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Importance: Animal and human studies have suggested that the use of angiotensin receptor blockers (ARBs) may be associated with a lower risk of incident epilepsy compared with other antihypertensive medications. However, observational data from the US are lacking. Objective: To evaluate the association between ARB use and epilepsy incidence in subgroups of US patients with hypertension. Design, Setting, and Participants: This retrospective cohort study used data from a national health administrative database from January 2010 to December 2017 with propensity score (PS) matching. The eligible cohort included privately insured individuals aged 18 years or older with diagnosis of primary hypertension and dispensed at least 1 ARB, angiotensin-converting enzyme inhibitor (ACEI), ß-blocker, or calcium channel blocker (CCB) from 2010 to 2017. Patients with a diagnosis of epilepsy at or before the index date or dispensed an antiseizure medication 12 months before or 90 days after initiating the study medications were excluded. The data analysis for this project was conducted from April 2022 to April 2024. Exposures: Propensity scores were generated based on baseline covariates and used to match patients who received ARBs with those who received either ACEIs, ß-blockers, CCBs, or a combination of these antihypertensive medications. Main Outcomes and Measures: Cox regression analyses were used to evaluate epilepsy incidence during follow-up comparing the ARB cohort with other antihypertensive classes. Subgroup and sensitivity analyses were conducted to examine the association between ARB use and epilepsy incidence in various subgroups. Results: Of 2â¯261â¯964 patients (mean [SD] age, 61.7 [13.9] years; 1â¯120â¯630 [49.5%] female) included, 309â¯978 received ARBs, 807â¯510 received ACEIs, 695â¯887 received ß-blockers, and 448â¯589 received CCBs. Demographic and clinical characteristics differed across the 4 comparison groups prior to PS matching. Compared with ARB users, patients receiving ACEIs were predominantly male and had diabetes, CCB users were generally older (eg, >65 years), and ß-blocker users had more comorbidities and concurrent medications. The 1:1 PS-matched subgroups included 619â¯858 patients for ARB vs ACEI, 619â¯828 patients for ARB vs ß-blocker, and 601â¯002 patients for ARB vs CCB. Baseline characteristics were equally distributed between comparison groups after matching with propensity scores. Use of ARBs was associated with a decreased incidence of epilepsy compared with ACEIs (adjusted hazard ratio [aHR], 0.75; 95% CI, 0.58-0.96), ß-blockers (aHR, 0.70; 95% CI, 0.54-0.90), and a combination of other antihypertensive classes (aHR, 0.72; 95% CI, 0.56-0.95). Subgroup analyses revealed a significant association between ARB use (primarily losartan) and epilepsy incidence in patients with no preexisting history of stroke or cardiovascular disease. Conclusions and Relevance: This cohort study found that ARBs, mainly losartan, were associated with a lower incidence of epilepsy compared with other antihypertensive agents in hypertensive patients with no preexisting stroke or cardiovascular disease. Further studies, such as randomized clinical trials, are warranted to confirm the comparative antiepileptogenic properties of antihypertensive medications.
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Antagonistas de Receptores de Angiotensina , Epilepsia , Hipertensión , Humanos , Femenino , Hipertensión/epidemiología , Hipertensión/tratamiento farmacológico , Masculino , Antagonistas de Receptores de Angiotensina/uso terapéutico , Antagonistas de Receptores de Angiotensina/efectos adversos , Persona de Mediana Edad , Epilepsia/tratamiento farmacológico , Epilepsia/epidemiología , Estudios Retrospectivos , Anciano , Adulto , Antihipertensivos/uso terapéutico , Incidencia , Estudios de Cohortes , Inhibidores de la Enzima Convertidora de Angiotensina/uso terapéutico , Inhibidores de la Enzima Convertidora de Angiotensina/efectos adversos , Puntaje de Propensión , Bloqueadores de los Canales de Calcio/uso terapéutico , Bloqueadores de los Canales de Calcio/efectos adversos , Estados Unidos/epidemiologíaRESUMEN
PURPOSE: We aimed to investigate the role of the recipient's age strata in modifying the associations between risk factors and mortality in non-elderly adult kidney transplant (KT) recipients (KTR). METHODS: We stratified 108,695 adult KTRs between 2000 and 2016 with conditional 1-year survival after KT into cohorts based on age at transplant: 18-49 years and 50-64 years. We excluded KTRs aged < 18 years or > / = 65 years. KTRs were observed for 5 years during the 2nd through 6th years post-KT for the outcome, all-cause mortality. RESULTS: Increasing recipient age strata (18-49-year-old and 50-64-year-old) correlated with decreasing 6-year post-KT survival rates conditional on 1-year survival (79% and 57%, respectively, p < 0.0001). Middle adult age stratum was associated with a higher risk of all-cause mortality than young adult age stratum in KTRs of Hispanic/Latino and other races [HR = 1.23, 95% CI = 1.04-1.45 and HR = 1.51, 95% CI = 1.16-1.97, respectively] and with a primary native renal diagnosis of hypertension or glomerulonephritis [HR = 1.32, 95% CI = 1.12-1.55 and HR = 1.29, 95% CI = 1.10-151, respectively]. When compared with the young adult age stratum, the middle adult age stratum had a mitigating effect on the higher risk of mortality associated with sirolimus-mycophenolate or sirolimus-tacrolimus than the standard calcineurin inhibitor-mycophenolate regimen [HR = 0.75, 95% CI = 0.57-0.99 and HR = 0.71, 95% CI = 0.57-0.89, respectively]. CONCLUSION: Among adult non-elderly KTRs, the age strata, 18-49 years, and 50-64 years, have varying modifying effects on the strength and direction of associations between some specific risk factors and all-cause mortality.
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Background: Little to no data exist to guide treatment decision in patients with venous thromboembolism (VTE) and chronic liver disease. Objectives: To assess the effectiveness and safety of direct oral anticoagulants (DOACs)-individually and as a class-vs warfarin and between 2 DOACs in patients with acute VTE and chronic liver disease. Methods: We conducted a retrospective, US claims-based, propensity score-matched cohort study in adults with acute VTE and chronic liver disease who had newly initiated oral anticoagulants between 2011 and 2017. The primary outcome was a composite of hospitalization for recurrent VTE and hospitalization for major bleeding. Results: The cohorts included 2361 DOAC-warfarin, 895 apixaban-warfarin, 2161 rivaroxaban-warfarin, and 895 apixaban-rivaroxaban matched pairs. Lower risk of the primary outcome was seen with DOACs (hazard ratio [HR], 0.72; 95% CI, 0.61-0.85), apixaban (HR, 0.48; 95% CI, 0.35-0.66) or rivaroxaban (HR, 0.73; 95% CI, 0.61-0.88) vs warfarin but not apixaban-rivaroxaban (HR, 0.68; 95% CI, 0.43-1.08). The HRs of hospitalization for major bleeding were 0.69 (95% CI, 0.57-0.84) for DOAC-warfarin, 0.43 (95% CI, 0.30-0.63) for apixaban-warfarin, 0.72 (95% CI, 0.58-0.89) for rivaroxaban-warfarin, and 0.60 (95% CI, 0.35-1.06) for apixaban-rivaroxaban. Recurrent VTE risk was lower with apixaban (HR, 0.47; 95% CI, 0.26-0.86), but not DOACs (HR, 0.81; 95% CI, 0.59-1.12) or rivaroxaban vs warfarin (HR, 0.81; 95% CI, 0.57-1.14) or apixaban-rivaroxaban (HR, 0.92; 95% CI, 0.42-2.02). Conclusion: While the magnitude of clinical benefit varied across individual DOACs, in adults with acute VTE and chronic liver disease, oral factor Xa inhibitors (as a class or individually) were associated with lower risk of recurrent VTE and major bleeding.
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This study explores natural direct and joint natural indirect effects (JNIE) of prenatal opioid exposure on neurodevelopmental disorders (NDDs) in children mediated through pregnancy complications, major and minor congenital malformations, and adverse neonatal outcomes, using Medicaid claims linked to vital statistics in Rhode Island, United States, 2008-2018. A Bayesian mediation analysis with elastic net shrinkage prior was developed to estimate mean time to NDD diagnosis ratio using posterior mean and 95% credible intervals (CrIs) from Markov chain Monte Carlo algorithms. Simulation studies showed desirable model performance. Of 11,176 eligible pregnancies, 332 had ≥2 dispensations of prescription opioids anytime during pregnancy, including 200 (1.8%) having ≥1 dispensation in the first trimester (T1), 169 (1.5%) in the second (T2), and 153 (1.4%) in the third (T3). A significant JNIE of opioid exposure was observed in each trimester (T1, JNIE = 0.97, 95% CrI: 0.95, 0.99; T2, JNIE = 0.97, 95% CrI: 0.95, 0.99; T3, JNIE = 0.96, 95% CrI: 0.94, 0.99). The proportion of JNIE in each trimester was 17.9% (T1), 22.4% (T2), and 56.3% (T3). In conclusion, adverse pregnancy and birth outcomes jointly mediated the association between prenatal opioid exposure and accelerated time to NDD diagnosis. The proportion of JNIE increased as the timing of opioid exposure approached delivery.
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Trastornos del Neurodesarrollo , Efectos Tardíos de la Exposición Prenatal , Embarazo , Femenino , Recién Nacido , Niño , Humanos , Estados Unidos/epidemiología , Analgésicos Opioides/efectos adversos , Análisis de Mediación , Efectos Tardíos de la Exposición Prenatal/inducido químicamente , Efectos Tardíos de la Exposición Prenatal/epidemiología , Teorema de Bayes , Trastornos del Neurodesarrollo/inducido químicamente , Trastornos del Neurodesarrollo/epidemiología , Trastornos del Neurodesarrollo/tratamiento farmacológicoRESUMEN
BACKGROUND: Human leukocyte antigen mismatch(es) (HLA-mm) between donors and recipients has not been extensively studied either as a risk factor for solid organ malignancy (SOM) or as a modifier of associations between nonpharmacologic risk factors and SOM in kidney transplant recipients (KTRs). METHODS: In a secondary analysis from a previous study, 166,256 adult KTRs in 2000-2018 who survived the first 12 months post-transplant free of graft loss or malignancy were classified into 0, 1-3, and 4-6 standard HLA-mm cohorts. Multivariable cause-specific Cox regressions analyzed the risks of SOM and all-cause mortality (ac-mortality) in 5 years following the first KT year. Comparisons of associations between SOM and risk factors in HLA mismatch cohorts were made by estimating the ratios of adjusted hazard ratios. RESULTS: Compared with 0 HLA-mm, 1-3 HLA-mm was not associated, and 4-6 HLA-mm was equivocally associated with increased risk of SOM [hazard ratio, (HR) = 1.05, 95%, confidence interval (CI) = 0.94-1.17 and HR = 1.11, 95% CI = 1.00-1.34, respectively]. Both 1-3 HLA-mm and 4-6 HLA-mm were associated with increased risk of ac-mortality compared with 0 HLA mm [hazard ratio (HR) = 1.12, 95%, Confidence Interval (CI) = 1.08-1.18) and (HR = 1.16, 95% CI = 1.09-1.22), respectively]. KTR's history of pre-transplant cancer, age 50-64, and >/=65 years were associated with increased risks of SOM and ac-mortality in all HLA mismatch cohorts. Pre-transplant dialysis >2 years, diabetes as the primary renal disease, and expanded or standard criteria deceased donor transplantation were risk factors for SOM in the 0 and 1-3 HLA-mm cohorts and of ac-mortality in all HLA-mm cohorts. KTRs male sex or history of previous kidney transplant was a risk factor for SOM in the 1-3 and 4-6 HLA-mm cohorts and of ac-mortality in all HLA-mm cohorts. CONCLUSION: Direct association between SOM and the degree of HLA mismatching is equivocal and limited to the 4-6 HLA-mm stratum; however, the degree of HLA mismatching has significant modifying effects on the associations between specific nonpharmacologic risk factors and SOM in KTRs.
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Trasplante de Riñón , Neoplasias , Adulto , Masculino , Humanos , Persona de Mediana Edad , Trasplante de Riñón/efectos adversos , Prueba de Histocompatibilidad , Riñón , Antígenos HLA , Factores de Riesgo , Neoplasias/epidemiología , Supervivencia de InjertoRESUMEN
BACKGROUND AND OBJECTIVES: Antiseizure medications (ASMs) are among the most commonly prescribed teratogenic drugs in women of childbearing age. Limited data exist on utilization patterns across different indications for therapy and for the newer-generation ASMs in this population. Thus, we assessed the pattern of ASM use in women of childbearing age with epilepsy and nonepilepsy indications (pain and psychiatric disorders). METHODS: We conducted a retrospective analysis of deidentified administrative data submitted to the Optum Clinformatics database. Eligible participants included women aged 12-50 years who filled ASMs between year 2011 and 2017. Participants were followed from date of index prescription filled to study end or insurance disenrollment, whichever came first. For the overall cohort and potential therapy indications, we assessed the type and frequency of ASMs filled; proportion of participants on monotherapy, polytherapy, or treatment switching; and duration of continuous use. Trends were characterized using annual percent change from study start to study end. RESULTS: Our analysis included 465,131 participants who filled 603,916 distinct ASM prescriptions. At baseline, most of the participants had chronic pain (51.0%) and psychiatric disorders (32.7%), with epilepsy the least common (0.9%). The most frequently dispensed were diazepam (24.3%), lorazepam (20.1%), gabapentin (17.4%), clonazepam (12.7%), topiramate (11.3%), and lamotrigine (4.6%). Significant linear increase in trends were observed with gabapentin (annual percent change [95% CI]: 8.4 [7.3-9.4]; p < 0.001) and levetiracetam (3.4 [0.7-6.2]; p = 0.022) and decreasing trends for diazepam (-3.5 [-2.4 to 4.5]; p < 0.001) and clonazepam (-3.4 [-2.3 to 4.5]; p = 0.001). No significant change in trend was observed with valproate (-0.4 [-2.7 to 1.9]; p = 0.651), while nonlinear changes in trends were observed with lorazepam, topiramate, lamotrigine, and pregabalin. DISCUSSION: Decreasing trends were observed with older ASMs in the overall cohort and across the potential indications for therapy. Conversely, increasing trends were seen with the newer ASMs. Considering the risk of teratogenicity associated with the newer medications largely unknown, counseling and education in addition to a careful consideration of the benefits vs potential risks should remain pivotal when prescribing ASMs for women of childbearing age.
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Clonazepam , Epilepsia , Femenino , Humanos , Lamotrigina/uso terapéutico , Estudios Retrospectivos , Gabapentina/uso terapéutico , Topiramato/uso terapéutico , Clonazepam/uso terapéutico , Lorazepam/uso terapéutico , Epilepsia/tratamiento farmacológico , Epilepsia/epidemiología , Epilepsia/complicaciones , Anticonvulsivantes/uso terapéutico , Ácido Valproico/uso terapéutico , Diazepam/uso terapéuticoRESUMEN
During the coronavirus disease 2019 (COVID-19) pandemic, the urgency for updated evidence to inform public health and clinical care placed systematic literature reviews (SLRs) at the cornerstone of research. We aimed to summarize evidence on prognostic factors for COVID-19 outcomes through published SLRs and to critically assess quality elements in the findings' interpretation. An umbrella review was conducted via electronic databases from January 2020 to April 2022. All SLRs (and meta-analyses) in English were considered. Data screening and extraction were conducted by two independent reviewers. AMSTAR 2 tool was used to assess SLR quality. The study was registered with PROSPERO (CRD4202232576). Out of 4,564 publications, 171 SLRs were included of which 3 were umbrella reviews. Our primary analysis included 35 SLRs published in 2022, which incorporated studies since the beginning of the pandemic. Consistent findings showed that, for adults, older age, obesity, heart disease, diabetes, and cancer were more strongly predictive of risk of hospitalization, intensive care unit admission, and mortality due to COVID-19. Male sex was associated with higher risk of short-term adverse outcomes, but female sex was associated with higher risk of long COVID. For children, socioeconomic determinants that may unravel COVID-19 disparities were rarely reported. This review highlights key prognostic factors of COVID-19, which can help clinicians and health officers identify high-risk groups for optimal care. Findings can also help optimize confounding adjustment and patient phenotyping in comparative effectiveness research. A living SLR approach may facilitate dissemination of new findings. This paper is endorsed by the International Society for Pharmacoepidemiology.
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COVID-19 , Adulto , Niño , Humanos , Masculino , Femenino , Síndrome Post Agudo de COVID-19 , Farmacoepidemiología , Pronóstico , HospitalizaciónRESUMEN
BACKGROUND: The benefit-risk profile of direct oral anticoagulants (DOACs) compared with warfarin, and between DOACs in patients with atrial fibrillation (AF) and chronic liver disease is unclear. METHODS: We conducted a new-user, retrospective cohort study of patients with AF and chronic liver disease who were enrolled in a large, US-based administrative database between January 1, 2011, and December 31, 2017. We assessed the effectiveness and safety of DOACs (as a class and individually) compared with warfarin, and between DOACs in patients with AF and chronic liver disease. The primary outcomes were hospitalization for ischemic stroke/systemic embolism and hospitalization for major bleeding. Inverse probability treatment weights were used to balance the treatment groups on measured confounders. RESULTS: Overall, 10 209 participants were included, with 4421 (43.2%) on warfarin, 2721 (26.7%) apixaban, 2211 (21.7%) rivaroxaban, and 851 (8.3%) dabigatran. The incidence rates per 100 person-years for ischemic stroke/systemic embolism were 2.2, 1.4, 2.6, and 4.4 for DOACs as a class, apixaban, rivaroxaban, and warfarin, respectively. The incidence rates per 100 person-years for major bleeding were 7.9, 6.5, 9.1, and 15.0 for DOACs as a class, apixaban, rivaroxaban, and warfarin, respectively. After inverse probability treatment weights, the risk of hospitalization for ischemic stroke/systemic embolism was significantly lower between DOACs as a class (hazard ratio [HR], 0.64 [95% CI, 0.46-0.90]) or apixaban (HR, 0.40 [95% CI, 0.19-0.82]) compared with warfarin, but not significantly different between rivaroxaban versus warfarin (HR, 0.76 [95% CI, 0.47-1.21]) or rivaroxaban versus apixaban (HR, 1.73 [95% CI, 0.91-3.29]). Compared with warfarin, the risk of hospitalization for major bleeding was lower with DOACs as a class (HR, 0.69 [95% CI, 0.58-0.82]), apixaban (HR, 0.60 [95% CI, 0.46-0.78]), and rivaroxaban (HR, 0.79 [95% CI, 0.62-1.0]). However, the risk of hospitalization for major bleeding was higher for rivaroxaban versus apixaban (HR, 1.59 [95% CI, 1.18-2.14]). CONCLUSIONS: Among patients with AF and chronic liver disease, DOACs as a class were associated with lower risks of hospitalization for ischemic stroke/systemic embolism and major bleeding versus warfarin. However, the incidence of clinical outcomes among patients with AF and chronic liver disease varied between individual DOACs and warfarin, and in head-to-head DOAC comparisons.
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Fibrilación Atrial , Embolia , Accidente Cerebrovascular Isquémico , Hepatopatías , Accidente Cerebrovascular , Humanos , Warfarina/efectos adversos , Fibrilación Atrial/diagnóstico , Fibrilación Atrial/tratamiento farmacológico , Fibrilación Atrial/epidemiología , Rivaroxabán/efectos adversos , Anticoagulantes/efectos adversos , Estudios de Cohortes , Estudios Retrospectivos , Accidente Cerebrovascular/epidemiología , Accidente Cerebrovascular/prevención & control , Accidente Cerebrovascular/tratamiento farmacológico , Hemorragia/inducido químicamente , Hemorragia/epidemiología , Hemorragia/tratamiento farmacológico , Dabigatrán/efectos adversos , Hepatopatías/diagnóstico , Hepatopatías/epidemiología , Embolia/epidemiología , Embolia/prevención & control , Embolia/complicaciones , Administración OralRESUMEN
INTRODUCTION AND OBJECTIVE: Receipt of opioid agonist treatment during early and late pregnancy for opioid use disorder may relate to varying perinatal risks. We aimed to assess the effect of time-varying prenatal exposure to opioid agonist treatment using buprenorphine or methadone on adverse neonatal and pregnancy outcomes. METHODS: We conducted a retrospective cohort study of pregnant women with opioid use disorder using Rhode Island Medicaid claims data and vital statistics during 2008-16. Time-varying exposure was evaluated in early (0-20 weeks) and late (≥ 21 weeks) pregnancy. Marginal structural models with inverse probability of treatment weighting were applied. RESULTS: Of 400 eligible pregnancies, 85 and 137 individuals received buprenorphine and methadone, respectively, during early pregnancy. Compared with 152 untreated pregnancies with opioid use disorders, methadone exposure in both periods was associated with an increased risk of preterm birth (adjusted odds ratio [aOR]: 2.52; 95% confidence interval [CI] 1.07-5.95), low birth weight (aOR: 2.99; 95% CI 1.34-6.66), neonatal intensive care unit admission (aOR, 5.04; 95% CI 2.49-10.21), neonatal abstinence syndrome (aOR: 11.36; 95% CI 5.65-22.82), respiratory symptoms (aOR, 2.71; 95% CI 1.17-6.24), and maternal hospital stay > 7 days (aOR, 14.51; 95% CI 7.23-29.12). Similar patterns emerged for buprenorphine regarding neonatal abstinence syndrome (aOR: 10.27; 95% CI 4.91-21.47) and extended maternal hospital stay (aOR: 3.84; 95% CI 1.83-8.07). However, differences were found favoring the use of buprenorphine for preterm birth versus untreated pregnancies (aOR: 0.17; 95% CI 0.04-0.77), and for several outcomes versus methadone. CONCLUSIONS: Methadone and buprenorphine prescribed for the treatment of opioid use disorder during pregnancy are associated with varying perinatal risks. However, buprenorphine may be preferred in the setting of pregnancy opioid agonist treatment. Further research is necessary to confirm our findings and minimize residual confounding.
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Buprenorfina , Síndrome de Abstinencia Neonatal , Trastornos Relacionados con Opioides , Complicaciones del Embarazo , Nacimiento Prematuro , Embarazo , Recién Nacido , Femenino , Humanos , Analgésicos Opioides/efectos adversos , Mujeres Embarazadas , Tratamiento de Sustitución de Opiáceos/efectos adversos , Nacimiento Prematuro/inducido químicamente , Estudios Retrospectivos , Síndrome de Abstinencia Neonatal/tratamiento farmacológico , Síndrome de Abstinencia Neonatal/etiología , Complicaciones del Embarazo/tratamiento farmacológico , Trastornos Relacionados con Opioides/tratamiento farmacológico , Trastornos Relacionados con Opioides/diagnóstico , Metadona/efectos adversos , Buprenorfina/efectos adversos , Resultado del Embarazo/epidemiologíaRESUMEN
PURPOSE: Supplementing investigator-specified variables with large numbers of empirically identified features that collectively serve as 'proxies' for unspecified or unmeasured factors can often improve confounding control in studies utilizing administrative healthcare databases. Consequently, there has been a recent focus on the development of data-driven methods for high-dimensional proxy confounder adjustment in pharmacoepidemiologic research. In this paper, we survey current approaches and recent advancements for high-dimensional proxy confounder adjustment in healthcare database studies. METHODS: We discuss considerations underpinning three areas for high-dimensional proxy confounder adjustment: (1) feature generation-transforming raw data into covariates (or features) to be used for proxy adjustment; (2) covariate prioritization, selection, and adjustment; and (3) diagnostic assessment. We discuss challenges and avenues of future development within each area. RESULTS: There is a large literature on methods for high-dimensional confounder prioritization/selection, but relatively little has been written on best practices for feature generation and diagnostic assessment. Consequently, these areas have particular limitations and challenges. CONCLUSIONS: There is a growing body of evidence showing that machine-learning algorithms for high-dimensional proxy-confounder adjustment can supplement investigator-specified variables to improve confounding control compared to adjustment based on investigator-specified variables alone. However, more research is needed on best practices for feature generation and diagnostic assessment when applying methods for high-dimensional proxy confounder adjustment in pharmacoepidemiologic studies.
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Aprendizaje Automático , Farmacoepidemiología , Factores de Confusión Epidemiológicos , Bases de Datos Factuales , Atención a la Salud , HumanosRESUMEN
Health administrative data are oftentimes of limited use in epidemiological study on drug safety in pregnancy, due to lacking information on gestational age at birth (GAB). Although several studies have proposed algorithms to estimate GAB using claims database, failing to incorporate the unique distributional shape of GAB, can introduce bias in estimates and subsequent modeling. Hence, we develop a Bayesian latent class model to predict GAB. The model employs a mixture of Gaussian distributions with linear covariates within each class. This approach allows modeling heterogeneity in the population by identifying latent subgroups and estimating class-specific regression coefficients. We fit this model in a Bayesian framework conducting posterior computation with Markov Chain Monte Carlo methods. The method is illustrated with a dataset of 10,043 Rhode Island Medicaid mother-child pairs. We found that the three-class and six-class mixture specifications maximized prediction accuracy. Based on our results, Medicaid women were partitioned into three classes, featured by extreme preterm or preterm birth, preterm or" early" term birth, and" late" term birth. Obstetrical complications appeared to pose a significant influence on class-membership. Altogether, compared to traditional linear models our approach shows an advantage in predictive accuracy, because of superior flexibility in modeling a skewed response and population heterogeneity.
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Modelos Estadísticos , Nacimiento Prematuro , Humanos , Recién Nacido , Embarazo , Femenino , Edad Gestacional , Análisis de Clases Latentes , Teorema de Bayes , Nacimiento Prematuro/epidemiologíaRESUMEN
As the scientific research community along with healthcare professionals and decision makers around the world fight tirelessly against the coronavirus disease 2019 (COVID-19) pandemic, the need for comparative effectiveness research (CER) on preventive and therapeutic interventions for COVID-19 is immense. Randomized controlled trials markedly under-represent the frail and complex patients seen in routine care, and they do not typically have data on long-term treatment effects. The increasing availability of electronic health records (EHRs) for clinical research offers the opportunity to generate timely real-world evidence reflective of routine care for optimal management of COVID-19. However, there are many potential threats to the validity of CER based on EHR data that are not originally generated for research purposes. To ensure unbiased and robust results, we need high-quality healthcare databases, rigorous study designs, and proper implementation of appropriate statistical methods. We aimed to describe opportunities and challenges in EHR-based CER for COVID-19-related questions and to introduce best practices in pharmacoepidemiology to minimize potential biases. We structured our discussion into the following topics: (1) study population identification based on exposure status; (2) ascertainment of outcomes; (3) common biases and potential solutions; and (iv) data operational challenges specific to COVID-19 CER using EHRs. We provide structured guidance for the proper conduct and appraisal of drug and vaccine effectiveness and safety research using EHR data for the pandemic. This paper is endorsed by the International Society for Pharmacoepidemiology (ISPE).
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COVID-19 , Investigación sobre la Eficacia Comparativa , Humanos , Investigación sobre la Eficacia Comparativa/métodos , Registros Electrónicos de Salud , Farmacoepidemiología , Pandemias/prevención & controlRESUMEN
To examine methodologies that address imbalanced treatment switching and censoring, 6 different analytical approaches were evaluated under a comparative effectiveness framework: intention-to-treat, as-treated, intention-to-treat with censor-weighting, as-treated with censor-weighting, time-varying exposure, and time-varying exposure with censor-weighting. Marginal structural models were employed to address time-varying exposure, confounding, and possibly informative censoring in an administrative data set of adult patients who were hospitalized with acute coronary syndrome and treated with either clopidogrel or ticagrelor. The effectiveness endpoint included first occurrence of death, myocardial infarction, or stroke. These methodologies were then applied across simulated data sets with varying frequencies of treatment switching and censoring to compare the effect estimate of each analysis. The findings suggest that implementing different analytical approaches has an impact on the point estimate and interpretation of analyses, especially when censoring is highly unbalanced.
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Síndrome Coronario Agudo/tratamiento farmacológico , Hospitalización/estadística & datos numéricos , Inhibidores de Agregación Plaquetaria/uso terapéutico , Sesgo de Selección , Cambio de Tratamiento , Síndrome Coronario Agudo/complicaciones , Síndrome Coronario Agudo/mortalidad , Adulto , Anciano , Clopidogrel/uso terapéutico , Investigación sobre la Eficacia Comparativa , Simulación por Computador , Femenino , Humanos , Análisis de Intención de Tratar , Análisis de Clases Latentes , Masculino , Persona de Mediana Edad , Infarto del Miocardio/etiología , Infarto del Miocardio/mortalidad , Accidente Cerebrovascular/etiología , Accidente Cerebrovascular/mortalidad , Ticagrelor/uso terapéutico , Resultado del TratamientoRESUMEN
INTRODUCTION: High-quality randomised controlled trials (RCTs) provide the most reliable evidence on the comparative efficacy of new medicines. However, non-randomised studies (NRS) are increasingly recognised as a source of insights into the real-world performance of novel therapeutic products, particularly when traditional RCTs are impractical or lack generalisability. This means there is a growing need for synthesising evidence from RCTs and NRS in healthcare decision making, particularly given recent developments such as innovative study designs, digital technologies and linked databases across countries. Crucially, however, no formal framework exists to guide the integration of these data types. OBJECTIVES AND METHODS: To address this gap, we used a mixed methods approach (review of existing guidance, methodological papers, Delphi survey) to develop guidance for researchers and healthcare decision-makers on when and how to best combine evidence from NRS and RCTs to improve transparency and build confidence in the resulting summary effect estimates. RESULTS: Our framework comprises seven steps on guiding the integration and interpretation of evidence from NRS and RCTs and we offer recommendations on the most appropriate statistical approaches based on three main analytical scenarios in healthcare decision making (specifically, 'high-bar evidence' when RCTs are the preferred source of evidence, 'medium,' and 'low' when NRS is the main source of inference). CONCLUSION: Our framework augments existing guidance on assessing the quality of NRS and their compatibility with RCTs for evidence synthesis, while also highlighting potential challenges in implementing it. This manuscript received endorsement from the International Society for Pharmacoepidemiology.
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Atención a la Salud , Proyectos de Investigación , Toma de Decisiones , Humanos , Ensayos Clínicos Controlados Aleatorios como AsuntoRESUMEN
INTRODUCTION: Prescription opioids are frequently used for pain management in pregnancy. Studies examining perinatal complications in mothers who received prescription opioids during pregnancy are still limited. OBJECTIVES: The aim of this study was to assess the association of prescription opioid use and maternal pregnancy and obstetric complications. METHODS: This retrospective cohort study with the Rhode Island (RI) Medicaid claims data linked to vital statistics throughout 2008-2015 included pregnant women aged 12-55 years with one or multiple live births. Women were excluded if they had cancer, opioid use disorder, or opioid dispensing prior to but not during pregnancy. Main outcomes included adverse pregnancy and obstetric complications. Marginal Structural Cox Models with time-varying exposure and covariates were applied to control for baseline and time-varying covariates. Analyses were conducted for outcomes that occurred 1 week after opioid exposure (primary) or within the same week as exposure (secondary). Sensitivity studies were conducted to assess the effects of different doses and individual opioids. RESULTS: Of 9823 eligible mothers, 545 (5.5%) filled one or more prescription opioid during pregnancy. Compared with those unexposed, no significant risk was observed in primary analyses, while in secondary analyses opioid-exposed mothers were associated with an increased risk of cesarean antepartum depression (HR 3.19; 95% CI 1.22-8.33), and cardiac events (HR 9.44; 95% CI 1.19-74.83). In sensitivity analyses, results are more prominent in high dose exposure and are consistent for individual opioids. CONCLUSIONS: Prescription opioid use during pregnancy is associated with an increased risk of maternal complications.
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Trastornos Relacionados con Opioides , Complicaciones del Embarazo , Analgésicos Opioides/efectos adversos , Femenino , Humanos , Modelos Estructurales , Trastornos Relacionados con Opioides/tratamiento farmacológico , Embarazo , Complicaciones del Embarazo/inducido químicamente , Complicaciones del Embarazo/tratamiento farmacológico , Complicaciones del Embarazo/epidemiología , Prescripciones , Estudios Retrospectivos , Estados Unidos/epidemiologíaRESUMEN
Warfarin has been widely used to treat thromboembolism. The effect of nonalcoholic fatty liver disease (NAFLD) or nonalcoholic steatohepatitis (NASH), on warfarin dosing remains unknown. This study aims to examine the effects of NAFLD/NASH on the average daily dose (ADD) of warfarin and the time in therapeutic range (TTR). This is a retrospective study utilizing an administrative data. We included patients with at least 2 months of warfarin dispensing and two subsequent consecutive INR measures. The ADD of warfarin to achieve therapeutic range INR levels, and TTR were compared between patients with and without NAFLD/NASH in four subgroups of patients accounting for the presence of obesity and diabetes. Generalized linear models (GLM) with Propensity score (PS) fine stratification were applied to evaluate the relative differences (RD) of warfarin ADD and TTR (>60%) in four subgroups. A total of 430 NAFLD/NASH patients and 38,887 patients without NAFLD/NASH were included. The ADD and TTR, were not significant in the overall cohort between those with and without NAFLD/NASH. However, GLM results in patients without diabetes or obesity (N = 26,685) showed a significantly lower warfarin ADD (RD: -0.38; 95%CI: -0.74--0.02) and shorter TTR (OR: 0.71; 95%CI: 0.52-0.97) in patients diagnosed with NAFLD/NASH. The effects of NAFLD/NASH on warfarin dose or TTR were observed in patients without obesity and diabetes. Obesity and diabetes appear to be significant modifiers for the effects of NAFLD/NASH on warfarin dose and TTR.
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Anticoagulantes/administración & dosificación , Enfermedad del Hígado Graso no Alcohólico/diagnóstico , Warfarina/administración & dosificación , Anciano , Anciano de 80 o más Años , Anticoagulantes/uso terapéutico , Cálculo de Dosificación de Drogas , Femenino , Humanos , Modelos Lineales , Masculino , Persona de Mediana Edad , Puntaje de Propensión , Estudios Retrospectivos , Factores de Tiempo , Warfarina/uso terapéuticoRESUMEN
INTRODUCTION: Several studies have reported increasing prevalence of prescription opioid use among pregnant women. However, little is known regarding the effects of maternal opioid use on neurodevelopmental disorders in early childhood in pregnant women with no evidence of opioid use disorders or drug dependence. OBJECTIVE: The aim of this study was to quantify the association between prenatal opioid exposure from maternal prescription use and neurodevelopmental outcomes in early childhood. METHODS: This retrospective study included pregnant women aged 12-55 years and their live-birth infants born from 2010 to 2012 present in Optum's deidentified Clinformatics® Data Mart database. Eligible infants born to mothers without opioid use disorders or drug dependence were followed till occurrence of neurodevelopmental disorders, loss to follow-up, or study end (December 31, 2017), whichever came first. Propensity score by fine stratification was applied to adjust for confounding by demographic characteristics, obstetric characteristics, maternal comorbid mental and pain conditions, and measures of burden of illnesses and to obtain adjusted hazard ratios (HR) and 95% confidence intervals (CI). Exposed and unexposed infants were compared on the incidence of neurodevelopmental disorders. RESULTS: Of 24,910 newborns, 7.6% (1899) were prenatally exposed to prescription opioids. Overall, 1562 children were diagnosed with neurodevelopmental disorders, with crude incidence rates of 2.9 per 100 person-years in exposed children versus 2.5 per 100 person-years in unexposed children. After adjustment, we observed no association between fetal opioid exposure and the risk of neurodevelopmental disorders (HR 1.10; 95% CI 0.92-1.32). However, increased risk of neurodevelopmental disorders were observed in children with longer cumulative exposure duration (HR 1.70; 95% CI 1.05-2.96) or high cumulative opioid doses (HR 1.22; 95% CI 1.01-1.54). CONCLUSION AND RELEVANCE: In pregnant women without opioid use disorders or drug dependence, maternal opioid use was not associated with increased risk of neurodevelopmental disorders in early childhood. However, increased risks of early neurodevelopmental disorders were observed in children born to women receiving prescription opioids for longer duration and at higher doses during pregnancy.
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Trastornos del Neurodesarrollo , Trastornos Relacionados con Opioides , Analgésicos Opioides/efectos adversos , Niño , Preescolar , Femenino , Humanos , Incidencia , Lactante , Recién Nacido , Trastornos del Neurodesarrollo/inducido químicamente , Trastornos del Neurodesarrollo/epidemiología , Trastornos Relacionados con Opioides/epidemiología , Embarazo , Estudios RetrospectivosRESUMEN
BACKGROUND: Observational studies comparing ticagrelor and prasugrel in patients with acute coronary syndrome (ACS) undergoing percutaneous coronary intervention (PCI) have yielded contradictory results, but these studies often did not consider differential censoring (eg, for treatment switching or insurance disenrollment) or confounding by time-dependent factors. OBJECTIVE: Our objective was to conduct a comparative effectiveness and safety analysis of ticagrelor and prasugrel in patients who underwent PCI after being hospitalized for an ACS. METHODS: This study used the Optum's de-identified Clinformatics® Data Mart Database and included patients aged 18 years or older with an index hospital admission between May 2012 and September 2015, a diagnosis of ACS managed with PCI, and treatment with either ticagrelor or prasugrel. The primary composite outcome was defined as the first occurrence of all-cause death, myocardial infarction (MI), or ischemic stroke. The secondary composite outcome included the first occurrence of gastrointestinal (GI) bleed, intracranial hemorrhage (ICH), or other major bleeds requiring hospitalization. Weighted Cox proportional hazard models and robust variance estimation were implemented to adjust for baseline comorbidities, time-varying exposure, time-dependent confounders, and differential censoring. RESULTS: Included in the analysis were 2559 patients initiated on ticagrelor and 4456 patients initiated on prasugrel following PCI. Patients initiated on ticagrelor were 10% more likely to have eligibility disenrollment (Ticagrelor: 57%, Prasugrel: 47%, p < 0.01) and 7 percentage-points more likely to switch medication (Ticagrelor: 35%, Prasugrel: 28%, p < 0.01). After adjusting for multiple factors, including time-varying exposure and censoring imbalance, ticagrelor was associated with a higher risk of all-cause death, MI, or stroke when compared to prasugrel (Hazard ratio (HR): 1.33; 95% CI: 1.04-1.68). Similarly, ticagrelor was associated with a higher risk in bleeding events when compared with prasugrel (HR: 1.61; 95% CI: 1.19-2.17). CONCLUSION: When compared with ticagrelor, prasugrel use following PCI for ACS was associated with a lower risk of death, MI, or stroke, as well as a reduced risk of major bleeding.
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Clorhidrato de Prasugrel , Ticagrelor , Síndrome Coronario Agudo/cirugía , Hemorragia Gastrointestinal/epidemiología , Humanos , Infarto del Miocardio/epidemiología , Intervención Coronaria Percutánea , Inhibidores de Agregación Plaquetaria/efectos adversos , Clorhidrato de Prasugrel/efectos adversos , Accidente Cerebrovascular/epidemiología , Ticagrelor/efectos adversos , Resultado del TratamientoRESUMEN
Background The association of mammalian target of rapamycin inhibitors (MTORI) with malignancies and mortality in kidney transplant recipients (KTR) with different degrees of human leukocyte antigen mismatch (HLA-mm) at transplant has not been previously studied. Methods Our observational cohort study included 166, 256 adult KTRs in 2000-2018. Immunosuppression in the first post-transplant year were MTORIs in 13,056 (7.85%) and non-MTORIs in 153,200 (92.15%). We used Cox multivariable regression models to determine the cause-specific hazard ratio (HRcs) of non-melanoma skin cancer (NMSC),solid organ malignancies (SOM)] and all-cause death (deathac); and the HR of the composite outcomes of NMSC or deathac and SOM or deathac associated with MTORI versus non-MTORI regimens in the overall study sample and the 0, 1-3, and 4-6 HLA-A, B and DR mm subgroups. Results NMSC risk was lower with MTORI than non-MTORI in all HLA-mm subgroups [(0 mm, HRcs = 0.67; 95% CI = 0.46-0.97, 1-3 mm, HRcs = 0.73; 95% CI = 0.61-0.87, 4-6 mm, HRcs = 0.69; 95% CI = 0.62-0.76)]. SOM risks were similar between regimens in the 0 HLA mm subgroup (HRcs = 1.10 (95% CI = 0.78-1.57) and lower with MTORI than non-MTORI in the 1-3, and 4-6 HLA-mm subgroups, [(HR = 0.84; (95% CI = 0.71-0.99), and (HR = 0.86; 95% CI = 0.78-0.94); respectively]. Risks of deathac and composite outcomes (NMSC or deathac and SOM or deathac) were higher with MTORI than non-MTORI in almost all HLA-mm subgroups. Conclusion MTORIs are associated with protection from NMSC and SOM in almost all HLA-mm subgroups ca; however, their association with increased all-cause mortality in adult kidney transplant recipients needs further investigation.