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1.
PLOS Glob Public Health ; 3(2): e0001551, 2023.
Article in English | MEDLINE | ID: mdl-36963049

ABSTRACT

Higher prevalence of diabetes mellitus (DM) has been documented among South Asians living in the United States. However, combining the south Asian subgroups into one category masks the heterogeneity in the diagnosed DM, after controlling for known protective and risk factors. We assessed the association of Asian Indian ethnicity to diagnosed DM using a nationally representative sample of 1,986 Asian Indian adults in the US compared to 109,072 Non-Hispanic Whites (NHWs) using disaggregated data from the National Health Interview Survey (2012-2016) (NHIS). 2010 US census figures were used for age-sex standardization. Age-sex adjusted prevalence of DM was 8.3% in Asian Indians as compared to 5.8% in NHW. In adjusted multivariable logistic regression models, Asian Indians had higher odds ratios of reporting diagnosed DM compared to NHWs (AOR = 1.39, 95% CI: 1.12, 1.71). This association remained strong and significant even after controlling for other risk factors in the model (AOR = 1.47, 95% CI: 1.16, 1.85). Results suggest a favorable socio-economic profile of Asian Indians was not protective on diagnosed DM. In addition, they were more likely to have diagnosed DM due to higher prevalence of obesity despite healthier behaviors of smoking and exercise.

2.
Pharmacoeconomics ; 39(6): 639-651, 2021 06.
Article in English | MEDLINE | ID: mdl-33904144

ABSTRACT

OBJECTIVE: Major depressive disorder (MDD) and chronic non-cancer pain conditions (CNPC) often co-occur and exacerbate one another. Treatment-resistant depression (TRD) in adults with CNPC can amplify the economic burden. This study examined the impact of TRD on direct total and MDD-related healthcare resource utilization (HRU) and costs among commercially insured patients with CNPC and MDD in the US. METHODS: The retrospective longitudinal cohort study employed a claims-based algorithm to identify adults with TRD from a US claims database (January 2007 to June 2017). Costs (2018 US$) and HRU were compared between patients with and without TRD over a 12-month period after TRD/non-TRD index date. Counterfactual recycled predictions from generalized linear models were used to examine associations between TRD and annual HRU and costs. Post-regression linear decomposition identified differences in patient-level factors between TRD and non-TRD groups that contributed to the excess economic burden of TRD. RESULTS: Of the 21,180 adults with CNPC and MDD, 10.1% were identified as having TRD. TRD patients had significantly higher HRU, translating into higher average total costs (US$21,015TRD vs US$14,712No TRD) and MDD-related costs (US$1201TRD vs US$471No TRD) compared with non-TRD patients (all p < 0.001). Prescription drug costs accounted for 37.6% and inpatient services for 30.7% of the excess total healthcare costs among TRD patients. TRD patients had a significantly higher number of inpatient (incidence rate ratio [IRR] 1.30, 95% CI 1.14-1.47) and emergency room visits (IRR 1.21, 95% CI 1.10-1.34) than non-TRD patients. Overall, 46% of the excess total costs were explained by differences in patient-level characteristics such as polypharmacy, number of CNPC, anxiety, sleep, and substance use disorders between the TRD and non-TRD groups. CONCLUSION: TRD poses a substantial direct economic burden for adults with CNPC and MDD. Excess healthcare costs may potentially be reduced by providing timely interventions for several modifiable risk factors.


Subject(s)
Chronic Pain , Depressive Disorder, Major , Adult , Analgesics, Opioid/therapeutic use , Cost of Illness , Depression , Depressive Disorder, Major/drug therapy , Depressive Disorder, Major/epidemiology , Health Care Costs , Humans , Longitudinal Studies , Retrospective Studies
3.
J Womens Health (Larchmt) ; 26(7): 735-744, 2017 07.
Article in English | MEDLINE | ID: mdl-28170302

ABSTRACT

BACKGROUND: Although breast cancer is most prevalent among older women, the majority are diagnosed at an early stage. When diagnosed at an early stage, women have the option of breast-conserving surgery (BCS) plus radiation therapy (RT) or mastectomy for the treatment of early-stage breast cancer (ESBC). Omission of RT when receiving BCS increases the risk for recurrence and poor survival. Yet, a small subset of older women may omit RT after BCS. This study examines the current patterns of local treatment for ESBC among older women. METHODS: This study conducted a retrospective observational analysis using the Surveillance, Epidemiology, and End Results (SEER)-Medicare linked dataset of women age ≥66 diagnosed with stage I-II breast cancer in 2003-2009. SEER-Medicare data was additionally linked with data from the Area Resource File (ARF) to examine the association between area-level healthcare resources and treatment. Two logistic regression models were used to estimate how study factors were associated with receiving (1) BCS versus BCS+RT and (2) Mastectomy versus BCS+RT. A stratified analysis was also conducted among women aged <70 years. RESULTS: Among 45,924 patients, 55% received BCS+RT, 23% received mastectomy, and 22% received BCS only. Women of increasing age, comorbidity, primary care provider visits, stage II disease, and nonwhite race were more likely to have mastectomy or BCS only, than BCS+RT. Women diagnosed in 2004-2006, treated by an oncology surgeon, residing in metro areas, areas of greater education and income, were less likely to receive mastectomy or BCS only, than BCS+RT. While women aged <70 years were more likely to receive BCS+RT, socioeconomic and physician specialties were associated with receiving BCS only. CONCLUSIONS: Over half of older women with ESBC initially receive BCS+RT. The likelihood for mastectomy and BCS only increases with age, comorbidity, and vulnerable socio-demographic characteristics. Findings demonstrate continued treatment disparities among certain vulnerable populations.


Subject(s)
Breast Neoplasms/radiotherapy , Breast Neoplasms/surgery , Healthcare Disparities , Mastectomy/methods , Aged , Aged, 80 and over , Breast Neoplasms/pathology , Combined Modality Therapy , Female , Humans , Population Surveillance , Radiotherapy, Adjuvant , Retrospective Studies , SEER Program , Treatment Outcome , United States
4.
Article in English | MEDLINE | ID: mdl-24800152

ABSTRACT

OBJECTIVE: Develop the WVCR-Linked dataset by combining the West Virginia Cancer Registry (WVCR) with Medicare, Medicaid, and other data sources. Determine health care utilization, costs, and overall burden of four major cancers among the elderly in a rural and medically underserved state population, and to compare them with national estimates. METHOD: We extracted personal identifiers from the West Virginia Cancer Registry (WVCR) data file for individuals ≥ 65 years of age with an incident diagnosis of any cancer between January 1, 2002 and December 31, 2007. We linked the extracted data with Medicare and Medicaid administrative data using deterministic record linkage procedures. We updated missing vital status information by linking the National Death Index (NDI) data file. The updated WVCR-Linked dataset was enriched by links to the U.S. decennial census (2000) file and the Area Resource File. RESULTS: We identified 42,333 individuals, of which 41,574 (98.2%) and 6,031 (14.3%) individuals were matched with Medicare and Medicaid administrative data files, respectively. The NDI data added or updated vital status information for 3,295 (7.8%) individuals in the WVCR-Linked dataset. CONCLUSION: The WVCR-Linked dataset is a comprehensive dataset offering many opportunities to understand factors related to cancer treatment patterns, costs, and outcomes in a rural and medically underserved elderly Appalachian population. Following our example, non-participant states in the Surveillance, Epidemiology and End Results (SEER) program can build a powerful dataset to identify and target cancer disparities, and to improve cancer-related outcomes for their elderly and dual-eligible citizens.


Subject(s)
Medicaid/statistics & numerical data , Medicare/statistics & numerical data , Neoplasms/epidemiology , Aged , Aged, 80 and over , Appalachian Region/epidemiology , Cost of Illness , Data Collection , Female , Health Status Disparities , Humans , Incidence , Male , Neoplasms/mortality , Registries/statistics & numerical data , United States , West Virginia/epidemiology
5.
Clin Ther ; 28(2): 306-18, 2006 Feb.
Article in English | MEDLINE | ID: mdl-16678652

ABSTRACT

BACKGROUND: Oral hypoglycemic agents (OHAs) are an important component in the management of type 2 diabetes mellitus (DM). Large-scale studies have demonstrated that tight glycemic control with such agents can reduce the frequency and severity of long-term DM-related complications. OBJECTIVES: The main goal of this study was to examine the impact of depression on utilization patterns of OHAs in patients newly diagnosed with type 2 DM. A secondary objective was to estimate the impact of depression on discontinuation and modification of pharmacotherapy for DM in these patients. METHODS: Patients newly diagnosed with type 2 DM during a 3-year period (1998-2000) were identified from a Medicaid claims database. Presence of preexisting depression was determined on the basis of International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis codes. The patient cohort was followed up until they received their first prescription for an OHA (1998-2001); this date was treated as the index date for the study. Utilization patterns (ie, discontinuation, augmentation, switching, non-modification) for OHAs were computed for a 12-month follow-up period after the index date. A multivariate framework was used to estimate the impact of depression on utilization patterns, controlling for confounders such as demographics, comorbidity, provider interaction, drug regimen complexity, and DM severity. RESULTS: A total of 1237 newly diagnosed type 2 DM patients were identified (depressed, n=446; nondepressed, n=791). A higher number of depressed patients (23.32%) switched or augmented therapy compared with nondepressed patients (16.18%). Also, a higher fraction of depressed patients (39.46%) discontinued OHA therapy compared with nondepressed patients (32.87%). Results of a multinomial logistic regression indicated that, controlling for covariates, patients with depression were 1.72 times more likely to switch (P=0.046) and 1.89 times more likely to augment therapy (P=0.004) compared with nondepressed patients. Logistic regression analysis also indicated that, controlling for confounding covariates, patients with depression were 1.72 times more likely to modify initial OHA therapy compared with patients without depression (P=0.003). CONCLUSION: Depression was significantly associated with utilization patterns of OHAs in these patients newly diagnosed with type 2 DM, thus possibly affecting their disease management.


Subject(s)
Depression/epidemiology , Diabetes Mellitus, Type 2/drug therapy , Drug Prescriptions/statistics & numerical data , Hypoglycemic Agents/therapeutic use , Patient Compliance , Administration, Oral , Cohort Studies , Databases, Factual , Diabetes Mellitus, Type 2/epidemiology , Female , Humans , Logistic Models , Male , Middle Aged , Retrospective Studies , West Virginia/epidemiology
6.
Ann Pharmacother ; 40(4): 605-11, 2006 Apr.
Article in English | MEDLINE | ID: mdl-16551768

ABSTRACT

BACKGROUND: Adherence to oral hypoglycemic agents (OHAs) is important for adequate glycemic control and prevention of future complications in patients with type 2 diabetes. OBJECTIVE: To examine the impact of depression on adherence to OHAs in patients newly diagnosed with type 2 diabetes. METHODS: Patients newly diagnosed with type 2 diabetes during a 4 year period were identified from a Medicaid claims database. Presence of preexisting depression was determined on the basis of ICD-9-CM codes. Adherence to OHAs was computed using prescription refill data for a 12 month follow-up period from the date of the index OHA prescription. Two separate adherence indices (Medication Possession Ratio-1 [MPR-1], Medication Possession Ratio-2 [MPR-2]) were computed. The impact of depression on adherence was assessed after controlling for confounders such as demographics, comorbidity, provider interaction, complexity of regimen, and diabetes severity. RESULTS: A total of 1326 newly diagnosed patients with type 2 diabetes were identified (depressed = 471; nondepressed = 855). Results of the study indicated that patients with depression had significantly lower adherence (MPR-1 86%; MPR-2 66%) to OHAs compared with patients without depression (MPR-1 89%; MPR-2 73%). Multivariate results indicated that depression was a significant predictor of adherence, with depressed patients being 3-6% less adherent to OHAs than nondepressed patients, after controlling for confounding factors. CONCLUSIONS: Depression significantly impacts adherence to OHAs in patients with type 2 diabetes. The study results imply that depression screening and treatment need to be included in the protocol for management of patients with type 2 diabetes.


Subject(s)
Depression/prevention & control , Diabetes Mellitus, Type 2/psychology , Hypoglycemic Agents/therapeutic use , Patient Compliance , Administration, Oral , Cohort Studies , Depression/psychology , Diabetes Mellitus, Type 2/drug therapy , Female , Humans , Hypoglycemic Agents/administration & dosage , Male , Middle Aged , Patient Compliance/psychology , Regression Analysis , Retrospective Studies
7.
J Am Pharm Assoc (2003) ; 43(3): 403-11, 2003.
Article in English | MEDLINE | ID: mdl-12836791

ABSTRACT

OBJECTIVES: To determine national adult immunization rates for influenza and pneumonia and assess the effect of various predisposing factors on immunization status for both diseases. DESIGN: Retrospective, cross-sectional, random national sample data from the Centers for Disease Control and Prevention's 1999 Behavioral Risk Factor Surveillance System survey. Data extraction and analysis were conducted using SPSS and STATA, with adjustments made for weighted data. PARTICIPANTS: Individuals aged 65 years and older and individuals aged 50 to 64 years (for influenza only). RESULTS: Immunization rates in the 65 and older age group were 66.7% for influenza and 53.8% for pneumonia; immunization rate for influenza in the 50 to 64 age group was 35.6%. Predisposing factors such as race (white) and education (high school and above) positively influenced immunization status. Enabling factors such as income, health insurance, and physician visits and need-related factors such as health status and comorbidities exhibited a strong relationship with influenza and pneumonia vaccination status in both study populations. Health care coverage (odds ratio [OR] = 1.76 for influenza and OR = 1.66 for pneumonia in the 65 years and older group; OR = 1.80 for influenza in the 50 to 64 years age group) and physician visit in the last year (OR = 2.00 for influenza and OR = 1.87 for pneumonia for 65 years and older group; OR = 1.86 for influenza in the 50 to 64 years age group) were strong positive predictors of vaccination status. Individuals with comorbidities and those who perceived their health as being poor had high vaccination rates. CONCLUSION: Understanding the positive and negative influences on adult immunization status will allow pharmacists to better identify and target prospective recipients of immunization services.


Subject(s)
Immunization Programs/statistics & numerical data , Pneumonia/prevention & control , Vaccination/statistics & numerical data , Aged , Databases, Factual/statistics & numerical data , Female , Humans , Immunization Programs/trends , Influenza Vaccines/administration & dosage , Logistic Models , Male , Middle Aged , Patient Acceptance of Health Care/statistics & numerical data , Pharmaceutical Services , Pharmacists , Professional Role , Retrospective Studies , United States , Vaccination/trends
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