| Literature DB >> 25193529 |
Christina E Hugenschmidt1, James F Lovato2, Walter T Ambrosius2, R Nick Bryan3, Hertzel C Gerstein4, Karen R Horowitz5, Lenore J Launer6, Ronald M Lazar7, Anne M Murray8, Emily Y Chew9, Ronald P Danis10, Jeff D Williamson11, Michael E Miller2, Jingzhong Ding11.
Abstract
OBJECTIVE: Longitudinal evidence linking diabetic retinopathy with changes in brain structure and cognition is sparse. We used data from the Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial to determine whether diabetic retinopathy at baseline predicted changes in brain structure or cognition 40 months later. RESEARCH DESIGN AND METHODS: Participants from the ACCORD-MIND and ACCORD-Eye substudies were included in analyses of cognition (n = 1,862) and MRI-derived brain variables (n = 432). Retinopathy was categorized as none, mild nonproliferative, or moderate/severe. Tests of cognition included the Mini-Mental State Examination (MMSE), Digit Symbol Substitution Test (DSST), Rey Auditory Verbal Learning Test, and Stroop test. Primary brain outcomes were gray matter and abnormal white matter volumes.Entities:
Mesh:
Year: 2014 PMID: 25193529 PMCID: PMC4237980 DOI: 10.2337/dc14-0502
Source DB: PubMed Journal: Diabetes Care ISSN: 0149-5992 Impact factor: 19.112
Figure 1Diagram of subject selection for the current analysis.
Cognition-related characteristics of the current study population (participating in both the ACCORD-MIND and ACCORD-Eye substudies)
| Characteristics | ACCORD-MIND/Eye study | Eligible for ACCORD-MIND/Eye ( | ||
|---|---|---|---|---|
| Total ( | Without MRI ( | With MRI ( | ||
| Age, years | 62.3 ± 5.7 | 62.2 ± 5.8 | 62.4 ± 5.6 | 61.9 ± 7.0 |
| Female sex | 817 (43.9) | 647 (45.2) | 170 (39.4) | 3092 (44.4) |
| Education | ||||
| <High school | 220 (11.8) | 189 (13.2) | 31 (7.2) | 1,120 (16.1%) |
| High school graduate/GED | 444 (23.8) | 347 (24.3) | 97 (22.5) | 1,855 (26.6%) |
| Some college/technical school | 678 (36.4) | 522 (36.5) | 156 (36.1) | 2,130 (30.6%) |
| College graduate or higher | 520 (27.9) | 372 (26.0) | 148 (34.3) | 1,857 (26.7) |
| Race/ethnicity | ||||
| African American | 300 (16.1) | 233 (16.3) | 67 (15.5) | 1,189 (17.1) |
| White | 1,350 (72.5) | 1,034 (72.3) | 316 (73.1) | 4,195 (60.2) |
| Hispanic | 118 (6.3) | 91 (6.4) | 27 (6.3) | 529 (7.6) |
| Other | 94 (5.0) | 72 (5.0) | 22 (5.1) | 1,055 (15.1) |
| Network | ||||
| Canada | 235 (12.6) | 235 (16.4) | 0 (0.0) | 1,273 (18.3) |
| Western U.S. | 351 (18.9) | 351 (24.5) | 0 (0.0) | 1,392 (20.0) |
| Minnesota/Iowa | 414 (22.2) | 214 (15.0) | 200 (46.3) | 827 (11.9) |
| Ohio/Michigan | 264 (14.2) | 188 (13.1) | 76 (17.6) | 1,308 (18.8) |
| Northeastern U.S. | 194 (10.4) | 137 (9.6) | 57 (13.2) | 1,027 (14.7) |
| Southeastern U.S. | 404 (21.7) | 305 (21.3) | 99 (22.9) | 1,141 (16.4) |
| Smoking status | ||||
| Never | 812 (43.6) | 622 (43.5) | 190 (44.0) | 3,103 (44.6) |
| Former | 831 (44.6) | 649 (45.4) | 182 (42.1) | 2,898 (41.6) |
| Current | 219 (11.8) | 159 (11.1) | 60 (13.9) | 957 (13.8) |
| Systolic blood pressure | 135.1 ± 17.6 | 135.1 ± 17.5 | 135.0 ± 17.9 | 137.3 ± 17.1 |
| Antihypertensive medications | 1,579 (84.8) | 1,209 (84.5) | 370 (85.6) | 5,870 (84.2) |
| Duration of diabetes | 9.7 ± 6.8 | 9.9 ± 6.9 | 9.3 ± 6.4 | 11.0 ± 7.8 |
| HbA1c (mmol/mol) | 67.2 ± 10.9 | 67.2 ± 12.0 | 65.0 ± 9.8 | 67.2 ± 12.0 |
| HbA1c (%) | 8.3 ± 1.0 | 8.3 ± 1.1 | 8.1 ± 0.09 | 8.3 ± 1.1 |
| Triglycerides | 193.5 ± 150.0 | 193.4 ± 155.0 | 194.0 ± 132.1 | 192.1 ± 152.6 |
| HDL cholesterol | ||||
| Women | 47.2 ± 12.0 | 46.9 ± 12.0 | 48.2 ± 12.2 | 47.0 ± 12.7 |
| Men | 38.8 ± 9.3 | 38.5 ± 9.3 | 39.8 ± 9.2 | 38.6 ± 9.7 |
| Visual acuity | 75.7 ± 10.1 | 75.5 ± 10.3 | 76.4 ± 9.4 | 72.9 ± 12.8 |
| Depression (PHQ score >10) | 267 (14.3) | 216 (15.1) | 51 (11.8) | |
| Baseline DSST | 54.4 ± 15.6 | 54.1 ± 15.5 | 55.1 ± 15.7 | |
| Baseline RAVLT | 7.5 ± 2.4 | 7.6 ± 2.5 | 7.5 ± 2.4 | |
| Baseline Stroop | 30.2 ± 16.2 | 31.2 ± 15.2 | 30.2 ± 16.2 | |
| Baseline MMSE | 27.6 ± 2.4 | 27.5 ± 2.5 | 27.9 ± 2.2 | |
Data presented are mean ± SD or n (%).
75 Letters is a visual acuity of 20/30. GED, General Educational Development; PHQ, Patient Health Questionnaire.
Cross-sectional association of diabetic retinopathy with cognitive function and brain volumes
| MMSE | DSST | RAVLT summary score | Stroop | |||||
|---|---|---|---|---|---|---|---|---|
| Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | |||||
| Model 1 | ||||||||
| None | 26.7 (26.5–27.0) | 0.38 | 47.8 (46.4–49.1) | 0.03 | 7.3 (7.1–7.6) | 0.13 | 31.7 (30.1–33.3) | 0.29 |
| Mild NPDR | 26.7 (26.3–27.0) | 48.1 (46.3–49.9) | 7.1 (6.8–7.4) | 32.5 (30.4–34.6) | ||||
| Moderate and severe NPDR, PDR | 26.6 (26.3–26.9) | 46.2 (44.7–47.7) | 7.1 (6.8–7.4) | 32.9 (31.1–34.6) | ||||
| Model 2 | ||||||||
| None | 26.7 (26.4–27.1) | 0.50 | 48.3 (46.3–50.3) | 0.65 | 7.5 (7.1–7.8) | 0.35 | 31.8 (29.5–34.1) | 0.66 |
| Mild NPDR | 26.7 (26.2–27.0) | 49.0 (46.7–51.3) | 7.3 (6.9–7.7) | 32.6 (29.9–35.3) | ||||
| Moderate and severe NPDR, PDR | 26.6 (26.2–27.0) | 48.2 (46.0–50.3) | 7.3 (6.9–7.7) | 32.4 (29.8–34.9) | ||||
The P values represent a test for overall equality of means.
Model 1 includes the variables age, sex, ethnicity, education, smoking, and geographic region.
Model 2 includes the model 1 variables as well as diabetes duration, HbA1c, HDL, triglycerides, systolic blood pressure, use of antihypertensive medication, depression, alcohol use, neuropathy, and visual acuity. PDR, proliferative diabetic retinopathy.
Cross-sectional association of diabetic retinopathy with brain volumes
| Total brain volume | Gray matter volume | White matter volume | Abnormal white matter | |||||
|---|---|---|---|---|---|---|---|---|
| Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | |||||
| Model 1 | ||||||||
| None | 935 (932–938) | 0.10 | 470 (467–474) | 0.02 | 464 (462–468) | 0.48 | 0.81 (0.70–0.93) | 0.01 |
| Mild NPDR | 936 (929–941) | 467 (461–474) | 467 (462–473) | 1.04 (0.79–1.35) | ||||
| Moderate and severe NPDR, PDR | 929 (924–934) | 462 (457–467) | 467 (463–471) | 1.16 (0.94–1.43) | ||||
| Model 2 | ||||||||
| None | 934 (931–938) | 0.18 | 470 (467–474) | 0.02 | 464 (461–467) | 0.50 | 0.86 (0.74 –1.00) | 0.40 |
| Mild NPDR | 933 (927–939) | 466 (459–472) | 467 (461–472) | 0.97 (0.74–1.25) | ||||
| Moderate and severe NPDR, PDR | 928 (923–933) | 461 (456–466) | 467 (462–472) | 1.04 (0.83–1.31) | ||||
The P values represent a test for overall equality of means.
Model 1 includes the variables ICV, age, sex, ethnicity, education, smoking, and geographic region.
Model 2 includes the model 1 variables as well as diabetes duration, HbA1c, HDL, triglycerides, systolic blood pressure, use of antihypertensive medication, depression, alcohol use, and neuropathy. PDR, proliferative diabetic retinopathy.
Longitudinal association of diabetic retinopathy at baseline with change in cognitive function
| MMSE | DSST | RAVLT summary score | Stroop | |||||
|---|---|---|---|---|---|---|---|---|
| Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | |||||
| 20-Month change | ||||||||
| Model 1 | ||||||||
| None | −0.03 (−0.18 to 0.11) | 0.42 | −1.14 (−1.65 to −0.63) | 0.51 | 0.39 (0.27–0.51) | 0.71 | −0.80 (−1.68 to −0.08) | 0.86 |
| Mild NPDR | −0.17 (−0.43 to 0.08) | −1.11 (−2.01 to −0.21) | 0.29 (0.08–0.50) | −0.42 (−1.98 to 1.15) | ||||
| Moderate and severe NPDR, PDR | −0.18 (−0.37 to 0.02) | −1.62 (−2.32 to −0.93) | 0.39 (0.23–0.56) | −0.44 (−1.64 to 0.76) | ||||
| Model 2 | ||||||||
| None | −0.02 (−0.17 to 0.14) | 0.45 | −1.14 (−1.66 to −0.57) | 0.59 | 0.35 (0.23–0.48) | 0.42 | −0.70 (−1.65 to 0.26) | 0.93 |
| Mild NPDR | −0.14 (−0.41 to 0.12) | −1.12 (−2.07 to −0.22) | 0.27 (0.05–0.48) | −0.42 (−2.04 to 1.20) | ||||
| Moderate and severe NPDR, PDR | −0.19 (−0.40 to 0.03) | −1.61 (−2.37 to −0.85) | 0.45 (0.27–0.63) | −0.83 (−2.15 to 0.50) | ||||
| 40-Month change | ||||||||
| Model 1 | ||||||||
| None | −0.20 (−0.35 to −0.05) | 0.04 | −1.30 (−1.82 to −0.78) | 0.003 | 0.45 (0.33–0.57) | 0.41 | −0.39 (−1.28 to 0.51) | 0.65 |
| Mild NPDR | −0.54 (−0.80 to −0.28) | −1.76 (−2.67 to −0.84) | 0.41 (0.20–0.62) | −0.08 (−1.67 to 1.51) | ||||
| Moderate and severe NPDR, PDR | −0.41 (−0.61 to −0.21) | −2.81 (−3.52 to −2.11) | 0.57 (0.41–0.73) | 0.33 (−0.89 to 1.55) | ||||
| Model 2 | ||||||||
| None | −0.20 (−0.35 to −0.04) | 0.04 | −1.30 (−1.86 to −0.75) | 0.01 | 0.41 (0.28–0.54) | 0.19 | −0.29 (−1.27 to 0.67) | 0.89 |
| Mild NPDR | −0.57 (−0.84 to −0.31) | −1.84 (−2.78 to −0.89) | 0.39 (0.18–0.61) | 0.01 (−1.64 to 1.65) | ||||
| Moderate and severe NPDR, PDR | −0.42 (−0.64 to −0.20) | −2.89 (−3.67 to −2.12) | 0.61 (0.43–0.79) | 0.11 (−1.24 to 1.46) | ||||
The P values represent an overall test for equality of means.
Model 1 includes the variables age, sex, ethnicity, education, smoking, geographic region, and treatment assignment.
Model 2 includes model 1 variables as well as diabetes duration, HbA1c, HDL, triglycerides, systolic blood pressure, use of antihypertensive medication, depression, alcohol use, neuropathy, and visual acuity. PDR, proliferative diabetic retinopathy.
Longitudinal association of diabetic retinopathy at baseline with change in brain volumes
| Total brain volume | Gray matter volume | White matter volume | Abnormal white matter | |||||
|---|---|---|---|---|---|---|---|---|
| Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | Adjusted mean (95% CI) | |||||
| Model 1 | ||||||||
| None | −14.85 (−17.03 to −12.67) | 0.30 | −19.21 (−22.07 to −16.35) | 0.75 | 4.40 (1.52–7.28) | 0.83 | 1.93 (1.80–2.06) | 0.05 |
| Mild NPDR | −18.11 (−22.32 to −13.91) | −21.54 (−27.02 to −16.07) | 3.33 (−2.18 to 8.84) | 1.61 (1.41–1.83) | ||||
| Moderate and severe NPDR, PDR | −17.02 (−20.26 to −13.79) | −20.11 (−24.35 to −15.88) | 2.89 (−1.37 to 7.16) | 1.79 (1.62–1.98) | ||||
| Model 2 | ||||||||
| None | −14.66 (−17.02 to −12.31) | 0.25 | −19.79 (−22.88 to −16.70) | 0.91 | 5.13 (1.98–8.28) | 0.49 | 1.93 (1.80–2.10) | 0.06 |
| Mild NPDR | −18.24 (−22.56 to −13.93) | −20.93 (−26.61 to −15.26) | 2.69 (−3.09 to 847) | 1.61 (1.41–1.85) | ||||
| Moderate and severe NPDR, PDR | −17.60 (−21.17 to −14.03) | −19.28 (−23.97 to −14.59) | 1.67 (−3.10 to 6.45) | 1.79 (1.60–2.00) | ||||
The P values represent an overall test for equality of means.
Model 1 includes the variables ICV, age, sex, ethnicity, education, smoking, geographic region, and treatment assignment.
Model 2 includes the model 1 variables as well as diabetes duration, HbA1c, HDL, triglycerides, systolic blood pressure, use of antihypertensive medication, depression, alcohol use, and neuropathy. PDR, proliferative diabetic retinopathy.