| Literature DB >> 33614900 |
Bo Zhou1,2, Julie Zissimopoulos1,3, Hasan Nadeem4, Matthew A Crane5, Dana Goldman1,2,3, John A Romley1,2,3.
Abstract
INTRODUCTION: Recent developments suggest that insulin-sensitizing agents used to treat type II diabetes (T2DM) may also prove useful in reducing the risk of Alzheimer's disease (AD). The objective of this study is to analyze the association between exenatide use among Medicare beneficiaries with T2DM and the incidence of AD.Entities:
Keywords: Alzheimer's disease incidence; diabetes; exenatide; prevention
Year: 2021 PMID: 33614900 PMCID: PMC7882542 DOI: 10.1002/trc2.12139
Source DB: PubMed Journal: Alzheimers Dement (N Y) ISSN: 2352-8737
Descriptive statistics of study population by exenatide use
| Characteristic | Full sample (N = 342 426) | Non‐user (N = 338110 | Non‐intensive user (N = 2 186) | Intensive user (N = 2 130) |
|
|---|---|---|---|---|---|
| Number of 30‐day exenatide claims | 0.118 (1.34) | — | 3.16 (1.97) | 15.7 (5.31) | — |
| Incident Alzheimer's disease diagnosis (%) | 7.88 | 7.92 | 5.31 | 4.13 | <0.001 |
| Mean age (years) | 74.2 (6.0) | 74.2 (6.0) | 70.6 (4.1) | 70.7 (4.3) | <0.001 |
| Male (%) | 35.4 | 35.4 | 37.1 | 38.0 | 0.010 |
| Race, White (%) | 76.3 | 76.2 | 85.8 | 87.6 | <0.001 |
| Incidence year of diabetes | |||||
| 2002 or earlier (%) | 41.9 | 41.7 | 53.8 | 55.0 | <0.001 |
| 2003 (%) | 14.6 | 14.6 | 13.8 | 13.1 | 0.060 |
| 2004 (%) | 14.5 | 14.6 | 13.4 | 13.0 | 0.028 |
| 2005 (%) | 15.5 | 15.5 | 12.9 | 13.6 | <0.001 |
| 2006 (%) | 13.4 | 13.5 | 6.0 | 5.4 | <0.001 |
| Dual eligible/received LIS (%) | 35.0 | 35.1 | 26.7 | 29.9 | <0.001 |
| Social economic status (zip level): | |||||
| Median household income (thousands), mean (SD) | 54.2 (22.5) | 13.548 | 55.3 (23.5) | 55.7 (22.8) | 0.001 |
| High school graduates (%), mean (SD) | 57.9 (12.1) | 35.102 | 58.5 (11.7) | 58.4 (12.3) | 0.009 |
| Foreign born (%), mean (SD) | 12.2 (13.7) | 12.2 (13.7) | 10.4 (11.7) | 10.8 (12.4) | <0.001 |
| Owner occupied housing (%), mean (SD) | 67.4 (16.7) | 67.4 (16.7) | 69.6 | 68.7 | <0.001 |
| Comorbidities (%): | |||||
| Acute myocardial infarction | 5.30 | 5.30 | 5.58 | 4.23 | 0.041 |
| Anemia | 60.2 | 60.2 | 60.2 | 57.9 | 0.107 |
| Asthma | 13.7 | 13.7 | 17.7 | 14.6 | <0.001 |
| Atrial fibrillation | 13.9 | 13.9 | 13.7 | 14.2 | 0.876 |
| Benign prostate hyperplasia | 17.0 | 17.0 | 16.3 | 16.2 | 0.395 |
| Cancer, breast | 5.78 | 5.79 | 5.44 | 5.07 | 0.253 |
| Cancer, colorectal | 3.39 | 3.40 | 2.65 | 2.58 | 0.006 |
| Cancer, endometrial | 1.03 | 1.03 | 1.05 | 0.94 | 0.904 |
| Cancer, lung | 0.88 | 0.89 | 0.41 | 0.85 | 0.003 |
| Cancer, prostate | 5.07 | 5.08 | 5.08 | 4.41 | 0.329 |
| Cataracts | 74.8 | 74.8 | 71.3 | 70.7 | <0.001 |
| Chronic kidney disease | 21.9 | 21.8 | 33.2 | 31.4 | <0.001 |
| Chronic obstructive pulmonary disease | 26.8 | 26.8 | 28.1 | 22.9 | <0.001 |
| Congestive heart failure | 34 | 33.9 | 39.8 | 38.7 | <0.001 |
| Depression | 26.6 | 26.5 | 33 | 27.7 | <0.001 |
| Glaucoma | 27.2 | 27.2 | 26 | 27.2 | 0.437 |
| Hip fracture | 2.60 | 2.62 | 1.42 | 1.03 | <0.001 |
| Hyperlipidemia | 90.4 | 90.4 | 97.3 | 96.5 | <0.001 |
| Hypertension | 93.8 | 93.8 | 98 | 97.6 | <0.001 |
| Hypothyroidism | 22.5 | 22.4 | 24.1 | 25.4 | 0.002 |
| Ischemic heart disease | 61.4 | 61.4 | 67.4 | 63.5 | <0.001 |
| Osteoporosis | 22.6 | 22.7 | 15.7 | 16 | <0.001 |
| Rheumatoid arthritis | 60.7 | 60.7 | 63.6 | 61.4 | 0.015 |
| Stroke/transient ischemic attack | 15.8 | 15.9 | 13.6 | 12.8 | <0.001 |
| Other drug use (%): | |||||
| ACE inhibitors | 47.8 | 47.7 | 58.3 | 56.1 | <0.001 |
| ARBs | 28.9 | 28.7 | 42.2 | 41.9 | <0.001 |
| β2AR agonists | 13.4 | 13.3 | 17.8 | 15.4 | <0.001 |
| Beta blockers | 47.9 | 47.8 | 56.2 | 52.5 | <0.001 |
| Ca2+ channel blockers | 36.3 | 36.2 | 38.8 | 37 | 0.038 |
| DPP‐4 inhibitors | 4.50 | 4.35 | 23.3 | 13.6 | <0.001 |
| Insulin | 37.7 | 37.1 | 82.9 | 76.4 | <0.001 |
| Loop diuretics | 23.4 | 23.3 | 40.8 | 34.2 | <0.001 |
| Metformin | 34.6 | 34.2 | 74 | 70.7 | <0.001 |
| Statins | 61.0 | 60.8 | 70.9 | 74.5 | <0.001 |
| Thiazide diuretics | 34.9 | 34.8 | 43.4 | 40.9 | <0.001 |
| Thiazolidinediones | 18.3 | 17.9 | 51.2 | 44.9 | <0.001 |
Note: Intensive use defined my median days supplied among users (210).
Abbreviations: ACE, angiotensin‐converting‐enzyme; ARB, angiotensin‐receptor blockers; LIS, low‐income subsidy; SD, standard deviation.
Multivariate logistic regression of Alzheimer's disease incidence on exenatide use
| Specification | Unadjusted (N = 342,426) | Adjusted (N = 342,426) |
|---|---|---|
| Odds ratio (95% CI) | ||
| Constant | 0.086*** (0.085–0.087) | 0.243*** (0.145–0.407) |
| # of 30‐day claims | 0.954*** (0.941–0.967) | 0.976*** (0.963–0.989) |
| Age 70–74 | – | 1.423*** (1.362–1.487) |
| Age 75–79 | – | 2.207*** (2.112–2.306) |
| Age 80–84 | – | 3.157*** (3.014–3.307) |
| Age 85 and above | – | 3.765*** (3.566–3.975) |
| Male | – | 0.877*** (0.839–0.916) |
| Race, Black | – | 1.263*** (1.207–1.322) |
| Race, Asian | – | 0.804*** (0.749–0.863) |
| Race, Hispanic | – | 1.175*** (1.121–1.232) |
| Race, other | – | 0.868** (0.776–0.971) |
| Dual eligible/Received LIS | – | 1.376*** (1.336–1.417) |
| Social economic status (zip level): | ||
| Median household income (log) | – | 0.815*** (0.778–0.853) |
| High school graduates (%) | – | 0.648*** (0.562–0.748) |
| Foreign born (%) | – | 1.315*** (1.161–1.488) |
| Owner occupied housing (%) | – | 1.231*** (1.106–1.370) |
| Incidence year of diabetes | ||
| 2003 | – | 1.005 (0.966–1.046) |
| 2004 | – | 0.962* (0.923–1.003) |
| 2005 | – | 0.925*** (0.886–0.966) |
| 2006 | – | 0.898*** (0.858–0.939) |
| Comorbidities: | ||
| Acute myocardial infarction | – | 0.928*** (0.878–0.982) |
| Anemia | – | 1.180*** (1.145–1.216) |
| Asthma | – | 0.948*** (0.911–0.986) |
| Atrial fibrillation | – | 0.965* (0.930–1.001) |
| Benign prostate hyperplasia | – | 1.070*** (1.019–1.124) |
| Cancer, breast | – | 0.917*** (0.869–0.967) |
| Cancer, colorectal | – | 0.959 (0.897–1.026) |
| Cancer, endometrial | – | 0.908 (0.802–1.027) |
| Cancer, lung | – | 0.959 (0.840–1.094) |
| Cancer, prostate | – | 0.988 (0.926–1.055) |
| Cataracts | – | 1.01 (0.978–1.044) |
| Chronic kidney disease | – | 1.038** (1.007–1.071) |
| Chronic obstructive pulmonary disease | – | 1.107*** (1.074–1.142) |
| Congestive heart failure | – | 1.093*** (1.060–1.128) |
| Depression | – | 1.866*** (1.815–1.918) |
| Glaucoma | – | 1.009 (0.981–1.038) |
| Hip fracture | – | 1.274*** (1.198–1.356) |
| Hyperlipidemia | – | 0.906*** (0.865–0.949) |
| Hypertension | – | 1.099*** (1.029–1.174) |
| Hypothyroidism | – | 1.014 (0.984–1.045) |
| Ischemic heart disease | – | 1.119*** (1.084–1.155) |
| Osteoporosis | – | 1.125*** (1.091–1.160) |
| Rheumatoid arthritis | – | 1.107*** (1.075–1.140) |
| Stroke/transient ischemic attack | – | 1.515*** (1.469–1.561) |
| Other drug use (%): | ||
| ACE inhibitors | – | 1.006 (0.978–1.035) |
| ARBs | – | 0.914*** (0.885–0.943) |
| β2AR agonists | – | 0.961* (0.923–1.001) |
| Beta blockers | – | 0.908*** (0.883–0.934) |
| Ca2+ channel blockers | – | 0.958*** (0.932–0.985) |
| DPP‐4 inhibitors | – | 0.956 (0.895–1.021) |
| Insulin | – | 1.123*** (1.088–1.159) |
| Loop diuretics | – | 0.949*** (0.919–0.981) |
| Metformin | – | 0.963** (0.934–0.994) |
| Statins | – | 1.007 (0.978–1.036) |
| Thiazide diuretics | – | 0.913*** (0.887–0.941) |
| Thiazolidinediones | – | 0.944*** (0.910–0.980) |
| Pseudo R‐squared | 0.0003 | 0.071 |
Notes: Statistical significance is defined at the *10% level, **5% level, and ***1% level.
Abbreviations: ACE, angiotensin‐converting‐enzyme; ARB, angiotensin‐receptor blockers; CI, confidence interval; LIS, low‐income subsidy; SD, standard deviation.
FIGURE 1Predicted incidence of Alzheimer's disease by number of 30‐day claims. AD, Alzheimer's disease; CI, confidence interval
Instrumental variable analyses of exenatide use
| Specification | Probit | 2SRI (logit outcome) |
|---|---|---|
| Constant | –0.848*** (–1.112–0.583) | 0.239*** (0.141–0.405) |
| # of 30‐day claims | 0.0320 (‐0.0404–0.104) | 1.052 (0.904‐1.223) |
| Age 70–74 | 0.168*** (0.147–0.190) | 1.428*** (1.363–1.496) |
| Age 75–79 | 0.390*** (0.368–0.413) | 2.224*** (2.116–2.337) |
| Age 80–84 | 0.582*** (0.557–0.608) | 3.199*** (3.030–3.377) |
| Age 85 and above | 0.680*** (0.651–0.709) | 3.812*** (3.585–4.052) |
| Male | –0.0567*** (–0.0779–0.0355) | 0.881*** (0.842–0.921) |
| Race, Black | 0.124*** (0.0994–0.148) | 1.273*** (1.213–1.336) |
| Race, Asian | –0.102*** (–0.138–0.0653) | 0.818*** (0.760–0.880) |
| Race, Hispanic | 0.0904*** (0.0651–0.116) | 1.189*** (1.131–1.250) |
| Race, other | –0.0596** (–0.115–0.00394) | 0.879** (0.784–0.985) |
| Dual eligible/received LIS | 0.153*** (0.138–0.169) | 1.350*** (1.309–1.392) |
| Social economic status (zip level): | ||
| Median household income (log) | –0.105*** (‐0.129–0.0814) | 0.816*** (0.778–0.855) |
| High school graduates (%) | ‐=0.215*** (‐0.288–0.142) | 0.662*** (0.572–0.766) |
| Foreign born (%) | 0.142*** (0.0781–0.207) | 1.326*** (1.169–1.504) |
| Owner occupied housing (%) | 0.109*** (0.0543–0.164) | 1.230*** (1.103–1.373) |
| Incidence year of diabetes | ||
| 2003 | 0.00449 (–0.0156–0.0246) | 1.006 (0.967–1.048) |
| 2004 | –0.0207* (–0.0417–0.000398) | 0.961* (0.921–1.002) |
| 2005 | –0.0364*** (–0.0578–0.0150) | 0.926*** (0.886–0.967) |
| 2006 | –0.0533*** (–0.0761–0.0304) | 0.900*** (0.859–0.942) |
| Comorbidities: | ||
| Acute myocardial infarction | –0.0347** (–0.0635–0.00582) | 0.934** (0.882–0.989) |
| Anemia | 0.0792*** (0.0642–0.0943) | 1.180*** (1.144–1.217) |
| Asthma | –0.0264** (–0.0466–0.00609) | 0.948*** (0.910–0.987) |
| Atrial fibrillation | –0.0160* (–0.0350–0.00299) | 0.967* (0.932–1.005) |
| Benign prostate hyperplasia | 0.0293** (0.00552–0.0532) | 1.067*** (1.015–1.122) |
| Cancer, breast | –0.0426*** (–0.0698–0.0154) | 0.918*** (0.869–0.969) |
| Cancer, colorectal | –0.0193 (–0.0535–0.0150) | 0.964 (0.901–1.032) |
| Cancer, endometrial | –0.0486 (–0.111–0.0142) | 0.910 (0.803–1.032) |
| Cancer, lung | –0.0179 (–0.0848–0.0490) | 0.958 (0.838–1.096) |
| Cancer, prostate | –0.00956 (–0.0418–0.0226) | 0.988 (0.924–1.055) |
| Cataracts | 0.00456 (–0.0118–0.0210) | 1.008 (0.975–1.043) |
| Chronic kidney disease | 0.0180** (0.00177–0.0343) | 1.036** (1.003–1.071) |
| Chronic obstructive pulmonary disease | 0.0535*** (0.0375–0.0694) | 1.111*** (1.076–1.147) |
| Congestive heart failure | 0.0462*** (0.0303–0.0620) | 1.095*** (1.061–1.131) |
| Depression | 0.323*** (0.309–0.337) | 1.872*** (1.821–1.926) |
| Glaucoma | 0.00414 (–0.0102–0.0185) | 1.007 (0.979–1.037) |
| Hip fracture | 0.136*** (0.102–0.170) | 1.270*** (1.192–1.353) |
| Hyperlipidemia | –0.0521*** (–0.0760–0.0283) | 0.898*** (0.857–0.942) |
| Hypertension | 0.0435*** (0.0110–0.0759) | 1.099*** (1.027–1.175) |
| Hypothyroidism | 0.00541 (–0.0101–0.0209) | 1.011 (0.980–1.042) |
| Ischemic heart disease | 0.0537*** (0.0381–0.0694) | 1.116*** (1.081–1.152) |
| Osteoporosis | 0.0607*** (0.0449–0.0766) | 1.122*** (1.087–1.158) |
| Rheumatoid arthritis | 0.0476*** (0.0328–0.0624) | 1.104*** (1.071–1.138) |
| Stroke/transient ischemic attack | 0.221*** (0.205–0.237) | 1.520*** (1.474–1.569) |
| Other drug use (%): | ||
| ACE inhibitors | 0.00171 (–0.0126–0.0160) | 1.004 (0.976–1.033) |
| ARBs | –0.0477*** (–0.0642—0.0312) | 0.909*** (0.879–0.939) |
| β2AR agonists | –0.0249** (–0.0455—0.00425) | 0.958** (0.919–0.998) |
| Beta blockers | –0.0482*** (–0.0623—0.0341) | 0.907*** (0.882–0.933) |
| Ca2+ channel blockers | –0.0198*** (–0.0337–0.00589) | 0.957*** (0.931–0.985) |
| DPP‐4 inhibitors | –0.0300* (–0.0636–0.00364) | 0.949 (0.885–1.017) |
| Insulin | 0.0531*** (0.0352–0.0710) | 1.112*** (1.073–1.153) |
| Loop siuretics | –0.0266*** (–0.0434—0.00982) | 0.945*** (0.913–0.978) |
| Metformin | –0.0226*** (–0.0395—0.00559) | 0.956*** (0.923–0.990) |
| Statins | 0.00241 (–0.0120–0.0168) | 1.006 (0.976–1.036) |
| Thiazide diuretics | –0.0460*** (–0.0608–0.0312) | 0.913*** (0.886–0.941) |
| Thiazolidinediones | –0.0335*** (–0.0536–0.0135) | 0.936*** (0.898–0.975) |
| Correlation between disturbances | –0.0574 (–0.1542–0.0394) | – |
| First‐stage residual | – | 0.928 (0.797–1.079) |
Notes: The instrumental variable is a dichotomous variable for patient's primary prescriber prescribing exenatide to someone else. First‐stage F‐test for weak IV F(1, 338 127) = 711.2, P < .0001. Second‐stage t‐test on endogeneity (P = .245 in IV Probit and P = .330 in 2SRI) leads us to fail to reject the null hypothesis of exogeneity; for IV probit, reported correlation is transformed as inverse hyperbolic tangent. Statistical significance is defined at the *10% level, **5% level, and ***1% level.
Abbreviations: 2SRI, two‐stage residual inclusion; ACE, angiotensin‐converting‐enzyme; ARB, angiotensin‐receptor blockers; CI, confidence interval; IV, instrumental variable; LIS, low‐income subsidy; SD, standard deviation.