Literature DB >> 31114271

The role of concordant and discordant comorbidities on performance of self-care behaviors in adults with type 2 diabetes: a systematic review.

Fekadu Aga1, Sandra B Dunbar2, Tedla Kebede3, Rebecca A Gary2.   

Abstract

Background: Most patients with Type 2 diabetes (T2D) have high number of comorbid chronic conditions that can affect their self-care abilities. Guidelines for diabetes self-care behaviors are disease specific with little attention given to managing T2D with other comorbidities. Identifying comorbidities that either improve or potentially diminish the individual's capacity to perform effective self-care behaviors is essential to enhance clinical outcomes. One such framework conceptualizes comorbidities as concordant or discordant with diabetes pathophysiological pathways and care goals. Objective: The purpose of this systematic review was to examine the role of diabetes-concordant and discordant chronic conditions on the performance of self-care behaviors in adults with T2D.
Methods: A comprehensive literature search was undertaken to identify published English language articles through the following five electronic databases: PubMed, CINAHL, PsycINFO, ISI Web of Science, and EMBASE. Quantitative studies published from March 2006 to April 2018 were included. Quality of evidence was evaluated using the Joanna Briggs Institutes Critical Appraisal Tools (JBI-CAT) and rated using Quality Assessment Tool for Quantitative Studies (QATQS).
Results: The initial database search identified 1,136 articles but only 33 studies that met the inclusion criteria were included. The most common concordant comorbidity was hypertension while depression was the most common discordant condition. Adherence to medications was the most frequent diabetes self-care behavior reported and tended to be higher among concordant comorbidities. The findings showed mixed results concerning the effect of some concordant comorbidities such as hypertension, hyperlipidemia, retinopathy, and heart failure on diabetes self-care behaviors. But, there is agreement across studies that diabetes-discordant comorbidities have a more detrimental effect on self-care behaviors. Conclusions: Concordant comorbidities may improve diabetes self-care, but the evidence is inconclusive. Future research using well designed studies are needed to examine the complex relationship between diabetes self-care and comorbidities.

Entities:  

Keywords:  comorbidity; concordant comorbidity; diabetes self-care behaviors; discordant comorbidity; multimorbidity; type 2 diabetes

Year:  2019        PMID: 31114271      PMCID: PMC6497834          DOI: 10.2147/DMSO.S186758

Source DB:  PubMed          Journal:  Diabetes Metab Syndr Obes        ISSN: 1178-7007            Impact factor:   3.168


Introduction

Diabetes mellitus (DM) is one of the largest global health challenges of the 21st century as the number of cases continues to rise.1 The epidemic is mainly from type 2 diabetes mellitus (T2D) that is driven by genetic, epigenetic, environmental, and behavioral factors such as sedentary lifestyle, consumption of energy dense diet and obesity.1–3 According to the International Diabetes Federation (IDF), about 425 million people between 20 and 79 years of age lived with DM in 2017 worldwide.4 The global age-standardized diabetes prevalence is 9.0% in men and 7.9% in women though there is great regional variation.5 More than 90% of all DM cases are T2D which is continuously increasing.4,6 Patients with T2D have a higher number of comorbid conditions, also referred to as multimorbidity, which may result in treatment conflict,7 reduced glycemic control,8,9 increased cost of treatment,10,11 and lower quality of life.12 Multiple studies in T2D have demonstrated multimorbidity prevalence rate as high as 97.5%.7,8,10,13–16 Studies show that low socioeconomic status, obesity and job strain,17 age, race/ethnicity,18 and low health literacy19 are associated with increased prevalence of comorbidity in T2D. Furthermore, about 50% of T2D patients face premature mortality from cardiovascular comorbidities such as coronary artery disease, heart failure and stroke, and approximately 10% from renal failure.20 The successful management of T2D requires a patient’s engagement in self-care on a daily basis to control its progression and to prevent serious complications, reduce rates of hospitalization and cost of care, and improve quality of life.21–24 Diabetes self-care involves sustained engagement in multidimensional behavioral actions including healthy dietary intake, physical activity, blood glucose monitoring, medication adherence, problem solving, and risk reduction such as foot checks and smoking cessation.25,26 Antecedent factors such as demographic, psychosocial, clinical, and environmental variables can influence the patient’s successful performance of diabetes self-care.26–28 The influence of these factors may become even more important when there is another serious comorbid condition or if multimorbidity exists. There is a need for further research to understand the impact of comorbidities on optimal diabetes self-care in order to maximize self-care for patients with T2D and multimorbidity.29 Guidelines currently are primarily disease-specific and provide little direction for self-care for T2D in the presence of other chronic conditions.30 Interventions that target self-care for T2D in the presence of multimorbidity are also limited. Understanding the relationship between diabetes self-care and other chronic conditions may lead to more effective interventions for this complex population.31–33 A framework developed by Piette and Kerr34 that conceptualizes chronic conditions as concordant or discordant with diabetes care has gained momentum over the last decade to help guide management of T2D and coexisting multimorbidity. Diabetes-concordant comorbidities (such as cardiovascular, metabolic and renal disease) share parts of the same overall pathophysiologic profile and care management as T2D. For example, blood pressure and lipid monitoring are overlapping cardiovascular risk reduction goals for diabetes and cardiovascular disease and likely to lead to better outcomes for both conditions. Magnan and colleagues35 found that having more concordant conditions was linked to better quality of care for diabetes. Diabetes-discordant comorbidities have no direct relationship with diabetes in their pathophysiologic profile or care management and include chronic conditions such as asthma, cancer and mental illness such as depressive symptoms.35–40 Treatment for some of these discordant conditions might interfere with treatment for T2D. For example, using steroids for asthma treatment would increase blood glucose and conflict with the treatment for diabetes while depressive symptoms have been shown to lead to poorer adherence to self-care in chronic conditions, including T2D.Time limitations, conflicting care goals, and other challenges may result in a lower quality of care for diabetes and the discordant condition as compared to having concordance or a single condition. Using a Delphi study method, Magnan and colleagues38 identified 12 concordant and 50 discordant comorbidities in DM. The findings from this study suggested that concordant chronic conditions are more easily managed because care goals are similar and more likely to be identified and addressed by care providers. However, Magnan and colleagues35 noted that the presence of more dominant concordant conditions such as advanced heart failure may reduce diabetes self-care behaviors; others have not shown this effect. Discordant conditions are less likely to be identified and included in care goals which may contribute to poorer diabetes control, additional complications, and higher health care utilization. The role that the concordance-discordance framework may have in identifying key determinants or challenges in diabetes self-care has received little attention in the literature. Awareness of obstacles faced by patients with T2D who are managing multiple chronic conditions will help inform future strategies for more effective diabetes self-care. The purpose of this systematic review was to examine the role of diabetes-concordant and discordant chronic conditions on the performance of self-care behaviors in adults with T2D.

Methods

The process of conducting and reporting this systematic review was guided by the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) statements.41,42 The PICO (Participant-Intervention/Exposure-Comparison-Outcome) format was used to guide the research question and to establish inclusion and exclusion criteria for articles in this review.

Search strategy

The construction of the search strategy in this review was based on the guideline developed by the Joanna Briggs Institute (JBI).43 A total of 68 search terms were used. Examples include: “Type 2 diabetes,” “adult,” “comorbidity,” “concordant comorbidity,” “discordant comorbidity,” “multimorbidity,” “myocardial infarction,” “cerebrovascular disease,” “heart failure,” “chronic renal failure,” “asthma,” “depression,” “self-care behavior,” “self-care,” “diet,” “physical activity,” “foot care,” and “medication adherence.”Medical subject heading (MeSH) and free text words were used for searching the databases. Truncation and Boolean operators – AND/OR – were used to combine the different search terms. Finally, the search was refined by publication date (March 2006 to April 2018), English language, and study design (cross-sectional survey, case-control, cohort, non-randomized clinical trial, and randomized clinical trial). Studies were identified by searching the following electronic databases: PubMed, CINAHL, PsycINFO, ISI Web of Science, and EMBASE. Further search of Google Scholar, Cochrane Library, and websites of pertinent organizations such as World Health Organization (WHO), International Diabetes Federation (IDF), and American Diabetes Association did not yield one additional study. However, scanning of the reference lists of the retrieved articles provided two additional studies. The literature search was grouped into the following comorbidity categories: concordant comorbid conditions only; discordant comorbid conditions only; and both concordant and discordant comorbid conditions.

Inclusion and exclusion criteria

Only quantitative studies that examined the relationship between concordant and discordant comorbid conditions and diabetes self-care behaviors in adults (≥18 years) with T2D were included in this review. Studies that addressed either overall diabetes self-care behavior or specific self-care behaviors such as diet, medication, blood glucose self-monitoring, exercise, foot care, and smoking as an outcome variable were included. Studies not available in English, conference abstracts and books were not included in the review. The time frame for selection of articles was informed by the publication of a conceptual framework for understanding diabetes care in the context of concordant and discordant comorbidities.34

Study selection

All articles retrieved from the search process were saved into the Endnote citation manager. Duplicates were removed, and the remaining records were screened for study inclusion. Eligibility was assessed independently in an unblinded standardized manner by 2 reviewers. Disagreements between reviewers were resolved by consensus. A two-stage screening process was undertaken using a checklist we developed for this purpose. First, the titles and abstracts of the articles were screened for relevance in relation to the PICO question. In the second round, full-text screening was performed. After screening, the studies were assessed for methodological quality in a two-step process. In the first step, the Joanna Briggs Institute (JBI) Critical Appraisal Tools44 was used to determine to what extent a study had addressed possible biases and included the PICO of interest in this review. In the second step, the remaining studies were rated as strong, moderate, or weak using the Quality Assessment Tool for Quantitative Studies45 in six domains: selection bias, design, confounders, blinding, data collection methods and withdrawals and dropouts. The overall rating for the study was decided by assessing the six domain ratings. Those with no weak ratings and at least four strong ratings were considered strong evidence. Studies with less than four strong ratings and one weak rating were considered moderate while those with two or more weak ratings were considered weak evidence.

Data collection

Data were extracted using a standardized grid format that followed recommendations from the Cochrane Review46 and the Joanna Briggs Institute.47 Information related to data source, setting, study aim, design, sample characteristics, comorbidities types, outcome measurement, and results were extracted from individual studies.

Data analysis and synthesis

A narrative synthesis method was used in this systematic review because the heterogeneity observed in the study designs and methods of the selected studies did not allow the application of pooled analytical meta-analysis procedures. A narrative synthesis organizes and summarizes studies using words to explain the findings.48 In this review, the use of a narrative approach facilitated description of concordant, discordant or the presence of both conditions in T2DM which helped to compare the impact of each on diabetes self-care.

Result

The initial database search identified 1,136 articles. However, only 33 studies met the inclusion criteria and were included in this review. The number of studies excluded at each stage of duplication removal, screening, and eligibility assessment process is shown in Figure 1.
Figure 1

PRISMA flow chart.

PRISMA flow chart.

Study characteristics

Table 1 provides a summary of the 33 studies meeting eligibility criteria and included in the systematic review. Most studies included T2D self-care with discordant comorbidities (n=23) compared to self-care with concordant chronic conditions (n=6). Four studies included T2D self-care with both concordant and discordant chronic conditions. Twenty one studies were cross-sectional,49–69 eight were cohort studies,70–77 two were case-control studies,78,79 one was non-randomized intervention,80 and one was randomized controlled trial.81 Seventeen studies were conducted in the United States (US), four in Canada, two studies each in Malaysia, China and Ireland, and one study each in the Netherlands, Australia, Belgium, Romania, and Jordan. The sample size of the studies ranged from 64 to 740,197 with a median of 615. The studies reported the mean age of the participants ranging from 47.7 to 70.8 years. One study was rated as weak, 27 as moderate, and five as strong.
Table 1

Summary of the characteristics of studies included in the review

ReferenceSetting/CountryStudy aim(s)DesignSample characteristicsOutcome of InterestResultConcordant/Discordant
Malik et al626 primary care clinics in USATo examine the relationship between patient complexity regimen intensity, problems with adherence to medications and control of cardiometabolic risk factors among type 2 diabetes patients with and without coronary heart disease (CHD).Cross-sectionalAge:

Mean=58.8±11.4 years

Sample size=1,314Gender:

Men=40.6%

Women=59.4%

Outcome(s):

Medication adherence

Tool(s):A 13-item measure

T2D patients with a history of CHD were 70% less likely to report medication nonadherence (95% CI=0.5,1.0, p=0.04) compared to those without history of CHD.

Concordant
He et al73Tianjin, ChinaTo assess adherence and persistence to insulin therapy and identify its associated factors among Chinese insulin-naïve patients with T2D.CohortAge:

Mean=58.9±11.6 years

Sample size=24,192Gender:

Men=50.5%

Women=49.5%

Outcome(s):

Medication adherence and persistence

Tool(s):

Medication Possession Ratio (MPR)

Patient had no ≥90 days in insulin therapy

About 30.9% (N=7,486) of the total cohort were adherent with a MPR of ≥0.8 in follow-up.

Patients with a higher comorbidity index(OR=0.93, 95%CI=0.91, 096, p<0.001), or having had comorbid hypertension (OR=0.47, 95%CI=0.44, 0.50, p<0.001) and dyslipidemia (OR=0.74, 95%CI=0.68, 0.80, p<0.001), had a lower likelihood of being adherent.

Having comorbid neuropathy (OR=1.33, 95%CI=1.24, 1.43, p<0.001) or nephropathy (OR=1.40, 95%CI=1.30, 1.52, p<0.001) was related to a significantly higher likelihood of adherence.

The likelihood of being persistent with medication adherence was higher for patients with comorbid cardiovascular complications, including neuropathy and nephropathy (all HR<1, p<0.001).

The likelihood of being persistent was lower for those with comorbid hypertension (adjusted OR=1.80, 95%CI=1.71, 1.88, p<0.001) or dyslipidemia (adjusted HR=1.19,95% CI=1.14, 1.25, p<0.001).

Concordant
Ahmad et al49Primary health clinics in Hulu Langat, Selangor, MalaysiaTo assess adherence to medications and to identify factors that are associated with nonadherence in type 2 diabetes mellitus patientsCross-sectionalAge:

Mean=55.95±9.13 years

Range=30–82 years

Sample size=557Gender:

Men= 36.8%

Women=63.2%

Outcome(s):

Medication adherence

Tool(s):

Medication Compliance Questionnaire (MCQ)

241 (50.7%) of patients with comorbidities were nonadherent

T2D patients with comorbid hypertension, dyslipidemia, or both were 1.78 (95% CI=1.064, 2.981) times more likely to be nonadherent compared to those without comorbid condition.

Concordant
Al-Sayah et al51Alberta, CanadaTo examine the prevalence and predictors of foot disease, self-care and clinical monitoring in adults with type 2 diabetes in Alberta, CanadaCross-sectionalAge:

Mean=64.4±10.7 years

Sample size=2,040Gender:

Men=55%

Women=45%

Outcome(s):

Foot care behavior

Tool(s):

4 items from SDSCA

Average foot self-care was 3.9 days per weekfor the entire sample

14% of participants performed the recommended foot self-care for ≥6 days per week.

The odds of poor foot self-care was38% (OR=0.62, 95% CI=0.50, 0.80) less in patients with comorbid hyperlipidemia compared to those without hyperlipidemia.

Concordant
Dixon et al78AustraliaTo investigate whether diabetes self-care attitudes, behaviors and perceived burden, particularly related to weight management, diet and physical activity, differ between adults with T2D who are severely obese and matched non-severely obese control subjects.Case-controlAge:

Mean=58.4±8.9 years

Sample size=1,795Gender:

Men=51.6%

Women=48.4%

Outcome(s):

Overall DSCB

Tool(s):

Diabetes Self-Care Inventory-Revised (DSCI-R)

530 (29.5%) were severely obese (BMI ≥35 kg/m2) and the proportion of class III (BMI ≥40 kg/m2) was greater (13.5%) than the proportion of those in the healthy range (BMI ≤ 25 kg/m2, 12.2%).

The group with BMI ≥35 kg/m2 was less likely to achieve diet and exercise targets, placed less importance on diet and exercise recommendations, and found the burden of diet and exercise recommendations to be greater than the group with BMI<35 kg/m2 (p<0.001).

Moderate-to-severe symptoms of depression were independently associated with reduced likelihood of healthy diet and physical activity, and with greater burden associated with diet, physical activity, and weight management (p<0.001).

Concordant
Kroese et al80the NetherlandsTo compare obese and nonobese type 2 diabetes patients at baseline and after participating in an existing self-management intervention (i.e., Beyond Good Intentions) on cognitive, self-care, and behavioral measures to examine whether both groups are equally prepared and able to adopt self-management approaches.Non-randomized interventionAge:

Mean=70.3±7.7 years

Range=46–74 years

Sample size=64Gender:

Men=59.4%

Women=40.6%

Outcome(s):

Overall DSCB

Tool(s):SDSCA

At baseline obese T2D patients, compared to nonobese patient, reported lower adherence to self-care recommendations, F(4, 58)=2.77, p=0.036, effect size (d)=0.16.

Intervention showed significant and equal effectiveness both for obese and nonobese T2D patients on adherence to self-care recommendations, F(1, 62)=24.70, p=0.000, d=0.29.

Concordant
Asuzu et al52Primary Clinics in southern United StatesTo examine the mechanism by which depressive symptoms, diabetes distress and diabetes fatalism together influence diabetes outcomes (self-care and HbA1c) using structured equation modeling.Cross-sectionalAge:

Mean=61.3±10.9 years

Sample size=615Gender:

Men=61.6%

Women=38.4%

Outcome(s):

Overall DSCB

Glycemic control

Tool(s):

SDSCA

Morisky Medication Adherence Scale (MMAS)

HbA1c

The most frequently reported specific self-care activity was medication adherence (M=5.9±2.0), followed by general diet (M=4.7±2.0), blood glucose testing (M=4.6±2.5), foot care (M=4.3±2.5), specific diet (M=4.0±1.6), and exercise (M=2.6±2.2).

Diabetes distress directly significantly related to diabetes self-care (r=−0.69, p<0.001) and HbA1c (r=0.69, p<0.001).

No significant direct relationship of depressive symptoms with diabetes self-care and HbA1c.

Indirect relationship between increased depressive symptoms (mediated by diabetes distress) and decreased self-care (r=−0.52, p<0.001) and higher HbA1c (r=0.60, p<0.001).

Discordant
Schinckus et al66BelgiumTo investigate whether emotional distress or depression moderates the relation between health literacy, self-efficacy and diabetes self-care behaviors.Cross-sectionalAge:

Mean=61.87±12.27 years

Sample size=128Gender:

Men=52.4%

Women=47.6%

Outcome(s):

Overall DSCB

Tool(s):Diabetes Self-Management Questionnaire (DSMQ)

Depression and diabetes-related distress do not independently predict diabetes self-care behaviors but they moderate the effect of health literacy on these behaviors.

The interaction between depression and health literacy (β=−0.322, t=−3.260, p≤0.005) and that between distress and health literacy (β=−0.256, t=−2.490, p≤0.05) predict diabetes self-care behavior.

Discordant
Al-Amer et al50Endocrinology Clinic, Jordan University HospitalTo assess the relationship between illness perception, depression, social support, religiosity and spiritual coping, self-efficacy, and diabetes self-care activities among T2D patients of an Arabic ethnicityCross-sectionalAge:

Mean=58.2±10.8 years

Range=32–82 years

Sample size= 220Gender:

Men=52.3%

Women=47.7%

Outcome(s):

Overall diabetes self-care behavior (DSCB)

Tool(s):The Summary of Diabetes Self-Care Activities (SDSCA)

The mean score of overall self-care activities was 40.5±14.5.

The most frequently reported self-care activity was medication adherence (M=6.5±1.4) and the least reported was exercise (M=1.8±2.0).

The mean HbA1c value was 8.01±1.8% and 136 (61.8% of the participants had HbA1c value of ≥7%.

Depression was indirectly associated to diabetes self-care activities through self-efficacy (β=−0.20, p=0.003).

Discordant
Chasens et al53Pittsburgh, USATo investigate the association of impaired sleep quality and daytime sleepiness on self-reported diabetes control and psychological and social factors that affect diabetes self-management.Cross-sectionalAge:

Mean=52.23±9.28 years

Range=31–83 years

Sample size=107Gender:

Men=42%

Women=58%

Outcome(s):

Overall DSCB

BMI

Tool(s):

Diabetes Care Profile (DCP)

Kg/m2

Participants had higher BMI (M=35.03±6.55 Kg/m2) and higher HbA1c (M=7.33±1.52%).

Higher BMI associated with low scores on self-care adherence (r=−0.42, p<0.004) and self-care ability (r=−0.24, p<0.014).

Impaired sleep quality and daytime sleepiness significantly associated with lower self-care adherence (r=−0.21, p<0.05).

Discordant
Chen et al54Pittsburgh, USATo evaluate the effects of depression on the number of self-identified behavior change goals and the number of barriers to diabetes self-care among patients with type 2 diabetes.Cross-sectionalAge:

Mean=58 years

Sample size=778Gender:

Men=39.1%

Women=60.9%

Outcome(s):

Overall DSCB

Tool(s):

Diabetes Self-Management Assessment Report Tool (D-SMART)

T2D patients with comorbid depression had greater number of barriers to self-care compared to nondepressed compatriot (7 vs 6, p<0.001).

They also had higher BMI (Median=34.8 (q1-q2=30.9–40.1) vs 33.2 (28.8–39.1), p=0.03, but no difference in HbA1c values (Median=7.7 (q1-q2=6.8–9.3) vs 7.7 (6.7–9.3), p=80.

Discordant
Chen et al55Taipei, ChinaTo compare differences in self-efficacy scores and self-care behaviors between outpatients with comorbid schizophrenia and T2D and outpatients with T2D only.Cross-sectionalAge:

Mean=47.7±8.7 years

Range=28–65 years

Sample size=211Gender:

Men=39.8%

Women=60.2%

Outcome(s):

Overall DSCB

Glycemic control

BMI

Tool(s):

Chinese version of SDSCA (C-SDSCA)

HbA1c

Kg/m2

T2D patients with comorbid schizophrenia had significantly lower: total self-care scores compared to those with T2D only (M=35.22±12.70 vs 39.18±12.64, p=0.02).

They also had significantly lower score in diet (M=16.60±6.83 vs 18.16±4.07, p=0.04), physical activity (M=6.65±3.64 vs 8.33±3.40, p<0.001), and blood glucose self-monitoring (M=1.40±3.05 vs 3.07±3.29, p<0.0001) compared to those with T2D only.

Similarly they had significantly higher HbA1c (M=7.9±1.7 vs 7.4±0.8, p=0.02) and higher BMI (M=27.4±4.7 vs 24.2±2.3, p<0.0001) compared to those with T2D only.

Discordant
Devarajooh and Chinna56Hulu Selangor, MalaysiaTo explore the relationship between depression, diabetes distress, and self-efficacy with diabetes self-care practice.Cross-sectionalAge:

Mean=55.33±10.09 years

Sample size=371Gender:

Men=38.0%

Women=62.0%

Outcome(s):

Overall DSCB

Tool(s):

Malaya version of SDSCA

The mean self-care (SDSCA) score=3.87±0.82, with 170 (45.8%) categorized as good diabetes self-care practice, diet score=4.70±1.56, exercise score=2.77±1.78, medication adherence score=6.01±1.84, SMBG score=1.38±1.59, and foot care score=5.63±1.98.

Depression had no significant direct association with diabetes self-care, but had significant negative effect through self-efficacy (r=−0.115, p<0.01).

The model explained 22% of variance in diabetes self-care.

Discordant
Feil et al57USA, National studyTo examine the relationship between cognitive impairment and diabetes self-management in a population-based community sample of older adults with Type 2 diabetes.Cross-sectionalAge:

Mean=70±7.4 years

Sample size=1,398Gender:

Men=47.2%

Women=52.8%

Outcome(s):

Overall DSCB

Glycemic control

Tool(s):

DCP

HbA1c

T2D patients with highest comorbidity scores had higher HbA1c values compared to those with lowest comorbidity score (M=7.3±1.5% vs 7.0±1.1%, p=0.02).

T2D patients with worsened comorbidities 4% less likely to exercise (p<0.01) and 2% less likely to check feet for wounds or sores (p=0.01).

Moderate cognitively impaired were 9% and severe cognitively impaired were 38% less likely to follow recommended eating plan (both p=0.01).

Moderate cognitively impaired were 27% and severe cognitively impaired were 28% less likely to exercise regularly (both p=0.05).

Discordant
Gonzalez et al58Boston, USATo examine the relationships between depression and the full range of diabetes self-care behaviors .Cross-sectionalAge:

Mean=66.2±12.4 years

Sample size=909Gender:

Men=52%

Women=48%

Outcome(s):

Overall DSCB

BMI

Tool(s):

SDSCA

Kg/m2

T2D patients with probable major depression had significantly highest BMI compared to those not meeting the criteria for major depression (M=34.19±6.18 vs 30.70±6.18, p<0.001).

They reported significantly fewer days of adherence to diet, exercise, and glucose self-monitoring (p<0.01).

They had 2.3-fold increased odds of missing medication doses in the previous week (95% CI=1.5, 3.6, p<0.001).

Discordant
Hernandez et al59Chicago, USATo examine the relationships between depressive symptoms and diabetes self-care in African American and Hispanic/Latino patients with Type 2 diabetes and whether the associations, if any, is mediated by diabetes-related self-efficacy.Cross-sectionalAge:

Mean=53.2±12.3 years

Range=25–86 years

Sample size=250Gender:

Men=31.6%

Women=68.4%

Outcome(s):

Overall DSCB

Tool(s):

SDSCA

The mean score of diabetes self-care behavior ranged from a low of 2.5 per week (exercise) to a high of 6.2 days per week (oral medication adherence).

Depressive symptoms negatively significantly associated with self-care domains of general diet (β=−0.032, p=0.01), specific diet (β=−0.020, p=0.02), physical activity (β=−0.046, p<0.01), and blood glucose self-monitoring (β=−0.020, p=0.01) in the African American group.

Depressive symptoms negatively significantly associated only with specific diet (β=−0.030, p<0.01) in the Hispanic/Latino group.

Self-efficacy mediated the association between depression and self-care only for African American group (β=−0.024, p=0.01).

Discordant
Johnson et al60Alberta, CanadaTo examine the association of diabetes-related distress (DD) and depressive symptoms (DS) with physical activity (PA) and adherence to recommended dietary behaviors in adults with T2D.Cross-sectionalAge:

Mean=64.4±10.6 years

Sample size=2,040Gender:

Men=54.8%

Women=45.2%

Outcome(s):

Exercise behavior

Dietary behavior

Tool(s):

SDSCA

42% of participants had good adherence of dietary behaviors whereas 79% did not achieve the guideline of 150 minutes of weekly moderate-to-vigorous physical activity (MVPA).

T2D patients with DD alone were 1.8 times (95% CI=1.1, 2.9) and those with DD and DS combine were 2.0 times (95% CI=1.1, 3.7) more likely not to meet PA guideline compared to those without DD or DS.

DS did not independently significantly associated with meeting PA guideline (OR=1.4, 95% CI=0.7, 3.0).

T2D patients with DD alone were 1.5 times (95% CI=1.4,3.4), DS alone were 5.2 times (95% CI=2.7,9.7), and DD and DS combined were 2.5 times (95% CI=1.6, 3.8) more likely to have poor adherence to recommended dietary behavior compared to those without DD or DS.

Discordant
Lipscombe et al61Quebec, CanadaTo examine the association between physical inactivity and anxiety symptoms in a community-based sample of men and women of with type 2 diabetes mellitus.Cross-sectionalAge:

Mean=61.7±8.3 years

Sample size=1,953Gender:

Men=50.1%

Women=49.9%

Outcome(s):

Exercise behavior

Tool(s):

Number of days over the previous month spent on exercise engagement for at least 15 minutes.

A 27. 3% of participants reported being physically inactive.

T2D patients with mild anxiety symptoms and moderate to severe anxiety symptoms were 1.4 times (95%CI=1.05, 1.96) and 1.7 times (95%CI=1.16, 2.50) more likely to report being inactive compared to those without anxiety symptoms.

Women who had mild anxiety symptoms were 1.5 (95%CI=1.02, 2.31) times more likely to report being inactive compared to women without anxiety symptoms.

Men who had moderate to severe anxiety symptoms were 2.5 times (95%CI=1.31, 4.75) more likely to be inactive compared to men without anxiety symptoms.

T2D patients who had >2 comorbidities were 1.5 times (95%CI=1.08, 2.13), obesity were 1.5 times (95%CI=1.08, 2.15), and depression were 1.8 times (95%CI=1.04, 3.13) more likely to be physically inactive.

Discordant
Mut-Vitcu et al63RomaniaTo evaluate the prevalence of depression and its impact on the quality of diabetes-related self-care activities in elderly patients with type 2 diabetesCross-sectionalAge:

Median=64 years

Range=52–86 years

Sample size=184Gender:

Men=43.5%

Women=56.5%

Outcome(s):

Overall DSCB

Tool(s):

SDSCA

Participants had a mean HbA1c of 8.14±1.7% and BMI of 30.7±4.3 Kg/m2.

Severe depression – compared with moderate and no depression – in T2D patients is associated with a significant decrease in quality of diabetes self-care activities global score (24 vs 33 vs 37 points; p<0.001), in the diet score (12 Vs 16 Vs 18 points; p<0.001); physical exercise score (5 vs 6 vs 8 points; p<0.001); and feet care score (4 vs 5 vs 7 points; p=0.017).

Presence of diabetes neuropathy (β=−0.183; P=0.016) and chronic kidney disease (β=−0.230; p=0.003) are associated with decrease in quality of diabetes self-care activities.

Discordant
Nau et al64Michigan, USATo determine the main effects, and interactive effect, of gender and depression on patients’ adherence to oral diabetes medicationCross-sectionalAge:

Mean=56.0±11.1 years

Sample size=391Gender:

Men=50.1%

Women=49.9%

Outcome(s):

Medication adherence

Tool(s):

A 4-item scale

Depression had a significant main effect on medication adherence (F=4.82, p=0.03) – persons categorized as depressed were less adherence.

No significant association between gender and adherence (F=3.01, p=0.08)

But, gender × depression interaction effect was significant (F=5.93, p=0.01) – men with depression reported significantly worse medication adherence than men without depression, while women were relatively adherent regardless of depressive symptom severity.

Discordant
Shin et al67John Hopkins Hospital, USATo examine whether problem-solving and diabetes self-management behaviors differ by depression diagnosis in adults with T2D.Cross-sectionalSample size=103Gender:

Men=40.8%

Women=59.2%

Outcome(s):

Overall DSCB

Tool(s):

SDSCA

T2D patients with major depression (MDD) had lower total self-care (MD=−10.02, p≤0.01), diet (MD=−5.32, p≤0.01), and blood glucose self-monitoring (MD=−2.69, p≤0.05) scores compared to those without depression after adjusting for age, sex, and diabetes duration.

Discordant
Smith et al35Quebec, CanadaTo ascertain the association of elevated co-occurring anxiety and depression symptoms, elevated anxiety symptoms or elevated depression symptoms alone with self-care behaviors in people with T2D.Cross-sectionalAge:

Mean=60.51±8.4 years

Sample size=1,990Gender:

Men=49.8%

Women=50.2%

Outcome(s):

Blood glucose checking

Dietary behavior

Exercise behavior

Smoking behavior

Tool(s):

Canadian recommendation for self-care

Groups with elevated co-occurring anxiety were 3.39 times (95%CI=2.23, 5.14) and depression symptoms were 3.02 times (95%CI=1.94, 4.71), elevated anxiety symptoms alone were 2.71 times (95%CI=1.36, 5.40) more likely to report poor eating habits compared to those without these problems.

Groups with elevated co-occurring depression and anxiety symptoms were 1.85 times (95%CI=1.19, 2.87) and elevated depression symptoms alone were 1.98 times (95%CI=1.23, 3.17) also less likely to meet physical activity recommendations compared to those without depressive symptoms.

T2D people with elevated co-occurring depression and anxiety were 1.90 time (95%CI=1.23, 2.95) more likely to be current smokers compared to those with low depression and anxiety scores.

Discordant
Zuberi et al69PakistanTo assess the associations of depression with glycemic control and compliance to self-care activities in adult patients with T2D.Cross-sectionalAge:

Mean=52 years

Range=31–60 years

Sample size=286Gender:

Men=44.8%

Women=55.2%

Outcome(s):

Overall DSCB

Glycemic control

Tool(s):

Self-report items

HbA1c

Over half of the study participants practiced self-care activities except exercise.

Depressed compared to nondepressed persons had significantly higher mean HbA1c levels (8.5% Vs 7.7%, p<0.001).

Depression was associated with low compliance to self-care activities such as taking dose as advised (OR=0.32; 95%CI=0.14–0.73), dietary restrictions (OR=0.45; 95%CI=0.26–0.79) and foot care (OR=0.38; 95%CI=0.18–0.83).

Depressed patients were 5.6 times (95% CI=2.88–10.76) more likely to have poor glycemic control (HbA1c≥7%).

Discordant
Aikens et al70Midwestern, USATo clarify the longitudinal associations between depressive symptoms (DS) and diabetes-related distress (DRD) and key outcomes (self-management behaviors and glycemic control) measured 6 months later.CohortAge:

Mean=57.3±8.3 years

Range=27–88 years

Sample size=253Gender:

Men=50%

Women=50%

Outcome(s):

Overall DSCB

Glycemic control

Tool(s):

SDSCA

HbA1c

The mean (SD) HbA1c was 7.6±1.6%.

52% of the participants were high adherent, 42% medium adherent, and 6% low adherent.

DS significantly predicted future diet behavior (β=−0.15, p=0.049), physical activity (β=−0.25, p=0.001), and glucose testing (β=−0.17, p=0.018).

DRD predicted future medication adherence (β=0.20, p=0.011).

DRD predicted future glycemic control (β=0.30, p<0.001).

Discordant
Axon et al71USATo examine whether depression impacts medication nonadherence (MNA) over time and determine if race has a differential impact on MNA in patients with T2D and comorbid depression.CohortSample size=740,197Gender:

Men=97.7%

Women=2.3%

Outcome(s):

Medication adherence

Tool(s):

Medication Possession Ratio (MPR)

The odds of MNA was 1.12 times (95%CI=1.11, 1.13) higher for those with depression compared to those without depression.

After excluding depression, those with 1 comorbid condition (OR=0.86, 95% CI=0.85, 0.87) and 2 comorbidities (OR=0.91, 95%CI=0.90, 0.92) had lower MNA compared to those with T2D alone.

Participants with ≥3 comorbidities (after excluding depression) had higher MNA (OR=1.09, 95%CI=1.08, 1.10) compared to those with diabetes alone.

Discordant
Gonzalez et al72Massachusetts and Boston, USATo examine prospectively the association of depression symptoms with subsequent self-care and medication adherence in patients with T2D.CohortAge:

Mean=65.5±11.6 years

Sample size=208Gender:

Men=51%

Women=49%

Outcome(s):

Overall DSCB

Tool(s):

SDSCA

T2D patients with higher levels of depression at baseline reported significantly lower adherence to general diet recommendations and specific recommendations for consumption of fruits and vegetables and spacing of carbohydrates, less exercise; and poorer foot care at follow-up (β ranging from −0.12 to -0.23, p<0.05).

Also, each 1-point increase in baseline depression score was associated with a 1.08-fold increase in the odds of non-adherence to prescribed medication at follow-up (95% CI, 1.001, 1.158, P=0.047).

Discordant
Kalsekar et al74West VirginiaTo examine the impact of depression on adherence to oral hypoglycemic agents (OHAs) in patients newly diagnosed with T2D.CohortSample size=1,326Gender:

Men=36.7%

Women=63.3%

Outcome(s):

Medication adherence

Tool(s):

MPR

Depressed patients were 3–6% less adherent to OHAs than nondepressed patients (p<0.05), after adjusting for confounding variables.

Discordant
Kreyenbuhi et al75USATo compare adherence to oral hypoglycemic medications (OHA) for diabetes patients with Vs without comorbid schizophrenia.CohortSample size=22,014Gender:

Men=96.5%

Women=3.5%

Outcome(s):

Medication adherence

Tool(s):

MPR

Having schizophrenia was associated with a 25% lower likelihood of poor adherence compared to with not having schizophrenia (OR=0.75, 95%CI=0.70, 0.80).

Those with depression were 1.25 times (95%CI=1.12, 1.38, p<0.0001), with CCI≥2 were 1.09 time (95%CI=1.03, 1.16, p=0.005) and with alcohol or substance use disorder were 1.45 times (95%CI=1.28, 1.64, p<0.0001) likely to be poor adherent to OHA.

Discordant
Wagner et al79USATo examine the association between lifetime history of major depressive disorder (L-MDD) and diabetes self-management in women with Type 2 diabetes who were not depressed at the time of assessment.Case-controlAge:

Mean=60.1±9.7 years

Sample size=153
Outcome(s):

Overall DSCB

Tool(s):

SDSCA

Total self-care (10 SDSCA core items) mean (SD) score was 37.3±12.2, blood glucose self-monitoring was 4.7±2.4, general diet was 4.3±1.9, specific diet was 4.2±1.6, exercise was 2.7±2.0, and foot care was 4.8±1.4.

The participants had a mean (SD) HbA1c of 6.7±1.2%.

Never depressed T2D women with L-MDD had lower total SDSCA score compared to control (F(1, 110)=8.01, p<0.05) after controlling for treatment regimen, depressive symptoms, and conscientiousness.

Self-efficacy was a significant mediator of the influence of L-MDD on SDSCA scores (z=−2.14, standard error=1.01, p<0.05).

Discordant
O’Shea et al76IrelandTo examine whether the type of comorbid condition affects medication persistence and adherence in patients initiating oral anti-hyperglycemic (OAH) therapy.CohortSample size=21,280Gender:

Men=54%

Women=46%

Outcome(s):

Medication adherence

Tool(s):

MPR

Persistence was 74.0% and 62.6% and adherence was 70.0% and 66.7% for all OAHs at 6 and 12 months, respectively.

Patients with only concordant comorbidity were significantly more likely to be persistent at 6 month (OR=1.45, 95%CI=1.28, 1.65) and 12 month (OR=1.22, 95%CI=1.09, 1.38).

Patients with only discordant comorbidity were significantly less likely to be persistent at 6 month (OR=0.40, 95%CI=0.35, 0.46) and 12 month (OR=0.43, 95%CI=0.38, 0.50).

Patient with only concordant comorbidity were significantly more likely to be adherent at 6 month (OR=1.43, 95%CI=1.28, 1.61) and 12 month (OR=1.42, 95%CI=1.26, 1.62).

Patients with only discordant comorbidity were significantly less likely to be adherent at 6 month (OR=0.47, 95%CI=0.41, 0.54) and 12 month (OR=0.46, 95%CI=0.40, 0.54).

Both
Palakodeti et al77North California, USATo identify the predictors and clinical effects among inactive patients with diabetes who become physically active, in the setting of a large integrated health system.CohortAge:

Mean=60.2 years

Sample size=6,853Gender:

Men=47.1%

Women=52.9%

Outcome(s):

Physical activity

Tool(s):

Self-reported items

62.5% reported being physically inactive, while 16.0% reported achieving the recommended physical activity (≥150 minute/week) by the last visit of the study period.

Patients with comorbid chronic kidney disease were 22% (OR=0.78, CI=0.65, 0.94), depression were 23% (OR=0.77, CI=0.62, 0.96), obesity of BMI 30–34.9 kg/m2 were 24% (OR=0.76, CI=0.60, 0.97), and obesity of BMI ≥35kg/m2 were 45% (OR=0.55, CI=0.42, 0.70) less likely to achieve the recommended threshold of 150 min/week of MVPA during the follow-up period.

Both
Trief et al81Syracuse, New York, USATo examine the change in adherence to the recommended self-care in response to the diabetes home telemedicine intervention.Randomized Controlled Trial (RCT)Age:

Mean=70.8±6.6 years

Sample size=1,665Gender:

Men=37.2%

Women=62.8%

Outcome(s):

Overall DSCB

Glycemic control

Tool(s):

SDSCA

HbA1c

The total sample had a mean (SD) BMI of 31.9±6.8 kg/m2 and HbA1c of 7.4±1.5%.

Participants with greater comorbidity over time had poorer adherence to self-care activities (β=−0.0204, p=0.01).

Adherence to self-care was a significant mediator of HbA1c (p<0.001).

Both
O’Shea et al65Dublin, IrlandTo examine the impact of comorbidity on HRQoL and self-care in T2DM patients attending an outpatient settingCross-sectionalAge:

Range=25–80 years

Sample size=159Gender:

Men=59.7%

Women=40.3%

Outcome(s):

Overall DSCB

Tool(s):SDSCA

T2D patients with both concordant and discordant comorbidities had the lowest level of physical activity (β=−0.32, p<0.0001) compared to those without any comorbidity.

But, no difference in other dimensions of DSCB.

Both

Abbreviations: T2D, type 2 diabetes; USA, United States of America; SDSCA, Summary of Diabetes Self-Care Activities; DSCB, Diabetes Self-Care Behaviors; HbA1c, glycated hemoglobin.

Summary of the characteristics of studies included in the review Mean=58.8±11.4 years Men=40.6% Women=59.4% Medication adherence T2D patients with a history of CHD were 70% less likely to report medication nonadherence (95% CI=0.5,1.0, p=0.04) compared to those without history of CHD. Mean=58.9±11.6 years Men=50.5% Women=49.5% Medication adherence and persistence Medication Possession Ratio (MPR) Patient had no ≥90 days in insulin therapy About 30.9% (N=7,486) of the total cohort were adherent with a MPR of ≥0.8 in follow-up. Patients with a higher comorbidity index(OR=0.93, 95%CI=0.91, 096, p<0.001), or having had comorbid hypertension (OR=0.47, 95%CI=0.44, 0.50, p<0.001) and dyslipidemia (OR=0.74, 95%CI=0.68, 0.80, p<0.001), had a lower likelihood of being adherent. Having comorbid neuropathy (OR=1.33, 95%CI=1.24, 1.43, p<0.001) or nephropathy (OR=1.40, 95%CI=1.30, 1.52, p<0.001) was related to a significantly higher likelihood of adherence. The likelihood of being persistent with medication adherence was higher for patients with comorbid cardiovascular complications, including neuropathy and nephropathy (all HR<1, p<0.001). The likelihood of being persistent was lower for those with comorbid hypertension (adjusted OR=1.80, 95%CI=1.71, 1.88, p<0.001) or dyslipidemia (adjusted HR=1.19,95% CI=1.14, 1.25, p<0.001). Mean=55.95±9.13 years Range=30–82 years Men= 36.8% Women=63.2% Medication adherence Medication Compliance Questionnaire (MCQ) 241 (50.7%) of patients with comorbidities were nonadherent T2D patients with comorbid hypertension, dyslipidemia, or both were 1.78 (95% CI=1.064, 2.981) times more likely to be nonadherent compared to those without comorbid condition. Mean=64.4±10.7 years Men=55% Women=45% Foot care behavior 4 items from SDSCA Average foot self-care was 3.9 days per weekfor the entire sample 14% of participants performed the recommended foot self-care for ≥6 days per week. The odds of poor foot self-care was38% (OR=0.62, 95% CI=0.50, 0.80) less in patients with comorbid hyperlipidemia compared to those without hyperlipidemia. Mean=58.4±8.9 years Men=51.6% Women=48.4% Overall DSCB Diabetes Self-Care Inventory-Revised (DSCI-R) 530 (29.5%) were severely obese (BMI ≥35 kg/m2) and the proportion of class III (BMI ≥40 kg/m2) was greater (13.5%) than the proportion of those in the healthy range (BMI ≤ 25 kg/m2, 12.2%). The group with BMI ≥35 kg/m2 was less likely to achieve diet and exercise targets, placed less importance on diet and exercise recommendations, and found the burden of diet and exercise recommendations to be greater than the group with BMI<35 kg/m2 (p<0.001). Moderate-to-severe symptoms of depression were independently associated with reduced likelihood of healthy diet and physical activity, and with greater burden associated with diet, physical activity, and weight management (p<0.001). Mean=70.3±7.7 years Range=46–74 years Men=59.4% Women=40.6% Overall DSCB At baseline obese T2D patients, compared to nonobese patient, reported lower adherence to self-care recommendations, F(4, 58)=2.77, p=0.036, effect size (d)=0.16. Intervention showed significant and equal effectiveness both for obese and nonobese T2D patients on adherence to self-care recommendations, F(1, 62)=24.70, p=0.000, d=0.29. Mean=61.3±10.9 years Men=61.6% Women=38.4% Overall DSCB Glycemic control SDSCA Morisky Medication Adherence Scale (MMAS) HbA1c The most frequently reported specific self-care activity was medication adherence (M=5.9±2.0), followed by general diet (M=4.7±2.0), blood glucose testing (M=4.6±2.5), foot care (M=4.3±2.5), specific diet (M=4.0±1.6), and exercise (M=2.6±2.2). Diabetes distress directly significantly related to diabetes self-care (r=−0.69, p<0.001) and HbA1c (r=0.69, p<0.001). No significant direct relationship of depressive symptoms with diabetes self-care and HbA1c. Indirect relationship between increased depressive symptoms (mediated by diabetes distress) and decreased self-care (r=−0.52, p<0.001) and higher HbA1c (r=0.60, p<0.001). Mean=61.87±12.27 years Men=52.4% Women=47.6% Overall DSCB Depression and diabetes-related distress do not independently predict diabetes self-care behaviors but they moderate the effect of health literacy on these behaviors. The interaction between depression and health literacy (β=−0.322, t=−3.260, p≤0.005) and that between distress and health literacy (β=−0.256, t=−2.490, p≤0.05) predict diabetes self-care behavior. Mean=58.2±10.8 years Range=32–82 years Men=52.3% Women=47.7% Overall diabetes self-care behavior (DSCB) The mean score of overall self-care activities was 40.5±14.5. The most frequently reported self-care activity was medication adherence (M=6.5±1.4) and the least reported was exercise (M=1.8±2.0). The mean HbA1c value was 8.01±1.8% and 136 (61.8% of the participants had HbA1c value of ≥7%. Depression was indirectly associated to diabetes self-care activities through self-efficacy (β=−0.20, p=0.003). Mean=52.23±9.28 years Range=31–83 years Men=42% Women=58% Overall DSCB BMI Diabetes Care Profile (DCP) Kg/m2 Participants had higher BMI (M=35.03±6.55 Kg/m2) and higher HbA1c (M=7.33±1.52%). Higher BMI associated with low scores on self-care adherence (r=−0.42, p<0.004) and self-care ability (r=−0.24, p<0.014). Impaired sleep quality and daytime sleepiness significantly associated with lower self-care adherence (r=−0.21, p<0.05). Mean=58 years Men=39.1% Women=60.9% Overall DSCB Diabetes Self-Management Assessment Report Tool (D-SMART) T2D patients with comorbid depression had greater number of barriers to self-care compared to nondepressed compatriot (7 vs 6, p<0.001). They also had higher BMI (Median=34.8 (q1-q2=30.9–40.1) vs 33.2 (28.8–39.1), p=0.03, but no difference in HbA1c values (Median=7.7 (q1-q2=6.8–9.3) vs 7.7 (6.7–9.3), p=80. Mean=47.7±8.7 years Range=28–65 years Men=39.8% Women=60.2% Overall DSCB Glycemic control BMI Chinese version of SDSCA (C-SDSCA) HbA1c Kg/m2 T2D patients with comorbid schizophrenia had significantly lower: total self-care scores compared to those with T2D only (M=35.22±12.70 vs 39.18±12.64, p=0.02). They also had significantly lower score in diet (M=16.60±6.83 vs 18.16±4.07, p=0.04), physical activity (M=6.65±3.64 vs 8.33±3.40, p<0.001), and blood glucose self-monitoring (M=1.40±3.05 vs 3.07±3.29, p<0.0001) compared to those with T2D only. Similarly they had significantly higher HbA1c (M=7.9±1.7 vs 7.4±0.8, p=0.02) and higher BMI (M=27.4±4.7 vs 24.2±2.3, p<0.0001) compared to those with T2D only. Mean=55.33±10.09 years Men=38.0% Women=62.0% Overall DSCB Malaya version of SDSCA The mean self-care (SDSCA) score=3.87±0.82, with 170 (45.8%) categorized as good diabetes self-care practice, diet score=4.70±1.56, exercise score=2.77±1.78, medication adherence score=6.01±1.84, SMBG score=1.38±1.59, and foot care score=5.63±1.98. Depression had no significant direct association with diabetes self-care, but had significant negative effect through self-efficacy (r=−0.115, p<0.01). The model explained 22% of variance in diabetes self-care. Mean=70±7.4 years Men=47.2% Women=52.8% Overall DSCB Glycemic control DCP HbA1c T2D patients with highest comorbidity scores had higher HbA1c values compared to those with lowest comorbidity score (M=7.3±1.5% vs 7.0±1.1%, p=0.02). T2D patients with worsened comorbidities 4% less likely to exercise (p<0.01) and 2% less likely to check feet for wounds or sores (p=0.01). Moderate cognitively impaired were 9% and severe cognitively impaired were 38% less likely to follow recommended eating plan (both p=0.01). Moderate cognitively impaired were 27% and severe cognitively impaired were 28% less likely to exercise regularly (both p=0.05). Mean=66.2±12.4 years Men=52% Women=48% Overall DSCB BMI SDSCA Kg/m2 T2D patients with probable major depression had significantly highest BMI compared to those not meeting the criteria for major depression (M=34.19±6.18 vs 30.70±6.18, p<0.001). They reported significantly fewer days of adherence to diet, exercise, and glucose self-monitoring (p<0.01). They had 2.3-fold increased odds of missing medication doses in the previous week (95% CI=1.5, 3.6, p<0.001). Mean=53.2±12.3 years Range=25–86 years Men=31.6% Women=68.4% Overall DSCB SDSCA The mean score of diabetes self-care behavior ranged from a low of 2.5 per week (exercise) to a high of 6.2 days per week (oral medication adherence). Depressive symptoms negatively significantly associated with self-care domains of general diet (β=−0.032, p=0.01), specific diet (β=−0.020, p=0.02), physical activity (β=−0.046, p<0.01), and blood glucose self-monitoring (β=−0.020, p=0.01) in the African American group. Depressive symptoms negatively significantly associated only with specific diet (β=−0.030, p<0.01) in the Hispanic/Latino group. Self-efficacy mediated the association between depression and self-care only for African American group (β=−0.024, p=0.01). Mean=64.4±10.6 years Men=54.8% Women=45.2% Exercise behavior Dietary behavior SDSCA 42% of participants had good adherence of dietary behaviors whereas 79% did not achieve the guideline of 150 minutes of weekly moderate-to-vigorous physical activity (MVPA). T2D patients with DD alone were 1.8 times (95% CI=1.1, 2.9) and those with DD and DS combine were 2.0 times (95% CI=1.1, 3.7) more likely not to meet PA guideline compared to those without DD or DS. DS did not independently significantly associated with meeting PA guideline (OR=1.4, 95% CI=0.7, 3.0). T2D patients with DD alone were 1.5 times (95% CI=1.4,3.4), DS alone were 5.2 times (95% CI=2.7,9.7), and DD and DS combined were 2.5 times (95% CI=1.6, 3.8) more likely to have poor adherence to recommended dietary behavior compared to those without DD or DS. Mean=61.7±8.3 years Men=50.1% Women=49.9% Exercise behavior Number of days over the previous month spent on exercise engagement for at least 15 minutes. A 27. 3% of participants reported being physically inactive. T2D patients with mild anxiety symptoms and moderate to severe anxiety symptoms were 1.4 times (95%CI=1.05, 1.96) and 1.7 times (95%CI=1.16, 2.50) more likely to report being inactive compared to those without anxiety symptoms. Women who had mild anxiety symptoms were 1.5 (95%CI=1.02, 2.31) times more likely to report being inactive compared to women without anxiety symptoms. Men who had moderate to severe anxiety symptoms were 2.5 times (95%CI=1.31, 4.75) more likely to be inactive compared to men without anxiety symptoms. T2D patients who had >2 comorbidities were 1.5 times (95%CI=1.08, 2.13), obesity were 1.5 times (95%CI=1.08, 2.15), and depression were 1.8 times (95%CI=1.04, 3.13) more likely to be physically inactive. Median=64 years Range=52–86 years Men=43.5% Women=56.5% Overall DSCB SDSCA Participants had a mean HbA1c of 8.14±1.7% and BMI of 30.7±4.3 Kg/m2. Severe depression – compared with moderate and no depression – in T2D patients is associated with a significant decrease in quality of diabetes self-care activities global score (24 vs 33 vs 37 points; p<0.001), in the diet score (12 Vs 16 Vs 18 points; p<0.001); physical exercise score (5 vs 6 vs 8 points; p<0.001); and feet care score (4 vs 5 vs 7 points; p=0.017). Presence of diabetes neuropathy (β=−0.183; P=0.016) and chronic kidney disease (β=−0.230; p=0.003) are associated with decrease in quality of diabetes self-care activities. Mean=56.0±11.1 years Men=50.1% Women=49.9% Medication adherence A 4-item scale Depression had a significant main effect on medication adherence (F=4.82, p=0.03) – persons categorized as depressed were less adherence. No significant association between gender and adherence (F=3.01, p=0.08) But, gender × depression interaction effect was significant (F=5.93, p=0.01) – men with depression reported significantly worse medication adherence than men without depression, while women were relatively adherent regardless of depressive symptom severity. Men=40.8% Women=59.2% Overall DSCB SDSCA T2D patients with major depression (MDD) had lower total self-care (MD=−10.02, p≤0.01), diet (MD=−5.32, p≤0.01), and blood glucose self-monitoring (MD=−2.69, p≤0.05) scores compared to those without depression after adjusting for age, sex, and diabetes duration. Mean=60.51±8.4 years Men=49.8% Women=50.2% Blood glucose checking Dietary behavior Exercise behavior Smoking behavior Canadian recommendation for self-care Groups with elevated co-occurring anxiety were 3.39 times (95%CI=2.23, 5.14) and depression symptoms were 3.02 times (95%CI=1.94, 4.71), elevated anxiety symptoms alone were 2.71 times (95%CI=1.36, 5.40) more likely to report poor eating habits compared to those without these problems. Groups with elevated co-occurring depression and anxiety symptoms were 1.85 times (95%CI=1.19, 2.87) and elevated depression symptoms alone were 1.98 times (95%CI=1.23, 3.17) also less likely to meet physical activity recommendations compared to those without depressive symptoms. T2D people with elevated co-occurring depression and anxiety were 1.90 time (95%CI=1.23, 2.95) more likely to be current smokers compared to those with low depression and anxiety scores. Mean=52 years Range=31–60 years Men=44.8% Women=55.2% Overall DSCB Glycemic control Self-report items HbA1c Over half of the study participants practiced self-care activities except exercise. Depressed compared to nondepressed persons had significantly higher mean HbA1c levels (8.5% Vs 7.7%, p<0.001). Depression was associated with low compliance to self-care activities such as taking dose as advised (OR=0.32; 95%CI=0.14–0.73), dietary restrictions (OR=0.45; 95%CI=0.26–0.79) and foot care (OR=0.38; 95%CI=0.18–0.83). Depressed patients were 5.6 times (95% CI=2.88–10.76) more likely to have poor glycemic control (HbA1c≥7%). Mean=57.3±8.3 years Range=27–88 years Men=50% Women=50% Overall DSCB Glycemic control SDSCA HbA1c The mean (SD) HbA1c was 7.6±1.6%. 52% of the participants were high adherent, 42% medium adherent, and 6% low adherent. DS significantly predicted future diet behavior (β=−0.15, p=0.049), physical activity (β=−0.25, p=0.001), and glucose testing (β=−0.17, p=0.018). DRD predicted future medication adherence (β=0.20, p=0.011). DRD predicted future glycemic control (β=0.30, p<0.001). Men=97.7% Women=2.3% Medication adherence Medication Possession Ratio (MPR) The odds of MNA was 1.12 times (95%CI=1.11, 1.13) higher for those with depression compared to those without depression. After excluding depression, those with 1 comorbid condition (OR=0.86, 95% CI=0.85, 0.87) and 2 comorbidities (OR=0.91, 95%CI=0.90, 0.92) had lower MNA compared to those with T2D alone. Participants with ≥3 comorbidities (after excluding depression) had higher MNA (OR=1.09, 95%CI=1.08, 1.10) compared to those with diabetes alone. Mean=65.5±11.6 years Men=51% Women=49% Overall DSCB SDSCA T2D patients with higher levels of depression at baseline reported significantly lower adherence to general diet recommendations and specific recommendations for consumption of fruits and vegetables and spacing of carbohydrates, less exercise; and poorer foot care at follow-up (β ranging from −0.12 to -0.23, p<0.05). Also, each 1-point increase in baseline depression score was associated with a 1.08-fold increase in the odds of non-adherence to prescribed medication at follow-up (95% CI, 1.001, 1.158, P=0.047). Men=36.7% Women=63.3% Medication adherence MPR Depressed patients were 3–6% less adherent to OHAs than nondepressed patients (p<0.05), after adjusting for confounding variables. Men=96.5% Women=3.5% Medication adherence MPR Having schizophrenia was associated with a 25% lower likelihood of poor adherence compared to with not having schizophrenia (OR=0.75, 95%CI=0.70, 0.80). Those with depression were 1.25 times (95%CI=1.12, 1.38, p<0.0001), with CCI≥2 were 1.09 time (95%CI=1.03, 1.16, p=0.005) and with alcohol or substance use disorder were 1.45 times (95%CI=1.28, 1.64, p<0.0001) likely to be poor adherent to OHA. Mean=60.1±9.7 years Overall DSCB SDSCA Total self-care (10 SDSCA core items) mean (SD) score was 37.3±12.2, blood glucose self-monitoring was 4.7±2.4, general diet was 4.3±1.9, specific diet was 4.2±1.6, exercise was 2.7±2.0, and foot care was 4.8±1.4. The participants had a mean (SD) HbA1c of 6.7±1.2%. Never depressed T2D women with L-MDD had lower total SDSCA score compared to control (F(1, 110)=8.01, p<0.05) after controlling for treatment regimen, depressive symptoms, and conscientiousness. Self-efficacy was a significant mediator of the influence of L-MDD on SDSCA scores (z=−2.14, standard error=1.01, p<0.05). Men=54% Women=46% Medication adherence MPR Persistence was 74.0% and 62.6% and adherence was 70.0% and 66.7% for all OAHs at 6 and 12 months, respectively. Patients with only concordant comorbidity were significantly more likely to be persistent at 6 month (OR=1.45, 95%CI=1.28, 1.65) and 12 month (OR=1.22, 95%CI=1.09, 1.38). Patients with only discordant comorbidity were significantly less likely to be persistent at 6 month (OR=0.40, 95%CI=0.35, 0.46) and 12 month (OR=0.43, 95%CI=0.38, 0.50). Patient with only concordant comorbidity were significantly more likely to be adherent at 6 month (OR=1.43, 95%CI=1.28, 1.61) and 12 month (OR=1.42, 95%CI=1.26, 1.62). Patients with only discordant comorbidity were significantly less likely to be adherent at 6 month (OR=0.47, 95%CI=0.41, 0.54) and 12 month (OR=0.46, 95%CI=0.40, 0.54). Mean=60.2 years Men=47.1% Women=52.9% Physical activity Self-reported items 62.5% reported being physically inactive, while 16.0% reported achieving the recommended physical activity (≥150 minute/week) by the last visit of the study period. Patients with comorbid chronic kidney disease were 22% (OR=0.78, CI=0.65, 0.94), depression were 23% (OR=0.77, CI=0.62, 0.96), obesity of BMI 30–34.9 kg/m2 were 24% (OR=0.76, CI=0.60, 0.97), and obesity of BMI ≥35kg/m2 were 45% (OR=0.55, CI=0.42, 0.70) less likely to achieve the recommended threshold of 150 min/week of MVPA during the follow-up period. Mean=70.8±6.6 years Men=37.2% Women=62.8% Overall DSCB Glycemic control SDSCA HbA1c The total sample had a mean (SD) BMI of 31.9±6.8 kg/m2 and HbA1c of 7.4±1.5%. Participants with greater comorbidity over time had poorer adherence to self-care activities (β=−0.0204, p=0.01). Adherence to self-care was a significant mediator of HbA1c (p<0.001). Range=25–80 years Men=59.7% Women=40.3% Overall DSCB T2D patients with both concordant and discordant comorbidities had the lowest level of physical activity (β=−0.32, p<0.0001) compared to those without any comorbidity. But, no difference in other dimensions of DSCB. Abbreviations: T2D, type 2 diabetes; USA, United States of America; SDSCA, Summary of Diabetes Self-Care Activities; DSCB, Diabetes Self-Care Behaviors; HbA1c, glycated hemoglobin. Twenty studies measured generic or overall diabetes self-care behavior as an outcome. Specific diabetes self-care behaviors were also measured as an outcome and included: medication adherence (N=9), exercise behavior (N=4), dietary behavior (N=2), foot care (N=1), blood glucose monitoring (N=1), and smoking behavior (N=1).

Concordant and discordant comorbidities

The most frequently measured T2D concordant and discordant comorbidities in relation to self-care behaviors are shown in Table 2. Hypertension, obesity and chronic kidney disease were the most frequent concordant conditions with heart failure being the least frequently measured. Depression was the most frequently measured discordant comorbidity.
Table 2

Comorbid conditions investigated by the studies included in this review

Comorbid conditionNumber of studies
Diabetes-concordant comorbidities:
Hypertension11
Chronic kidney disease9
Obesity8
Coronary artery disease8
Retinopathy7
Hyperlipidemia6
Neuropathy4
Peripheral vascular disease4
Heart failure3
Diabetes-discordant comorbidities:
Depression26
Osteoarthritis5
Lung disease4
Cancer3
Liver disease3
Schizophrenia2
Cognitive impairment2
Anxiety2
Asthma2
Stomach/intestinal ulcer2
Back pain2
Anemia2
Thyroid disease2
Substance use disorder2
Sleep disturbance1
Migraines1
Addison’s disease1
Cushing’s syndrome1
Fluid/electrolyte disorder1
Comorbid conditions investigated by the studies included in this review

Frequency of diabetes self-care behaviors in concordant and discordant comorbidities concordant

Medication adherence was the most frequently reported self-care behavior for concordant conditions. Two of the four studies that focused on medication adherence in concordant comorbid conditions described that more than 50% of their participants were adherent.62,73 The other two studies, however, reported that compared to those without comorbid conditions, T2D patients with concordant comorbidities including hypertension, dyslipidemia and obesity were 1.78 (95% CI=1.064, 2.981) times less likely to be adherent to the medication regimen49 and less likely to be physically active (β=−0.32, p<0.0001).65 Another study evaluating foot self-care in adults with T2D reported that those with hyperlipidemia were 38% less likely to perform the recommended foot self-care for ≥6 days per week.51 A randomized controlled trial tested the effects of a telemedicine intervention (Informatics for Diabetes Education and Telemedicine Project) on adherence over time in older Hispanic and African Americans reported that greater comorbidity over time had worse adherence to diabetes self-care activities (β=−0.0204, p=0.01) compared to those without comorbidities.81

Discordant

The most common self-care behavior reported for discordant conditions was also medication adherence followed by dietary and physical activity. Only three studies reported the mean score of the overall diabetes self-care activities.50,56,79 AmongT2D patients with discordant comorbid depression, the overall mean diabetes self-care score ranged from 3.87 to 40.5. This shows the mean of total diabetes self-care score on the Summary of Diabetes Self-Care Activities (SDSCA) for diet, exercise, medication, blood glucose monitoring, foot care, and smoking cessation which indicates less diabetes self-care performance. Two additional studies also reported that only 50% of their study participants practiced diabetes self-care behaviors in the presence of depressive symptoms.69,70 Regarding specific diabetes self-care behaviors, four studies examined depressive symptoms and found that taking prescribed medications was the most frequently performed while exercise was the least often performed.50,52,59,79 In contrast, another study investigating depressive symptoms reported that taking medications as prescribed was the most frequently performed self-care behavior (M=6.01±1.84) during the week, followed by exercise (M=2.77±1.78) and blood glucose self-monitoring (M=1.38±1.59).56 Johnson and colleagues60 examined dietary and physical activity behaviors among adults with diabetes-related distress and depressive symptoms. In this study, only 42% had good adherence to the recommended diabetes dietary recommendations and almost 80% did not meet physical activity guidelines. Participants with depressive symptoms were 5.2 less likely to adhere to dietary guidelines compared to those without depressive symptoms, but this was not independently associated with physical activity level.60 Persons with mild anxiety symptoms and moderate to severe anxiety symptoms were 1.4 times and 1.7 times more likely to report being physically inactive than persons without anxiety symptoms, respectively. Feil and colleagues57 reported that older T2D patients with greater cognitive impairment were less likely to adhere to exercise (p<0.05), diet (p<0.01)or check feet for wounds (p=0.01) compared to those without cognitive impairment. In addition, as cognitive impairment worsened, adherence to each diabetes self-care behavior declined. Axon and colleagues71 examined whether depression affects medication adherence over time. Findings revealed the odds of being medication nonadherent was 1.12 times higher among those with comorbid depression compared to those with T2D alone. The same study revealed that having three or more comorbid conditions, after excluding depression, was associated with higher medication nonadherence (OR 1.09, [95% CI: 1.08, 1.10]) while having two or less comorbidities was associated with lower medication nonadherence compared to those with T2D alone.

Both concordant and discordant

Two studies that measured exercise and medication adherence behaviors in those with both concordant and discordant comorbid conditions such as depression, cognitive impairment, chronic kidney disease, and obesity found that over 62.5% of their participants did not achieve the recommended weekly moderate-to-vigorous physical activity level77 and 30% were medication nonadherent. In the anxiety study described above, if there were greater than 2 comorbidities including obesity, the likelihood of being physically inactive was almost two-fold61 compared to those without comorbidities.

Summary of concordant and discordant comorbidity and diabetes self-care behaviors

Two cohort studies73,76 and two cross-sectional studies51,62 reported that there were significantly higher odds of medication adherence and foot self-care in T2D patients with specific concordant comorbidities such as hyperlipidemia and coronary heart disease compared to those without these comorbidities. In contrast, two cohort,73,77 two cross-sectional,53,63 one case-control, and one interventional80 study reported that T2D patients with concordant comorbid hypertension, dyslipidemia, obesity, and chronic kidney disease had significantly lower odds of achieving the recommended diabetes self-care behaviors than those without these comorbid conditions. Studies have shown the negative association between diabetes-discordant comorbidities and diabetes self-care behaviors. A cohort study76 found statistically significant lower odds of medication adherence in T2D patients with discordant comorbidities overtime. Similarly, 14 of the 21 cross-sectional studies reviewed reported that T2D patients with discordant comorbid depression,54,58,59,63,64,67 diabetes-related distress,52,60 anxiety,35,61 schizophrenia,55 impaired sleep quality and daytime sleepiness,53 and cognitive impairment57 had statistically significant lower odds of performing the recommended diabetes self-care behaviors compared to those without these comorbidities. The two case-control studies also reported that T2D patients with comorbid depression had significantly lower scores for diabetes self-care behaviors compared to those without depression.78,79 In addition, five of the eight cohort studies reported that T2D patients with discordant comorbid schizophrenia and alcohol or substance use disorder,75 diabetes-related distress, and depression70–72,74,75 had statistically significant lower odds of achieving the recommended self-care behaviors. In several studies, depression was mediated by self-efficacy or other factors. Among seven studies depression had no direct association with diabetes self-care behavior but was mediated by self-efficacy,50,56,79 diabetes-related distress,52,60 gender,64 and health literacy.66

Discussion

Findings from this systematic review indicate that concordant and discordant comorbidities may result in poorer diabetes self-care. To our knowledge, this is the first systematic review detailing differences between concordant and discordant comorbid conditions on diabetes self-care behaviors. The findings are consistent with previous research that multimorbidity has a negative effect on the T2D patients’ achievement of the recommended diabetes self-care behaviors. In general, there is support in the literature that concordant conditions may result in higher frequency and adherence of self-care behaviors than discordant. For example, O’Shea and colleagues76 directly compared concordant and discordant comorbidities on oral-hypoglycemic medication adherence and determined those with concordant conditions were more adherent. Other studies, however, do not support these findings. He and colleagues,73 for example, showed a positive association between peripheral neuropathy and adherence to insulin therapy, while another study showed poorer quality of diabetes self-care activities with concomitant peripheral neuropathy.63 The effect of diabetes-concordant comorbidities on diabetes self-care behaviors may vary depending on the type of comorbidity and the self-care behavior being measured. For example, in the two studies reporting medication adherence with existing peripheral neuropathy,63,73 there were considerable differences in participant comorbidity type and the self-care behaviors measured. In the He and colleagues73 study, only concordant comorbidities and one specific behavior, medication adherence, was included. The Mut-Vitcu and colleagues63 included both concordant and discordant chronic conditions and overall diabetes self-care behaviors were measured which may explain in part, the disparate findings. Too much of an emphasis on the features of single comorbid illnesses may result in failure to see larger patterns in the ways that treatments for T2D and comorbidities interact.38 An increased number of comorbidities was associated with a decline in diabetes self-care behaviors and is consistent with previous research.61,71 Importantly, not all comorbid conditions are the same nor have the same consequences on diabetes self-care performance. Periodic evaluation of comorbidities, particularly as they worsen, may change patient self-care priorities from diabetes to a more dominant comorbid condition resulting in poor disease control and higher risk for complications. The use of the concordance and discordance framework is beneficial toward this end and may help to identify which chronic conditions are most likely to result in poorer outcomes based on care goals of one of more dominant comorbidities. Results from this systematic review support previous research concerning the negative impact of diabetes-discordant comorbidities on diabetes self-care behaviors. Most of the diabetes-discordant comorbidities involved mental health and neuropsychiatric disorders such as depression, anxiety, diabetes-related distress, cognitive decline and schizophrenia. Analyses identified that these comorbidities had a more negative impact on diabetes self-care behaviors compared to patients with T2D alone. Most of the discordant conditions were examined independently with diabetes self-care behaviors rather than with other multiple conditions which may have influenced findings. Screening T2D patients for neuropsychological multimorbidity such as depression and cognitive decline is important because they have been shown to reduce the capability of the individual to perform effective diabetes self-care. Simple screening tests such as the Patient Health Questionnaire-9 (PHQ-9)82 and the Montreal Cognitive Assessment (MoCA)83 can be administered in clinic settings and have been previously validated in the diabetes population. The frequency of diabetes self-care performance was lower in T2D patients with comorbid conditions compared to those without comorbidities. This is true both for the overall or global diabetes self-care behaviors and specific components including diet, exercise, blood glucose self-monitoring, medication adherence, foot care, and smoking behaviors. There is agreement among studies52,56,59,79 that medication adherence is the most frequently performed specific diabetes self-care behaviors whereas exercise is the least performed. Thus, barriers to engagement in exercise self-care among T2D patients with comorbid conditions need to be explored in future research. Medication adherence was the most frequently performed diabetes self-care behavior in both concordant and discordant chronic conditions, but little is known about how adults with T2D rank the importance of their specific self-care behaviors, management, and outcomes relative to those of other comorbid conditions such as hypertension or depression. A better understanding of the individual’s self-care priorities and the process used for decision-making when managing other complex chronic conditions may provide additional insight on adherence to self-care. Future research is warranted to examine which strategies best organize care for T2D patients with comorbid conditions to optimize clinical outcomes and quality of life, as well as identifying self-care priorities from the patient’s perspective. The number of adults experiencing T2D with multimorbidity is anticipated to increase making integration of care an essential component of diabetes management. Guidelines and interventions that encompass concordant conditions if they are found to be associated with improved diabetes self-care would be beneficial and help to personalize care goals. Worsened outcomes associated with discordant chronic conditions could be used to highlight areas where patients may need additional care to prevent or delay complications.35,36

Strengths and limitations

Comparing the effect of concordant and discordant comorbid conditions on diabetes self-care behaviors was strength because no studies have previously described diabetes self-care using this approach. Using the diabetes-concordant and discordant framework can provide clinicians additional insight into which comorbid conditions may lead to better or poorer adherence to diabetes self-care behaviors. The majority of studies were cross-sectional and nonrandomized which limited the quality of evidence and interpretation of findings. Whether all confounders known to influence T2D self-care behaviors were controlled in these studies is unknown. In addition, self-reported measures were used for most studies which are less accurate and reliable. The heterogeneity of the samples, designs and measures of self-care across studies made it impossible to perform pooled analytical procedures or meta-analysis. The majority (N=26) of studies included in this review were conducted in high-income countries which limits the generalizability of the findings to middle and low-income countries where the rates of comorbid conditions may be higher in T2D.84,85 For instance, there was no study reported from Africa concerning the effect of comorbidities on diabetes self-care behaviors.

Conclusion

Diabetes-concordant comorbidities are associated with higher adherence to diabetes self-care behaviors than discordant, but future research is needed using more rigorous designs to better understand these complex relationships with diabetes self-care behaviors. Given the increase in multimorbidity observed among patients with T2D, guidelines are urgently needed that integrate diabetes self-care with other chronic conditions, especially discordant conditions in order to optimize clinical outcomes and quality of life.
  9 in total

1.  Adherence to multiple medications in the TODAY (Treatment Options for type 2 Diabetes in Adolescents and Youth) cohort: effect of additional medications on adherence to primary diabetes medication.

Authors:  Rachana Shah; Siripoom V McKay; Lorraine E Levitt Katz; Laure El Ghormli; Barbara J Anderson; Terri L Casey; Laurie Higgins; Roberto Izquierdo; Aimee D Wauters; Nancy Chang
Journal:  J Pediatr Endocrinol Metab       Date:  2020-02-25       Impact factor: 1.634

2.  An Innovative Approach for Decision-Making on Designing Lifestyle Programs to Reduce Type 2 Diabetes on Dutch Population Level Using Dynamic Simulations.

Authors:  Teun Sluijs; Lotte Lokkers; Serdar Özsezen; Guido A Veldhuis; Heleen M Wortelboer
Journal:  Front Public Health       Date:  2021-04-29

3.  Are there sex differences in potentially inappropriate prescribing in adults with multimorbidity?

Authors:  Maria Ukhanova; Sheila Markwardt; Jon P Furuno; Laura Davis; Brie N Noble; Ana R Quiñones
Journal:  J Am Geriatr Soc       Date:  2021-05-06       Impact factor: 7.538

4.  The Probability of A1C Goal Attainment in Patients With Uncontrolled Type 2 Diabetes in a Large Integrated Delivery System: A Prediction Model.

Authors:  Kevin M Pantalone; Anita D Misra-Hebert; Todd M Hobbs; Sheldon X Kong; Xinge Ji; Rahul Ganguly; Alex Milinovich; Wayne Weng; Janine M Bauman; Paul Petraro; Bartolome Burguera; Robert S Zimmerman; Michael W Kattan
Journal:  Diabetes Care       Date:  2020-06-11       Impact factor: 19.112

Review 5.  Characterizing Multimorbidity from Type 2 Diabetes: Insights from Clustering Approaches.

Authors:  Meryem Cicek; James Buckley; Jonathan Pearson-Stuttard; Edward W Gregg
Journal:  Endocrinol Metab Clin North Am       Date:  2021-09       Impact factor: 4.741

6.  Foot self-care behaviour in type 2 diabetes adults with and without comorbid heart failure.

Authors:  Fekadu Aga; Sandra B Dunbar; Tedla Kebede; Senbeta Guteta; Melinda Kay Higgins; Rebecca A Gary
Journal:  Nurs Open       Date:  2022-06-09

7.  Development of comorbidities in type 2 diabetes between 2005 and 2017 using German claims data.

Authors:  Batoul Safieddine; Stefanie Sperlich; Jelena Epping; Karin Lange; Siegfried Geyer
Journal:  Sci Rep       Date:  2021-05-27       Impact factor: 4.379

8.  Initial Therapy, Regimen Change, and Persistence in a Spanish Cohort of Newly Treated Type 2 Diabetes Patients: A Retrospective, Observational Study Using Real-World Data.

Authors:  Aida Moreno-Juste; Beatriz Poblador-Plou; Mercedes Aza-Pascual-Salcedo; Francisca González-Rubio; Sara Malo; Julián Librero López; Victoria Pico-Soler; Eva Giménez Labrador; Sara Mucherino; Valentina Orlando; Enrica Menditto; Alexandra Prados-Torres; Antonio Gimeno-Miguel
Journal:  Int J Environ Res Public Health       Date:  2020-05-25       Impact factor: 3.390

9.  Diabetes Concordant Comorbidities and Associated Factors Among Adult Diabetic Out-Patients at Hiwot Fana Specialized University Hospital, Harar, Eastern Ethiopia: a Cross-Sectional Study.

Authors:  Abdisa Ejeta; Tekabe Abdosh; Behailu Hawulte; Adugna Lamessa; Meseret Belete Fite; Gelana Fekadu
Journal:  Diabetes Metab Syndr Obes       Date:  2021-05-21       Impact factor: 3.168

  9 in total

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