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1.
Am J Med Qual ; 32(6): 644-654, 2017.
Article in English | MEDLINE | ID: mdl-28693331

ABSTRACT

Despite an estimated 2 million osteoporosis (OP)-related fractures annually, quality of care for post-fracture OP management remains low. This study aimed to identify patient and provider characteristics associated with achieving or not achieving optimal post-fracture OP management, as defined by the current HEDIS quality measure. The study included women 67 to 85 years of age, with ≥1 fracture, and continuous enrollment in a Humana insurance plan. The study identified a higher percentage of black women in the not achieved group (6.2% vs 5.4%; P < .0001) and Hispanic women in the achieved group (3.0% vs 1.3%; P < .0001). The not achieved group largely included patients residing in the South and urban and suburban areas. The majority of providers were primary care or OP-related specialty, and 66% did not achieve the 4-star OP rating. The study findings can guide development of predictive models to identify at-risk women to improve post-fracture OP management.


Subject(s)
Osteoporosis/therapy , Osteoporotic Fractures/therapy , Quality Indicators, Health Care/statistics & numerical data , Aged , Aged, 80 and over , Bone Density , Bone Density Conservation Agents/administration & dosage , Female , Health Knowledge, Attitudes, Practice , Humans , Insurance Claim Review/statistics & numerical data , Life Style , Patient Acceptance of Health Care , Racial Groups , Residence Characteristics/statistics & numerical data , Retrospective Studies , Risk Factors , Socioeconomic Factors
2.
J Cardiovasc Nurs ; 32(6): 522-529, 2017.
Article in English | MEDLINE | ID: mdl-28060084

ABSTRACT

BACKGROUND: Lack of medication adherence is associated with significant morbidity and mortality, particularly among minorities. We aim to identify predictors of nonadherence to antiplatelet medications at the time of percutaneous coronary intervention (PCI) with stent among African American and Hispanic patients. METHODS: We used data collected for a randomized clinical trial that recruited 452 minority patients from a large US health insurance organization in 2010 post-PCI to compare telephone-based motivational interviewing by trained nurses with an educational video. The primary outcome was 12-month adherence to antiplatelet medications measured by the claims-based medication possession ratio (MPR). Adequate adherence was defined as an MPR of 0.80 or higher. RESULTS: More than half of the sample (age, 69.52 ± 8.8 years) was male (57%) and Hispanic (57%). Most (78%) had a median income below $30 000 and 22% completed high school or higher. Univariate analyses revealed that symptoms of depression (<.01) and not having a spouse (P = .03) were associated with inadequate adherence. In multivariate analysis, baseline self-reported adherence (1.4; 95% confidence interval [CI], 1.05-1.89), depressive symptoms (0.49; 95% CI, 0.7-0.90), comorbidity (0.89; 95% CI, 0.80-0.98), and telephone-based motivational interviewing by trained nurses (3.5; 95% CI, 1.9-2.70) were associated with adherence. CONCLUSIONS: Having multiple comorbidities, depression, suboptimal adherence to medications, and low English proficiency at the time of PCI increase the risk of poor 12-month adherence to antiplatelets among minorities. Identifying these risk factors can guide PCI therapy and the use of evidence-based strategies to improve long-term adherence.


Subject(s)
Black or African American/psychology , Hispanic or Latino/psychology , Medication Adherence/ethnology , Minority Groups/psychology , Percutaneous Coronary Intervention , Platelet Aggregation Inhibitors/therapeutic use , Aged , Coronary Artery Disease/psychology , Coronary Artery Disease/therapy , Female , Humans , Male , Middle Aged , Motivational Interviewing , Patient Education as Topic , Retrospective Studies , Stents , Telephone
3.
Curr Med Res Opin ; 31(9): 1703-16, 2015.
Article in English | MEDLINE | ID: mdl-26154837

ABSTRACT

OBJECTIVE: To describe treatment regimen changes of patients with type 2 diabetes mellitus (T2DM) initiating metformin monotherapy, and assess factors associated with those changes 12 months post-initiation. METHODS: Retrospective cohort analysis of medical, pharmacy and laboratory claims of 17,527 Medicare Advantage (MAPD) Humana members aged 18-89, who had ≥1 medical claim with primary diagnosis or ≥2 medical claims with secondary diagnosis of T2DM (ICD-9-CM code 250.x0 or 250.x2) who filled an initial prescription for metformin (GPI code 2725) between 1 January 2008 and 30 September 2011. The main outcome measure was change in metformin monotherapy during the 12 months following initiation. Factors associated with treatment changes during follow-up were examined using Cox proportional hazards regression models. RESULTS: Fifty-nine percent of patients (mean age 69.6 years) remained on metformin monotherapy with no changes. Discontinuation was the most common treatment change (33%), followed by addition (5%), and switching (2%) to other antidiabetics. Of patients who discontinued treatment (median time to discontinuation = 90 days), 61% did not reinitiate any diabetic treatment during the follow-up period. Among patients who added or switched to other antidiabetics, sulfonylureas were the most common addition or replacement agent. Predictors of discontinuation were being female, Black or Hispanic, low-income subsidy eligible, having higher initial out-of-pocket metformin costs, or a diagnosis of depression. Discontinuation was less likely during follow-up if patients had higher pre-index pill burdens or records of a pre-index A1C screening test. A higher risk of discontinuation was observed for patients with low baseline A1C. One study limitation was that exact discontinuation dates could not be determined using claims. CONCLUSIONS: The findings suggest that gender, race, ethnicity, depression, and low income status were contributory factors to metformin discontinuation. More intensive monitoring and treatment adjustments may be warranted for patients newly initiated on metformin. This could ultimately improve morbidity, mortality, and costs associated with poor glycemic control.


Subject(s)
Diabetes Mellitus, Type 2 , Metformin , Adult , Aged , Cohort Studies , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/ethnology , Drug Monitoring , Drug Substitution/statistics & numerical data , Drug Therapy, Combination/methods , Drug Therapy, Combination/statistics & numerical data , Female , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/adverse effects , Male , Metformin/administration & dosage , Metformin/adverse effects , Middle Aged , Proportional Hazards Models , Retrospective Studies , Sulfonylurea Compounds/administration & dosage , Sulfonylurea Compounds/adverse effects , United States/epidemiology , Withholding Treatment/statistics & numerical data
4.
Am J Manag Care ; 21(1): e62-70, 2015 Jan 01.
Article in English | MEDLINE | ID: mdl-25880269

ABSTRACT

OBJECTIVES: This study evaluated the usefulness of the Diabetes Complications Severity Index (DCSI) in assessing healthcare resource utilization (HRU) and costs among Medicare Advantage plan members diagnosed with type 2 diabetes mellitus (T2DM). STUDY DESIGN: A retrospective cohort study of medical and pharmacy claims of 333,576 Medicare members aged 18 to 89 years with ≥1 medical claim with primary diagnosis or ≥2 medical claims with secondary diagnosis, of T2DM (International Classification of Diseases, Ninth Revision, Clinical Modification code 250.x0 or 250.x2) during the period of January 1, 2010, to December 31, 2011. METHODS: DCSI was assessed concurrently with HRU and healthcare costs (total, medical, and pharmacy). The cohort was subdivided into 6 DCSI groups: DCSI = 0 (no complications) through DCSI = 5+ (≥5). Associations of complication severity with HRU and costs of care were summarized using regression models. RESULTS: A 1-point increase in DCSI was associated with a $2744 increase in total costs (a $2480 increase in medical costs plus a $264 increase in pharmacy costs). Increasing DCSI was associated with greater use of inpatient and emergency department (ED) services. Among the higher complications subgroups, there were greater representations of older patients, men, and cases of depressive disorders and hypoglycemia. CONCLUSIONS: DCSI is useful for identifying Medicare plan members with T2DM who should be targeted for clinical programs. HRU and costs increased with DCSI severity. Increases in high-cost HRU, driven by inpatient and ED visits, suggest that preventing or delaying utilization of these services are essential to driving down costs in the T2DM population. Furthermore, high rates of depression and hypoglycemia warrant early screening and necessary treatment to improve patient outcomes.


Subject(s)
Diabetes Complications/economics , Diabetes Mellitus, Type 2/economics , Health Care Costs , Medicare Part C/economics , Patient Acceptance of Health Care/statistics & numerical data , Aged , Analysis of Variance , Cohort Studies , Diabetes Complications/diagnosis , Diabetes Complications/therapy , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/drug therapy , Female , Humans , Insurance Claim Review , Linear Models , Male , Medicare Part C/statistics & numerical data , Middle Aged , Retrospective Studies , Severity of Illness Index , United States
5.
Popul Health Manag ; 18(2): 115-22, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25290044

ABSTRACT

This retrospective cohort study evaluated associations of race/ethnicity and gender with outcomes of diabetes complications severity, health care resource utilization (HRU), and costs among Medicare Advantage health plan members with type 2 diabetes (T2DM). Medical and pharmacy claims were evaluated for 333,576 members continuously enrolled from January 1, 2010, to December 31, 2011, aged 18-89 years, with ≥1 primary diagnosis medical claim, or ≥2 claims with a secondary diagnosis of T2DM (International Classification of Diseases, Ninth Revision, Clinical Modification code 250.x0 or 250.x2). Complications severity assessment by Diabetes Complications Severity Index ranged from 0 (no complications) to 5+. Mean (SD) all-cause medical, pharmacy, and total costs were reported alongside all-cause HRU by place of service (outpatient, inpatient, emergency room [ER]) and number of visits. Multivariate regression showed being Hispanic, black, or male was associated with higher prevalence of more severe complications. This racial/ethnic disparity was more pronounced among females, among whom odds of having more severe complications were higher for Hispanic and black as compared to white females [(Hispanic vs. white odds ratio [OR], 1.40; 95% confidence interval [CI], 1.32-1.48), and (black vs. white OR, 1.22; 95% CI, 1.19-1.25)]. Regardless of gender, blacks had more ER visits than whites. White females incurred the highest total health care costs (mean annual costs: $13,086; 95% CI, $12,935-$13,240, vs. Hispanic females: $10,732; 95% CI, $10,406-$11,067). These effects held regardless of other demographic and clinical attributes. These findings suggest racial/ethnic and gender differences exist in certain T2DM clinical and economic outcomes.


Subject(s)
Diabetes Complications/ethnology , Ethnicity , Insurance Claim Review/economics , Medicare/economics , Racial Groups , Aged , Diabetes Complications/economics , Female , Humans , Male , Morbidity/trends , Retrospective Studies , United States/epidemiology
6.
J Gen Intern Med ; 30(4): 469-75, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25500787

ABSTRACT

BACKGROUND: Minorities have lower adherence to cardiovascular medications and have worst cardiovascular outcomes post coronary stent placement OBJECTIVE: The aim of this study is to compare the efficacy of phone-delivered Motivational Interviewing (MINT) to an educational video at improving adherence to antiplatelet medications among insured minorities. DESIGN: This was a randomized study. PARTICIPANTS: We identified minorities with a recently placed coronary stent from an administrative data set by using a previously validated algorithm. INTERVENTIONS: MINT subjects received quarterly phone calls and the DVD group received a one-time mailed video. MAIN MEASURES: Outcome variables were collected at baseline and at 12-month post-stent, using surveys and administrative data. The primary outcome was antiplatelet (clopidogrel and prasugrel) adherence measured by Medication Possession Ratio (MPR) and self- reported adherence (Morisky score). We also measured appropriate adherence defined as an MPR ≥ 0.80. KEY RESULTS: We recruited 452 minority subjects with a new coronary stent (44 % Hispanics and 56 % Black). The patients had a mean age of 69.5 ± 8.8, 58 % were males, 78 % had an income lower than $30,000 per year and only 22 % had achieved high school education or higher. The MPR for antiplatelet medications was 0.77 for the MINT group compared to 0.70 for the DVD group (p < 0.05). The percentage of subjects with adequate adherence to their antiplatelet medication was 64 % in the MINT group and 50 % in the DVD group (p < 0.01). Self-reported adherence at 12 months was higher in the MINT group compared to the DVD group (p < 0.01). Results were similar among drug-eluting stent (DES) recipients. CONCLUSIONS: Among racial minorities, a phone-based motivational interview is effective at improving adherence to antiplatelet medications post coronary stent placement. Phone-based MINT seems to be a promising and cost-effective strategy to modify risk behaviors among minority populations at high cardiovascular risk.


Subject(s)
Interviews as Topic/methods , Medication Adherence/ethnology , Minority Groups , Motivational Interviewing/methods , Platelet Aggregation Inhibitors/therapeutic use , Stents , Aged , Black People/ethnology , Black People/psychology , Coronary Vessels/pathology , Coronary Vessels/surgery , Female , Hispanic or Latino/ethnology , Hispanic or Latino/psychology , Humans , Male , Medication Adherence/psychology , Middle Aged , Minority Groups/psychology
7.
BMC Musculoskelet Disord ; 14: 4, 2013 Jan 03.
Article in English | MEDLINE | ID: mdl-23281846

ABSTRACT

BACKGROUND: Improper medication adherence is associated with increased morbidity, healthcare costs, and fracture risk among patients with osteoporosis. The objective of this study was to evaluate the healthcare utilization patterns of Medicare Part D beneficiaries newly initiating teriparatide, and to assess the association of medication adherence and persistence with bone fracture. METHODS: This retrospective cohort study assessed medical and pharmacy claims of 761 Medicare members initiating teriparatide in 2008 and 2009. Baseline characteristics, healthcare use, and healthcare costs 12 and 24 months after teriparatide initiation, were summarized. Adherence, measured by Proportion of Days Covered (PDC), was categorized as high (PDC ≥ 80%), moderate (50% ≥ PDC < 80%), and low (PDC < 50%). Non-persistence was measured as refill gaps in subsequent claims longer than 60 days plus the days of supply from the previous claim. Multivariate logistic regression evaluated the association of adherence and persistence with fracture rates at 12 months. RESULTS: Within 12 months of teriparatide initiation, 21% of the cohort was highly-adherent. Low-adherent or non-persistent patients visited the ER more frequently than did their highly-adherent or persistent counterparts (χ2 = 5.01, p < 0.05 and χ2 = 5.84, p < 0.05), and had significantly lower mean pharmacy costs ($4,361 versus $13,472 and $4,757 versus $13,187, p < 0.0001). Furthermore, non-persistent patients had significantly lower total healthcare costs. The healthcare costs of highly-adherent patients were largely pharmacy-related. Similar patterns were observed in the 222 patients who had fractures at 12 months, among whom 89% of fracture-related costs were pharmacy-related. The regression models demonstrated no significant association of adherence or persistence with 12-month fractures. Six months before initiating teriparatide, 50.7% of the cohort had experienced at least 1 fracture episode. At 12 months, these patients were nearly 3 times more likely to have a fracture (OR = 2.9, 95% C.I. 2.1-4.1 p < 0.0001). CONCLUSIONS: Adherence to teriparatide therapy was suboptimal. Increased pharmacy costs seemed to drive greater costs among highly-adherent patients, whereas lower adherence correlated to greater ER utilization but not to greater costs. Having a fracture in the 6 months before teriparatide initiation increased fracture risk at follow-up.


Subject(s)
Bone Density Conservation Agents/economics , Bone Density Conservation Agents/therapeutic use , Drug Costs , Medicare Part D/economics , Medication Adherence , Osteoporosis/drug therapy , Osteoporosis/economics , Teriparatide/economics , Teriparatide/therapeutic use , Adolescent , Adult , Aged , Aged, 80 and over , Ambulatory Care/economics , Cost Savings , Drug Prescriptions/economics , Emergency Service, Hospital/economics , Female , Fractures, Bone/economics , Fractures, Bone/etiology , Fractures, Bone/prevention & control , Health Resources/economics , Health Resources/statistics & numerical data , Hospital Costs , Humans , Insurance, Pharmaceutical Services/economics , Logistic Models , Male , Middle Aged , Models, Economic , Multivariate Analysis , Odds Ratio , Osteoporosis/complications , Retrospective Studies , Risk Factors , Time Factors , Treatment Outcome , United States , Young Adult
8.
Prev Chronic Dis ; 9: E90, 2012.
Article in English | MEDLINE | ID: mdl-22515972

ABSTRACT

INTRODUCTION: The epidemiologic transition has made chronic disease a major health threat in the Caribbean and throughout the world. Our objective was to examine the pattern of lifestyle factors associated with cardiovascular disease (CVD) in Grenada and to determine whether the prevalence of CVD risk factors differs by subgroups. METHODS: We conducted a cross-sectional study of adult Grenadians between 2005 and 2007. We used a population-wide, community-based approach by adapting the World Health Organization's STEPwise Approach to the Surveillance of Chronic Disease survey for a local context. We collected behavioral, anthropometric, and blood sample data to assess the prevalence of CVD risk factors. RESULTS: An estimated 64% (n = 2,017) of 3,167 eligible adults participated in our study (60% women). With increasing age, consumption of fried foods declined, whereas fish intake increased. Adults aged 45 to 54 years had the highest obesity rate (39%). Large waist circumference was more common among women than among men. According to National Cholesterol Education Program criteria, 29% of participants had metabolic syndrome (47% ≥ 65 y; 36% women vs 17% men). Approximately one-fifth of participants had lived outside Grenada for more than 10 years. Participants who had migrated tended to be older and have different CVD risk factors than those who had never migrated. CONCLUSION: In the midst of an epidemiologic transition in the Caribbean nation of Grenada in which CVD risk is increasing, dietary risk factors are most prevalent among women and among all adults younger than 55.


Subject(s)
Cardiovascular Diseases/epidemiology , Feeding Behavior , Obesity/complications , Obesity/epidemiology , Adult , Aged , Community Networks , Cross-Sectional Studies , Data Collection , Female , Grenada/epidemiology , Health Education , Health Promotion , Humans , Male , Middle Aged , Risk Factors
9.
Health Serv Res ; 47(2): 770-82, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22091834

ABSTRACT

OBJECTIVE: Evaluate the accuracy of an algorithm at identifying ethnic minorities from administrative claims for enrollment into a clinical trial. DATA SOURCES/STUDY SETTING: Claims data from a health benefits company. STUDY DESIGN: We compared results of a three-step algorithm to self-reported race/ethnicity. DATA COLLECTION/EXTRACTION METHODS: Using the algorithm, we identified subjects with high probability of being minority and ascertained self-reported race/ethnicity. PRINCIPAL FINDINGS: We identified 164 subjects as likely minority based on our algorithm. Of these, 94 completed the survey and 87 identified themselves as black or Hispanic. The positive predictive value of the algorithm was 93 percent (CI: 85-97). CONCLUSIONS: Claims data can be used to efficiently identify minorities for participation in clinical trials.


Subject(s)
Black People , Clinical Trials as Topic/methods , Hispanic or Latino , Insurance Claim Reporting , Patient Selection , Aged , Algorithms , Black People/statistics & numerical data , Female , Hispanic or Latino/statistics & numerical data , Humans , Insurance Claim Reporting/standards , Insurance Claim Reporting/statistics & numerical data , Male , United States
10.
J Atten Disord ; 9(4): 582-9, 2006 May.
Article in English | MEDLINE | ID: mdl-16648225

ABSTRACT

OBJECTIVE: The undertreatment of ethnic minority children with ADHD prompted a study on the effects of methylphenidate (MPH) on the executive functions of African American children with ADHD. METHOD: Nineteen African American children with ADHD are tested on the Tower of Hanoi (TOH) and the Paired Associates Learning Task (PAL) in a double-blind crossover acute challenge of MPH and placebo. RESULTS: Under MPH, TOH rule breaks decrease, especially in the second testing session, and TOH planning time increases, particularly for incorrect solutions; PAL recall in the final learning trial improves with MPH. CONCLUSION: Similar to previous findings with predominantly majority samples of patients with ADHD, MPH enhances planning, precision, and persistence in African American children with ADHD.


Subject(s)
Attention Deficit Disorder with Hyperactivity/drug therapy , Dopamine Uptake Inhibitors/therapeutic use , Methylphenidate/therapeutic use , Behavior/drug effects , Black People , Child , Delayed-Action Preparations , Dextroamphetamine/therapeutic use , Dopamine Uptake Inhibitors/administration & dosage , Educational Status , Family , Female , Humans , Income , Male , Methylphenidate/administration & dosage , Single Parent , Wechsler Scales
11.
Nicotine Tob Res ; 7(3): 405-12, 2005 Jun.
Article in English | MEDLINE | ID: mdl-16085508

ABSTRACT

Physician office settings play an important role in tobacco cessation intervention. However, few tobacco cessation trials are conducted at these sites, in part because of the many challenges associated with recruiting community physician offices into research. The present study identified and implemented strategies for recruiting physician offices into a randomized clinical trial of tobacco screening and cessation interventions with adolescent patients. A total of 30 community physicians participated in focus groups to elicit their perceptions of facilitators of and barriers to initial engagement of physician practices and the subsequent enrollment of the practices in long-term research projects. Physicians identified facilitators such as (a) the involvement of office staff in the recruitment process and (b) on-site presentations of the study's background and aims. Some of the barriers identified were time commitment concerns and the lack of incentives in exchange for participation. These focus group findings were then integrated with theory-based and empirically driven recruitment strategies for a 12-month randomized tobacco intervention trial with adolescent patients. Of 185 office practices approached to participate (screened from a pool of 273 practices), 103 agreed to on-site presentations of the study. Subsequently, almost all of the practices (101) that received the presentation agreed to enroll in the study. Conclusions are that (a) recruitment is a multicomponent process, (b) the processes of communication, engagement, and enrollment must be carefully planned and implemented to achieve maximal results, and (c) the development of effective strategies for recruiting health care provider practices presents an important infrastructure for testing adolescent smoking cessation interventions.


Subject(s)
Adolescent Behavior , Physicians' Offices , Smoking Cessation , Adolescent , Focus Groups , Humans , Inservice Training , United States
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