Observational studies suggested an association between diabetes and the risk of various geriatric conditions (i.e., cognitive impairment, dementia, depression, mobility impairment, disability, falls, and urinary incontinence). However, the magnitude and impact of diabetes on older adults have not been reviewed.
MEDLINE and PSYCINFO databases were searched through November 2007 for published studies, supplemented by manual searches of bibliographies of key articles. Population-based, prospective cohort studies that reported risk of geriatric outcomes in relation to diabetes status at baseline were selected. Two authors independently extracted the data, including study population and follow-up duration, ascertainment of diabetes status at baseline, outcomes of interest and their ascertainment, adjusted covariates, measures of association, and brief results. Fifteen studies examined the association of DM with cognitive dysfunction. DM was associated with a faster decline in cognitive function among older adults. The pooled adjusted risk ratio (RR) for all dementia when persons with DM were compared to those without was 1.47 (95% CI, 1.25 to 1.73). Summary RRs for Alzheimer's disease and vascular dementia comparing persons with DM to those without were 1.39 (CI, 1.16 to 1.66) and 2.38 (CI, 1.79 to 3.18), respectively. Four of 5 studies found significant association of DM with faster mobility decline and incident disability. Two studies examined the association of diabetes with falls in older women. Both found statistically significant associations. Insulin users had higher RR for recurrent falls. One study for urinary incontinence in older women found statistically significant associations. Two studies for depression did not suggest that DM was an independent predictor of incident depression.
Current evidence supports that DM is associated with increased risk for selected geriatric conditions. Clinicians should increase their awareness and provide appropriate care. Future research is required to elucidate the underlying pathological pathway.
Citation: Lu F-P, Lin K-P, Kuo H-K (2009) Diabetes and the Risk of Multi-System Aging Phenotypes: A Systematic Review and Meta-Analysis. PLoS ONE 4(1): e4144. doi:10.1371/journal.pone.0004144
Editor: Cuilin Zhang, National Institute of Child Health and Human Development/National Institutes of Health, United States of America
Received: June 27, 2008; Accepted: December 2, 2008; Published: January 7, 2009
Copyright: © 2009 Lu et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: The study was supported by the National Health Research Institutes (Project Code: GE-095-CP0). The funders had no role in study design, data collection, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
The prevalence and morbidities associated with DM continue to increase among older adults, which impose a significant burden on the health care system –. In addition to traditional vascular complications, growing epidemiologic evidence has suggested that DM could be independently associated with various aging phenotypes, or so-called “geriatric syndromes”, namely cognitive impairment –, dementia , , depression , , mobility impairment or disability –, falls , and urinary incontinence , . These problems are highly prevalent in older people, especially frail older adults. They have detrimental effects on the quality of life, functional outcomes, and even mortality of the elderly –.
However, the temporal relationship between DM and geriatric syndromes remained unanswered. A number of primary studies assessing the association between diabetes and separate geriatric outcomes had methodological flaws, such as a cross-sectional design , , , problematic diabetic ascertainment , , or inadequate consideration of potential confounders . In addition, many studies enrolled nursing home residents  or clinical trial volunteers , thus having serious concerns of generalizability. A few systematic reviews have focused on the effect of diabetes on individual geriatric outcomes , , but they also presented several weaknesses, such as inclusion of cross-sectional studies or those without proper adjustment for major confounders.
We therefore conducted a systematic review and meta-analyses of prospective population-based studies examining the association between diabetes and the incidence of various geriatric conditions to verify the impact of DM on community-dwelling older adults.
We searched MEDLINE (1950 to November 2007) and PSYCINFO (1967 to November 2007) databases using combination of the following terms, both as key words and mapped to MeSH terms with explosion when possible: “cognitive impairment”, “cognition”, “cognition disorders”, “dementia”, “depression”, “depressive symptoms”, “depressive disorder”, “walking”, “musculoskeletal equilibrium”, “mobility limitation”, “physical function”, “activities of daily living”, “disability evaluation”, “disabled persons”, “functional decline”, “accidental falls”, and “urinary incontinence”. To identify prospective studies, we used the following index terms: “cohort studies”, “risk”, “group”, or “incidence”. Then the searches were combined with “diabetes mellitus” and “aged”. Additional references were found by reviewing bibliographies from identified articles. We considered articles published in any language.
Individual study had to meet the following inclusion criteria: (1) population-based studies of community-dwelling older adults (i.e. persons aged 60 and over); (2) examination of the prospective effect of DM on individual geriatric syndrome; (3) DM being ascertained by combination of medical history, use of anti-diabetic medications, or laboratory tests (fasting glucose and/or glucose tolerance test). Studies with DM ascertainment based on self-reported history were excluded. To facilitate generalizability, we excluded studies conducted in specific population including hospital-based patients, institutionalized older adults, or pharmaceutical clinical trial volunteers. Mild cognitive impairment (MCI) was not included in cognitive outcomes due to lack of consistent diagnostic criteria. Studies without appropriate consideration or adjustment for potential confounders, especially cardiovascular confounders, were excluded.
Validity Assessment and Data Abstraction
Two of the authors independently examined all identified articles. Following the Meta-analysis Of Observational Studies in Epidemiology (MOOSE) statement , we used a standardized reporting form to abstract the following data and quality indicators from each eligible study: first author and citation, country, study design, study population and follow-up duration, ascertainment of diabetes status at baseline, outcomes of interest and their ascertainment, adjusted covariates, measures of association, and brief results.
Quantitative Data Synthesis
Selected papers were grouped and examined based on individual geriatric condition. A meta-analysis of studies was done if the results were presented in the same, combinable format. Data management and analysis were done using STATA version 9.0 software (Stata, College Station, Texas) and Review Manager 4.2 (The Cochrane Collaboration, Oxford, United Kingdom). We used fixed-effects models and DerSimonian and Laird random-effects models to calculate the pooled estimate across the studies. The χ-squared test was used to check for heterogeneity between the studies. Meta-regression was performed to assess the effect of several clinical factors on risk of geriatric outcomes. The possibility of publication bias was assessed using Begg's funnel plot and Egger's test. A careful qualitative appraisal was presented if the results between studies could not be appropriately combined.
Flow of included studies
Based on the database search strategies, 1994 citations were retrieved. We identified 205 potentially relevant studies. Among these, 25 studies met the predefined selection criteria. Figure 1 showed the search and selection process. There were 15 studies included for an association between DM and cognitive dysfunction, two for depression, five for mobility impairment or disability, two for falls, and one for urinary incontinence, respectively.
Changes in global cognition or individual cognitive domain.
Seven prospective studies that assessed the association of DM and changes in cognitive performance (Table 1) have suggested a causal role of DM in the development of cognitive impairment , –. Measures of cognitive function in these studies included global cognition, such as Mini-Mental State Examination (MMSE) and the Telephone Interview for Cognitive Status (TICS), as well as individual cognitive domains, such as tests of memory, visuospatial ability, and frontal executive functions. Patients with DM were reported to have a faster decline in global cognitive function, as reflected by the scores of MMSE or TICS, after 2–7 years of follow-up , , .
However, tests of global cognitive function may not be sensitive enough to detect impairment in individual cognitive domains. Frontal executive functions, measured by such tests as Trailmaking B, Digit Symbol Substitution Test (DSST), and the word-list generation (verbal fluency), were selectively impaired by increased load of cardiovascular risk , . Prospective population-based studies in our review consistently reported that baseline DM was associated with a faster decline in measures of executive function , , , .
Two studies reported increased risk of cognitive decline with the duration of diabetes , . One of the two studies examining the association of insulin use and risk of cognitive decline suggested a positive association . One study found that the association between diabetes and cognitive decline was attenuated by elevated levels of glycohemoglobin .
In short, DM was associated with decline in cognitive, especially executive, function. Although included studies had considered the impact of cardiovascular covariates on the association between DM and cognitive decline, not all studies had controlled for depressive symptoms or the use of psychotropic agents. Future studies should consider potential confounders and investigate the role of glycemic control of cognitive function.
All dementia, Alzheimer's disease (AD), and vascular dementia (VaD).
Eight original articles fulfilled the predefined criteria (Table 2) , –. All were prospective population-based studies conducted in Canada, United States, or Europe, with various follow-up periods ranging from 2.1 years to more than 10 years. Participants were older community-dwelling adults with mean baseline age varied from 69 to 83 years.
Two studies ,  did not provide risk estimate for all dementia. Results from the remaining six studies showed that DM was associated with a higher risk for all dementia, yet not all of them achieved statistical significance. The six studies used the same format, namely, risk ratios (RRs), or hazard ratios (HRs) for the risk of developing dementia for diabetes compared with non-diabetes. Two studies using logistic regression for analysis , . The adjusted odds ratios (ORs) were considered as RRs since the incidence of dementia were not common in the study population . In order to quantitatively analyze the results from various studies and increase the statistical power, we performed a meta-analysis to combine the reported results. Meta-analysis of the six studies showed that, the overall RR for all dementia when persons with DM were compared to those without was 1.47 (95% CI, 1.25 to 1.73) (Figure 2A). Test for heterogeneity using a χ-squared test showed a Q-test statistic of 3.269 with five degrees of freedom (p = 0.659), indicating that there was little evidence for heterogeneity among studies.
As for incident AD, two of the eight eligible studies reported diabetic patients had significantly higher risk of AD comparing to those without DM , . Five studies reported increased, yet not achieving statistical significance, risk of AD comparing persons with DM to those without , –, . One study from Sweden reported decreased risk, though not significant, for AD among older diabetics . It may be explained by many competing risks for AD among the oldest cohort (mean age 83 years). On the other hand, data reporting the association between DM and risk of VaD were more consistent. Six studies reported that DM was significantly associated with an increased risk of VaD , –, . The other two negative findings had small statistical power because relatively few cases of incident VaD were identified , . Meta-analysis of the eight studies showed that the overall RRs for AD and VaD comparing persons with DM to those without were 1.39 (CI, 1.16 to 1.66, p<0.001) and 2.38 (CI, 1.79 to 3.18, p<0.001), respectively (Figure 2B, 2C). Test for heterogeneity did not reveal significant heterogeneity among studies.
A fixed effects model was selected for further meta-regression because prior test for between-study heterogeneity was not statistically significant. The meta-regressions showed no difference in effects between either country (non-USA versus USA), age, sex ratio, and study year on the risk of all dementia, AD, and VaD. For tests of publication bias, visual inspection of the Begg's funnel plots for all dementia, AD, and VaD did not reveal asymmetry (P>0.05). The Egger's tests were not statistically significant.
None of the eight studies examined the association between duration of diabetes and the risk of dementia. Five of the eight studies had considered the association between diabetes medications and risk of dementia , –. The results were heterogeneous. Insulin use was related to higher risk of dementia in two studies , . One study found no effect of treatment on the risk of incident dementia . Another study reported increased risk of dementia was associated with use of oral anti-diabetic medications .
In summary, we found that DM was associated with a 47% increased risk for all dementia, 39% for Alzheimer's dementia, and more than 2-fold risk for vascular dementia, among community-dwelling older adults. The association of DM to dementia was independent of cardiovascular comorbidities.
Two eligible prospective studies are heterogeneous in terms of depression ascertainment (table 3) , . Therefore, meta-analytic technique is not applicable. The longitudinal Zaragoza Dementia and Depression (ZARADEMP) project in Spain followed 4,803 community-dwelling older adults for 5 years . Major depressive disorder was diagnosed by psychiatric diagnostic interview at 2- and 5-year follow-up. After controlling for age and sex, patients with DM had an increased risk (OR, 1.42 [CI, 1.04 to 1.93]) of incident depressive disorder. However, the associations attenuated after further adjustment (OR, 1.28 [CI, 0.91 to 1.79]). Investigators from the Health ABC Study followed 3,024 community-dwelling older adults for a mean of 5.9 years . They found that, after controlling for basic demographics and life styles, DM was associated with a 30% increased risk (OR, 1.31 [CI, 1.07 to 1.61]) of incident depressed mood. Further adjustment for cardiovascular covariates attenuated the association (OR, 1.21 [CI, 0.98 to 1.49]). They found that the level of glycohemoglobin was independently associated with increased risk of recurrent depressed mood, but duration of DM and DM treatment did not have effect on the risk of recurrent depressed mood .
Although both studies suggested that DM patients had an increased risk for depression, the association diminished after additional consideration of cardiovascular confounders, suggesting that baseline DM was not independently associated with incident depressive disorder. Depression is known for a chronic, relapsing disorder in older adults with diabetes . The two studies did not consider depressive episodes between each follow-up interval, nor did they provide information regarding depressive episodes prior to study entry. The effect of DM on incident depression was difficult to determine based on current literatures.
To explain the association between DM and depression observed in cross-sectional studies, a reverse causal relationship has been proposed. The notion that depression was an independent risk factor for DM, rather than a consequence of having diabetes, was supported by a few prospective studies and meta-analysis over the past decade –. Future prospective studies with proper design to investigate the temporal relation between DM and depression are mandated.
Mobility Impairment and Disability
We identified five studies that fulfilled the predefined criteria (Table 4) , –. Because the physical outcome measures and format of results were heterogeneous, meta-analysis was not performed.
Most of the studies suggested that DM was associated with higher risk of mobility impairment and physical disability among older adults. The two studies reporting changes in objective physical performance measures were limited to older women , . Result from the prospective Women's Health and Aging Study (WHAS) suggested that, during a 3-year period, women with diabetes had significant greater decline (38% per year) in objective physical performance, including walking speed, chair stands, and balance test, than non-diabetics . Forrest et al. analyzed data from the Study of Osteoporotic Fractures (SOF) and found that, over 10 years, diabetes patients had greater decline in walking speed and ability to complete 5 chair stands, compared to their non-diabetic counterparts .
In addition to objectively measured physical performance, DM was associated with decline in self-reported functional outcomes. Gregg and colleagues followed 8,344 older women in the SOF cohort for more than 10 years, and suggested that patients with DM had higher risk of inability to perform one or more major functional tasks (walking 1/4 mile, climbing 10 steps, performing household chores, shopping, and cooking meals) . Data from the WHAS showed that DM was associated with an increased risk of mobility disability (RR, 1.63 [CI, 1.12 to 2.36]) and activities of daily living (ADL) disability (RR, 2.18 [CI, 1.33 to 3.6]) over 3 years . Another longitudinal study, the Sacramento Area Latino Study on Aging (SALSA) that followed 1,789 older Mexican Americans for 2 years, also found that diabetic patients had higher annual rate of decline in ADL and instrumental activities of daily living (IADL) . On the contrary, investigators from the Health ABC study followed 2,895 high-functioning older adults for 3.5 years and found that DM was not associated with incident mobility disability . This negative result may be explained, at least in part, by the enrollment of well-functioning older adults at baseline and a relatively short follow-up period (3.5 years).
Three studies examined the association between duration of diabetes and risk of functional decline , –; two of them found significant associations , . One study reported that insulin use was not significantly associated with a higher risk of incident functional decline . One study found that the risk of incident disability associated with diabetes was significantly attenuated after adjustment for levels of glycohemoglobin .
While most major covariates had been considered in these studies, the influence of diabetic duration and severity were not consistently reported. In addition, several medical conditions (e.g. obstructive lung disease) and disease severity that may affect patient's mobility were not considered. In sum, most studies suggested that diabetes was independently associated with functional decline, including performance-based physical function and self-reported functional disability, among older adults. Future studies should collect comprehensive data, utilize standardized measurement, and recruit men and women that are more representative of the older population to facilitate generalizability.
There were two studies that fulfilled the eligibility criteria (table 5) , . Both suggested that DM was associated with an increased risk of falls and recurrent falls, independent of established fall risk factors. Moreover, both studies found that insulin use was a major risk factor for falls.
Schwartz et al.  followed 9,249 women enrolled in the SOF for 7 years. Incident falls were ascertained every 4 months by postcard. They found that DM was associated with an increased risk of falling. After controlled for physical performance, chronic conditions, cardiovascular covariates, and use of sedatives or anxiolytics, the association between non-insulin-treated diabetes and falls was significantly attenuated (RR, 1.18 [CI, 0.87 to 1.60]). The risk of falls comparing insulin-treated diabetic patients versus controls remained essentially unchanged (RR, 2.76 [CI, 1.52 to 5.01]). Another prospective WHAS, recruiting 1,002 disabled community-dwelling women aged 65 years and over, assessed incident falls semiannually for 3 years . After adjustment for traditional risk factors and diabetes complications, women with diabetes had a higher probability of any fall (RR, 1.38 [CI, 1.04 to 1.81) and of recurrent falls (RR, 1.69 [CI, 1.18 to 2.43]), compared to women without diabetes. Risk of recurrent falls was particularly higher among insulin-treated older women (RR, 2.73 [CI, 1.61 to 4.63]). The pooled adjusted RR for recurrent falls was 2.74 (CI, 1.85 to 4.07) when older women with insulin-treated diabetes were compared to controls.
Although both studies suggested the relation of DM to falls, some confounders (e.g., psychotropics use, cognition) were not consistently adjusted. In addition, both studies had weakness in terms of generalizability because the study population was confined to older women. Future studies should address on a broader sampling strategy and enroll older men as well.
Urinary Incontinence (UI)
One prospective study was identified based on our search strategy (table 6). Lifford et al.  analyzed 81,845 women from the NHS cohort who had reported information on urinary function 4 years apart. The adjusted relative risk of incident UI was significantly greater (RR, 1.21 [CI, 1.02 to 1.43]) in women with DM than those without. The risk of developing very severe UI was even more substantial in women with diabetes (RR, 1.97 [CI, 1.24 to 3.12]). They also found that the risk of incontinence increased with the duration of DM.
The result suggested that DM was associated with higher risk of UI in older women. However, types of UI (stress, urge, or overflow) were not reported. Therefore it was difficult to identify the pathophysiologic linkage between DM and incontinence. In addition, the investigators did not take into account several covariates, such as cognitive function and mood status, which might interfere with the development of UI among older adults. Future well-designed prospective studies, with standardized definition and measurement for voiding function, are warranted to elucidate the relationship between DM and UI.
We performed a systematic review of prospective population-based studies addressing the association between DM and various geriatric conditions among community-dwelling adults. The risk for cognitive impairment, dementia, mobility decline, or disability increased with diabetes compared to those without. The pooled risk for all dementia, Alzheimer's disease, and vascular dementia were 1.4 to 2.4 times higher in older diabetic adults compared to non-diabetics. Identified studies reporting the association between DM and the incidence of falls or urinary incontinence were limited to older women, and all indicate a positive association. Available evidence did not suggest that DM was an independent predictor of incident depression.
There is biological evidence supporting the causality that DM may lead to geriatric conditions. Several molecular mechanisms have been proposed to explain the mediation between DM and hyperglycemia-induced tissue damage, including the advanced glycation end products (AGEs) . Chronic hyperglycemia may induce oxidative stress or through aforementioned mechanisms, thereby causing subsequent systematic endothelial dysfunction and diabetic vascular complications , . DM-associated metabolic derangements, AGEs, systemic inflammation, along with traditional diabetic vascular complications, may play critical roles in the development of geriatric conditions.
Diabetes may exert its negative impact on cognitive function through several pathways. Hyperglycemia promotes the formation of AGEs, which were found in senile plaques and intracellular neurofibrillary tangles . Increase or decrease in plasma glucose concentrations can affect cognitive function , . Insulin resistance and subsequent hyperinsulinemia also contribute. Insulin inhibits the degradation of beta-amyloid (the main product of the AD process) through competitive inhibition of insulin-degrading enzyme in the brain, thus increasing amyloid protein deposition in plaques . Hyperinsulinemia may also activate inflammatory network in the periphery and the brain, thereby increases the risk of AD . DM-related vasculopathy in the brain may lead to lacunes, leukoariosis, large artery ischemic stroke, and cortical atrophy. These structural changes are known to be risk factors for cognitive dysfunction and dementia.
Diabetes may affect physical performance in older adults through several mechanisms. In animal studies, non-enzymatic glycation alters the structures and functions of myosin and actins, which further interfere with muscle contraction –. In addition, hyperglycemia- induced chronic inflammation status exerts negative impact on skeletal muscle function , . These were in line with clinical observations that older diabetic adults have poorer muscle quality compared with their non-diabetic counterparts, and lose their muscle strength and quality more rapidly, especially those with longer disease duration and poorer glycemic control . Furthermore, cerebral vasculopathy, peripheral artery disease, peripheral polyneuropathy, autonomic neuropathy, and retinopathy are also responsible for the mobility limitations and falls among older adults with diabetes.
The effect of DM on voiding function is more complex, which may involve pathophysiological changes in the detrusor muscle, urothelium, central and autonomic nervous systems, and blood supply to the bladder . Hyperglycemia may cause an increased volume of urine, polyuria, or detrusor instability. Additionally, diabetes may contribute to the development of urinary incontinence through associated cognitive dysfunction, functional limitation, or medical comorbidities, even though the lower urinary tract is intact. Hence the impact of DM on urinary incontinence is likely multi-factorial.
Strengths and Limitations
To our knowledge, the present review is the first one that summarizes prospective data relating DM to geriatric conditions. Cukierman and colleagues conducted a systematic review of prospective studies to examine the relationship between DM and changes in cognitive function . They found that people with diabetes have a greater rate of cognitive decline and an increased risk of future dementia (RR, 1.6 [CI, 1.4 to 1.8]), which was concordant with our results. However, studies conducted in a historical cohort or with questionable baseline diabetes ascertainment were included in their analysis.
In this review, we included only prospectively-designed studies exploring the causal relationship of DM to various aging phenotypes. Therefore, the temporal relationship was appropriate (i.e. DM preceded the incidence of geriatric conditions). In addition, studies with questionable DM ascertainment were excluded in order to minimize misclassification of patients. Because there are also possible non-causal explanations for the association between DM and geriatric conditions, we excluded studies without appropriate adjustment for potential confounders, especially cardiovascular comorbidities. Hence the results provide more precise estimates of the impact of DM on older adults.
Our searches did not include conference papers and thesis, which may bring a selection bias. Geriatric syndromes are complex multi-factorial problems. Cognitive status, mobility, sensory function, and psychosocial status of older adults are all crucial to the development of geriatric conditions. Nevertheless, not all included studies have thoroughly considered these factors. In addition, studies included in our review did not consistently report disease-related factors, such as duration of DM, status of glycemic control, and treatment. These factors may confound the outcomes of interest. Finally, literatures regarding DM to several outcomes (e.g., falls and UI) were limited to older women, hence the generalizability was limited.
The evidence supported that older diabetic adults have an increased risk for selected multi-system aging phenotypes, which were associated with substantial morbidity and adverse outcomes among older population . In addition, some of the problems (e.g., cognitive dysfunction, mobility impairment) may significantly interfere with disease management , . While physicians try to do their best to manage DM in older adults, this additional evidence may encourage increased awareness, management and patient education in their daily practice.
Future research should attempt to explore the underlying mechanisms linking DM to geriatric conditions, and address complex interaction between risk factors. DM as a shared risk factors across different geriatric conditions raises the possibility of shared pathophysiological mechanisms across aging phenotypes, such as AGEs formation, oxidative stress, systemic inflammation, and vasculopathy. On the other hand, test of causal relationship can only rely on interventional studies showing that intensive glycemic control can prevent or delay the incidence of geriatric conditions. However, given that older adults are more vulnerable to adverse effect of strict glucose control, modification of other cardiovascular factors may be an alternative. Prior investigation has confirmed the benefit of tight blood pressure control on cardiovascular disease risk reduction among patients with type 2 diabetes . Angiotensin-converting-enzyme (ACE) inhibitors and statins are also promising in vasculoprotective effect among diabetic patients , . More randomized control studies are needed to determine whether these therapies alone or in combination could reduce or delay the development of multi-system aging phenotypes.
Despite methodological limitations of the observational studies reviewed, the consistency of reported relationship between DM and selected geriatric conditions among community-dwelling older adults across studies support the proclaim that DM is a major risk factor for multi-system aging phenotypes. Primary care physician should be aware and appropriately manage these problems. Future research is required to elucidate the underlying pathological pathway linking DM to geriatric conditions. Interventional studies with glucose-lowering therapy are needed to test the hypotheses that intensive glycemic control can reduce adverse geriatric outcomes.
Conceived and designed the experiments: FPL HKK. Performed the experiments: FPL KPL HKK. Analyzed the data: FPL KPL HKK. Contributed reagents/materials/analysis tools: HKK. Wrote the paper: FPL HKK.
- 1. Centres for Disease Control and Prevention. U.S. Department of Health and Human Services, Centers for Disease Control and Prevention (2005) National diabetes fact sheet: general information and national estimates on diabetes in the United States.
- 2. Mokdad AH, Ford ES, Bowman BA, Nelson DE, Engelgau MM, et al. (2000) Diabetes trends in the U.S.: 1990–1998. Diabetes Care 23: 1278–1283.
- 3. Hogan P, Dall T, Nikolov P (2003) Economic costs of diabetes in the US in 2002. Diabetes Care 26: 917–932.
- 4. Crooks VC, Buckwalter JG, Petitti DB (2003) Diabetes mellitus and cognitive performance in older women. Ann Epidemiol 13: 613–619.
- 5. Grodstein F, Chen J, Wilson RS, Manson JE, Nurses' Health Study (2001) Type 2 diabetes and cognitive function in community-dwelling elderly women. Diabetes Care 24: 1060–1065.
- 6. Gregg EW, Yaffe K, Cauley JA, Rolka DB, Blackwell TL, et al. (2000) Is diabetes associated with cognitive impairment and cognitive decline among older women? Study of Osteoporotic Fractures Research Group. Arch Intern Med 160: 174–180.
- 7. Leibson CL, Rocca WA, Hanson VA, Cha R, Kokmen E, et al. (1997) Risk of dementia among persons with diabetes mellitus: a population-based cohort study. Am J Epidemiol 145: 301–308.
- 8. Luchsinger JA, Tang MX, Stern Y, Shea S, Mayeux R (2001) Diabetes mellitus and risk of Alzheimer's disease and dementia with stroke in a multiethnic cohort. Am J Epidemiol 154: 635–641.
- 9. Ali S, Stone MA, Peters JL, Davies MJ, Khunti K (2006) The prevalence of co-morbid depression in adults with Type 2 diabetes: a systematic review and meta-analysis. Diabet Med 23: 1165–1173.
- 10. Gavard JA, Lustman PJ, Clouse RE (1993) Prevalence of depression in adults with diabetes. An epidemiological evaluation. Diabetes Care 16: 1167–1178.
- 11. Volpato S, Ferrucci L, Blaum C, Ostir G, Cappola Anneet, et al. (2003) Progression of lower-extremity disability in older women with diabetes: the Women's Health and Aging Study. Diabetes Care 26: 70–75.
- 12. Ryerson B, Tierney EF, Thompson TJ, Engelgau MM, Wang J, et al. (2003) Excess physical limitations among adults with diabetes in the U.S. population, 1997–1999. Diabetes Care 26: 206–210.
- 13. Gregg EW, Beckles GL, Williamson DF, Leveille SG, Langlois JA, et al. (2000) Diabetes and physical disability among older U.S. adults. Diabetes Care 23: 1272–1277.
- 14. Wu JH, Haan MN, Liang J, Ghosh D, Gonzalez HM, et al. (2003) Diabetes as a predictor of change in functional status among older Mexican Americans: a population-based cohort study. Diabetes Care 26: 314–319.
- 15. Maurer MS, Burcham J, Cheng H (2005) Diabetes mellitus is associated with an increased risk of falls in elderly residents of a long-term care facility. J Gerontol A Biol Sci Med Sci 60: 1157–1162.
- 16. Jackson SL, Scholes D, Boyko EJ, Abraham L, Fihn SD (2005) Urinary incontinence and diabetes in postmenopausal women. Diabetes Care 28: 1730–1738.
- 17. Brown JS, Vittinghoff E, Lin F, Nyberg LM, Kusek JW, et al. (2006) Prevalence and risk factors for urinary incontinence in women with type 2 diabetes and impaired fasting glucose: findings from the National Health and Nutrition Examination Survey (NHANES) 2001–2002. Diabetes Care 29: 1307–1312.
- 18. Inouye SK, Studenski S, Tinetti ME, Kuchel GA (2007) Geriatric syndromes: clinical, research, and policy implications of a core geriatric concept. J Am Geriatr Soc 55: 780–791.
- 19. Cigolle CT, Langa KM, Kabeto MU, Tian Z, Blaum CS (2007) Geriatric conditions and disability: the Health and Retirement Study. Ann Intern Med 147: 156–164.
- 20. Brown AF, Mangione CM, Saliba D, Sarkisian CA, California Healthcare Foundation/American Geriatrics Society Panel on Improving Care for Elders with Diabetes (2003) Guidelines for improving the care of the older person with diabetes mellitus. J Am Geriatr Soc 51: S265–280.
- 21. Ott A, Stolk RP, Hofman A, van Harskamp F, Grobbee DE, et al. (1996) Association of diabetes mellitus and dementia: the Rotterdam Study. Diabetologia 39: 1392–1397.
- 22. Jackson SL, Scholes D, Boyko EJ, Abraham L, Fihn SD (2005) Urinary incontinence and diabetes in postmenopausal women. Diabetes Care 28: 1730–1738.
- 23. Wray LA, Ofstedal MB, Langa KM, Blaum CS (2005) The effect of diabetes on disability in middle-aged and older adults. J Gerontol A Biol Sci Med Sci 60: 1206–1211.
- 24. Bisschop MI, Kriegsman DMW, Deeg DJH, Beekman ATF, van Tilburg W (2004) The longitudinal relation between chronic diseases and depression in older persons in the community: the Longitudinal Aging Study Amsterdam. J Clin Epidemiol 57: 187–194.
- 25. Palinkas LA, Lee PP, Barrett-Connor E (2004) A prospective study of Type 2 diabetes and depressive symptoms in the elderly: the Rancho Bernardo Study. Diabet Med 21: 1185–1191.
- 26. Maurer MS, Burcham J, Cheng H (2005) Diabetes mellitus is associated with an increased risk of falls in elderly residents of a long-term care facility. J Gerontol A Biol Sci Med Sci 60: 1157–1162.
- 27. Yaffe K, Blackwell T, Kanaya AM, Davidowitz N, Barrett-Connor E, et al. (2004) Diabetes, impaired fasting glucose, and development of cognitive impairment in older women. Neurology 63: 658–663.
- 28. Anderson RJ, Freedland KE, Clouse RE, Lustman PJ (2001) The prevalence of comorbid depression in adults with diabetes: a meta-analysis. Diabetes Care 24: 1069–1078.
- 29. Allen KV, Frier BM, Strachan MW (2004) The relationship between type 2 diabetes and cognitive dysfunction: longitudinal studies and their methodological limitations. Eur J Pharmacol 490: 169–175.
- 30. Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, et al. (2000) Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. JAMA 283: 2008–2012.
- 31. Haan MN, Shemanski L, Jagust WJ, Manolio TA, Kuller L (1999) The role of APOE epsilon4 in modulating effects of other risk factors for cognitive decline in elderly persons. JAMA 282: 40–46.
- 32. Fontbonne A, Berr C, Ducimetiere P, Alperovitch A (2001) Changes in cognitive abilities over a 4-year period are unfavorably affected in elderly diabetic subjects: results of the Epidemiology of Vascular Aging Study. Diabetes Care 24: 366–370.
- 33. Wu JH, Haan MN, Liang J, Ghosh D, Gonzalez HM, et al. (2003) Impact of diabetes on cognitive function among older Latinos: a population-based cohort study. J Clin Epidemiol 56: 686–693.
- 34. Kanaya AM, Barrett-Connor E, Gildengorin G, Yaffe K (2004) Change in cognitive function by glucose tolerance status in older adults: a 4-year prospective study of the Rancho Bernardo study cohort. Arch Intern Med 164: 1327–1333.
- 35. Hassing LB, Hofer SM, Nilsson SE, Berg S, Pedersen NL, et al. (2004) Comorbid type 2 diabetes mellitus and hypertension exacerbates cognitive decline: evidence from a longitudinal study. Age Ageing 33: 355–361.
- 36. Logroscino G, Kang JH, Grodstein F (2004) Prospective study of type 2 diabetes and cognitive decline in women aged 70–81 years. BMJ 328: 548–553.
- 37. Pugh KG, Kiely DK, Milberg WP, Lipsitz LA (2003) Selective impairment of frontal-executive cognitive function in african americans with cardiovascular risk factors. J Am Geriatr Soc 51: 1439–1444.
- 38. Qiu WQ, Price LL, Hibberd P, Buell J, Collins L, et al. (2006) Executive dysfunction in homebound older people with diabetes mellitus. J Am Geriatr Soc 54: 496–501.
- 39. Ott A, Stolk RP, van Harskamp F, Pols HA, Hofman A, et al. (1999) Diabetes mellitus and the risk of dementia: The Rotterdam Study. Neurology 53: 1937–1942.
- 40. Hassing LB, Johansson B, Nilsson SE, Berg S, Pedersen NL, et al. (2002) Diabetes mellitus is a risk factor for vascular dementia, but not for Alzheimer's disease: a population-based study of the oldest old. Int Psychogeriatr 14: 239–248.
- 41. MacKnight C, Rockwood K, Awalt E, McDowell I (2002) Diabetes mellitus and the risk of dementia, Alzheimer's disease and vascular cognitive impairment in the Canadian Study of Health and Aging. Dement Geriatr Cogn Disord 14: 77–83.
- 42. Peila R, Rodriguez BL, Launer LJ, Honolulu-Asia Aging Study (2002) Type 2 diabetes, APOE gene, and the risk for dementia and related pathologies: The Honolulu-Asia Aging Study. Diabetes 51: 1256–1262.
- 43. Xu WL, Qiu CX, Wahlin A, Winblad B, Fratiglioni L (2004) Diabetes mellitus and risk of dementia in the Kungsholmen project: a 6-year follow-up study. Neurology 63: 1181–1186.
- 44. Akomolafe A, Beiser A, Meigs JB, Au R, Green RC, et al. (2006) Diabetes mellitus and risk of developing Alzheimer disease: results from the Framingham Study. Arch Neurol 63: 1551–1555.
- 45. Hayden KM, Zandi PP, Lyketsos CG, Khachaturian AS, Bastian LA, et al. (2006) Vascular risk factors for incident Alzheimer disease and vascular dementia: the Cache County study. Alzheimer Dis Assoc Disord 20: 93–100.
- 46. Zhang J, Yu KF (1998) What's the Relative Risk?: A Method of Correcting the Odds Ratio in Cohort Studies of Common Outcomes. JAMA 280: 1690–1691.
- 47. de Jonge P, Roy JF, Saz P, Marcos G, Lobo A, et al. (2006) Prevalent and incident depression in community-dwelling elderly persons with diabetes mellitus: results from the ZARADEMP project. Diabetologia 49: 2627–2633.
- 48. Maraldi C, Volpato S, Penninx BW, Yaffe K, Simonsick EM, et al. (2007) Diabetes mellitus, glycemic control, and incident depressive symptoms among 70- to 79-year-old persons: the health, aging, and body composition study. Arch Intern Med 167: 1137–1144.
- 49. Lustman PJ, Griffith LS, Freedland KE, Clouse RE (1997) The course of major depression in diabetes. General Hospital Psychiatry 19: 138–143.
- 50. Carnethon MR, Biggs ML, Barzilay JI, Smith NL, Vaccarino V, et al. (2007) Longitudinal association between depressive symptoms and incident type 2 diabetes mellitus in older adults: the cardiovascular health study. Arch Intern Med 167: 802–807.
- 51. Carnethon MR, Kinder LS, Fair JM, Stafford RS, Fortmann SP (2003) Symptoms of depression as a risk factor for incident diabetes: findings from the National Health and Nutrition Examination Epidemiologic Follow-up Study, 1971–1992. Am J Epidemiol 158: 416–423.
- 52. Eaton WW, Armenian H, Gallo J, Pratt L, Ford DE (1996) Depression and risk for onset of type II diabetes. A prospective population-based study. Diabetes Care 19: 1097–1102.
- 53. Golden SH, Williams JE, Ford DE, Yeh HC, Paton Sanford C, et al. (2004) Depressive symptoms and the risk of type 2 diabetes: the Atherosclerosis Risk in Communities study. Diabetes Care 27: 429–435.
- 54. Knol MJ, Twisk JW, Beekman AT, Heine RJ, Snoek FJ, et al. (2006) Depression as a risk factor for the onset of type 2 diabetes mellitus. A meta-analysis. Diabetologia 49: 837–845.
- 55. Forrest KY, Zmuda JM, Cauley JA (2006) Correlates of decline in lower extremity performance in older women: A 10-year follow-up study. J Gerontol A Biol Sci Med Sci 61: 1194–1200.
- 56. Gregg EW, Mangione CM, Cauley JA, Thompson TJ, Schwartz AV, et al. (2002) Diabetes and incidence of functional disability in older women. Diabetes Care 25: 61–67.
- 57. Wu JH, Haan MN, Liang J, Ghosh D, Gonzalez HM, et al. (2003) Diabetes as a predictor of change in functional status among older Mexican Americans: a population-based cohort study. Diabetes Care 26: 314–319.
- 58. Figaro MK, Kritchevsky SB, Resnick HE, Shorr RI, Butler J, et al. (2006) Diabetes, inflammation, and functional decline in older adults: findings from the Health, Aging and Body Composition (ABC) study. Diabetes Care 29: 2039–2045.
- 59. Schwartz AV, Hillier TA, Sellmeyer DE, Resnick HE, Gregg E, et al. (2002) Older women with diabetes have a higher risk of falls: a prospective study. Diabetes Care 25: 1749–1754.
- 60. Volpato S, Leveille SG, Blaum C, Fried LP, Guralnik JM (2005) Risk factors for falls in older disabled women with diabetes: the women's health and aging study. J Gerontol A Biol Sci Med Sci 60: 1539–1545.
- 61. Lifford KL, Curhan GC, Hu FB, Barbieri RL, Grodstein F (2005) Type 2 diabetes mellitus and risk of developing urinary incontinence. J Am Geriatr Soc 53: 1851–1857.
- 62. Brownlee M (2005) The pathobiology of diabetic complications: a unifying mechanism. Diabetes 54: 1615–1625.
- 63. Du X, Edelstein D, Obici S, Higham N, Zou MH, et al. (2006) Insulin resistance reduces arterial prostacyclin synthase and eNOS activities by increasing endothelial fatty acid oxidation. J Clin Invest 116: 1071–1080.
- 64. Sasaki N, Fukatsu R, Tsuzuki K, Hayashi Y, Yoshida T, et al. (1998) Advanced glycation end products in Alzheimer's disease and other neurodegenerative diseases. Am J Pathol 153: 1149–1155.
- 65. McAulay V, Deary IJ, Ferguson SC, Frier BM (2001) Acute hypoglycemia in humans causes attentional dysfunction while nonverbal intelligence is preserved. Diabetes Care 24: 1745–1750.
- 66. Cox DJ, Kovatchev BP, Gonder-Frederick LA, Summers KH, McCall A, et al. (2005) Relationships between hyperglycemia and cognitive performance among adults with type 1 and type 2 diabetes. Diabetes Care 28: 71–77.
- 67. Farris W, Mansourian S, Chang Y, Lindsley L, Eckman EA, et al. (2003) Insulin-degrading enzyme regulates the levels of insulin, amyloid beta-protein, and the beta-amyloid precursor protein intracellular domain in vivo. Proc Natl Acad Sci U S A 100: 4162–4167.
- 68. Fishel MA, Watson GS, Montine TJ, Wang Q, Green PS, et al. (2005) Hyperinsulinemia provokes synchronous increases in central inflammation and beta-amyloid in normal adults. Arch Neurol 62: 1539–44.
- 69. Syrovy I, Hodny Z (1992) Non-enzymatic glycosylation of myosin: effects of diabetes and ageing. Gen Physiol Biophys 11: 301–307.
- 70. Kuleva NV, Kovalenko ZS (1997) Change in the functional properties of actin by its glycation in vitro. Biochemistry 62: 1119–1123.
- 71. Katayama S, Haga Y, Saeki H (2004) Loss of filament-forming ability of myosin by non-enzymatic glycosylation and its molecular mechanism. FEBS Lett 575: 9–13.
- 72. Snow LM, Lynner CB, Nielsen EM, Neu HS, Thompson LV (2006) Advanced glycation end product in diabetic rat skeletal muscle in vivo. Pathobiology 73: 244–251.
- 73. Payne GW (2006) Effect of inflammation on the aging microcirculation: impact on skeletal muscle blood flow control. Microcirculation 13: 343–352.
- 74. de Rekeneire N, Peila R, Ding J, Colbert LH, Visser M, et al. (2006) Diabetes, hyperglycemia, and inflammation in older individuals: the health, aging and body composition study. Diabetes Care 29: 1902–1908.
- 75. Park SW, Goodpaster BH, Strotmeyer ES, Kuller LH, Broudeau R, et al. (2007) Accelerated loss of skeletal muscle strength in older adults with type 2 diabetes: the health, aging, and body composition study. Diabetes Care 30: 1507–1512.
- 76. Yoshimura N, Chancellor MB, Andersson KE, Christ GJ (2005) Recent advances in understanding the biology of diabetes-associated bladder complications and novel therapy. BJU Int 95: 733–738.
- 77. Cukierman T, Gerstein HC, Williamson JD (2005) Cognitive decline and dementia in diabetes–systematic overview of prospective observational studies. Diabetologia 48: 2460–2469.
- 78. Munshi M, Grande L, Hayes M, Ayres D, Suhl E, et al. (2006) Cognitive dysfunction is associated with poor diabetes control in older adults. Diabetes Care 29: 1794–1799.
- 79. Ciechanowski PS, Katon WJ, Russo JE (2000) Depression and diabetes: impact of depressive symptoms on adherence, function, and costs. Arch Intern Med 160: 3278–3285.
- 80. Group UKPDS (1998) Tight blood pressure control and risk of macrovascular and microvascular complications in type 2 diabetes: UK Prospective Diabetes Study Group. BMJ 317: 703–713.
- 81. Heart Outcomes Prevention Evaluation (HOPE) Study Investigators (2000) Effects of ramipril on cardiovascular and microvascular outcomes in people with diabetes mellitus: results of the HOPE study and MICRO-HOPE substudy. Lancet 355: 253–259.
- 82. Heart Protection Study Collaborative Group (2003) MRC/BHF Heart Protection Study of cholesterol-lowering with simvastatin in 5963 people with diabetes: a randomised placebo-controlled trial. Lancet 361: 2005–2016.