |
| Severe | 2 | 5.2 | 9.2 | 7.4 | 6.1 | 6.1 |
| Cerebrovascular, % | ||||||
| Any | 17.4 | 15.7 | 15.1 | 14.7 | 15.2 | |
| Mild | 1 | 5.1 | 3.4 | 4.3 | 3.4 | 3.7 |
| Severe | 2 | 14.9 | 14.0 | 13.1 | 13.0 | 13.3 |
| Metabolic, % | 2 | 0.9 | 2.9 | 2.0 | 0.9 | 1.0 |
Abbreviations: MH, mental health; SU, substance use.
Note that the 9-year period of data analyzed for complications includes 2 years before a patient’s new diabetes diagnosis and 7 years of follow-up. Tests of independent proportions were used to identify significant differences in proportion of complications across mental and substance use disorder categories (P < .001 for all complication categories).
The weight listed is how much a diagnosis from each complication category contributes to a patient’s overall Diabetes Complication Severity Index score.
Unstandardized Estimates From Mixed-Effects Regression Estimating Longitudinal Diabetes Complication Severity Index Scores
| Variable | Model A, Unconditional | Model B, Conditional, Unadjusted | Model C, Conditional, Adjusted | |||
|---|---|---|---|---|---|---|
| Estimate (95% CI) | Estimate (95% CI) | Estimate (95% CI) | ||||
| Intercept | 0.84 (0.82 to 0.87) | <.001 | 0.84 (0.82 to 0.86) | <.001 | −0.31 (−0.35 to −0.27) | <.001 |
| MH or SU disorder status (reference: none) | ||||||
| MH disorder only | NA | NA | 0.01 (−0.01 to 0.03) | .32 | 0.02 (−0.004 to 0.03) | .12 |
| SU disorder only | NA | NA | −0.08 (−0.13 to −0.04) | .001 | −0.09 (−0.13 to −0.04) | <.001 |
| MH and SU disorder | NA | NA | −0.04 (−0.07 to −0.01) | .01 | −0.13 (−0.16 to −0.09) | <.001 |
| Time, y | 0.08 (0.08 to 0.09) | <.001 | 0.11 (0.10 to 0.11) | <.001 | 0.10 (0.10 to 0.11) | <.001 |
| Time, y2 | −0.002 (−0.002 to −0.001) | <.001 | −0.004 (−0.004 to −0.003) | <.001 | −0.003 (−0.004 to −0.003) | <.001 |
| Interaction: time × MH or SU disorder (reference: none) | ||||||
| MH disorder only | NA | NA | −0.08 (−0.09 to −0.07) | <.001 | −0.07 (−0.08 to −0.06) | <.001 |
| SU disorder only | NA | NA | −0.05 (−0.07 to −0.03) | <.001 | −0.04 (−0.07 to −0.02) | <.001 |
| MH and SU disorder | NA | NA | −0.10 (−0.12 to −0.08) | <.001 | −0.09 (−0.11 to −0.08) | <.001 |
| Interaction: time2 × MH or SU disorder (reference: none) | ||||||
| MH disorder only | NA | NA | 0.007 (0.006 to 0.008) | <.001 | 0.006 (0.005 to 0.008) | <.001 |
| SU disorder only | NA | NA | 0.005 (0.002 to 0.008) | .001 | 0.005 (0.001 to 0.008) | .004 |
| MH and SU disorder | NA | NA | 0.009 (0.007 to 0.011) | <.001 | 0.008 (0.006 to 0.011) | <.001 |
| Primary care visits, before diabetes diagnosis (reference: no visit) | ||||||
| 1-2 Visits | NA | NA | NA | NA | −0.41 (−0.43 to −0.39) | <.001 |
| 3-4 Visits | NA | NA | NA | NA | −0.50 (−0.52 to −0.48) | <.001 |
| 5-8 Visits | NA | NA | NA | NA | −0.39 (−0.41 to −0.37) | <.001 |
| ≥9 Visits | NA | NA | NA | NA | −0.15 (−0.17 to −0.12) | <.001 |
Abbreviations: MH, mental health; NA, not applicable; SU, substance use.
Unstandardized estimates are in units of a Diabetes Complication Severity Index score, with a 1-point difference representing approximately 1 mild-severity diabetes complication or the difference between a mild and severe complication (ie, a higher score indicates a higher overall severity of diabetes complications).
See eTable 5 in the Supplement for unstandardized estimates of variables used to adjust multivariable model C. Model A was an unconditional mixed-effects regression model. Model B was conditional on the MH or SU disorder diagnosis status of patients in the 2-year period before their index diabetes diagnosis date. Model C was conditional on the MH or SU disorder status of patients in the 2-year period before their index diabetes diagnosis date and adjusted for age, race/ethnicity, marital status, homelessness status, location of residence (urban vs rural or highly rural), medical comorbidities, and primary care and inpatient medical care utilization.
Figure. Estimated and Extrapolated Trajectories of Diabetes Complication Severity Index (DCSI) Scores After a New Diabetes Diagnosis
Estimated longitudinal trajectories of DCSI score are shown by mental health (MH) or substance use (SU) disorder status, after adjusting for sociodemographic characteristics and health care utilization (ie, model C, Table 3; eTable 5 in the Supplement). Estimated trajectories were calculated for an illustrative composite patient whose index diabetes diagnosis was made at age 60 years. Circles and solid lines represent DCSI score trajectories, where DCSI ranges from 0 to 13 and a higher DCSI score indicates more-severe diabetes complications, based on observed data. Diamonds and dashed lines represent extrapolated estimated trajectories beyond the end of this study’s observation period to illustrate the implications of estimated trajectories 13 years after a new diabetes diagnosis. Although DCSI scores are more favorable for patients with MH or SU disorders than for patients without MH or SU disorders in the early years after a new diabetes diagnosis, this association is estimated to reverse within 10 to 12 years after diabetes is first diagnosed.