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1.
Mult Scler Relat Disord ; 85: 105539, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38574721

RESUMEN

BACKGROUND: Real-world effectiveness can vary across oral disease-modifying agents (DMAs) and their adherence trajectories in patients with multiple sclerosis (MS). However, previous studies have not considered longitudinal adherence patterns while evaluating oral DMAs. OBJECTIVES: This study aimed to evaluate the association of oral DMAs and their adherence trajectories with annualized relapse rate (ARR) in patients with MS. METHODS: This retrospective observational cohort study based on the 2015-2019 MarketScan Commercial Claims and Encounters Database involved continuous enrolled adults (18-64 years) with ≥1 MS diagnosis (ICD-9/10-CM:340/G35) and ≥ 1 oral DMA prescription. Patients were grouped into incident fingolimod (FIN), teriflunomide (TER), and dimethyl fumarate (DMF) users based on the index DMA with a one-year washout period. Annual DMA adherence trajectories based on the monthly Proportion of Days Covered (PDC) one year after treatment initiation were identified using Group-Based Trajectory Modeling (GBTM). The validated claims-based ARR was evaluated during the one-year follow-up period using generalized boosted model-based inverse probability treatment weights with negative binomial regression model. RESULTS: The study cohort consisted of 994 MS patients who initiated with FIN (23.0%), TER (22.3%), and DMF (54.7%) during the study period. GBTM grouped eligible patients into three adherence trajectories: complete adherers (59.2%), slow decliners (23.8%), and rapid decliners (17.0%). The proportion of complete adherers varied across the oral DMAs (FIN: 67.1%, TER: 55.4%, and DMF: 57.4%). The negative binomial regression modeling revealed that, while there was no difference in ARR across the three DMAs, rapid decliners (adjusted incidence rate ratio[aIRR]: 1.6, 95% CI: 1.1-2.4) had a higher rate of relapses compared to completely adherent patients. The type of oral DMAs did not moderate the relationship between ARR and the adherence trajectory groups. CONCLUSIONS: Adherence trajectories classified as rapid decliners were associated with a higher ARR than complete adherers after adjusting for their type of oral DMAs. Longitudinal medication adherence patterns are critical in reducing relapse rates in MS.


Asunto(s)
Crotonatos , Dimetilfumarato , Clorhidrato de Fingolimod , Hidroxibutiratos , Cumplimiento de la Medicación , Nitrilos , Recurrencia , Toluidinas , Humanos , Adulto , Femenino , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Persona de Mediana Edad , Crotonatos/administración & dosificación , Crotonatos/uso terapéutico , Estudios Retrospectivos , Toluidinas/administración & dosificación , Toluidinas/uso terapéutico , Adulto Joven , Dimetilfumarato/administración & dosificación , Dimetilfumarato/uso terapéutico , Clorhidrato de Fingolimod/uso terapéutico , Clorhidrato de Fingolimod/administración & dosificación , Adolescente , Esclerosis Múltiple/tratamiento farmacológico , Administración Oral , Inmunosupresores/administración & dosificación , Inmunosupresores/uso terapéutico , Esclerosis Múltiple Recurrente-Remitente/tratamiento farmacológico , Factores Inmunológicos/administración & dosificación
2.
BMC Med Res Methodol ; 23(1): 268, 2023 11 13.
Artículo en Inglés | MEDLINE | ID: mdl-37957593

RESUMEN

BACKGROUND: Despite the interest in machine learning (ML) algorithms for analyzing real-world data (RWD) in healthcare, the use of ML in predicting time-to-event data, a common scenario in clinical practice, is less explored. ML models are capable of algorithmically learning from large, complex datasets and can offer advantages in predicting time-to-event data. We reviewed the recent applications of ML for survival analysis using RWD in healthcare. METHODS: PUBMED and EMBASE were searched from database inception through March 2023 to identify peer-reviewed English-language studies of ML models for predicting time-to-event outcomes using the RWD. Two reviewers extracted information on the data source, patient population, survival outcome, ML algorithms, and the Area Under the Curve (AUC). RESULTS: Of 257 citations, 28 publications were included. Random survival forests (N = 16, 57%) and neural networks (N = 11, 39%) were the most popular ML algorithms. There was variability across AUC for these ML models (median 0.789, range 0.6-0.950). ML algorithms were predominately considered for predicting overall survival in oncology (N = 12, 43%). ML survival models were often used to predict disease prognosis or clinical events (N = 27, 96%) in the oncology, while less were used for treatment outcomes (N = 1, 4%). CONCLUSIONS: The ML algorithms, random survival forests and neural networks, are mainly used for RWD to predict survival outcomes such as disease prognosis or clinical events in the oncology. This review shows that more opportunities remain to apply these ML algorithms to inform treatment decision-making in clinical practice. More methodological work is also needed to ensure the utility and applicability of ML models in survival outcomes.


Asunto(s)
Aprendizaje Automático , Redes Neurales de la Computación , Humanos , Algoritmos , Pronóstico , Resultado del Tratamiento
3.
Front Plant Sci ; 14: 1208226, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37745994

RESUMEN

Modern anthuriums, Anthurium andraeanum (Hort.) are among the most popular flowering plants and widely used for interior decoration. Their popularity is largely attributed to the exotic spathes with different colors. Previous studies have reported color development in red spathe cultivars, but limited information is available on key genes regulating white and green colored spathes. This study analyzed anthocyanin, chlorophyll, and carotenoid contents as well as transcript differences in spathes of eight cultivars that differed in spathe colors ranging from red to white and green. Results showed that increased expression of a transcription factor AaMYB2 was associated with elevated levels of anthocyanin in spathes, but decreased expression of AaMYB2 and increased expression of AaLAR (leucoanthocyanidin reductase) and AaANR (anthocyanidin reductase) were accompanied with the accumulation of colorless proanthocyanidin, thus the white spathe. As to the green colored spathe, chlorophyll content in the green spathe cultivar was substantially higher than the other cultivars. Correspondingly, transcripts of chlorophyll biosynthesis-related genes AaHemB (porphobilinogen synthase) and AaPor (protochlorophyllide oxidoreductase) were highly upregulated but almost undetectable in white and red spathes. The increased expression of AaHemB and AaPor was correlated with the expression of transcription factor AaMYB124. Subsequently, qRT-PCR analysis confirmed their expression levels in nine additional cultivars with red, white, and green spathes. A working model for the formation of white and green spathes was proposed. White colored spathes are likely due to the decreased expression of AaMYB2 which results in increased expression of AaLAR and AaANR, and the green spathes are attributed to AaMYB124 enhanced expression of AaHemB and AaPor. Further research is warranted to test this working model.

4.
Explor Res Clin Soc Pharm ; 11: 100307, 2023 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-37554927

RESUMEN

Background: Patients with multiple sclerosis (MS) frequently switch their Disease-Modifying Agents (DMA) for effectiveness and safety concerns. This study aimed to develop and compare the random forest (RF) machine learning (ML) model with the logistic regression (LR) model for predicting DMA switching among MS patients. Methods: This retrospective longitudinal study used the TriNetX data from a federated electronic medical records (EMR) network. Between September 2010 and May 2017, adults (aged ≥18) MS patients with ≥1 DMA prescription were identified, and the earliest DMA date was assigned as the index date. Patients prescribed any DMAs different from their index DMAs were considered as treatment switch. . The RF and LR models were built with 72 baseline characteristics and trained with 70% of the randomly split data after up-sampling. Area Under the Curves (AUC), accuracy, recall, G-measure, and F-1 score were used to evaluate the model performance. Results: In this study, 7258 MS patients with ≥1 DMA were identified. Within two years, 16% of MS patients switched to a different DMA. The RF model obtained significantly better discrimination than the LR model (AUC = 0.65 vs. 0.63, p < 0.0001); however, the RF model had a similar predictive performance to the LR model with respect to F- and G-measures (RF: 72% and 73% vs. LR: 72% and 73%, respectively). The most influential features identified from the RF model were age, type of index medication, and year of index. Conclusions: Compared to the LR model, RF performed better in predicting DMA switch in MS patients based on AUC measures; however, judged by F- and G-measures, the RF model performed similarly to LR. Further research is needed to understand the role of ML techniques in predicting treatment outcomes for the decision-making process to achieve optimal treatment goals.

5.
Pharmacotherapy ; 43(6): 473-484, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-37157135

RESUMEN

STUDY OBJECTIVE: This study compared the adherence trajectories of fingolimod (FIN), teriflunomide (TER), and dimethyl fumarate (DMF) users with multiple sclerosis (MS) as there is limited evidence regarding the comparative adherence patterns of different oral disease-modifying agents (DMAs). DESIGN: A retrospective cohort study DATA SOURCE: 2015-2019 IBM MarketScan Commercial Claims Database. PATIENTS: Adults (≥18 years) with MS (International Classification of Diseases [ICD]-9/10-Clinical Modification [CM]:340/G35) diagnosis and ≥1 DMA prescription. INTERVENTION: Incident FIN-, TER-, or DMF use based on the index DMA with 1 year of washout period. MEASUREMENTS: The DMA adherence trajectories based on the proportion of days covered (PDC) were examined using the Group-Based Trajectory Modeling (GBTM) one year after the treatment initiation. Generalized boosting models (GBM)-based inverse probability treatment weights (IPTW) were incorporated in multinomial logistic regression to assess the comparative adherence trajectories across oral DMAs with FIN group as a reference category. MEASUREMENTS AND MAIN RESULTS: The study cohort consisted of 1913 patients with MS who were initiated with FIN (24.2%, n = 462), TER (24.0%, n = 458), and DMF (51.9%, n = 993) during 2016-2018. The adherence rate (PDC ≥ 0.8) among FIN, TER, and DMF users was found to be 70.8% (n = 327), 59.6% (n = 273), and 61.0% (n = 606), respectively. The GBTM grouped patients into three adherence trajectories: Complete Adherers-59.1%, Slow Decliners-22.6%, and Rapid Discontinuers-18.3%. The multinomial logistic regression model involving GBM-based IPTW revealed that DMF (adjusted odds ratio [aOR]: 2.32, 95% confidence interval [CI]:1.57-3.42) and TER (aOR: 2.50, 95% CI: 1.62-3.88) users had higher odds to be rapid discontinuers relative to FIN users. In addition, TER users were more likely (aOR: 1.50, 95% CI: 1.06-2.13) to be slow decliners compared with FIN users. CONCLUSION: Teriflunomide and DMF were associated with poorer adherence trajectories than FIN. More research is needed to evaluate the clinical implications of these adherence trajectories of oral DMAs to optimize the management of MS.


Asunto(s)
Esclerosis Múltiple , Adulto , Humanos , Esclerosis Múltiple/tratamiento farmacológico , Estudios Retrospectivos , Clorhidrato de Fingolimod/uso terapéutico , Crotonatos/uso terapéutico , Dimetilfumarato/uso terapéutico , Inmunosupresores/uso terapéutico , Cumplimiento de la Medicación
6.
J Manag Care Spec Pharm ; 29(5): 480-489, 2023 May.
Artículo en Inglés | MEDLINE | ID: mdl-37121258

RESUMEN

BACKGROUND: Non-Hodgkin lymphoma (NHL) is among the most common cancers in the United States, with an estimated annual incidence of more than 80,000 and a high survival rate. However, limited national data exist regarding the health care burden of NHL. OBJECTIVE: To evaluate the incremental health care expenditures among patients with NHL using the Medical Expenditure Panel Survey (MEPS) data compared with patients with other cancers. METHODS: This observational cross-sectional study included all patients with NHL (≥ 18 years) and all individuals diagnosed with other cancers from the MEPS 2014-2019. The components of health care expenditures included hospital inpatient care, office-based visits, outpatient care, emergency department, prescription medications, dental, home health, and other expenditures. Patients with NHL and those diagnosed with other cancers were identified from the full-year consolidated MEPS Household Component 2014-2019. Descriptive weighted analysis was used to compare the health care expenditure components between individuals with NHL and all other cancers. A 2-part model using probit and generalized linear models with a log link function was used to estimate the incremental increase in total health care expenditures for NHL compared with all other cancers. RESULTS: According to the MEPS, there were 0.74 million patients with NHL (95% CI = 0.62-0.86) and 27.91 million patients with other cancers (95% CI = 26.69-29.13) annually. Most of the patients with NHL were White (78.36%), male (60.67%), and older than 65 years (45.8%). The unadjusted analysis indicated a total annual expenditure of $21,698 (95% CI = $16,752-$26,645) for NHL, which was significantly higher than the annual expenditure for patients with other cancers ($15,029 [95% CI = $14,476-$15,582]). Most of the total health expenditure of both the NHL group and the other cancers group was distributed in 3 categories of hospital inpatient care (29.15% vs 26.29%), office-based visits (28.10% vs 25.08%), and prescription medications (19.03% vs 22.57%). Based on the 2-part model adjusted for all covariates, the annual health care expenditure for NHL was $7,284 (95% CI = $1,432-$13,135), higher than the expenditure of patients diagnosed with all other cancers. Among the health care expenditure components, the office-based visits were $2,641 higher for patients with NHL compared with the other cancers group (95% CI = $1,129-$4,153). CONCLUSIONS: The economic burden of NHL is higher compared with other cancers. Most of the NHL expenditures were attributable to hospital inpatient services and office-based visits. The study findings can inform value-based care considerations because of a better understanding of utilization and care patterns for NHL. DISCLOSURES: Dr Aparasu has received research funding from Astellas Inc., Incyte Corp., Gilead, and Novartis Inc. for projects unrelated to the current work. The other authors declare no conflicts of interest for this article. We confirm that this work is original and has not been published elsewhere, nor is it currently under consideration for publication elsewhere.


Asunto(s)
Linfoma no Hodgkin , Neoplasias , Medicamentos bajo Prescripción , Humanos , Masculino , Estados Unidos , Gastos en Salud , Servicio de Urgencia en Hospital , Linfoma no Hodgkin/epidemiología , Linfoma no Hodgkin/terapia
7.
Plant Mol Biol ; 112(1-2): 47-59, 2023 May.
Artículo en Inglés | MEDLINE | ID: mdl-37097548

RESUMEN

Leucine-rich repeat extensins (LRXs) are required for plant growth and development through affecting cell growth and cell wall formation. LRX gene family can be classified into two categories: predominantly vegetative-expressed LRX and reproductive-expressed PEX. In contrast to the tissue specificity of Arabidopsis PEX genes in reproductive organs, rice OsPEX1 is also highly expressed in roots in addition to reproductive tissue. However, whether and how OsPEX1 affects root growth is unclear. Here, we found that overexpression of OsPEX1 retarded root growth by reducing cell elongation likely caused by an increase of lignin deposition, whereas knockdown of OsPEX1 had an opposite effect on root growth, indicating that OsPEX1 negatively regulated root growth in rice. Further investigation uncovered the existence of a feedback loop between OsPEX1 expression level and GA biosynthesis for proper root growth. This was supported by the facts that exogenous GA3 application downregulated transcript levels of OsPEX1 and lignin-related genes and rescued the root developmental defects of the OsPEX1 overexpression mutant, whereas OsPEX1 overexpression reduced GA level and the expression of GA biosynthesis genes. Moreover, OsPEX1 and GA showed antagonistic action on the lignin biosynthesis in root. OsPEX1 overexpression upregulated transcript levels of lignin-related genes, whereas exogenous GA3 application downregulated their expression. Taken together, this study reveals a possible molecular pathway of OsPEX1mediated regulation of root growth through coordinate modulation of lignin deposition via a negative feedback regulation between OsPEX1 expression and GA biosynthesis.


Asunto(s)
Arabidopsis , Oryza , Giberelinas/farmacología , Giberelinas/metabolismo , Oryza/metabolismo , Lignina/metabolismo , Proteínas/genética , Arabidopsis/genética , Pared Celular/metabolismo , Regulación de la Expresión Génica de las Plantas
8.
Mult Scler Relat Disord ; 66: 104019, 2022 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-35839614

RESUMEN

BACKGROUND: Multiple sclerosis (MS) is a progressive autoimmune disease of the central nervous system. Both the physical and mental burden of MS affect patients' health-related quality of life (HRQoL). However, there is limited research at the national level evaluating the humanistic burden among MS patients. OBJECTIVES: This study evaluated the HRQoL and functional limitations among MS patients using ten years of national survey data. METHODS: Guided by the conceptual framework of the Wilson and Cleary model, this study compared HRQoL between adults diagnosed with MS (Clinical Classification Code= "080″) and non-MS adults using the 2006-2015 Medical Expenditure Panel Survey (MEPS) data. The humanistic burden included HRQoL and functional limitations. The HRQoL was evaluated using physical component summary (PCS) and mental component summary (MCS) based on the Short Form Health Survey (SF-12). The study applied the multivariable Generalized Linear Models (GLM) to estimate the marginal differences in PCS and MCS based on the SF-12. In addition, seeking help for activities of daily living (ADL) and instrumental activities of daily living (IADL) were modeled with multivariable logistic regression. RESULTS: According to the MEPS, the estimated annual prevalence of MS was 0.52 million (95% Confidence Interval [CI]: 0.42-0.60). MS patients were mainly female (71.90%), middle aged (50-64 years, 40.21%), non-Hispanic whites (78.29%), and enrolled in private insurance plans (68.93%). The average PCS scores in MS and non-MS groups were 35.70 and 49.48, respectively. The average MCS scores were 45.58 and 51.25 for MS and non-MS groups, respectively. In addition, 18.26% of MS patients sought help for ADL, and 27.08% sought help for IADL. After adjusting for individual, biological, and environmental characteristics, the multivariable GLM with Poisson distribution indicated that the marginal difference of PCS score was 11.10 (95% CI: 9.50-12.61) units lower, and the MCS score was 4.89 (95% CI: 3.44-6.30) units lower among MS patients. In addition, MS patients were 17.32 (95% CI: 11.61-25.84) and 14.43 (95% CI: 10.09-20.65) times more likely to request assistance for ADL and IADL, respectively. CONCLUSIONS: MS was associated with lower physical and mental HRQoL than their non-MS counterparts and MS patients were more likely to request help for ADL and IADL. More work is needed to evaluate the effect of treatment strategies on improving the HRQoL and functional limitations in MS.


Asunto(s)
Esclerosis Múltiple , Calidad de Vida , Actividades Cotidianas , Adulto , Femenino , Humanos , Modelos Lineales , Modelos Logísticos , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/epidemiología , Encuestas y Cuestionarios
9.
J Gen Appl Microbiol ; 68(3): 163-167, 2022 Nov 10.
Artículo en Inglés | MEDLINE | ID: mdl-35431297

RESUMEN

trans-Anethole oxygenase (TAO) is the key enzyme responsible for the oxidation of trans-anethole to p-anisaldehyde. A strain, Paraburkholderia sp. MR185, was isolated from soil in Yulin star anise-planting regions using trans-anethole as a sole carbon source and a gene which encodes a protein with high similarities to a hypothetical protein of Paraburkholderia sp. MM5384-R2 which shows 61.27% identies with TAO from Pseudomonas putida JYR-1 was cloned and sequenced. The gene, tao, was expressed in E. coli cells and its protein product was purified by affinity chromatography through regenerated amorphous cellulose (RAC). SDS-PAGE analysis indicated a clear band of recombinant protein TAO, and its molecular weight, 38.3 kDa, was consistent with the theoretical value. Its enzyme activity of producing p-anisaldehyde from trans-anethole was detected by DNPH (2,4-dinitrophenylhydrazine) chromogenic reaction and HPLC, and the specific activity of TAO reached 3.93 U/mg protein. Immobilized TAO on RAC was used to catalyze the production of p-anisaldehyde from trans-anethole, and the enzyme retained more than 60% of its initial activity after 10 uses. This is the first report on Paraburkholderia TAO.


Asunto(s)
Burkholderiaceae , Oxigenasas , Proteínas de la Membrana Bacteriana Externa/genética , Burkholderiaceae/enzimología , Burkholderiaceae/genética , Clonación Molecular , Escherichia coli/genética , Oxigenasas/genética
10.
Mult Scler Relat Disord ; 60: 103703, 2022 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-35278846

RESUMEN

BACKGROUND: Since the introduction of oral disease-modifying agents (DMA) in 2010, the treatment options for multiple sclerosis (MS) have changed significantly. There is limited information regarding the factors associated with switching to oral DMA among prevalent injectable DMA users. OBJECTIVE: This study evaluated the factors associated with switching to oral DMAs among prevalent injectable DMA users with MS. METHODS: A retrospective observational cohort study using the TriNetX electronic medical records (EMR) data was conducted among patients with MS. The study included prevalent injectable DMA users with at least two injectable DMA (interferon beta-1a, interferon beta-1b, peginterferon beta-1a, or glatiramer acetate) prescription records within 6 months between September 2010 and May 2018. The second injectable DMA prescription date was considered as the index date. Switching was defined as any oral DMA prescription record (fingolimod, dimethyl fumarate, or teriflunomide) within 12 months after the index date. Patients with any infusion DMA prescription after the first injectable DMA prescription, and those less than 18 years of age were excluded from the study. The Andersen Behavioral Model was used as the conceptual framework to identify predisposing, enabling, and need factors measured during the 1-year baseline period before the index date. A multivariable logistic regression model was used to examine the predisposing (age, sex, race, and ethnicity), enabling (time-period), and need factors (comorbidities, MS symptoms, MS-related medication, and healthcare utilization) associated with switching from injectable to oral DMAs. RESULTS: Among 2,943 prevalent injectable users included in this study, 8.09% (n=238) patients switched to oral DMAs. Patients who switched to oral DMAs were primarily younger adults aged 18-44 years (64.29%), females (82.77%), had sensory and visual symptoms, and had corticosteroid utilization during the one-year look-back period compared to non-switchers. Results from multivariable logistic regression model revealed that middle-aged adults (45-64 years, adjusted odds ratio [aOR]: 0.43, 95% Confidence Interval [CI]: 0.32-0.58), old adults (≥65 years, aOR: 0.30, 95% CI: 0.13-0.66) and men (aOR: 0.67, 95% CI: 0.47-0.96) were associated with decreased odds of switching to oral DMAs. Presence of MS-related sensory symptoms (aOR: 1.52, 95% CI: 1.07-2.16), visual symptoms (aOR: 1.59, 95% CI: 1.10-2.31), and corticosteroids usage (aOR: 1.44, 95% CI: 1.04-1.98) were associated with increased odds of switching to oral DMAs. CONCLUSION: The study found that about one in twelve prevalent injectable DMA users switched to oral DMA. Both demographic and clinical factors were associated with switching to oral DMAs. Further research is needed to evaluate the outcomes of switching to inform treatment decisions for MS management.


Asunto(s)
Esclerosis Múltiple , Adolescente , Adulto , Dimetilfumarato/uso terapéutico , Femenino , Clorhidrato de Fingolimod/uso terapéutico , Acetato de Glatiramer/uso terapéutico , Humanos , Inmunosupresores/uso terapéutico , Masculino , Persona de Mediana Edad , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/tratamiento farmacológico , Estudios Retrospectivos
11.
J Am Pharm Assoc (2003) ; 62(4): 1224-1231.e5, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35227642

RESUMEN

BACKGROUND: It is difficult to track use and outcomes in patients who pay cash for their prescriptions at the pharmacy. In Texas, 14% of all opioid prescriptions are paid with cash, often by uninsured patients and pharmacy shoppers. OBJECTIVE: To evaluate the association of cash payment with intensity of opioid prescriptions. METHODS: Using a prescription drug monitoring program and the U.S. Census data for the 2019 calendar year, this cross-sectional descriptive study analyzed more than 4 million opioid prescriptions in Texas residents aged 18-64 years. The payment type was coded as insurance if the prescription was paid in whole or in part by a health plan and as cash otherwise. Daily morphine milligram equivalent (MME) dose was used to compare the intensity of opioid prescriptions. The association of uninsured rates with mean daily MME and the number of opioid prescriptions paid with cash per 100,000 persons were assessed at a county level. RESULTS: Cash payment was associated with 30% higher mean daily MME (59 vs. 45; P < 0.001) than insurance payment. This difference was driven by the prescriptions for patients aged 25-34 years and from the highest decile of prescribers based on the percentage of opioid prescriptions paid by cash. For instance, cash payment was associated with 82% higher mean daily MME (91 vs. 50; P < 0.001) when patients aged 25-34 years obtained their prescriptions from the highest decile of prescribers. At a county level, uninsured rates were not associated with mean daily MMEs or the number of opioid prescriptions paid with cash. CONCLUSION: Cash payment was associated with a higher intensity of opioid prescriptions, mirroring the rates of drug overdose deaths across the patient age groups. Further research and policy actions need to address unmet pain management needs in uninsured patients and potential pharmacy shopping with cash payment and fraudulent identifications.


Asunto(s)
Sobredosis de Droga , Programas de Monitoreo de Medicamentos Recetados , Analgésicos Opioides/efectos adversos , Estudios Transversales , Sobredosis de Droga/tratamiento farmacológico , Prescripciones de Medicamentos , Humanos , Pautas de la Práctica en Medicina , Prescripciones
13.
Int J Health Econ Manag ; 22(3): 257-294, 2022 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-34773531

RESUMEN

In October 2015, the Guangdong government of China enacted a so-called unified medical insurance payment for patients residing in Guangdong province, which fundamentally simplifies reimbursement procedures of medical insurance for the involved cross-city in-patients. Using a unique confidential dataset from 2013 to 2018 on hemorrhoid treatments at a renowned hospital in Guangzhou, the provincial capital of Guangdong, and exploiting difference-in-differences estimations based on the abovementioned policy, we document that the physicians' incentives are a negative externality of the full medical insurance policy for cross-city in-patients and account for a 49% probability increase in improper treatments; and neither increasing the communication between physicians and patients nor enhancing the education level of patients reduces the physician-induced demand for improper treatments. A series of robustness tests indicate our findings are solid. In summary, we highlight the substantial roles of medical insurance as a driver of physician-induced demand in an emerging economy such as China.


Asunto(s)
Hemorroides , Seguro , Médicos , China , Humanos , Demanda Inducida
14.
J Urol ; 205(4): 1133-1138, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33347771

RESUMEN

PURPOSE: We sought to determine whether pollen triggers urological chronic pelvic pain syndrome flares. MATERIALS AND METHODS: We assessed flare status every 2 weeks for 1 year as part of the Multidisciplinary Approach to the Study of Chronic Pelvic Pain case-crossover analysis of flare triggers (NCT01098279). Flare symptoms, flare start date and exposures in the 3 days before a flare were queried for the first 3 flares and at 3 randomly selected nonflare times. These data were linked to daily pollen count by date and the first 3 digits of participants' zip codes. Pollen count in the 3 days before and day of a flare, as well as pollen rises past established thresholds, were compared to nonflare values by conditional logistic regression. Poisson regression was used to estimate flare rates in the 3 weeks following pollen rises past established thresholds in the full longitudinal study. Analyses were performed in all participants and separately in those who reported allergies or respiratory tract disorders. RESULTS: Although no associations were observed for daily pollen count and flare onset, positive associations were observed for pollen count rises past medium or higher thresholds in participants with allergies or respiratory tract disorders in the case-crossover (OR 1.31, 95% CI 1.04-1.66) and full longitudinal (RR 1.23, 95% CI 1.03-1.46) samples. CONCLUSIONS: We found some evidence to suggest that rising pollen count may trigger flares of urological chronic pelvic pain syndrome. If confirmed in future studies, these findings may help to inform flare pathophysiology, prevention and treatment, and control over the unpredictability of flares.


Asunto(s)
Dolor Crónico/inmunología , Cistitis Intersticial/inmunología , Dolor Pélvico/inmunología , Polen/inmunología , Prostatitis/inmunología , Brote de los Síntomas , Adulto , Anciano , Anciano de 80 o más Años , Estudios Cruzados , Femenino , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Síndrome , Estados Unidos
15.
J Manag Care Spec Pharm ; 26(10): 1266-1275, 2020 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-32880204

RESUMEN

BACKGROUND: Chronic lymphocytic leukemia/small lymphocytic lymphoma (CLL/SLL) is the most common adult leukemia, accounting for ≈ 37% of all leukemias in the United States. Limited real-word evidence is available on the outcomes of ibrutinib use among previously untreated patients in the U.S. Veterans Health Administration (VHA) population diagnosed with CLL/SLL. OBJECTIVES: To (a) evaluate time to next treatment (TTNT) among U.S. veterans with CLL/SLL who initiated ibrutinib versus chemoimmunotherapy (CIT) in first line (1L) and 1L ibrutinib versus ibrutinib in later lines (2L+) and (b) compare health care resource utilization (HRU) and costs between the 1L ibrutinib and CIT cohorts. METHODS: Adults with CLL/SLL and claims for 1L single-agent ibrutinib or CIT (index date = first prescription claim date) were included from Veterans Health Administration Data (April 1, 2013-March 31, 2018). A subset of the CIT 1L cohort with evidence of ibrutinib in 2L/3L was defined as the ibrutinib 2L+ cohort. Kaplan-Meier curves and Cox proportional hazard models were used to evaluate TTNT, and generalized linear models were used to determine all-cause per patient per month (PPPM) HRU and costs during 1L among propensity score-matched (PSM) cohorts. RESULTS: After PSM, 614 patients were included in each of the 1L ibrutinib and 1L CIT cohorts, and 149 were included in each of the 1L ibrutinib and 2L+ ibrutinib cohorts. The 1L ibrutinib cohort had significantly longer TTNT compared with each of the 1L CIT and 2L+ ibrutinib cohorts (P <0.0001 and P =0.0001, respectively) and was less likely to have a next line of treatment than the CIT 1L cohort (HR = 0.52; 95% CI = 0.42-0.65; P < 0.0001) and the 2L+ ibrutinib cohort (HR = 0.39; 95% CI = 0.22-0.69; P = 0.0012). The 1L ibrutinib cohort had significantly fewer inpatient visits (rate ratio [RR] = 0.38; 95% CI = 0.28-0.52; P ≤ 0.05) and outpatient visits PPPM (RR =0.72; 95% CI = 0.68-0.77; P ≤ 0.5) compared with the CIT 1L cohort. Additionally, the 1L ibrutinib cohort had $7,308 significantly lower monthly medical costs (95% CI = -$9,892 to -$4,895; P ≤ 0.05) versus the 1L CIT cohort, resulting in comparable monthly total health care cost (medical and pharmacy) between real-world 1L patients treated by ibrutinib and CIT (-$2,160; 95% CI = -$4,840-$347; P > 0.05). CONCLUSIONS: These findings demonstrate that among U.S. veterans with CLL/SLL, 1L ibrutinib use was associated with significantly longer TTNT versus that of 1L CIT. Similarly, early treatment with ibrutinib was associated with longer TTNT as compared to ibrutinib use in later lines of therapy. Moreover, 1L ibrutinib was associated with lower HRU and medical costs compared with 1L CIT, completely offsetting the higher pharmacy costs related to 1L ibrutinib treatment. DISCLOSURES: This research was sponsored by Janssen Scientific Affairs. The analyses were performed by STATinMED Research. Huang is an employee of Janssen Scientific Affairs and may own company stock. Sundaram was an employee of Janssen Scientific Affairs at the time this study was conducted. Borra and Janjan are employees of STATinMED Research, a paid consultant to the study sponsor. Wang, Li, and Shrestha were employees of STATinMED Research at the time this study was conducted.


Asunto(s)
Adenina/análogos & derivados , Costos de la Atención en Salud/estadística & datos numéricos , Leucemia Linfocítica Crónica de Células B/tratamiento farmacológico , Piperidinas/administración & dosificación , Inhibidores de Proteínas Quinasas/administración & dosificación , Adenina/administración & dosificación , Adenina/economía , Anciano , Anciano de 80 o más Años , Antineoplásicos/administración & dosificación , Antineoplásicos/economía , Estudios de Cohortes , Costos de los Medicamentos/estadística & datos numéricos , Femenino , Humanos , Inmunoterapia/economía , Inmunoterapia/métodos , Leucemia Linfocítica Crónica de Células B/economía , Masculino , Persona de Mediana Edad , Aceptación de la Atención de Salud/estadística & datos numéricos , Piperidinas/economía , Inhibidores de Proteínas Quinasas/economía , Estudios Retrospectivos , Factores de Tiempo , Estados Unidos , Veteranos
16.
Neurourol Urodyn ; 39(5): 1494-1504, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32893408

RESUMEN

BACKGROUND: To investigate whether meteorological factors (temperature, barometric pressure, relative humidity, ultraviolet index [UVI], and seasons) trigger flares in male and female urologic chronic pelvic pain patients. METHODS: We assessed flare status every 2 weeks in our case-crossover study of flare triggers in the Multidisciplinary Approach to the Study of Chronic Pelvic Pain 1-year longitudinal study. Flare symptoms, flare start date, and exposures in the 3 days preceding a flare or the date of questionnaire completion were assessed for the first three flares and at three randomly selected nonflare times. We linked these data to daily temperature, barometric pressure, relative humidity, and UVI values by participants' first 3 zip code digits. Values in the 3 days before and the day of a flare, as well as changes in these values, were compared to nonflare values by conditional logistic regression. Differences in flare rates by astronomical and growing seasons were investigated by Poisson regression in the full study population. RESULTS: A total of 574 flare and 792 nonflare assessments (290 participants) were included in the case-crossover analysis, and 966 flare and 5389 nonflare (409 participants) were included in the full study analysis. Overall, no statistically significant associations were observed for daily weather, no patterns of associations were observed for weather changes, and no differences in flare rates were observed by season. CONCLUSIONS: We found minimal evidence to suggest that weather triggers flares, although we cannot rule out the possibility that a small subset of patients is susceptible.


Asunto(s)
Cistitis Intersticial/etiología , Conceptos Meteorológicos , Dolor Pélvico/etiología , Prostatitis/etiología , Brote de los Síntomas , Adulto , Anciano , Anciano de 80 o más Años , Enfermedad Crónica , Dolor Crónico , Estudios Cruzados , Cistitis Intersticial/diagnóstico , Femenino , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Dolor Pélvico/diagnóstico , Prostatitis/diagnóstico , Encuestas y Cuestionarios , Síndrome , Tiempo (Meteorología) , Adulto Joven
17.
AIDS Res Ther ; 17(1): 12, 2020 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-32238169

RESUMEN

BACKGROUND: Once-daily, single-tablet regimens (STRs) have been associated with improved patient outcomes compared to multi-tablet regimens (MTRs). This study evaluated real world adherence and persistence of HIV antiretroviral therapy (ART), comparing STRs and MTRs. METHODS: Adult Medicaid beneficiaries (aged ≥ 18 years) initiating ART with ≥ 2 ART claims during the identification period (January 1, 2015-December 31, 2016) and continuous health plan enrollment for a 12-month baseline period were included. For STRs, the first ART claim date was defined as the index date; for MTRs, the prescription fill claim date for the last drug in the regimen was defined as the index date, and prescription fills were required to occur within a 5-day window. Adherence was assessed in 30-day intervals over a 6-month period, with adherence defined as having less than a 5-day gap between fills. Persistence was evaluated as median number of days on therapy and percent persistence at 12 months. Cox Proportional Hazard models were used to evaluate risk of discontinuation, controlling for baseline and clinical characteristics. RESULTS: A total of 1,744 (STR = 1290; MTR = 454) and 2409 (STR = 1782; MTR = 627) patients newly prescribed ART had available data concerning adherence and persistence, respectively. Average age ranged 40-42 years. The patient population was predominantly male. Adherence assessments showed 22.7% of STR initiators were adherent to their index regimens over a 6-month period compared to 11.7% of MTR initiators. Unadjusted persistence analysis showed 36.3% of STR initiators discontinued first-line therapy compared to 48.8% for MTR initiators over the 2-year study period. Controlling for baseline demographic and clinical characteristics, MTR initiators had a higher risk of treatment discontinuation (hazard ratio [HR] = 1.6, p < 0.0001). Among STRs, compared to the referent elvitegravir(EVG)/cobicistat(COBI)/emtricitabine(FTC)/tenofovir alafenamide(TAF), risk of discontinuation was higher for efavirenz(EFV)/FTC/tenofovir disoproxil fumarate(TDF) (HR = 3.6, p < 0.0001), EVG/COBI/FTC/TDF (HR = 2.8, p < 0.0001), and abacavir (ABC)/lamivudine (3TC)/dolutegravir (DTG) (HR = 1.8, p = 0.004). Among backbones, FTC/TAF was associated with lower risk of discontinuation than FTC/TDF (HR = 4.4, p < 0.0001) and ABC/3TC (HR = 2.2, p < 0.0001). CONCLUSIONS: Among patients newly prescribed ART, STR initiators were significantly less likely to discontinue therapy and had greater adherence and persistence compared to MTR initiators. Regimens containing FTC/TAF as a backbone had higher persistence than those consisting of other backbones.


Asunto(s)
Fármacos Anti-VIH/uso terapéutico , Infecciones por VIH/tratamiento farmacológico , Medicaid/estadística & datos numéricos , Cumplimiento de la Medicación/estadística & datos numéricos , Adolescente , Adulto , Fármacos Anti-VIH/administración & dosificación , Bases de Datos Factuales , Combinación de Medicamentos , Quimioterapia Combinada , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Comprimidos/administración & dosificación , Estados Unidos , Adulto Joven
18.
Orphanet J Rare Dis ; 15(1): 47, 2020 02 13.
Artículo en Inglés | MEDLINE | ID: mdl-32054500

RESUMEN

BACKGROUND: Purine nucleoside analogs (PNAs) are the recommended first-line treatment for patients with hairy cell leukemia (HCL), but they are associated with adverse events (AEs). Due to a lack of real-world evidence regarding AEs that are associated with PNAs, we used commercial data to assess AE rates, AE-related health care resource utilization (HCRU), and costs among PNA-treated patients with HCL. Adults aged ≥18 years with ≥2 claims for HCL ≥30 days apart from 1 January 2006 through 31 December 2015 were included. Included patients had ≥1 claim for HCL therapy (cladribine ± rituximab or pentostatin ± rituximab [index date: first claim date]) and continuous enrollment for a ≥ 6-month baseline and ≥ 12-month follow-up period. Patient sub-cohorts were based on the occurrence of myelosuppression and opportunistic infections (OIs). Generalized linear models were used to compare HCRU and costs. RESULTS: In total, 647 PNA-treated patients were identified (mean age: 57.1 years). Myelosuppression and OI incidence were 461 and 42 per 1000 patient-years, respectively. Adjusted results indicated that those with myelosuppression had higher rates of hospitalization (47.4% vs 12.4%; P < .0001) and incurred higher mean inpatient costs ($23,517 vs $12,729; P = .011) and total costs ($57,325 vs $34,733; P = .001) as compared with those without myelosuppression. Similarly, patients with OIs had higher rates of hospitalization (53.8% vs 30.8%; P = .025) and incurred higher mean inpatient costs ($21,494 vs $11,229; P < .0001) as compared with those without OIs. CONCLUSIONS: PNA therapy is highly effective but associated with significant toxicities that increase costs; these findings indicate a need for therapies with improved toxicity profiles and better risk stratification of patients at risk of developing myelosuppression and OIs.


Asunto(s)
Leucemia de Células Pilosas , Adolescente , Adulto , Costo de Enfermedad , Costos de la Atención en Salud , Humanos , Revisión de Utilización de Seguros , Leucemia de Células Pilosas/tratamiento farmacológico , Persona de Mediana Edad , Nucleósidos , Nucleósidos de Purina , Estudios Retrospectivos
19.
ACS Appl Mater Interfaces ; 11(43): 40204-40213, 2019 Oct 30.
Artículo en Inglés | MEDLINE | ID: mdl-31599148

RESUMEN

Methylammonium lead halide perovskites have gained a lot of attention because of their remarkable physical properties and potential for numerous (opto)electronic applications. Here, high-performance photodetectors based on CH3NH3PbI3 (MAPbI3)/CdS heterostructures are demonstrated. The resulting self-powered MAPbI3/CdS photodetectors show excellent operating characteristics including a maximum detectivity of 2.3 × 1011 Jones with a responsivity of 0.43 A/W measured at 730 nm. A temporal response time of less than 14 ms was achieved. The mechanisms of charge separation and transport at the interface of the MAPbI3/CdS junction were investigated via conductive atomic force microscopy (AFM) and photoconductive AFM. Obtained results show that grain boundaries exhibit higher photocurrent than flat regions of the top perovskite layer, which indicates that excitons preferentially separate at the grain boundaries of the perovskite thin film, that is, at the edges of the MAPbI3 crystals. The study of the photoelectric mechanism at the nanoscale suggests the device performance could potentially be fine-tuned through grain boundary engineering, which provides essential insights for the fabrication of the high-performance photodetector. The demonstrated self-powered photodetector is promising for numerous applications in low-energy consumption optoelectronic devices.

20.
Chem Asian J ; 14(16): 2861-2868, 2019 Aug 16.
Artículo en Inglés | MEDLINE | ID: mdl-31298787

RESUMEN

Organometallic halide perovskites have attracted great research interest as light-active materials for use in optoelectronics. Here, we report a high-performance photoconductor based on a methylammonium lead iodide (MAPbI3 ) film that was prepared from a methylamine-treated MAPbI3 /PbI2 perovskite film. An ultrahigh responsivity of 3.6 A W-1 and detectivity of 5.4×1012  Jones were obtained for the film under 0.5 mW cm-2 white-light illumination. In addition, under 420 nm light irradiation, the film exhibited its highest responsivity and detectivity of 30 A W-1 and 2.4×1014  Jones, respectively. The excellent photo-response performance results from the improved electronic quality and suppressed nonradiative recombination channels of the treated perovskite thin film.

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