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1.
J Gen Intern Med ; 2024 May 20.
Article in English | MEDLINE | ID: mdl-38767746

ABSTRACT

BACKGROUND: Severe hypoglycemia is a serious adverse drug event associated with hypoglycemia-prone medications; older patients with diabetes are particularly at high risk. Economic food insecurity (food insecurity due to financial limitations) is a known risk factor for hypoglycemia; however, less is known about physical food insecurity (due to difficulty cooking or shopping for food), which may increase with age, and its association with hypoglycemia. OBJECTIVE: Study associations between food insecurity and severe hypoglycemia. DESIGN: Survey based cross-sectional study. PARTICIPANTS: Survey responses were collected in 2019 from 1,164 older (≥ 65 years) patients with type 2 diabetes treated with insulin or sulfonylureas. MAIN MEASURES: Risk ratios (RR) for economic and physical food insecurity associated with self-reported severe hypoglycemia (low blood glucose requiring assistance) adjusted for age, financial strain, HbA1c, Charlson comorbidity score and frailty. Self-reported reasons for hypoglycemia endorsed by respondents. KEY RESULTS: Food insecurity was reported by 12.3% of the respondents; of whom 38.4% reported economic food insecurity only, 21.1% physical food insecurity only and 40.5% both. Economic food insecurity and physical food insecurity were strongly associated with severe hypoglycemia (RR = 4.3; p = 0.02 and RR = 4.4; p = 0.002, respectively). Missed meals ("skipped meals, not eating enough or waiting too long to eat") was the dominant reason (77.5%) given for hypoglycemia. CONCLUSIONS: Hypoglycemia prevention efforts among older patients with diabetes using hypoglycemia-prone medications should address food insecurity. Standard food insecurity questions, which are used to identify economic food insecurity, will fail to identify patients who have physical food insecurity only.

2.
J Am Geriatr Soc ; 72(7): 1985-1994, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38471959

ABSTRACT

BACKGROUND: To examine the willingness of older patients to take less diabetes medication (de-intensify) and to identify characteristics associated with willingness to de-intensify treatment. METHODS: Survey conducted in 2019 in an age-stratified, random sample of older (65-100 years) adults with diabetes on glucose-lowering medications in the Kaiser Permanente Northern California Diabetes Registry. We classified survey responses to the question: "I would be willing to take less medication for my diabetes" as willing, neutral, or unwilling to de-intensify. Willingness to de-intensify treatment was examined by several clinical characteristics, including American Diabetes Association (ADA) health status categories used for individualizing glycemic targets. Analyses were weighted to account for over-sampling of older individuals. RESULTS: A total of 1337 older adults on glucose-lowering medication(s) were included (age 74.2 ± 6.0 years, 44% female, 54.4% non-Hispanic white). The proportions of participants willing, neutral, or unwilling to take less medication were 51.2%, 27.3%, and 21.5%, respectively. Proportions of willing to take less medication varied by age (65-74 years: 54.2% vs. 85+ years: 38.5%) and duration of diabetes (0-4 years: 61.0% vs. 15+ years: 44.2%), both p < 0.001. Patients on 1-2 medications were more willing to take less medication(s) compared with patients on 10+ medications (62.1% vs. 46.6%, p = 0.03). Similar proportions of willingness to take less medications were seen across ADA health status, and HbA1c. Willingness to take less medication(s) was similar across survey responses to questions about patient-clinician relationships. CONCLUSIONS: Clinical guidelines suggest considering treatment de-intensification in older patients with longer duration of diabetes, yet patients with these characteristics are less likely to be willing to take less medication(s).


Subject(s)
Diabetes Mellitus, Type 2 , Hypoglycemic Agents , Humans , Aged , Female , Male , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/psychology , Aged, 80 and over , Hypoglycemic Agents/therapeutic use , Hypoglycemic Agents/administration & dosage , California , Surveys and Questionnaires
3.
Diabetes Technol Ther ; 26(5): 298-306, 2024 May.
Article in English | MEDLINE | ID: mdl-38277155

ABSTRACT

Objective: Determine whether continuous glucose monitor (CGM) metrics can provide actionable advance warning of an emergency department (ED) visit or hospitalization for hypoglycemic or hyperglycemic (dysglycemic) events. Research Design and Methods: Two nested case-control studies were conducted among insulin-treated diabetes patients at Kaiser Permanente, who shared their CGM data with their providers. Cases included dysglycemic events identified from ED and hospital records (2016-2021). Controls were selected using incidence density sampling. Multiple CGM metrics were calculated among patients using CGM >70% of the time, using CGM data from two lookback periods (0-7 and 8-14 days) before each event. Generalized estimating equations were specified to estimate odds ratios and C-statistics. Results: Among 3626 CGM users, 108 patients had 154 hypoglycemic events and 165 patients had 335 hyperglycemic events. Approximately 25% of patients had no CGM data during either lookback; these patients had >2 × the odds of a hypoglycemic event and 3-4 × the odds of a hyperglycemic event. While several metrics were strongly associated with a dysglycemic event, none had good discrimination. Conclusion: Several CGM metrics were strongly associated with risk of dysglycemic events, and these can be used to identify higher risk patients. Also, patients who are not using their CGM device may be at elevated risk of adverse outcomes. However, no CGM metric or absence of CGM data had adequate discrimination to reliably provide actionable advance warning of an event and thus justify a rapid intervention.


Subject(s)
Blood Glucose Self-Monitoring , Blood Glucose , Emergency Service, Hospital , Hospitalization , Hyperglycemia , Hypoglycemia , Humans , Hypoglycemia/epidemiology , Hypoglycemia/blood , Emergency Service, Hospital/statistics & numerical data , Male , Female , Hyperglycemia/epidemiology , Hyperglycemia/blood , Middle Aged , Hospitalization/statistics & numerical data , Blood Glucose/analysis , Case-Control Studies , Blood Glucose Self-Monitoring/instrumentation , Aged , Predictive Value of Tests , Hypoglycemic Agents/therapeutic use , Hypoglycemic Agents/adverse effects , Adult , Insulin/administration & dosage , Insulin/therapeutic use , Insulin/adverse effects , Diabetes Mellitus, Type 2/blood , Emergency Room Visits
4.
Article in English | MEDLINE | ID: mdl-37920602

ABSTRACT

Objective: To estimate rates of severe hypoglycemia and falls among older adults with diabetes and evaluate their association. Research Design and Methods: Survey in an age-stratified, random sample adults with diabetes age 65-100 years; respondents were asked about severe hypoglycemia (requiring assistance) and falls in the past 12 months. Prevalence ratios (adjusted for age, sex, race/ethnicity) estimated the increased risk of falls associated with severe hypoglycemia. Results: Among 2,158 survey respondents, 79 (3.7%) reported severe hypoglycemia, of whom 68 (86.1%) had no ED visit or hospitalization for hypoglycemia. Falls were reported by 847 (39.2%), of whom 745 (88.0%) had no fall documented in outpatient or inpatient records. Severe hypoglycemia was associated with a 70% greater prevalence of falls (adjusted prevalence ratio = 1.7 (95% CI, 1.3-2.2)). Conclusion: While clinical documentation of events likely reflects severity or care-seeking behavior, severe hypoglycemia and falls are common, under-reported life-threatening events.

5.
Diabetes Technol Ther ; 25(10): 697-704, 2023 10.
Article in English | MEDLINE | ID: mdl-37535058

ABSTRACT

Background: Studies have reported significantly higher hemoglobin A1c (A1C) in African American patients than in White patients with the same mean glucose, but less is known about other racial/ethnic groups. We evaluated racial/ethnic differences in the association between mean glucose, based on continuous glucose monitor (CGM) data, and A1C. Methods: Retrospective study among 1788 patients with diabetes from Kaiser Permanente Northern California (KPNC) who used CGM devices during 2016 to 2021. In this study population, there were 5264 A1C results; mean glucose was calculated from 124,388,901 CGM readings captured during the 90 days before each A1C result. Hierarchical mixed models were specified to estimate racial/ethnic differences in the association between mean glucose and A1C. Results: Mean A1C was 0.33 (95% confidence interval: 0.23-0.44; P < 0.0001) percentage points higher among African American patients relative to White patients for a given mean glucose. A1C results for Asians, Latinos, and multiethnic patients were not significantly different from those of White patients. The slope of the association between mean glucose and A1C did not differ significantly across racial/ethnic groups. Variance for the association between mean glucose and A1C was substantially greater within groups than between racial/ethnic groups (65% vs. 9%, respectively). Conclusions: For African American patients, A1C results may overestimate glycemia and could lead to premature diabetes diagnoses, overtreatment, or invalid assessments of health disparities. However, most of the variability in the mean glucose-A1C association was within racial/ethnic groups. Treatment decisions driven by guideline-based A1C targets should be individualized and supported by direct measurement of glycemia.


Subject(s)
Diabetes Mellitus, Type 2 , Glucose , Humans , Glycated Hemoglobin , Retrospective Studies , Blood Glucose , White
6.
J Am Geriatr Soc ; 71(12): 3692-3700, 2023 12.
Article in English | MEDLINE | ID: mdl-37638777

ABSTRACT

BACKGROUND: For older adults with type 2 diabetes (T2D) treated with insulin or sulfonylureas, Endocrine Society guideline recommends HbA1c between 7% to <7.5% for those in good health, 7.5% to <8% for those in intermediate health, and 8% to <8.5% for those in poor health. Our aim was to examine associations between attained HbA1c below, within (reference), or above recommended target range and risk of complication or mortality. METHODS: Retrospective cohort study of adults ≥65 years old with T2D treated with insulin or sulfonylureas from an integrated healthcare delivery system. Cox proportional hazards models of complications during 2019 were adjusted for sociodemographic and clinical variables. Primary outcome was a combined outcome of any microvascular or macrovascular event, severe hypoglycemia, or mortality during 12-month follow-up. RESULTS: Among 63,429 patients (mean age: 74.2 years, 46.8% women), 8773 (13.8%) experienced a complication. Complication risk was significantly elevated for patients in good health (n = 16,895) whose HbA1c was above (HR 1.97, 95% CI 1.62-2.41) or below (HR 1.29, 95% CI 1.02-1.63) compared to within recommended range. Among those in intermediate health (n = 30,129), complication risk was increased for those whose HbA1c was above (HR 1.45, 95% CI 1.30-1.60) but not those below the recommended range (HR 0.99, 95% CI 0.89-1.09). Among those in poor health (n = 16,405), complication risk was not significantly different for those whose HbA1c was below (HR 0.98, 95% CI 0.89-1.09) or above (HR 0.96, 95% CI 0.88-1.06) recommended range. CONCLUSIONS: For older adults with T2D in good health, HbA1c below or above the recommended range was associated with significantly elevated complication risk. However, for those in poor health, achieving specific HbA1c levels may not be helpful in reducing the risk of complications.


Subject(s)
Diabetes Complications , Diabetes Mellitus, Type 2 , Humans , Female , Aged , Male , Insulin/adverse effects , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Insulin Secretagogues , Glycated Hemoglobin , Retrospective Studies , Glycemic Control , Blood Glucose , Sulfonylurea Compounds/therapeutic use , Aging , Health Status , Hypoglycemic Agents/adverse effects
7.
J Gen Intern Med ; 38(13): 2860-2869, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37254010

ABSTRACT

BACKGROUND: Estimated life expectancy for older patients with diabetes informs decisions about treatment goals, cancer screening, long-term and advanced care, and inclusion in clinical trials. Easily implementable, evidence-based, diabetes-specific approaches for identifying patients with limited life expectancy are needed. OBJECTIVE: Develop and validate an electronic health record (EHR)-based tool to identify older adults with diabetes who have limited life expectancy. DESIGN: Predictive modeling based on survival analysis using Cox-Gompertz models in a retrospective cohort. PARTICIPANTS: Adults with diabetes aged ≥ 65 years from Kaiser Permanente Northern California: a 2015 cohort (N = 121,396) with follow-up through 12/31/2019, randomly split into training (N = 97,085) and test (N = 24,311) sets. Validation was conducted in the test set and two temporally distinct cohorts: a 2010 cohort (n = 89,563; 10-year follow-up through 2019) and a 2019 cohort (n = 152,357; 2-year follow-up through 2020). MAIN MEASURES: Demographics, diagnoses, utilization and procedures, medications, behaviors and vital signs; mortality. KEY RESULTS: In the training set (mean age 75 years; 49% women; 48% racial and ethnic minorities), 23% died during 5 years follow-up. A mortality prediction model was developed using 94 candidate variables, distilled into a life expectancy model with 11 input variables, and transformed into a risk-scoring tool, the Life Expectancy Estimator for Older Adults with Diabetes (LEAD). LEAD discriminated well in the test set (C-statistic = 0.78), 2010 cohort (C-statistic = 0.74), and 2019 cohort (C-statistic = 0.81); comparisons of observed and predicted survival curves indicated good calibration. CONCLUSIONS: LEAD estimates life expectancy in older adults with diabetes based on only 11 patient characteristics widely available in most EHRs and claims data. LEAD is simple and has potential application for shared decision-making, clinical trial inclusion, and resource allocation.


Subject(s)
Diabetes Mellitus , Humans , Female , Aged , Male , Retrospective Studies , Diabetes Mellitus/epidemiology , Diabetes Mellitus/therapy , Aging , Life Expectancy , Risk Factors
8.
Obesity (Silver Spring) ; 31(5): 1376-1382, 2023 05.
Article in English | MEDLINE | ID: mdl-36988900

ABSTRACT

OBJECTIVE: This study evaluated the effectiveness of an automated prompt in the electronic medical record (EMR) to increase screening rates for metabolic conditions and referrals to health education and to improve BMI percentile among children with obesity. METHODS: The intervention used an EMR reminder that provided a panel of lab orders (hemoglobin A1c, lipid panel, and alanine aminotransferase) during clinical encounters among pediatric patients ages 10 to 18 with BMI ≥ 95th percentile. Data on demographics, comorbid conditions, BMI, lab results, and health education referrals were analyzed. Cohorts during the year before (n = 3479) and after (n = 3439) workflow implementation were compared. RESULTS: The distribution of race/ethnicity among children with obesity was 56% Hispanic, 19% White, 11% Filipino, 4% Pacific Islander, 3% Black, and 1% East/South Asian. Orders for metabolic lab tests increased from 2% in the pre-workflow period to 52% in the post-workflow period (p < 0.0001). Completed screening rates improved from 1% to 27% (p < 0.0001). Health education referrals increased from 0.4% to 7% (p < 0.0001). We observed a mean change in BMI percentile of -0.13% (p = 0.06). CONCLUSIONS: This study validates the use of an EMR-based prompt to improve metabolic lab screening and health education referrals among children with obesity. During the limited period of follow-up, we found no significant change in BMI percentile.


Subject(s)
Electronic Health Records , Metabolic Diseases , Pediatric Obesity , Child , Humans , Body Mass Index , Ethnicity , Metabolic Diseases/diagnosis , Pediatric Obesity/complications , Reminder Systems
9.
JAMA Netw Open ; 6(3): e236315, 2023 03 01.
Article in English | MEDLINE | ID: mdl-37000454

ABSTRACT

This cohort study uses data from continuous glucose monitoring to validate a hypoglycemia risk stratification tool.


Subject(s)
Hypoglycemia , Tool Use Behavior , Humans , Hypoglycemia/diagnosis , Blood Glucose , Risk Assessment
10.
Diabetes Technol Ther ; 24(5): 332-337, 2022 05.
Article in English | MEDLINE | ID: mdl-35104159

ABSTRACT

Continuous glucose monitoring (CGM) is indicated in poorly controlled insulin-treated patients with type 2 diabetes (T2D) to improve glycemic control and reduce the risk of hypoglycemia, but the benefits of CGM for lower risk patients have not been well studied. Among 17,422 insulin-treated patients with T2D with hemoglobin A1c (HbA1c) <8% and no recent severe hypoglycemia (based on emergency room visits or hospitalizations), CGM initiation occurred in 149 patients (17,273 noninitiators served as reference). Changes in HbA1c and severe hypoglycemia rates for the 12 months before and after CGM initiation were calculated. CGM initiation was associated with decreased HbA1c (-0.06%), whereas noninitiation was associated with increased HbA1c (+0.32%); a weighted adjusted difference-in-difference model of change in HbA1c yielded a net benefit of -0.30%; 95% CI -0.50%, -0.10%; P = 0.004). No significant differences were observed for severe hypoglycemia. CGM may be useful in preventing glycemic deterioration in well-controlled patients with insulin-treated T2D.


Subject(s)
Diabetes Mellitus, Type 1 , Diabetes Mellitus, Type 2 , Hypoglycemia , Blood Glucose , Blood Glucose Self-Monitoring , Diabetes Mellitus, Type 2/drug therapy , Glycated Hemoglobin/analysis , Humans , Hypoglycemia/chemically induced , Hypoglycemia/prevention & control , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Insulin, Regular, Human
11.
JAMA ; 325(22): 2273-2284, 2021 06 08.
Article in English | MEDLINE | ID: mdl-34077502

ABSTRACT

Importance: Continuous glucose monitoring (CGM) is recommended for patients with type 1 diabetes; observational evidence for CGM in patients with insulin-treated type 2 diabetes is lacking. Objective: To estimate clinical outcomes of real-time CGM initiation. Design, Setting, and Participants: Exploratory retrospective cohort study of changes in outcomes associated with real-time CGM initiation, estimated using a difference-in-differences analysis. A total of 41 753 participants with insulin-treated diabetes (5673 type 1; 36 080 type 2) receiving care from a Northern California integrated health care delivery system (2014-2019), being treated with insulin, self-monitoring their blood glucose levels, and having no prior CGM use were included. Exposures: Initiation vs noninitiation of real-time CGM (reference group). Main Outcomes and Measures: Ten end points measured during the 12 months before and 12 months after baseline: hemoglobin A1c (HbA1c); hypoglycemia (emergency department or hospital utilization); hyperglycemia (emergency department or hospital utilization); HbA1c levels lower than 7%, lower than 8%, and higher than 9%; 1 emergency department encounter or more for any reason; 1 hospitalization or more for any reason; and number of outpatient visits and telephone visits. Results: The real-time CGM initiators included 3806 patients (mean age, 42.4 years [SD, 19.9 years]; 51% female; 91% type 1, 9% type 2); the noninitiators included 37 947 patients (mean age, 63.4 years [SD, 13.4 years]; 49% female; 6% type 1, 94% type 2). The prebaseline mean HbA1c was lower among real-time CGM initiators than among noninitiators, but real-time CGM initiators had higher prebaseline rates of hypoglycemia and hyperglycemia. Mean HbA1c declined among real-time CGM initiators from 8.17% to 7.76% and from 8.28% to 8.19% among noninitiators (adjusted difference-in-differences estimate, -0.40%; 95% CI, -0.48% to -0.32%; P < .001). Hypoglycemia rates declined among real-time CGM initiators from 5.1% to 3.0% and increased among noninitiators from 1.9% to 2.3% (difference-in-differences estimate, -2.7%; 95% CI, -4.4% to -1.1%; P = .001). There were also statistically significant differences in the adjusted net changes in the proportion of patients with HbA1c lower than 7% (adjusted difference-in-differences estimate, 9.6%; 95% CI, 7.1% to 12.2%; P < .001), lower than 8% (adjusted difference-in-differences estimate, 13.1%; 95% CI, 10.2% to 16.1%; P < .001), and higher than 9% (adjusted difference-in-differences estimate, -7.1%; 95% CI, -9.5% to -4.6%; P < .001) and in the number of outpatient visits (adjusted difference-in-differences estimate, -0.4; 95% CI, -0.6 to -0.2; P < .001) and telephone visits (adjusted difference-in-differences estimate, 1.1; 95% CI, 0.8 to 1.4; P < .001). Initiation of real-time CGM was not associated with statistically significant changes in rates of hyperglycemia, emergency department visits for any reason, or hospitalizations for any reason. Conclusions and Relevance: In this retrospective cohort study, insulin-treated patients with diabetes selected by physicians for real-time continuous glucose monitoring compared with noninitiators had significant improvements in hemoglobin A1c and reductions in emergency department visits and hospitalizations for hypoglycemia, but no significant change in emergency department visits or hospitalizations for hyperglycemia or for any reason. Because of the observational study design, findings may have been susceptible to selection bias.


Subject(s)
Biosensing Techniques/methods , Blood Glucose Self-Monitoring/methods , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 2/blood , Adult , Biosensing Techniques/instrumentation , Blood Glucose Self-Monitoring/statistics & numerical data , Confidence Intervals , Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 2/drug therapy , Female , Glycated Hemoglobin/analysis , Health Services Needs and Demand/statistics & numerical data , Hospitalization/statistics & numerical data , Humans , Hyperglycemia/blood , Hyperglycemia/diagnosis , Hyperglycemia/epidemiology , Hypoglycemia/blood , Hypoglycemia/diagnosis , Hypoglycemia/epidemiology , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Male , Middle Aged , Numbers Needed To Treat , Propensity Score , Retrospective Studies , Selection Bias , Time Factors , Treatment Outcome
12.
Perm J ; 232019.
Article in English | MEDLINE | ID: mdl-31050645

ABSTRACT

INTRODUCTION: To assess clinician response to real-time patient-reported data about diabetic peripheral neuropathy (DPN) symptoms, we analyzed DPN diagnosis and treatment patterns after administration of a 4-question symptom questionnaire in a large vertically integrated health care system. METHODS: Retrospective cohort study to analyze data from 160,852 patients screened for DPN symptoms from April 2012 to March 2014. Electronic medical record data were used to study changes in DPN diagnosis, treatment initiation, and treatment intensification. We used logistic regression to study the association of patient characteristics with the odds of clinical response. RESULTS: Of patients queried, 50,684 (31.5%) reported symptoms. Patients reporting DPN symptoms experienced a greater increase in new DPN diagnoses (16 percentage points; p < 0.0001) and medication use (4 percentage points; p < 0.0001) compared with those denying symptoms. Among patients reporting symptoms, women and nonwhite patients were less likely to receive a DPN diagnosis, whereas older patients were more likely to receive a DPN diagnosis. Overall, patients who were older, were Asian (hazard ratio = 0.67, 95% confidence interval = 0.63-0.77), and had lower socioeconomic status (hazard ratio = 0.89, 95% confidence interval = 0.80-0.99) were less likely to be treated. However, these racial and socioeconomic differences were not statistically significant for patients with preexisting DPN diagnoses. CONCLUSION: Patients' real-time reports of DPN symptoms were associated with increased clinical activity. Patient- and clinician-level factors associated with the likelihood of receiving a DPN diagnosis need further study because a formal diagnosis may be associated with more equitable treatment.


Subject(s)
Diabetic Neuropathies/diagnosis , Practice Patterns, Physicians'/statistics & numerical data , Diabetic Neuropathies/pathology , Diabetic Neuropathies/therapy , Female , Humans , Male , Middle Aged , Patient Acceptance of Health Care/statistics & numerical data , Retrospective Studies , Surveys and Questionnaires
13.
JAMA ; 320(1): 53-62, 2018 07 03.
Article in English | MEDLINE | ID: mdl-29936529

ABSTRACT

Importance: In clinical trials of patients with type 2 diabetes, long-acting insulin analogs modestly reduced the risk of nocturnal hypoglycemia compared with human neutral protamine Hagedorn (NPH) insulin, but cost 2 to 10 times more. Outcomes in clinical practice may differ from trial results. Objective: To compare the rates of hypoglycemia-related emergency department (ED) visits or hospital admissions associated with initiation of long-acting insulin analogs vs human NPH insulin in patients with type 2 diabetes. Design, Setting, and Participants: A retrospective observational study using data from Kaiser Permanente of Northern California from January 1, 2006, through September 30, 2015. Patients with type 2 diabetes who initiated a long-acting insulin analog or NPH insulin were included and censored at death, loss of health plan coverage, change in insulin treatment, or study end on September 30, 2015. Exposure: Initiation of basal insulin analogs (glargine or detemir) vs NPH insulin. Main Outcomes and Measures: The primary outcome was the time to a hypoglycemia-related ED visit or hospital admission and the secondary outcome was the change in hemoglobin A1c level within 1 year of insulin initiation. Results: There were 25 489 patients with type 2 diabetes who initiated basal insulin therapy (mean age, 60.2 [SD, 11.8] years; 51.9% white; 46.8% female). During a mean follow-up of 1.7 years, there were 39 hypoglycemia-related ED visits or hospital admissions among 1928 patients who initiated insulin analogs (11.9 events [95% CI, 8.1 to 15.6] per 1000 person-years) compared with 354 hypoglycemia-related ED visits or hospital admissions among 23 561 patients who initiated NPH insulin (8.8 events [95% CI, 7.9 to 9.8] per 1000 person-years) (between-group difference, 3.1 events [95% CI, -1.5 to 7.7] per 1000 person-years; P = .07). Among 4428 patients matched by propensity score, the adjusted hazard ratio was 1.16 (95% CI, 0.71 to 1.78) for hypoglycemia-related ED visits or hospital admissions associated with insulin analog use. Within 1 year of insulin initiation, hemoglobin A1c level decreased from 9.4% (95% CI, 9.3% to 9.5%) to 8.2% (95% CI, 8.1% to 8.2%) after initiation of insulin analogs and from 9.4% (95% CI, 9.3% to 9.5%) to 7.9% (95% CI, 7.9% to 8.0%) after initiation of NPH insulin (adjusted difference-in-differences for glycemic control, -0.22% [95% CI, -0.09% to -0.37%]). Conclusions and Relevance: Among patients with type 2 diabetes, initiation of a basal insulin analog compared with NPH insulin was not associated with a reduced risk of hypoglycemia-related ED visits or hospital admissions or with improved glycemic control. These findings suggest that the use of basal insulin analogs in usual practice settings may not be associated with clinical advantages for these outcomes.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hospitalization/statistics & numerical data , Hypoglycemia/chemically induced , Hypoglycemic Agents/adverse effects , Insulin Detemir/adverse effects , Insulin Glargine/adverse effects , Insulin, Isophane/adverse effects , Adult , Aged , Blood Glucose/drug effects , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Emergency Service, Hospital/statistics & numerical data , Female , Humans , Hypoglycemia/prevention & control , Hypoglycemic Agents/therapeutic use , Insulin Detemir/therapeutic use , Insulin Glargine/therapeutic use , Insulin, Isophane/therapeutic use , Male , Middle Aged , Retrospective Studies
15.
Health Serv Res ; 53(2): 1227-1247, 2018 04.
Article in English | MEDLINE | ID: mdl-28474736

ABSTRACT

OBJECTIVE: To estimate the effect of out-of-pocket (OOP) cost on nonadherence to classes of cardiometabolic medications among patients with diabetes. DATA SOURCES/SETTING: Electronic health records from a large, health care delivery system for 223,730 patients with diabetes prescribed 842,899 new cardiometabolic medications during 2006-2012. STUDY DESIGN: Observational, new prescription cohort study of the effect of OOP cost on medication initiation and adherence. DATA COLLECTION: Adherence and OOP costs were based on pharmacy dispensing records and benefits. PRINCIPAL FINDINGS: Primary nonadherence (never dispensed) increased monotonically with OOP cost after adjusting for demographics, neighborhood socioeconomic status, Medicare, medical financial assistance, OOP maximum, deductibles, mail order pharmacy incentive and use, drug type, generic or brand, day's supply, and comorbidity index; 7 percent were never dispensed the new medication when OOP cost ≥$11, 5 percent with OOP cost of $1-$10, and 3 percent when the medication was free of charge (p < .0001). Higher OOP cost was also strongly associated with inadequate secondary adherence (≥20 percent of time without adequate medication). There was no clinically significant or consistent relationship between OOP costs and early nonpersistence (dispensed once, never refilled) or later stage nonpersistence (discontinued within 24 months). CONCLUSIONS: Cost-sharing may deter clinically vulnerable patients from initiating essential medications, undermining adherence and risk factor control.


Subject(s)
Cost Sharing/statistics & numerical data , Diabetes Mellitus, Type 2/drug therapy , Health Expenditures/statistics & numerical data , Hypoglycemic Agents/economics , Medication Adherence/statistics & numerical data , Adult , Aged , California , Comorbidity , Cost Sharing/economics , Female , Financing, Personal/statistics & numerical data , Humans , Hypoglycemic Agents/therapeutic use , Male , Middle Aged , Socioeconomic Factors
16.
Patient Prefer Adherence ; 11: 643-652, 2017.
Article in English | MEDLINE | ID: mdl-28392679

ABSTRACT

OBJECTIVE: Among adults with diabetes, depression is associated with poorer adherence to cardiometabolic medications in ongoing users; however, it is unknown whether this extends to early adherence among patients newly prescribed these medications. This study examined whether depressive symptoms among adults with diabetes newly prescribed cardiometabolic medications are associated with early and long-term nonadherence. PATIENTS AND METHODS: An observational follow-up of 4,018 adults with type 2 diabetes who completed a survey in 2006 and were newly prescribed oral antihyperglycemic, antihypertensive, or lipid-lowering agents within the following year at Kaiser Permanente Northern California was conducted. Depressive symptoms were examined based on Patient Health Questionnaire-8 scores. Pharmacy utilization data were used to identify nonadherence by using validated methods: early nonadherence (medication never dispensed or dispensed once and never refilled) and long-term nonadherence (new prescription medication gap [NPMG]: percentage of time without medication supply). These analyses were conducted in 2016. RESULTS: Patients with moderate-to-severe depressive symptoms had poorer adherence than nondepressed patients (8.3% more patients with early nonadherence, P=0.01; 4.9% patients with longer NPMG, P=0.002; 7.8% more patients with overall nonadherence [medication gap >20%], P=0.03). After adjustment for confounders, the models remained statistically significant for new NPMG (3.7% difference, P=0.02). There was a graded association between greater depression severity and nonadherence for all the models (test of trend, P<0.05). CONCLUSION: Depressive symptoms were associated with modest differences in early and long-term adherence to newly prescribed cardiometabolic medications in diabetes patients. Interventions targeting adherence among adults with diabetes and depression need to address both initiation and maintenance of medication use.

17.
JAMA Intern Med ; 177(3): 371-379, 2017 03 01.
Article in English | MEDLINE | ID: mdl-28114642

ABSTRACT

Importance: Medication adherence is essential to diabetes care. Patient-physician language barriers may affect medication adherence among Latino individuals. Objective: To determine the association of patient race/ethnicity, preferred language, and physician language concordance with patient adherence to newly prescribed diabetes medications. Design, Setting, and Participants: This observational study was conducted from January 1, 2006, to December 31, 2012, at a large integrated health care delivery system with professional interpreter services. Insured patients with type 2 diabetes, including English-speaking white, English-speaking Latino, or limited English proficiency (LEP) Latino patients with newly prescribed diabetes medication. Exposures: Patient race/ethnicity, preferred language, and physician self-reported Spanish-language fluency. Main Outcomes and Measures: Primary nonadherence (never dispensed), early-stage nonpersistence (dispensed only once), late-stage nonpersistence (received ≥2 dispensings, but discontinued within 24 months), and inadequate overall medication adherence (>20% time without sufficient medication supply during 24 months after initial prescription). Results: Participants included 21 878 white patients, 5755 English-speaking Latino patients, and 3205 LEP Latino patients with a total of 46 131 prescriptions for new diabetes medications. Among LEP Latino patients, 50.2% (n = 1610) had a primary care physician reporting high Spanish fluency. For oral medications, early adherence varied substantially: 1032 LEP Latino patients (32.2%), 1565 English-speaking Latino patients (27.2%), and 4004 white patients (18.3%) were either primary nonadherent or early nonpersistent. Inadequate overall adherence was observed in 1929 LEP Latino patients (60.2%), 2975 English-speaking Latino patients (51.7%), and 8204 white patients (37.5%). For insulin, early-stage nonpersistence was 42.8% among LEP Latino patients (n = 1372), 34.4% among English-speaking Latino patients (n = 1980), and 28.5% among white patients (n = 6235). After adjustment for patient and physician characteristics, LEP Latino patients were more likely to be nonadherent to oral medications and insulin than English-speaking Latino patients (relative risks from 1.11 [95% CI, 1.06-1.15] to 1.17 [95% CI, 1.02-1.34]; P < .05) or white patients (relative risks from 1.36 [95% CI, 1.31-1.41] to 1.49 [95% CI, 1.32-1.69]; P < .05). English-speaking Latino patients were more likely to be nonadherent compared with white patients (relative risks from 1.23 [95% CI, 1.19-1.27] to 1.30 [95% CI, 1.23-1.39]; P < .05). Patient-physician language concordance was not associated with rates of nonadherence among LEP Latinos (relative risks from 0.92 [95% CI, 0.71-1.19] to 1.04 [95% CI, 0.97-1.1]; P > .28). Conclusions and Relevance: Nonadherence to newly prescribed diabetes medications is substantially greater among Latino than white patients, even among English-speaking Latino patients. Limited English proficiency Latino patients are more likely to be nonadherent than English-speaking Latino patients independent of the Spanish-language fluency of their physicians. Interventions beyond access to interpreters or patient-physician language concordance will be required to improve medication adherence among Latino patients with diabetes.


Subject(s)
Communication Barriers , Culturally Competent Care/standards , Diabetes Mellitus, Type 2 , Medication Adherence , Physician-Patient Relations , Prescription Drugs/therapeutic use , Aged , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/ethnology , Diabetes Mellitus, Type 2/psychology , Female , Health Services Accessibility/standards , Hispanic or Latino , Humans , Male , Medication Adherence/ethnology , Medication Adherence/psychology , Medication Adherence/statistics & numerical data , Middle Aged , Needs Assessment , Practice Patterns, Physicians'/statistics & numerical data , Quality Improvement , United States/epidemiology , White People
18.
JAMA Intern Med ; 177(3): 380-387, 2017 03 01.
Article in English | MEDLINE | ID: mdl-28114680

ABSTRACT

Importance: Providing culturally competent care to the growing number of limited-English proficiency (LEP) Latinos with diabetes in the United States is challenging. Objective: To evaluate changes in risk factor control among LEP Latinos with diabetes who switched from language-discordant (English-only) primary care physicians (PCPs) to language-concordant (Spanish-speaking) PCPs or vice versa. Design, Setting, and Participants: This pre-post, difference-in-differences study selected 1605 adult patients with diabetes who self-identified as Latino, whose preferred language was Spanish, and who switched PCPs between January 1, 2007, and December 31, 2013. Study participants were members of the Kaiser Permanente Northern California health care system (an integrated health care delivery system with access to bilingual PCPs and/or professional interpreter services). Spanish-speaking and English-only PCPs were identified by self-report or utilization data. Exposures: Change in patient-PCP language concordance after switching PCPs. Main Outcomes and Measures: Glycemic control (glycated hemoglobin [HbA1c] < 8%), poor glycemic control (HbA1c > 9%), low-density-lipoprotein (LDL) control (LDL < 100 mg/dL), and systolic blood pressure (SBP) control (SBP < 140 mm Hg). Results: Overall, 1605 LEP Latino adults with diabetes (mean [SD] age, 60.5 [13.1] years) were included in this study, and there was a significant net improvement in glycemic and LDL control among patients who switched from language-discordant PCPs to concordant PCPs relative to those who switched from one discordant PCP to another discordant PCP. After adjustment and accounting for secular trends, the prevalence of glycemic control increased by 10% (95% CI, 2% to 17%; P = .01), poor glycemic control decreased by 4% (95% CI, -10% to 2%; P = .16) and LDL control increased by 9% (95% CI, 1% to 17%; P = .03). No significant changes were observed in SBP control. Prevalence of LDL control increased 15% (95% CI, 7% to 24%; P < .001) among LEP Latinos who switched from concordant to discordant PCPs. Risk factor control did not worsen following a PCP switch in any group. Conclusions and Relevance: We observed significant improvements in glycemic control among LEP Latino patients with diabetes who switched from language-discordant to concordant PCPs. Facilitating language-concordant care may be a strategy for diabetes management among LEP Latinos.


Subject(s)
Blood Glucose Self-Monitoring , Communication Barriers , Culturally Competent Care/standards , Diabetes Mellitus, Type 2 , Patient Handoff/statistics & numerical data , Physician-Patient Relations , Primary Health Care , Aged , Blood Glucose Self-Monitoring/methods , Blood Glucose Self-Monitoring/psychology , Blood Glucose Self-Monitoring/statistics & numerical data , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/ethnology , Diabetes Mellitus, Type 2/psychology , Female , Health Services Accessibility/standards , Hispanic or Latino , Humans , Male , Middle Aged , Primary Health Care/methods , Primary Health Care/standards , Quality Improvement , United States/epidemiology
19.
Ethn Dis ; 26(4): 537-544, 2016 10 20.
Article in English | MEDLINE | ID: mdl-27773981

ABSTRACT

OBJECTIVES: Language barriers negatively impact health care access and quality for US immigrants. Latinos are the second largest immigrant group and the largest, fastest growing minority. Health care systems need simple, low cost and accurate tools that they can use to identify physicians with Spanish language competence. We sought to address this need by validating a simple and low-cost tool already in use in a major health plan. DESIGN SETTING PARTICIPANTS: A web-based survey conducted in 2012 among physicians caring for patients in a large, integrated health care delivery system. Of the 2,198 survey respondents, 111 were used in additional analysis involving patient report of those physicians' fluency. MAIN OUTCOME MEASURES: We compared health care physicians' responses to a single item, Spanish language self-assessment tool (measuring "medical proficiency") with patient-reported physician language competence, and two validated physician self-assessment tools (measuring "fluency" and "confidence"). RESULTS: Concordance between medical proficiency was moderate with patient reports (weighted Kappa .45), substantial with fluency (weighted Kappa .76), and moderate-to-substantial with confidence (weighted Kappas .53 to .66). CONCLUSIONS: The single-question self-reported medical proficiency tool is a low-cost tool useful for quickly identifying Spanish competent physicians and is potentially suitable for use in clinical settings. A reasonable approach for health systems is to designate only those physicians who self-assess their Spanish medical proficiency as "high" as competent to provide care without an interpreter.


Subject(s)
Communication Barriers , Hispanic or Latino , Physician-Patient Relations , Physicians , California , Diabetes Mellitus/therapy , Female , Health Services Accessibility , Humans , Language , Male , Middle Aged , Professional Competence , Self Report , Surveys and Questionnaires
20.
J Health Commun ; 21(5): 544-53, 2016 05.
Article in English | MEDLINE | ID: mdl-27116591

ABSTRACT

The purpose of this study was to explore communication barriers as independent predictors and potential mediators of variation in clinical recognition of diabetic peripheral neuropathy (DPN). In this cross-sectional analysis, we estimated the likelihood of having a DPN diagnosis among 4,436 patients with DPN symptoms. We controlled for symptom frequency, demographic and clinical characteristics, and visit frequency using a modified Poisson regression model. We then evaluated 4 communication barriers as independent predictors of clinical documentation and as possible mediators of racial/ethnic differences: difficulty speaking English, not talking to one's doctor about pain, limited health literacy, and reports of suboptimal patient-provider communication. Difficulty speaking English and not talking with one's doctor about pain were independently associated with not having a diagnosis, though limited health literacy and suboptimal patient-provider communication were not. Limited English proficiency partially attenuated, but did not fully explain, racial/ethnic differences in clinical documentation among Chinese, Latino, and Filipino patients. Providers should be encouraged to talk with their patients about DPN symptoms, and health systems should consider enhancing strategies to improve timely clinical recognition of DPN among patients who have difficult speaking English. More work is needed to understand persistent racial/ethnic differences in diagnosis.


Subject(s)
Communication Barriers , Diabetic Neuropathies/diagnosis , Language , Physician-Patient Relations , Adult , Aged , Cohort Studies , Cross-Sectional Studies , Diabetic Neuropathies/ethnology , Female , Healthcare Disparities/ethnology , Humans , Male , Middle Aged
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