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1.
Am Heart J ; 266: 14-24, 2023 12.
Article in English | MEDLINE | ID: mdl-37567353

ABSTRACT

BACKGROUND: There has been an increasing uptake of transcatheter left atrial appendage occlusion (LAAO) for stroke reduction in atrial fibrillation. OBJECTIVES: To investigate the perceptions and approaches among a nationally representative sample of physicians. METHODS: Using the American Medical Association Physician Masterfile, we selected a random sample of 500 physicians from each of the specialties: general cardiologists, interventional cardiologists, electrophysiologists, and vascular neurologists. The participants received the survey by mail up to three times from November 9, 2021 to January 14, 2022. In addition to the questions about experiences, perceptions, and approaches, physicians were randomly assigned to 1 of the 4 versions of a patient vignette: white man, white woman, black man, and black woman, to investigate potential bias in decision-making. RESULTS: The top three reasons for considering LAAO were: a history of intracranial bleeding (94.3%), a history of major extracranial bleeding (91.8%), and gastrointestinal lesions (59.0%), whereas the top three reasons for withholding LAAO were: other indications for long-term oral anticoagulation (87.7%), a low bleeding risk (77.0%), and a low stroke risk (65.6%). For the reasons limiting recommendations for LAAO, 59.8% mentioned procedural risks, 42.6% mentioned "limiting efficacy data comparing LAAO to NOAC" and 32.8% mentioned "limited safety data comparing LAAO to NOAC." There was no difference in physicians' decision-making by patients' race, gender, or the concordance between patients' and physicians' race or gender. CONCLUSIONS: In the first U.S. national physician survey of LAAO, individual physicians' perspectives varied greatly, which provided information that will help customize future educational activities for different audiences. CONDENSED ABSTRACT: Although diverse practice patterns of LAAO have been documented, little is known about the reasoning or perceptions that drive these variations. Unlike prior surveys that were directed to Centers that performed LAAO, the current survey obtained insights from individual physicians, not only those who perform the procedures (interventional cardiologists and electrophysiologists) but also those who are closely involved in the decision-making and referral process (general cardiologists and vascular neurologists). The findings identify key evidence gaps and help prioritize future studies to establish a consistent and evidence-based best practice for AF stroke prevention.


Subject(s)
Atrial Appendage , Atrial Fibrillation , Physicians , Stroke , Female , Humans , Male , Anticoagulants , Atrial Appendage/surgery , Atrial Fibrillation/complications , Atrial Fibrillation/surgery , Stroke/etiology , Stroke/prevention & control , Treatment Outcome
2.
J Urol ; 208(5): 987-996, 2022 11.
Article in English | MEDLINE | ID: mdl-36094864

ABSTRACT

PURPOSE: Out-of-pocket costs represent an important component of financial toxicity and may impact patients' receipt of care. Herein, we evaluated patient-level factors associated with out-of-pocket costs for contemporary advanced prostate cancer treatment options. MATERIALS AND METHODS: We identified all commercially insured men receiving treatment for advanced prostate cancer between 2007 and 2019 within the OptumLabs Data Warehouse®. Patients were categorized into 3 treatment groups: androgen deprivation monotherapy, novel hormonal therapy, and nonandrogen systemic therapy. The primary outcome was out-of-pocket costs in the first year of treatment. The associations of treatment and patient variables with out-of-pocket costs were assessed using multivariable regression models. All costs were adjusted to reflect 2019 U.S. dollars using the Consumer Price Index. RESULTS: In a cohort of 13,409 men 81% (n = 10,926) received androgen deprivation monotherapy, 6% (n = 832) novel hormonal therapy, and 12% (n = 1,651) nonandrogen systemic therapy. Mean treatment-related out-of-pocket costs in the first year were $165, $4,236, and $994 for androgen deprivation monotherapy, novel hormonal therapy, and nonandrogen systemic therapy, respectively. The adjusted difference in annual treatment-related out-of-pocket costs for novel hormonal therapy and nonandrogen systemic therapy were $2,581 (95% CI: $1,923-$3,240) and $752 (95% CI: $600-$903) higher than androgen deprivation monotherapy, respectively. Patient characteristics associated (P < .05) with higher treatment-related out-of-pocket costs included older age (65-74 years), Black race, lower comorbidity scores, and lower household income. CONCLUSIONS: Patients receiving novel hormonal therapy for advanced prostate cancer had substantially higher treatment-related out-of-pocket costs. In addition to raising awareness among prescribers, these data support the inclusion of treatment associated financial toxicity in shared decision making for advanced prostate cancer and call attention to subgroups of patients particularly vulnerable to financial toxicity.


Subject(s)
Health Expenditures , Prostatic Neoplasms , Androgen Antagonists/therapeutic use , Androgens , Costs and Cost Analysis , Humans , Male , Prostatic Neoplasms/drug therapy
3.
Clin Trials ; 18(6): 732-740, 2021 12.
Article in English | MEDLINE | ID: mdl-34269090

ABSTRACT

BACKGROUND/AIMS: The Pediatric Research Equity Act and Best Pharmaceuticals for Children Act are intended to promote the conduct of clinical trials that generate pediatric-specific evidence about drug safety and efficacy. This study assesses the quality of evidence generated through Pediatric Research Equity Act-mandated and Best Pharmaceuticals for Children Act-incentivized clinical trials of hematology/oncology drugs and characterizes subsequent changes in pediatric drug utilization rates. METHODS: Trial characteristics (blinding, randomization, and comparator group) were determined for clinical trials that supported pediatric label changes. Using data from OptumLabs® Data Warehouse, a de-identified administrative claims database, we calculated pediatric utilization rates for each drug. We calculated monthly utilization rates from January 2003 (or from the first month in which data were available) to December 2018. RESULTS: We identified 11 hematology/oncology drugs that underwent pediatric label changes under the Pediatric Research Equity Act Pediatric Research Equity Act and/or Best Pharmaceuticals for Children Act, and we identified 15 trials supporting these changes. Of these trials, 36% (5/14) were randomized, 31% (4/13) were blinded, and 36% (5/14) used a comparator group. A median of 49 children (interquartile range 29.5) received the drug under investigation across these trials. Pediatric label changes were not associated with subsequent changes in pediatric drug utilization. Although some drugs saw increased pediatric use after gaining new pediatric indications, this pattern was not consistently observed. In addition, there was no evidence to suggest that drugs were utilized less frequently after they failed to receive pediatric indications. CONCLUSIONS: Clinical trials of hematology/oncology drugs conducted under the Pediatric Research Equity Act Pediatric Research Equity Act and Best Pharmaceuticals for Children Act generally have low methodological rigor, and the resulting label changes are not consistently associated with changes in pediatric utilization. Alternative regulatory strategies and study designs may be necessary to maximize the impact of newly generated knowledge on drug utilization.


Subject(s)
Drug Labeling , Hematology , Child , Drug Approval , Humans , Medical Oncology , United States , United States Food and Drug Administration
4.
J Urol ; 202(1): 69-75, 2019 07.
Article in English | MEDLINE | ID: mdl-30925222

ABSTRACT

PURPOSE: We investigated the risks of new onset and worsened hypertension after radical vs partial nephrectomy. MATERIALS AND METHODS: Using a national administrative database of privately and Medicare insured patients we performed a retrospective cohort study of 9,207 and 4,686 patients who underwent radical and partial nephrectomy, respectively, for a renal mass between January 1, 2007 and December 31, 2016. One-to-one propensity score matching was done to balance the surgical groups based on patient demographics, baseline comorbidities, current medications and surgery year. Primary outcomes included new onset hypertension among patients with no history of hypertension and worsened hypertension among patients with baseline hypertension. We performed subgroup analyses stratified by patient age (75 or greater vs less than 75 years) and the presence of baseline kidney disease. Incidence rates and Cox proportional hazards models were used to compare outcomes in matched cohorts. RESULTS: Among 3,106 propensity matched patients without preexisting hypertension radical nephrectomy was associated with a higher risk of new onset hypertension compared to partial nephrectomy (HR 1.40, 95% CI 1.22-1.60, p <0.001). Similarly among 6,250 propensity matched patients with hypertension prior to surgery radical nephrectomy was associated with a higher risk of worsening baseline hypertension (HR 1.18, 95% CI 1.10-1.26, p <0.001). Subgroup analyses were consistent with the main study findings of worsened hypertension (p for interaction ≥0.05). CONCLUSIONS: Radical nephrectomy was associated with a higher risk of new onset and worsened hypertension compared to partial nephrectomy, including among elderly patients and individuals with normal kidney function. Given prior noted associations between hypertension and noncancer related morbidity, our results further encourage the preferential use of partial nephrectomy to manage localized renal masses when technically feasible.


Subject(s)
Carcinoma, Renal Cell/surgery , Hypertension/epidemiology , Kidney Neoplasms/surgery , Nephrectomy/adverse effects , Postoperative Complications/epidemiology , Adult , Age Factors , Aged , Female , Humans , Hypertension/diagnosis , Hypertension/etiology , Kidney/surgery , Male , Middle Aged , Nephrectomy/methods , Postoperative Complications/diagnosis , Postoperative Complications/etiology , Propensity Score , Retrospective Studies , Risk Assessment , Risk Factors , Treatment Outcome , Young Adult
5.
Hepatology ; 68(6): 2230-2238, 2018 12.
Article in English | MEDLINE | ID: mdl-29774589

ABSTRACT

The prevalence of nonalcoholic fatty liver disease (NAFLD) is increasing. The health care burden resulting from the multidisciplinary management of this complex disease is unknown. We assessed the total health care cost and resource utilization associated with a new NAFLD diagnosis, compared with controls with similar comorbidities. We used OptumLabs Data Warehouse, a large national administrative claims database with longitudinal health data of over 100 million individuals enrolled in private and Medicare Advantage health plans. We identified 152,064 adults with a first claim for NAFLD between 2010 and 2014, of which 108,420 were matched 1:1 by age, sex, metabolic comorbidities, length of follow-up, year of diagnosis, race, geographic region, and insurance type to non-NAFLD contemporary controls from the OptumLabs Data Warehouse database. Median follow-up time was 2.6 (range 1-6.5) years. The final study cohort consisted of 216,840 people with median age 55 (range 18-86) years, 53% female, 78% white. The total annual cost of care per NAFLD patient with private insurance was $7,804 (interquartile range [IQR] $3,068-$18,688) for a new diagnosis and $3,789 (IQR $1,176-$10,539) for long-term management. These costs are significantly higher than the total annual costs of $2,298 (IQR $681-$6,580) per matched control with similar metabolic comorbidities but without NAFLD. The largest increases in health care utilization that may account for the increased costs in NAFLD compared with controls are represented by liver biopsies (relative risk [RR] = 55.00, 95% confidence interval [CI] 24.48-123.59), imaging (RR = 3.95, 95% CI 3.77-4.15), and hospitalizations (RR = 1.87, 95% CI 1.73-2.02). Conclusion: The costs associated with the care for NAFLD independent of its metabolic comorbidities are very high, especially at first diagnosis. Research efforts shouldfocus on identification of underlying determinants of use, sources of excess cost, and development of cost-effective diagnostic tests.


Subject(s)
Health Care Costs/statistics & numerical data , Non-alcoholic Fatty Liver Disease/economics , Patient Acceptance of Health Care/statistics & numerical data , Adult , Aged , Female , Humans , Male , Middle Aged , Retrospective Studies , United States
6.
J Biomed Inform ; 89: 56-67, 2019 01.
Article in English | MEDLINE | ID: mdl-30189255

ABSTRACT

Accurate and reliable prediction of clinical progression over time has the potential to improve the outcomes of chronic disease. The classical approach to analyzing longitudinal data is to use (generalized) linear mixed-effect models (GLMM). However, linear parametric models are predicated on assumptions, which are often difficult to verify. In contrast, data-driven machine learning methods can be applied to derive insight from the raw data without a priori assumptions. However, the underlying theory of most machine learning algorithms assume that the data is independent and identically distributed, making them inefficient for longitudinal supervised learning. In this study, we formulate an analytic framework, which integrates the random-effects structure of GLMM into non-linear machine learning models capable of exploiting temporal heterogeneous effects, sparse and varying-length patient characteristics inherent in longitudinal data. We applied the derived mixed-effect machine learning (MEml) framework to predict longitudinal change in glycemic control measured by hemoglobin A1c (HbA1c) among well controlled adults with type 2 diabetes. Results show that MEml is competitive with traditional GLMM, but substantially outperformed standard machine learning models that do not account for random-effects. Specifically, the accuracy of MEml in predicting glycemic change at the 1st, 2nd, 3rd, and 4th clinical visits in advanced was 1.04, 1.08, 1.11, and 1.14 times that of the gradient boosted model respectively, with similar results for the other methods. To further demonstrate the general applicability of MEml, a series of experiments were performed using real publicly available and synthetic data sets for accuracy and robustness. These experiments reinforced the superiority of MEml over the other methods. Overall, results from this study highlight the importance of modeling random-effects in machine learning approaches based on longitudinal data. Our MEml method is highly resistant to correlated data, readily accounts for random-effects, and predicts change of a longitudinal clinical outcome in real-world clinical settings with high accuracy.


Subject(s)
Diabetes Mellitus, Type 2/diagnosis , Glycated Hemoglobin/analysis , Machine Learning , Adult , Algorithms , Diabetes Mellitus, Type 2/blood , Disease Progression , Humans , Longitudinal Studies
7.
J Natl Compr Canc Netw ; 16(3): 294-299, 2018 03.
Article in English | MEDLINE | ID: mdl-29523668

ABSTRACT

Purpose: Prevention of chemotherapy-induced nausea and vomiting is essential to preserve quality of life in patients with cancer receiving highly emetogenic chemotherapy (HEC). Recently, new drugs (eg, fosaprepitant, and the newer neurokinin-1 receptor antagonists [NK1RAs] rolapitant and netupitant) and updated antiemetic guidelines have emerged. However, trends in real-world antiemetic use are understudied. Methods: We identified patients treated with an initial dose of HEC (either cisplatin or doxorubicin/cyclophosphamide) from January 2006 to June 2016 using administrative claims data from a US commercial insurance database (OptumLabs). Antiemetic use was determined by identifying intravenous/oral/transdermal administration within ±1 day of the chemotherapy dose and/or prescription fill from 14 days before to 7 days after chemotherapy. We used descriptive statistics to present patient demographics, chemotherapy drugs administered, presence/absence of a central intravenous access device, and antiemetics used. Results: A total of 23,030 patients (67.3%) received doxorubicin/cyclophosphamide and 11,206 (32.7%) received cisplatin. Dexamethasone and 5-hydroxytryptamine 3 receptor antagonists (5-HT3RAs) were consistently used by 85% to 95% of patients, consistent with guideline recommendations. NK1RAs were underused early on, but use increased to approximately 80% in the most recently evaluated year. Fosaprepitant use increased precipitously starting in 2009, preceding a sharp decrease in aprepitant use beginning in 2011. Receipt of olanzapine, rolapitant, and netupitant was minimal throughout the study period. Conclusions: Dexamethasone and 5-HT3RAs were used by most patients receiving HEC, in accordance with guideline recommendations. NK1RA use was less adherent with guidelines.


Subject(s)
Antiemetics , Drug Prescriptions/statistics & numerical data , Nausea/epidemiology , Nausea/etiology , Neoplasms/complications , Neoplasms/epidemiology , Vomiting/epidemiology , Vomiting/etiology , Adolescent , Adult , Aged , Aged, 80 and over , Antiemetics/therapeutic use , Antineoplastic Agents/adverse effects , Antineoplastic Agents/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Female , Humans , Male , Middle Aged , Nausea/drug therapy , Nausea/prevention & control , Neoplasms/drug therapy , Public Health Surveillance , Retrospective Studies , Vomiting/drug therapy , Vomiting/prevention & control , Young Adult
8.
Pediatr Allergy Immunol ; 29(5): 538-544, 2018 08.
Article in English | MEDLINE | ID: mdl-29663520

ABSTRACT

BACKGROUND: Food is the leading cause of anaphylaxis in children seen in emergency departments in the United States, yet data on emergency department visits and hospitalizations related to food-induced anaphylaxis are limited. The objective of our study was to examine national time trends of pediatric food-induced anaphylaxis-related emergency department visits and hospitalizations. METHODS: We conducted an observational study using a national administrative claims database from 2005 through 2014. Participants were younger than 18 years with an emergency department visit or hospitalization for food-induced anaphylaxis. Outcome measures of our study included time trends of pediatric food-induced anaphylaxis-related emergency department visits and hospitalizations, including observations (in an emergency department or a hospital unit), inpatient admissions, and intensive care unit admissions. RESULTS: During the study period, participants had 7310 food-induced anaphylaxis-related emergency department visits. Emergency department visits for food-induced anaphylaxis increased by 214% (P < .001); the highest rates were in infants and toddlers (age 0-2 years). Rates of emergency department visits significantly increased in all age-groups, with the highest increase in adolescents (age 13-17 years: 413%; P < .001). Peanuts accounted for the highest rates (5.85 per 100 000 in 2014) followed by tree nuts/seeds (4.62 per 100 000 in 2014). The greatest increase in rates of emergency department visits for food-induced anaphylaxis occurred with tree nuts/seeds (373.0% increase during the study period). CONCLUSIONS: The incidence of food-induced anaphylaxis has significantly increased over time in children of all ages. Food-induced anaphylaxis in children is an important national public health concern.


Subject(s)
Ambulatory Care/statistics & numerical data , Anaphylaxis/epidemiology , Emergency Service, Hospital/statistics & numerical data , Food Hypersensitivity/epidemiology , Hospitalization/statistics & numerical data , Adolescent , Allergens/immunology , Child , Female , Food , Humans , Infant , Infant, Newborn , Male , United States
9.
Ann Allergy Asthma Immunol ; 121(6): 717-721.e1, 2018 12.
Article in English | MEDLINE | ID: mdl-30189249

ABSTRACT

BACKGROUND: Anaphylaxis is a potentially life-threatening allergic reaction with a strong risk of recurrence. OBJECTIVE: To assess risk factors associated with recurrent anaphylaxis-related emergency department (ED) visits within 1 year of an ED visit for anaphylaxis in a large observational cohort study. METHODS: We used an administrative claims database to identify patients seen from 2008 through 2012 in the ED for anaphylaxis based on an International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis code algorithm. Patients with at least 2 years of continuous enrollment in a health plan were included. Multivariable logistic regression analysis was used to determine associations with recurrence of anaphylaxis within 1 year. RESULTS: During the 5-year study period, 7,367 patients (median age, 42 years; <18 years old, 23.3%) met the inclusion criteria. The most common anaphylaxis trigger was unspecified (56.2%), followed by food (25.3%), medication (14.6%), and venom (3.9%). Overall, 3.0% of patients had an additional anaphylaxis-related ED visit within 1 year (3.61 episodes per 100 patient-years). On multivariable analysis, risk factors associated with anaphylaxis recurrence were food trigger (odds ratio [OR], 2.31; 95% confidence interval [CI], 1.34-3.99), history of asthma (OR, 1.30; 95% CI, 1.13-1.51), and intensive care unit admission at the index anaphylaxis event (OR, 1.95; 95% CI, 1.41-2.69). CONCLUSION: In this contemporary cohort study, history of asthma, food trigger, and greater index anaphylaxis severity, as measured by intensive care unit admission, were associated with a higher likelihood of a recurrent anaphylaxis-related ED visit within 1 year.


Subject(s)
Anaphylaxis/epidemiology , Drug Hypersensitivity/epidemiology , Emergency Service, Hospital/statistics & numerical data , Food Hypersensitivity/epidemiology , Adolescent , Adult , Aged , Aged, 80 and over , Anaphylaxis/diagnosis , Child , Child, Preschool , Female , Hospitalization/statistics & numerical data , Humans , Infant , Male , Middle Aged , Retrospective Studies , Risk Factors , United States/epidemiology , Venoms/toxicity , Young Adult
10.
Breast Cancer Res Treat ; 164(3): 515-525, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28493045

ABSTRACT

PURPOSE: The Oncology Care Model was developed, in part, to reduce acute care use during the 6 months after chemotherapy initiation. However, little is known about the impact of chemotherapy regimen on acute care needs, or about later acute care. We sought to assess acute care use over 2 years in patients receiving four contemporary adjuvant chemotherapy regimens for breast cancer. METHODS: Administrative claims data from a large U.S. commercial insurance database (OptumLabs Data Warehouse) were used to retrospectively identify women with early-stage breast cancer who received adjuvant doxorubicin-cyclophosphamide (AC), AC followed or preceded by docetaxel or paclitaxel (AC-T), AC concurrent with docetaxel or paclitaxel (TAC), or docetaxel-cyclophosphamide (TC) between 2008 and 2014. Rates of hospitalizations and emergency department (ED) visits that did not lead to hospitalizations were compared during four sequential 6-month periods among recipients of these four regimens using negative binomial regression (TC = reference). RESULTS: We identified 8621 eligible patients, 87.2% younger than 65. Over 6 months, 11.9% were hospitalized and 17.1% had ED visits. Over 24 months, 17.9% were hospitalized and 28.3% visited the ED. Adjusted rates of hospitalizations/100 patients were significantly higher in AC-T and TAC compared to TC recipients in the first 6 months (14.9, 21.9, and 11.3, respectively, p < 0.001). There were no hospitalization rate differences among regimens later. ED visit rates did not differ significantly by regimen during any 6-month period. CONCLUSION: Higher rates of hospitalizations in recipients of AC-T and TAC were restricted to the chemotherapy administration period, and did not persist afterwards.


Subject(s)
Antineoplastic Agents/therapeutic use , Breast Neoplasms/drug therapy , Hospitalization , Adult , Age Distribution , Aged , Chemotherapy, Adjuvant , Cyclophosphamide/therapeutic use , Docetaxel , Doxorubicin/therapeutic use , Female , Humans , Insurance Claim Review , Middle Aged , Paclitaxel/pharmacology , Patient Care , Retrospective Studies , Taxoids/therapeutic use , Young Adult
11.
Ann Surg Oncol ; 24(10): 2957-2964, 2017 Oct.
Article in English | MEDLINE | ID: mdl-28766231

ABSTRACT

BACKGROUND: The rates of contralateral prophylactic mastectomy (CPM) in women with unilateral breast cancer continue to rise, especially in women undergoing immediate breast reconstruction (IBR). METHODS: We utilized administrative claims data from a large US commercial insurance database (OptumLabs) to identify women age 18-64 years who underwent IBR between January 2004 and December 2013. We compared 2-year unadjusted utilization rates and total costs of care between unilateral mastectomy (UM) and bilateral mastectomy (BM) for implant-based and autologous reconstruction. Comparisons were tested using t-test and differences in cost were estimated using the Wilcoxon rank-sum test. RESULTS: Overall, 11,235 women undergoing mastectomy with IBR were identified; 7319 with implant reconstruction [1923 UM (26%) and 5396 BM (74%)] and 3916 with autologous reconstruction [1687 UM (43%) and 2229 BM (57%)]. The overall rate of office visits (2386 vs. 2391 per 100 women, p = 0.42) and hospital readmission rate (29.1 per 100 women vs. 27.4, p = 0.06) were similar between BM + IBR and UM + IBR. Women undergoing BM + IBR had a higher emergency room (ER) visit rate (34.1 per 100 women vs. 29.8, p < 0.0001). The total 2-year cost of care was higher for BM + IBR than UM + IBR for implant reconstruction ($106,711 vs. $97,218, p < 0.0001) and for autologous reconstruction ($114,725 vs. $87,874, p < 0.0001). CONCLUSIONS: BM + IBR (autologous or implant) was associated with increased ER visits and higher total cost of care over 2 years compared with UM + IBR. Patients considering CPM should be counseled on the additional risks and costs associated with BM + IBR.


Subject(s)
Breast Neoplasms/economics , Breast Neoplasms/surgery , Cost-Benefit Analysis , Mammaplasty/economics , Patient Acceptance of Health Care , Patient Readmission/statistics & numerical data , Postoperative Complications , Prophylactic Mastectomy/economics , Adult , Databases, Factual , Female , Follow-Up Studies , Humans , Middle Aged , Prognosis , Retrospective Studies
12.
Med Care ; 55(11): 956-964, 2017 11.
Article in English | MEDLINE | ID: mdl-28922296

ABSTRACT

BACKGROUND: Individualized diabetes management would benefit from prospectively identifying well-controlled patients at risk of losing glycemic control. OBJECTIVES: To identify patterns of hemoglobin A1c (HbA1c) change among patients with stable controlled diabetes. RESEARCH DESIGN: Cohort study using OptumLabs Data Warehouse, 2001-2013. We develop and apply a machine learning framework that uses a Bayesian estimation of the mixture of generalized linear mixed effect models to discover glycemic trajectories, and a random forest feature contribution method to identify patient characteristics predictive of their future glycemic trajectories. SUBJECTS: The study cohort consisted of 27,005 US adults with type 2 diabetes, age 18 years and older, and stable index HbA1c <7.0%. MEASURES: HbA1c values during 24 months of observation. RESULTS: We compared models with k=1, 2, 3, 4, 5 trajectories and baseline variables including patient age, sex, race/ethnicity, comorbidities, medications, and HbA1c. The k=3 model had the best fit, reflecting 3 distinct trajectories of glycemic change: (T1) rapidly deteriorating HbA1c among 302 (1.1%) youngest (mean, 55.2 y) patients with lowest mean baseline HbA1c, 6.05%; (T2) gradually deteriorating HbA1c among 902 (3.3%) patients (mean, 56.5 y) with highest mean baseline HbA1c, 6.53%; and (T3) stable glycemic control among 25,800 (95.5%) oldest (mean, 58.5 y) patients with mean baseline HbA1c 6.21%. After 24 months, HbA1c rose to 8.75% in T1 and 8.40% in T2, but remained stable at 6.56% in T3. CONCLUSIONS: Patients with controlled type 2 diabetes follow 3 distinct trajectories of glycemic control. This novel application of advanced analytic methods can facilitate individualized and population diabetes care by proactively identifying high risk patients.


Subject(s)
Blood Glucose Self-Monitoring/trends , Diabetes Mellitus, Type 2/blood , Glycated Hemoglobin/analysis , Adult , Aged , Bayes Theorem , Blood Glucose/analysis , Cohort Studies , Diabetes Mellitus, Type 2/therapy , Female , Humans , Linear Models , Male , Middle Aged
13.
Ann Allergy Asthma Immunol ; 119(4): 356-361.e2, 2017 10.
Article in English | MEDLINE | ID: mdl-28958375

ABSTRACT

BACKGROUND: Anaphylaxis is an acute systemic allergic reaction and may be life-threatening. OBJECTIVE: To assess risk factors associated with severe and near-fatal anaphylaxis in a large observational cohort study. METHODS: We analyzed administrative claims data from Medicare Advantage and privately insured enrollees in the United States from 2005 to 2014. Severe anaphylaxis was defined as anaphylaxis resulting in hospital or intensive care unit (ICU) admission, requiring endotracheal intubation, or meeting criteria for near-fatal anaphylaxis. RESULTS: Of 38,695 patients seen in the emergency department for anaphylaxis during the study period, 4,431 (11.5%) required hospitalization, 2,057 (5.3%) were admitted to the ICU, 567 (1.5%) required endotracheal intubation, and 174 (0.45%) were classified as having a near-fatal episode. Multivariable analysis revealed that medication-related anaphylaxis (odds ratio [OR], 1.50; 95% confidence interval [CI], 1.38-1.63; P < .001), age of 65 years or older (OR, 3.15; 95% CI, 2.88-3.44; P < .001), and the presence of cardiac disease (OR, 1.56; 95% CI, 1.50-1.63; P < .001) or lung disease (OR, 1.23; 95% CI, 1.16-1.30; P < .001) were associated with increased odds of severe anaphylaxis requiring any hospital admission, ICU admission, or intubation or being a near-fatal reaction. CONCLUSION: In this large contemporary cohort study, 11.6% of patients had severe anaphylaxis. Age of 65 years or older, medication as a trigger, and presence of comorbid conditions (specifically cardiac and lung disease) were associated with significantly higher odds of severe anaphylaxis. Additional studies examining risk factors for severe anaphylaxis are needed to define risk assessment strategies and establish a framework for management.


Subject(s)
Anaphylaxis/diagnosis , Hospitalization/statistics & numerical data , Insurance Claim Review/statistics & numerical data , Intensive Care Units/statistics & numerical data , Age Factors , Aged , Anaphylaxis/physiopathology , Anaphylaxis/therapy , Bronchodilator Agents/therapeutic use , Cardiovascular Diseases/diagnosis , Cardiovascular Diseases/physiopathology , Cohort Studies , Epinephrine/therapeutic use , Female , Humans , Intubation, Intratracheal , Lung Diseases/diagnosis , Lung Diseases/physiopathology , Male , Middle Aged , Risk Factors , Severity of Illness Index , United States
14.
Ann Allergy Asthma Immunol ; 119(5): 452-458.e1, 2017 11.
Article in English | MEDLINE | ID: mdl-28916424

ABSTRACT

BACKGROUND: National guidelines recommend that patients with anaphylaxis be prescribed an epinephrine auto-injector (EAI) and referred to an allergy/immunology (A/I) specialist. OBJECTIVE: To evaluate guideline concordance and identify predictors of EAI dispensing and A/I follow-up in patients with anaphylaxis treated in the emergency department (ED). METHODS: We identified patients seen in the ED for anaphylaxis from 2010 through 2014 from an administrative claims database using an expanded International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis code algorithm. RESULTS: Of 7,790 patients identified, 46.5% had an EAI dispensed and 28.8% had A/I follow-up within 1 year after discharge. On multivariable analysis, those 65 years or older (odds ratio [OR] 0.35, 95% confidence interval [CI] 0.30-0.41) and with a medication trigger (OR 0.24, 95% CI 0.21-0.28) had a lower likelihood of EAI dispensing. Those younger than 5 years (OR 2.67, 95% CI 2.15-3.32) and with food (OR 1.40, 95% CI 1.24-1.59) or venom (OR 4.48, 95% CI 3.51-5.72) triggers had a higher likelihood of EAI dispensing. Similarly, for A/I follow-up, the likelihood was lower for age 65 years or older (OR 0.46, 95% CI 0.39-0.54) and medication trigger (OR 0.66, 95% CI 0.56-0.78) and higher for age younger than 5 years (OR 3.15, 95% CI 2.63-3.77) and food trigger (OR 1.39, 95% CI 1.22-1.58). CONCLUSION: Overall, 46.5% of patients with anaphylaxis in the ED had EAI dispensing and 28.8% had A/I follow-up. Patient age and triggers were associated with likelihood of EAI dispensing and A/I follow-up. Post-ED visit anaphylaxis management can be improved, with the potential to decrease future morbidity and mortality risk.


Subject(s)
Anaphylaxis/epidemiology , Drug Utilization/statistics & numerical data , Emergency Medical Services/statistics & numerical data , Epinephrine/therapeutic use , Hypersensitivity/epidemiology , Adolescent , Adult , Aged , Anaphylaxis/drug therapy , Child , Child, Preschool , Female , Follow-Up Studies , Humans , Hypersensitivity/drug therapy , Infant , Infant, Newborn , Male , Middle Aged , Retrospective Studies , Risk Factors , Young Adult
15.
J Arthroplasty ; 32(3): 750-755, 2017 03.
Article in English | MEDLINE | ID: mdl-27793498

ABSTRACT

BACKGROUND: The utilization of hip arthroscopy continues to increase in the United States. The purpose of this study was to examine trends in hip arthroscopy procedures and outcomes. METHODS: We performed a retrospective cohort study using Optum Labs Data Warehouse administrative claims data. The cohort comprised 10,042 privately insured enrollees aged 18-64 years who underwent a hip arthroscopy procedure between 2005 and 2013. Utilization trends were examined using age-specific, sex-specific, and calendar-year-specific hip arthroscopy rates. Outcomes were examined using the survival analysis methods and included subsequent hip arthroscopy and total hip arthroplasty (THA). RESULTS: Hip arthroscopy rates increased significantly over time from 3.6 per 100,000 in 2005 to 16.7 per 100,000 in 2013. The overall 2-year cumulative incidence of subsequent hip arthroscopy and THA was 11% and 10%, respectively. In the subset of patients in whom laterality of the subsequent procedure could be determined, about half of the subsequent hip arthroscopy procedures (46%) and almost all of the THA procedures (94%) were on the same side. Decreasing age was significantly associated with the risk of subsequent arthroscopy (P < .01), whereas increasing age was significantly associated with the subsequent risk of THA (P < .01). The 5-year cumulative incidence of THA reached as high as 35% among individuals aged 55-64 years. CONCLUSION: The utilization of hip arthroscopy procedures increased dramatically over the last decade in the 18-64-year-old privately insured population, with the largest increase in younger age-groups. Future studies are warranted to understand the determinants of the large increase in utilization of hip arthroscopy and outcomes.


Subject(s)
Arthroplasty, Replacement, Hip/statistics & numerical data , Arthroscopy/statistics & numerical data , Hip Joint/surgery , Adult , Female , Humans , Incidence , Male , Middle Aged , Radiography , Retrospective Studies , Survival Analysis , United States
16.
Am Heart J ; 170(3): 483-9, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26385031

ABSTRACT

UNLABELLED: As the number of patients undergoing catheter ablation for atrial fibrillation (AF) increases, there is a growing focus on optimizing the quality and efficiency of. Readmission is often considered an indicator of both quality and efficiency of care delivery. We sought to estimate rates and identify predictors of readmission after catheter ablation. METHODS AND RESULTS: Using a large, national administrative claims database, we identified all AF patients who underwent catheter ablation between January 2009 and December 2013 (10,705 ablation cases). We examined incident readmission and the primary diagnosis during the readmission episode of care. We used Cox proportional hazard models to identify associations between readmission and patient and institutional characteristics. A total of 1,433 (13.4%) ablation patients were readmitted within 90 days of ablation for any cause, and 573 (5.4%) were admitted with AF as the primary diagnosis. There was a decline in all-cause (from 15.6% to 12.8%; P = .04) and AF-related (6.4%-5.0 %; P = .03) 90-day readmission over the study period. In a multivariate model, earlier year of ablation and each of 9 chronic conditions (alone or in combination) were independently associated with risk of readmission. CONCLUSIONS: Between 2009 and 2013, there was a reduction in 90-day readmission rates after AF ablation, suggesting improved periprocedural care of these patients. Identifying patients at high risk for readmission after catheter ablation for AF may offer an opportunity for early intervention and, ultimately, reduction in procedural morbidity and medical costs.


Subject(s)
Atrial Fibrillation/surgery , Catheter Ablation/adverse effects , Patient Readmission/trends , Adult , Aged , Atrial Fibrillation/physiopathology , Female , Follow-Up Studies , Humans , Male , Middle Aged , Recurrence , Reoperation/statistics & numerical data , Retrospective Studies , Risk Factors , Time Factors , Treatment Outcome
17.
Med Care ; 52(2): 128-36, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24423810

ABSTRACT

BACKGROUND: Despite little available evidence to determine whether recently introduced selective α-1 blockers and 5-α reductase inhibitors (5-ARIs) are superior to the existing agents in treating benign prostatic hyperplasia (BPH), they are being increasingly prescribed. OBJECTIVE: To describe the prescribing patterns of new and existing agents among patients with incident BPH after the introduction of several new agents and determine whether these varied by physician specialty. RESEARCH DESIGN: We analyzed a retrospective cohort from an administrative claims database from January 2004 through December 2010. SUBJECTS: Patients diagnosed with incident BPH aged 40 years and above and those who received medical management. MEASURES: Receipt of medical therapy for incident BPH (ie, selective α-1 blockers [prazosin (released 1976), terazosin (1987), doxazosin (1990), tamsulosin (1997), alfuzosin (2003), silodosin (2009)] and 5-ARIs [finasteride (1992) and dutasteride (2002)]). RESULTS: A total of 42,769 men with incident BPH received any selective α-1 blocker or 5-ARI. Tamsulosin and dutasteride were the most widely prescribed agents of their respective drug classes. Predicted probabilities showed that urologists were more likely to prescribe alfuzosin (24.0% vs. 7.8%; P<0.001) and silodosin (2.3% vs. 0.4%; P<0.001) when compared with primary care providers (PCPs) at 6 months after diagnosis. Urologists were more likely to prescribe 5-ARIs but less likely to prescribe older α-1 blockers (terazosin, prazosin, and doxazosin) than PCPs at 6 months postdiagnosis. CONCLUSIONS: Among insured patients diagnosed with BPH, our study suggests that the overall use of new agents is rising. In particular, urologists were more likely to prescribe newer selective α-1 blockers compared with PCPs.


Subject(s)
Medicine/statistics & numerical data , Practice Patterns, Physicians'/statistics & numerical data , Prostatic Hyperplasia/drug therapy , 5-alpha Reductase Inhibitors/therapeutic use , Adrenergic alpha-1 Receptor Antagonists/therapeutic use , Adult , Aged , Family Practice/statistics & numerical data , Humans , Internal Medicine/statistics & numerical data , Male , Middle Aged , Retrospective Studies , Urology/statistics & numerical data
18.
Mayo Clin Proc Innov Qual Outcomes ; 8(1): 45-52, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38274333

ABSTRACT

We investigated the association of daylight saving time (DST) transitions with the rates of adverse cardiovascular events in a large, US-based nationwide study. The study cohort included 36,116,951 unique individuals from deidentified administrative claims data of the OptumLabs Data Warehouse. There were 74,722 total adverse cardiovascular events during DST transition and the control weeks (2 weeks before and after) in spring and autumn of 2015-2019. We used Bayesian hierarchical Poisson regression models to estimate event rate ratios representing the ratio of composite adverse cardiovascular event rates between DST transition and control weeks. There was an average increase of 3% (95% uncertainty interval, -3% to -10%) and 4% (95% uncertainty interval, -2% to -12%) in adverse cardiovascular event rates during Monday and Friday of the spring DST transition, respectively. The probability of this being associated with a moderate-to-large increase in the event rates (estimate event rate ratio, >1.10) was estimated to be less than 6% for Monday and Friday, and less than 1% for the remaining days. During autumn DST transition, the probability of any decrease in adverse cardiovascular event rates was estimated to be less than 46% and a moderate-to-large decrease in the event rates to be less than 4% across all days. Results were similar when adjusted by age. In conclusion, spring DST transition had a suggestive association with a minor increase in adverse cardiovascular event rates but with a very low estimated probability to be of clinical importance. Our findings suggest that DST transitions are unlikely to meaningfully impact the rate of cardiovascular events.

19.
J Am Heart Assoc ; 13(13): e035708, 2024 Jul 02.
Article in English | MEDLINE | ID: mdl-38934887

ABSTRACT

BACKGROUND: The study aimed to describe the patterns and trends of initiation, discontinuation, and adherence of oral anticoagulation (OAC) in patients with new-onset postoperative atrial fibrillation (POAF), and compare with patients newly diagnosed with non-POAF. METHODS AND RESULTS: This retrospective cohort study identified patients newly diagnosed with atrial fibrillation or flutter between 2012 and 2021 using administrative claims data from OptumLabs Data Warehouse. The POAF cohort included 118 366 patients newly diagnosed with atrial fibrillation or flutter within 30 days after surgery. The non-POAF cohort included the remaining 315 832 patients who were newly diagnosed with atrial fibrillation or flutter but not within 30 days after a surgery. OAC initiation increased from 28.9% to 44.0% from 2012 to 2021 in POAF, and 37.8% to 59.9% in non-POAF; 12-month medication adherence increased from 47.0% to 61.8% in POAF, and 59.7% to 70.4% in non-POAF. The median time to OAC discontinuation was 177 days for POAF, and 242 days for non-POAF. Patients who saw a cardiologist within 90 days of the first atrial fibrillation or flutter diagnosis, regardless of POAF or non-POAF, were more likely to initiate OAC (odds ratio, 2.92 [95% CI, 2.87-2.98]; P <0.0001), adhere to OAC (odds ratio, 1.08 [95% CI, 1.04-1.13]; P <0.0001), and less likely to discontinue (odds ratio, 0.83 [95% CI, 0.82-0.85]; P <0.0001) than patients who saw a surgeon or other specialties. CONCLUSIONS: The use of and adherence to OAC were higher in non-POAF patients than in POAF patients, but they increased over time in both groups. Patients managed by cardiologists were more likely to use and adhere to OAC, regardless of POAF or non-POAF.


Subject(s)
Anticoagulants , Atrial Fibrillation , Medication Adherence , Humans , Atrial Fibrillation/epidemiology , Atrial Fibrillation/drug therapy , Atrial Fibrillation/diagnosis , Female , Male , Anticoagulants/administration & dosage , Anticoagulants/therapeutic use , Retrospective Studies , Aged , Administration, Oral , Medication Adherence/statistics & numerical data , Middle Aged , Time Factors , Postoperative Complications/epidemiology , Practice Patterns, Physicians'/trends , Practice Patterns, Physicians'/statistics & numerical data , Atrial Flutter/epidemiology , Atrial Flutter/drug therapy , Aged, 80 and over
20.
JAMA Netw Open ; 7(3): e243394, 2024 Mar 04.
Article in English | MEDLINE | ID: mdl-38517436

ABSTRACT

Importance: Preventing diabetes complications requires monitoring and control of hyperglycemia and cardiovascular risk factors. Switching to high-deductible health plans (HDHPs) has been shown to hinder aspects of diabetes care; however, the association of HDHP enrollment with microvascular and macrovascular diabetes complications is unknown. Objective: To examine the association between an employer-required switch to an HDHP and incident complications of diabetes. Design, Setting, and Participants: This retrospective cohort study used deidentified administrative claims data for US adults with diabetes enrolled in employer-sponsored health plans between January 1, 2010, and December 31, 2019. Data analysis was performed from May 26, 2022, to January 2, 2024. Exposures: Adults with a baseline year of non-HDHP enrollment who had to switch to an HDHP because their employer offered no non-HDHP alternative in that year were compared with adults who were continuously enrolled in a non-HDHP. Main Outcomes and Measures: Mixed-effects logistic regression models examined the association between switching to an HDHP and, individually, the odds of myocardial infarction, stroke, hospitalization for heart failure, lower-extremity complication, end-stage kidney disease, proliferative retinopathy, treatment for retinopathy, and blindness. Models were adjusted for demographics, comorbidities, and medications, with inverse propensity score weighting used to account for potential selection bias. Results: The study included 42 326 adults who switched to an HDHP (mean [SD] age, 52 [10] years; 19 752 [46.7%] female) and 202 729 adults who did not switch (mean [SD] age, 53 [10] years; 89 828 [44.3%] female). Those who switched to an HDHP had greater odds of experiencing all diabetes complications (odds ratio [OR], 1.11; 95% CI, 1.06-1.16 for myocardial infarction; OR, 1.15; 95% CI, 1.09-1.21 for stroke; OR, 1.35; 95% CI, 1.30-1.41 for hospitalization for heart failure; OR, 2.53; 95% CI, 2.38-2.70 for end-stage kidney disease; OR, 2.23; 95% CI, 2.17-2.29 for lower-extremity complication; OR, 1.17; 95% CI, 1.13-1.21 for proliferative retinopathy; OR, 2.35; 95% CI, 2.18-2.54 for blindness; and OR, 2.28; 95% CI, 2.15-2.41 for retinopathy treatment). Conclusions and Relevance: This study found that an employer-driven switch to an HDHP was associated with increased odds of experiencing all diabetes complications. These findings reinforce the potential harm associated with HDHPs for people with diabetes and the importance of affordable and accessible chronic disease management, which is hindered by high out-of-pocket costs incurred by HDHPs.


Subject(s)
Diabetes Complications , Diabetes Mellitus , Heart Failure , Kidney Failure, Chronic , Myocardial Infarction , Retinal Diseases , Stroke , Adult , Humans , Female , Middle Aged , Male , Retrospective Studies , Deductibles and Coinsurance , Diabetes Complications/epidemiology , Diabetes Mellitus/therapy , Myocardial Infarction/epidemiology , Blindness
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