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1.
Sci Rep ; 14(1): 2355, 2024 Jan 29.
Artigo em Inglês | MEDLINE | ID: mdl-38287056

RESUMO

Microplastic (MP) pollution has emerged as a global environmental concern due to its ubiquity and harmful impacts on ecosystems and human health. MP assessment has therefore become increasingly necessary and common in environmental and experimental samples. Microscopy and spectroscopy are widely employed for the physical and chemical characterization of MPs. However, these analytical methods often require time-consuming pretreatments of samples or expensive instrumentation. In this work, we develop a portable and cost-effective polarization holographic imaging system that prominently incorporates deep learning techniques, enabling efficient, high-throughput detection and dynamic analysis of MPs in aqueous environments. The integration enhances the identification and classification of MPs, eliminating the need for extensive sample preparation. The system simultaneously captures holographic interference patterns and polarization states, allowing for multimodal information acquisition to facilitate rapid MP detection. The characteristics of light waves are registered, and birefringence features are leveraged to classify the material composition and structures of MPs. Furthermore, the system automates real-time counting and morphological measurements of various materials, including MP sheets and additional natural substances. This innovative approach significantly improves the dynamic monitoring of MPs and provides valuable information for their effective filtration and management.

2.
JAMA Psychiatry ; 81(5): 477-488, 2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38265792

RESUMO

Importance: Use of medications for attention-deficit/hyperactivity disorder (ADHD) during pregnancy is increasing in the US. Whether exposure to these medications in utero impacts the risk of neurodevelopmental disorders in children is uncertain. Objective: To evaluate the association of childhood neurodevelopmental disorders with in utero exposure to stimulant medications for ADHD. Design, Setting, and Participants: This cohort study included health care utilization data from publicly insured (Medicaid data from 2000 to 2018) and commercially insured (MarketScan Commercial Claims Database data from 2003 to 2020) pregnant individuals aged 12 to 55 years in the US with enrollment from 3 months prior to pregnancy through 1 month after delivery, linked to children. Children were monitored from birth until outcome diagnosis, disenrollment, death, or end of the study (December 2018 for Medicaid and December 2020 for MarketScan). Exposures: Dispensing of amphetamine/dextroamphetamine or methylphenidate in the second half of pregnancy. Main Outcomes and Measures: Autism spectrum disorder, ADHD, and a composite of any neurodevelopmental disorder were defined using validated algorithms. Hazard ratios were estimated comparing amphetamine/dextroamphetamine and methylphenidate to no exposure. Results: The publicly insured cohort included 2 496 771 stimulant-unexposed, 4693 amphetamine/dextroamphetamine-exposed, and 786 methylphenidate-exposed pregnancies with a mean (SD) age of 25.2 (6.0) years. The commercially insured cohort included 1 773 501 stimulant-unexposed, 2372 amphetamine/dextroamphetamine-exposed, and 337 methylphenidate-exposed pregnancies with a mean (SD) age of 31.6 (4.6) years. In unadjusted analyses, amphetamine/dextroamphetamine and methylphenidate exposure were associated with a 2- to 3-fold increased risk of the neurodevelopmental outcomes considered. After adjustment for measured confounders, amphetamine/dextroamphetamine exposure was not associated with any outcome (autism spectrum disorder: hazard ratio [HR], 0.80; 95% CI, 0.56-1.14]; ADHD: HR, 1.07; 95% CI, 0.89-1.28; any neurodevelopmental disorder: HR, 0.91; 95% CI, 0.81-1.28). Methylphenidate exposure was associated with an increased risk of ADHD (HR, 1.43; 95% CI, 1.12-1.82]) but not other outcomes after adjustment (autism spectrum disorder: HR, 1.06; 95% CI, 0.62-1.81; any neurodevelopmental disorder: HR, 1.15; 95% CI, 0.97-1.36). The association between methylphenidate and ADHD did not persist in sensitivity analyses with stricter control for confounding by maternal ADHD. Conclusions and Relevance: The findings in this study suggest that amphetamine/dextroamphetamine and methylphenidate exposure in utero are not likely to meaningfully increase the risk of childhood neurodevelopmental disorders.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade , Transtorno do Espectro Autista , Estimulantes do Sistema Nervoso Central , Metilfenidato , Transtornos do Neurodesenvolvimento , Efeitos Tardios da Exposição Pré-Natal , Humanos , Feminino , Gravidez , Estimulantes do Sistema Nervoso Central/efeitos adversos , Efeitos Tardios da Exposição Pré-Natal/induzido quimicamente , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Criança , Transtorno do Deficit de Atenção com Hiperatividade/epidemiologia , Transtorno do Deficit de Atenção com Hiperatividade/tratamento farmacológico , Transtorno do Deficit de Atenção com Hiperatividade/induzido quimicamente , Adolescente , Adulto , Adulto Jovem , Estados Unidos/epidemiologia , Transtornos do Neurodesenvolvimento/induzido quimicamente , Transtornos do Neurodesenvolvimento/epidemiologia , Metilfenidato/efeitos adversos , Transtorno do Espectro Autista/epidemiologia , Transtorno do Espectro Autista/induzido quimicamente , Masculino , Pessoa de Meia-Idade , Complicações na Gravidez/tratamento farmacológico , Complicações na Gravidez/epidemiologia , Estudos de Coortes , Anfetamina/efeitos adversos , Dextroanfetamina/efeitos adversos , Medicaid/estatística & dados numéricos
3.
BMC Med Res Methodol ; 23(1): 47, 2023 02 20.
Artigo em Inglês | MEDLINE | ID: mdl-36803103

RESUMO

BACKGROUND: Limited information is available about neonates' critical conditions data quality. The study aim was to measure the agreement regarding presence of neonatal critical conditions between Medicaid Analytic eXtract claims data and Birth Certificate (BC) records. METHODS: Claims data files of neonates born between 1999-2010 and their mothers were linked to birth certificates in the states of Texas and Florida. In claims data, neonatal critical conditions were identified using medical encounter claims records within the first 30 days postpartum, while in birth certificates, the conditions were identified based on predetermined variables. We calculated the prevalence of cases within each data source that were identified by its comparator, in addition to calculating overall agreement and kappa statistics. RESULTS: The sample included 558,224 and 981,120 neonates in Florida and Texas, respectively. Kappa values show poor agreement (< 20%) for all critical conditions except neonatal intensive care unit (NICU) admission, which showed moderate (> 50%) and substantial (> 60%) agreement in Florida and Texas, respectively. claims data resulted in higher prevalences and capture of a larger proportion of cases than the BC, except for assisted ventilation. CONCLUSIONS: Claims data and BC showed low agreement on neonatal critical conditions except for NICU admission. Each data source identified cases most of which the comparator failed to capture, with higher prevalences estimated within claims data except for assisted ventilation.


Assuntos
Declaração de Nascimento , Medicaid , Recém-Nascido , Feminino , Estados Unidos , Humanos , Florida/epidemiologia , Texas/epidemiologia , Mães
4.
Epidemiology ; 34(1): 69-79, 2023 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-36455247

RESUMO

BACKGROUND: While healthcare utilization data are useful for postmarketing surveillance of drug safety in pregnancy, the start of pregnancy and gestational age at birth are often incompletely recorded or missing. Our objective was to develop and validate a claims-based live birth gestational age algorithm. METHODS: Using the Medicaid Analytic eXtract (MAX) linked to birth certificates in three states, we developed four candidate algorithms based on: preterm codes; preterm or postterm codes; timing of prenatal care; and prediction models - using conventional regression and machine-learning approaches with a broad range of prespecified and empirically selected predictors. We assessed algorithm performance based on mean squared error (MSE) and proportion of pregnancies with estimated gestational age within 1 and 2 weeks of the gold standard, defined as the clinical or obstetric estimate of gestation on the birth certificate. We validated the best-performing algorithms against medical records in a nationwide sample. We quantified misclassification of select drug exposure scenarios due to estimated gestational age as positive predictive value (PPV), sensitivity, and specificity. RESULTS: Among 114,117 eligible pregnancies, the random forest model with all predictors emerged as the best performing algorithm: MSE 1.5; 84.8% within 1 week and 96.3% within 2 weeks, with similar performance in the nationwide validation cohort. For all exposure scenarios, PPVs were >93.8%, sensitivities >94.3%, and specificities >99.4%. CONCLUSIONS: We developed a highly accurate algorithm for estimating gestational age among live births in the nationwide MAX data, further supporting the value of these data for drug safety surveillance in pregnancy. See video abstract at, http://links.lww.com/EDE/B989 .


Assuntos
Nascido Vivo , Medicaid , Recém-Nascido , Estados Unidos/epidemiologia , Feminino , Gravidez , Humanos , Idade Gestacional , Declaração de Nascimento , Algoritmos
6.
JAMA Psychiatry ; 79(3): 232-242, 2022 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-34985527

RESUMO

IMPORTANCE: Neurodevelopmental disorders are associated with poor health and social outcomes. Population-based data on incidence, age at diagnosis, and demographic variations are essential to identify modifiable risk factors and inform the planning of services and interventions. OBJECTIVES: To assess the incidence and timing of diagnosis of neurodevelopmental disorders during childhood in the US and to evaluate differences by population characteristics. DESIGN, SETTING, AND PARTICIPANTS: This population-based cohort study used nationwide data on birth cohorts nested in the 2000-2014 Medicaid Analytic eXtract and the 2003-2015 IBM MarketScan Research Database on 2 070 541 publicly and 1 309 900 privately insured children enrolled at birth. Data were analyzed between May 1, 2020, and June 30, 2021. MAIN OUTCOMES AND MEASURES: Neurodevelopmental disorders, autism spectrum disorders, attention-deficit/hyperactivity disorder, learning disabilities, speech or language disorders, developmental coordination disorders, intellectual disabilities, and behavioral disorders were identified based on validated algorithms. Kaplan-Meier analyses were used to estimate the incidence and timing of diagnosis, stratified by child's sex, birth year, maternal age at delivery, and race and ethnicity. RESULTS: The cohorts comprised 2 070 541 publicly insured children (1 045 426 boys [50.5%]) and 1 309 900 privately insured children (667 607 boys [51.0%]) enrolled at birth. By 8 years of age, 23.9% of publicly insured children and 11.0% of privately insured children received a diagnosis of 1 or more neurodevelopmental disorders (autism spectrum disorder, 1.6% and 1.3%; attention-deficit/hyperactivity disorder, 14.5% and 5.8%; learning disability, 1.2% and 0.6%; speech or language disorder, 8.4% and 4.5%; developmental coordination disorder, 0.9% and 0.7%; intellectual disability, 0.7% and 0.1%; and behavioral disorder, 8.4% and 1.5%). Risks were substantially higher among boys (incidence of ≥1 neurodevelopmental disorder by age 8 years for boys vs girls: 30.7% vs 16.7% among publicly insured children and 15.0% vs 6.7% among privately insured children) and White children (30.2% vs 9.1% among Asian children, 23.0% among Black children, 15.4% among Hispanic children, and 22.7% among children of unknown race or ethnicity; information on race and ethnicity was available only for publicly insured children). The association of maternal age and birth year with incidence of neurodevelopmental disorders varied by outcome. Except for attention-deficit/hyperactivity disorder, the diagnosis tended to be established somewhat earlier for privately insured children. The association of race and ethnicity with age at diagnosis varied by outcome. Co-occurring neurodevelopmental disorders were common, especially among children with autism spectrum disorder and intellectual disability (>70% had ≥1 other disorder). CONCLUSIONS AND RELEVANCE: In this population-based cohort study, a relatively high incidence of and co-occurrence of neurodevelopmental disorders as well as the disparity in incidence and timing of diagnosis by insurance type and race and ethnicity were found. These findings represent important public health concerns and underscore the need for timely and accessible developmental assessments and educational services to help reduce the burden of these disorders.


Assuntos
Transtorno do Espectro Autista , Deficiência Intelectual , Deficiências da Aprendizagem , Transtornos do Neurodesenvolvimento , Adulto , Transtorno do Espectro Autista/diagnóstico , Transtorno do Espectro Autista/epidemiologia , Criança , Estudos de Coortes , Feminino , Humanos , Recém-Nascido , Seguro Saúde , Deficiência Intelectual/epidemiologia , Masculino , Transtornos do Neurodesenvolvimento/diagnóstico , Transtornos do Neurodesenvolvimento/epidemiologia , Estados Unidos/epidemiologia , Adulto Jovem
7.
Am J Epidemiol ; 191(1): 208-219, 2022 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-34643225

RESUMO

Little is known about the impact of dose, duration, and timing of prenatal prescription opioid exposure on the risk of neonatal opioid withdrawal syndrome (NOWS). Using a cohort of 18,869 prepregnancy chronic opioid users nested within the 2000-2014 Medicaid Analytic eXtract, we assessed average opioid dosage within biweekly gestational age intervals, created group-based trajectory models, and evaluated the association between trajectory groups and NOWS risk. Women were grouped into 6 distinct opioid use trajectories which, based on observed patterns, were categorized as 1) continuous very low-dose use, 2) continuous low-dose use, 3) initial moderate-dose use with a gradual decrease to very low-dose/no use, 4) initial high-dose use with a gradual decrease to very low-dose use, 5) continuous moderate-dose use, and 6) continuous high-dose use. Absolute risk of NOWS per 1,000 infants was 7.7 for group 1 (reference group), 28.8 for group 2 (relative risk (RR) = 3.7, 95% confidence interval (CI): 2.8, 5.0), 16.5 for group 3 (RR = 2.1, 95% CI: 1.5, 3.1), 64.9 for group 4 (RR = 8.4, 95% CI: 5.6, 12.6), 77.3 for group 5 (RR = 10.0, 95% CI: 7.5, 13.5), and 172.4 for group 6 (RR = 22.4, 95% CI: 16.1, 31.2). Trajectory models-which capture information on dose, duration, and timing of exposure-are useful for gaining insight into clinically relevant groupings to evaluate the risk of prenatal opioid exposure.


Assuntos
Analgésicos Opioides/administração & dosagem , Analgésicos Opioides/efeitos adversos , Síndrome de Abstinência Neonatal/epidemiologia , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Complicações na Gravidez/epidemiologia , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Adolescente , Adulto , Criança , Relação Dose-Resposta a Droga , Feminino , Idade Gestacional , Humanos , Recém-Nascido , Medicaid/estatística & dados numéricos , Pessoa de Meia-Idade , Transtornos Relacionados ao Uso de Opioides/complicações , Gravidez , Fatores Sociodemográficos , Fatores de Tempo , Estados Unidos , Adulto Jovem
8.
Am J Epidemiol ; 190(6): 1159-1168, 2021 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-33423046

RESUMO

The scientific community relies on postmarketing approaches to define the risk of using medications in pregnancy because information available at the time of drug approval is limited. Most studies carried out in pregnancy focus on a single outcome or selected outcomes. However, women must balance the benefit of treatment against all possible adverse effects. We aimed to apply and evaluate a tree-based scan statistic data-mining method (TreeScan; Martin Kulldorff, Harvard Medical School, Boston, Massachusetts) as a safety surveillance approach that allows for simultaneous evaluation of a comprehensive range of adverse pregnancy outcomes, while preserving the overall rate of false-positive alerts. We evaluated TreeScan with a cohort design and adjustment via propensity score techniques, using 2 test cases: 1) opioids and neonatal opioid withdrawal syndrome and 2) valproate and congenital malformations, implemented in pregnancy cohorts nested within the Medicaid Analytic eXtract (January 1, 2000-December 31, 2014) and the IBM MarketScan Research Database (IBM, Armonk, New York) (January 1, 2003-September 30, 2015). In both cases, we identified known safety concerns, with only 1 previously unreported alert at the preset statistical alerting threshold. This evaluation shows the promise of TreeScan-based approaches for systematic drug safety monitoring in pregnancy. A targeted screening approach followed by deeper investigation to refine understanding of potential signals will ensure that pregnant women and their physicians have access to the best available evidence to inform treatment decisions.


Assuntos
Anormalidades Induzidas por Medicamentos/epidemiologia , Analgésicos Opioides/efeitos adversos , Síndrome de Abstinência Neonatal/epidemiologia , Vigilância de Produtos Comercializados/métodos , Ácido Valproico/efeitos adversos , Estudos de Coortes , Mineração de Dados , Bases de Dados Factuais , Feminino , Humanos , Recém-Nascido , Medicaid , Gravidez , Resultado da Gravidez , Pontuação de Propensão , Teratogênicos/análise , Estados Unidos/epidemiologia
9.
Pharmacoepidemiol Drug Saf ; 30(4): 504-513, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33428239

RESUMO

PURPOSE: To evaluate chronic opioid utilization patterns during pregnancy using nationwide data from publicly and commercially insured women. METHODS: Pregnancy cohorts were identified using data from the Medicaid Analytic eXtract 2008-2014 and the IBM Health MarketScan Research Database 2008-2015. Opioid dispensing was evaluated using claims from filled prescriptions. Two different definitions of chronic opioid use were employed: ≥90 days' supply and ≥180 days' supply of prescription opioids during pregnancy. Patient characteristics were assessed and variations in the prevalence of chronic opioid therapy were described by geographic region and over time. RESULTS: 1.50% of 975 169 Medicaid-insured and 0.32% of 1 037 599 commercially insured beneficiaries filled opioid prescriptions for ≥90 days' supply; 0.78% (Medicaid) and 0.17% (commercially insured) filled prescriptions for ≥180 days' supply. Prevalence approximately doubled in Medicaid beneficiaries during the study period, while it remained relatively stable for commercial insurance beneficiaries. The most commonly prescribed opioid for chronic therapy was hydrocodone, followed by oxycodone and tramadol. Indications commonly associated with chronic use were back/neck pain, abdominal/pelvic pain, musculoskeletal pain and migraine/headache. Substantial regional variation was observed, with several states reporting a frequency of ≥90 days' supply in excess of 3% in Medicaid-insured patients. CONCLUSIONS: Despite growing awareness of the risks associated with chronic opioid use and emphasis on improving opioid prescription patterns, prevalence of chronic use in pregnancy among publicly insured women nearly doubled from 2008-2014 and was 5-fold more common when compared to commercially insured women. Findings call for the development of guidelines on chronic pain management during pregnancy.


Assuntos
Analgésicos Opioides , Transtornos Relacionados ao Uso de Opioides , Analgésicos Opioides/efeitos adversos , Prescrições de Medicamentos , Feminino , Humanos , Medicaid , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Padrões de Prática Médica , Gravidez , Prescrições , Estados Unidos/epidemiologia
10.
Pharmacoepidemiol Drug Saf ; 29(11): 1414-1422, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32909348

RESUMO

PURPOSE: Accurate ascertainment of gestational age (GA) has been a challenge in perinatal epidemiologic research. To date, no study has validated GA algorithms in Medicaid Analytic eXtract (MAX). METHODS: We linked livebirths of mothers enrolled in Medicaid ≥30 days after delivery in 1999-2010 MAX to state birth certificates. We used clinical/obstetric estimate of gestation on the birth certificates as gold standard to validate claims-based GA algorithms. We calculated the proportions of deliveries with algorithm-estimated GA within 1-/2-weeks of the gold standard, the sensitivity, specificity, and positive/negative predictive value (PPV/NPV) of exposure to select medications during specific gestation windows, and quantified the impact of exposure misclassification on hypothetical relative risk (RR) estimates. RESULTS: We linked 1 336 495 eligible deliveries. Within 1-week agreement was 77%-80% overall and 47%-56% for preterm deliveries. The trimester-specific drug exposure status had high sensitivities and PPVs (88.5%-98.5%), and specificities and NPVs (>99.0%). Assuming a hypothetical RR of 2.0, bias associated with exposure misclassification during first trimester ranged from 10% to 40% under non-differential/differential misclassification assumptions. CONCLUSIONS: Claims-based GA algorithms had good agreement with the gold standard overall, but lower agreement among preterm deliveries, potentially resulting in biased risk estimated for pregnancy exposure evaluations.


Assuntos
Algoritmos , Idade Gestacional , Preparações Farmacêuticas , Tratamento Farmacológico , Feminino , Humanos , Recém-Nascido , Medicaid/estatística & dados numéricos , Extratos Vegetais , Gravidez , Estados Unidos
11.
Pharmacoepidemiol Drug Saf ; 29(1): 30-38, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31737976

RESUMO

BACKGROUND: The completeness of medical encounters capture among Medicaid enrollees in comprehensive managed care (CMC) has been shown to vary across states and years. CMC penetration has grown, and CMC encounter capture specific to pregnancy care is understudied. OBJECTIVES: To compare the completeness of encounter data for pregnant beneficiaries in CMC versus traditional fee-for-service (FFS) in Texas and Florida between 2007 and 2010. METHODS: Using Medicaid Analytic eXtract (MAX) data linked to Florida and Texas birth certificate records, for each state and study year, we compared proportions using seven themes: (a) delivery; (b) prenatal visits; (c) dispensed prescriptions during pregnancy; (d) gestational diabetes and blood glucose testing; (e) antidiabetics and diagnosis of diabetes mellitus; (f) antibiotics for urinary tract infection and outpatient encounter; and (g) bacterial vaginosis and dispensing for metronidazole or clindamycin. We considered CMC data to be acceptable if proportions were no less than 10% below the corresponding (2007 to 2010) FFS control values. RESULTS: Pregnancy-related characteristics of FFS vs CMC denominators were comparable. Proportions for the seven measures among FFS controls ranged from 26% to 98%. In Texas, CMC encounter data met the thresholds for all measures between 2007 and 2010. Florida had usable CMC encounter data starting from 2009 with incomplete medical and pharmacy records in 2007 and 2008. CONCLUSIONS: The quality of CMC encounter data in MAX files for pregnant women varied in Florida and Texas and improved over time. Use of pregnancy-specific measures can aid researchers in selecting states and years with acceptable encounter data quality.


Assuntos
Planos de Pagamento por Serviço Prestado/normas , Programas de Assistência Gerenciada/normas , Medicaid , Avaliação de Resultados em Cuidados de Saúde , Cuidado Pré-Natal , Feminino , Florida , Humanos , Gravidez , Texas , Estados Unidos
12.
Pharmacoepidemiol Drug Saf ; 28(9): 1222-1230, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-31286606

RESUMO

PURPOSE: The state-assigned Case ID number in the Medicaid Analytic eXtract (MAX) allows for potential linkage of mothers to infants. No validation of respective linkage algorithms is available. We established and validated an algorithm within MAX that links mothers to infants and to identify factors influencing successful mother-infant linkage. METHODS: We identified all mother-infant pairs in FL and TX birth certificates records (BCR) that could be linked individually to MAX records (1999-2005 for FL and 1999-2010 for TX) based on Social Security Number (gold standard pairs). Case ID linkage performance was evaluated as the proportion of gold standard mother-infant pairs that were identified by the algorithm (sensitivity) and the proportion of algorithm defined mother-infant pairs that were correctly linked. Generalized estimating equations were used to calculate the probability for successful Case ID algorithm linkage versus non-linkage using maternal and infant characteristics. RESULTS: We identified 323,160 gold standard pairs in FL BCR and MAX and 1,025,350 in TX BCR and MAX. Depending on Medicaid enrollment the algorithm sensitivity ranged from 85.51% to 87.96% in FL and 19.60% to 35.75% in TX. In both states, positive predictive value exceeded 99%, regardless of enrollment periods. Determinants for successful linkage varied across states, but suggested better results for younger mothers, minority women, and those with lower educational achievement. CONCLUSIONS: Our algorithm can correctly link liveborn infants to their mothers. The algorithm's sensitivity in identifying pairs varied across states, but PPV was consistently high. Linkage performance was associated with certain characteristics that may affect representativeness of successfully linked pairs.


Assuntos
Algoritmos , Bases de Dados Factuais/estatística & dados numéricos , Medicaid/organização & administração , Registro Médico Coordenado/métodos , Mães/estatística & dados numéricos , Adolescente , Adulto , Fatores Etários , Escolaridade , Feminino , Humanos , Recém-Nascido , Nascido Vivo , Medicaid/estatística & dados numéricos , Pessoa de Meia-Idade , Gravidez , Estados Unidos , Adulto Jovem
13.
Pharmacotherapy ; 39(10): 1005-1011, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31361913

RESUMO

BACKGROUND: Despite the rising incidence of neonatal abstinence syndrome (NAS), data evaluating trends in maternal risk factors associated with NAS have not been available for recent years, a period characterized by declining opioid prescriptions. The objective of this study was to examine the prevalence of opioid- and non-opioid-related factors associated with NAS, and by mutually exclusive subgroups of deliveries without prescription-opioid use, with prescription-opioid use, and with opioid-use disorder (OUD). METHODS: A cohort of pregnancies resulting in live births in a commercial claims data base in 2011-2015 was identified. Examples of maternal risk factors of interest included antepartum prescription-drug use (e.g., opioids, selective serotonin reuptake inhibitors [SSRIs], antipsychotics) and nonprescription-related factors (e.g., smoking, OUD). RESULTS: A total of 659 cases of NAS among 621,940 deliveries was identified. Among NAS deliveries, prescription opioids were the most commonly used drug-class (39.0%). Adjusted relative risk (RR) for NAS was 5.43 (95% confidence interval [CI] 4.25-6.95), followed by SSRIs (20.9%; RR 3.16, CI 2.43-4.11); OUD was noted in 36.3% of the deliveries (RR 40.74, CI 22.64-73.32). In the subgroup of deliveries without a prescription opioid (33% of overall NAS deliveries), the absolute incidence of NAS was low (0.3 cases/1000 deliveries), and SSRIs were the most commonly used medication class (32.7%; RR 10.21, CI 7.28-14.31). In the subgroup of deliveries with an opioid prescription, the absolute incidence of NAS was 7.7/1000 (29% of all overall NAS deliveries), and 22.7% of these deliveries were exposed to one other psychotropic agent in addition to the opioid, most commonly an SSRI (18.0%). In the subgroup of deliveries with a diagnosis of OUD, the NAS incidence was high (214.3/1000 [36% of all NAS cases]). CONCLUSION: A third of NAS deliveries did not have evidence of prescription opioids. Other psychotropic medications, especially SSRIs, were strong predictors of NAS in this stratum but had no relevance among deliveries with OUD, suggesting varying etiologies and the need for tailored preventive approaches to reduce NAS effectively.


Assuntos
Analgésicos Opioides/uso terapêutico , Prescrições de Medicamentos/estatística & dados numéricos , Síndrome de Abstinência Neonatal , Transtornos Relacionados ao Uso de Opioides , Complicações na Gravidez , Efeitos Tardios da Exposição Pré-Natal , Adulto , Feminino , Humanos , Incidência , Recém-Nascido , Revisão da Utilização de Seguros , Masculino , Metadona/uso terapêutico , Síndrome de Abstinência Neonatal/diagnóstico , Síndrome de Abstinência Neonatal/epidemiologia , Síndrome de Abstinência Neonatal/etiologia , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Gravidez , Complicações na Gravidez/tratamento farmacológico , Complicações na Gravidez/epidemiologia , Resultado da Gravidez/epidemiologia , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Efeitos Tardios da Exposição Pré-Natal/etiologia , Psicotrópicos/uso terapêutico , Fatores de Risco , Estados Unidos/epidemiologia
14.
Drug Alcohol Depend ; 187: 221-226, 2018 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-29680678

RESUMO

BACKGROUND: Despite clinical guidelines discouraging the practice, it is well-documented that the concomitant use of benzodiazepines and opioid analgesics occurs regularly. Information on concomitant use of buprenorphine for medication-assisted treatment (MAT) of opioid use disorder (OUD) and benzodiazepines, however, is limited. Thus, we aimed to describe real-world drug dispensing patterns for the concomitant use of buprenorphine products approved for MAT and benzodiazepines. METHODS: We examined concomitant use of buprenorphine for MAT and benzodiazepines using the 2013 Prescription Behavior Surveillance System data from eight states. For prescription-level analysis, we estimated the proportion of concomitant buprenorphine and benzodiazepine prescriptions and the proportions of concomitant prescriptions prescribed by the same provider (co-prescribing) and dispensed by the same pharmacy (co-dispensing) for each state. For patient-level analysis, we calculated the proportion of patients with ≥1 buprenorphine therapy episode overlapping with a benzodiazepine episode, i.e., concomitant users, and the proportion of concomitant users who experienced co-prescribing or co-dispensing. RESULTS: In 2013, 1,925,072 prescriptions of buprenorphine products for MAT were dispensed to 190,907 patients in eight states. Approximately 1 in 8 buprenorphine prescriptions was used concomitantly with ≥1 benzodiazepine prescription(s). Co-prescribing proportions ranged from 22.2 to 64.6% across states, while co-dispensing proportions ranged from 54.7 to 91.0%. Approximately 17.7% of patients had >1 buprenorphine episode overlapping a benzodiazepine episode for ≥7 cumulative days' supply. Among these patients, 33.1-65.2% experienced co-prescribing, and 65.1-93.3% experienced co-dispensing. CONCLUSIONS: The concomitant use of buprenorphine for MAT and benzodiazepines occurs frequently, with variations by state in co-prescribing and co-dispensing.


Assuntos
Analgésicos Opioides/efeitos adversos , Benzodiazepinas/efeitos adversos , Buprenorfina/uso terapêutico , Monitoramento Epidemiológico , Antagonistas de Entorpecentes/uso terapêutico , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , Adolescente , Adulto , Analgésicos Opioides/administração & dosagem , Benzodiazepinas/administração & dosagem , Estudos Transversais , Prescrições de Medicamentos , Quimioterapia Combinada , Feminino , Humanos , Estudos Longitudinais , Masculino , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Transtornos Relacionados ao Uso de Opioides/psicologia , Adulto Jovem
15.
J Atten Disord ; 22(2): 182-190, 2018 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-28363250

RESUMO

OBJECTIVE: To estimate the prevalence of adult ADHD diagnosis and treatment in U.S. Medicaid beneficiaries. METHOD: Using outpatient, inpatient, and pharmacy billing records for patients eligible for Medicaid fee-for-service benefits within 29 states from 1999 to 2010, we estimated the annual prevalence of ADHD diagnosis and treatment. RESULTS: The prevalence of ADHD diagnosis increased from 2.20 per 1,000 patients in 1999 to 10.57 in 2010. Likewise, prevalence of ADHD treatment increased from 1.95 per 1,000 patients in 1999 to 13.16 in 2010. Between 40% and 65%, patients had ADHD drug prescription fills 6 months after ADHD diagnosis, whereas 45% to 55% of the beneficiaries with an ADHD drug prescription fill had ADHD diagnoses within 6 months before the prescription. CONCLUSION: In publicly insured adults, the prevalence of ADHD diagnosis and treatment increased dramatically over the years. Approximately half of the diagnosed patients are not treated, whereas half of the treated adults are not diagnosed.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/epidemiologia , Medicaid/estatística & dados numéricos , Adolescente , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Estados Unidos/epidemiologia , Adulto Jovem
16.
Pharmacoepidemiol Drug Saf ; 27(10): 1067-1076, 2018 10.
Artigo em Inglês | MEDLINE | ID: mdl-29210142

RESUMO

PURPOSE: Because of concerns over incomplete medical encounter capture in Medicaid capitated comprehensive managed care (CMC) plans, researchers have traditionally confined analyses to fee-for-service (FFS) enrollees. We aimed to evaluate the usability of data for CMC enrollees in Medicaid Analytic eXtract (MAX) files for 29 states from 2007 to 2010. METHODS: We applied 7 measures to MAX inpatient, other therapy, and prescription drug files for each state and study year. Four measures were based on "connectivity" criteria where we expected use of a select essential service to be closely connected to another, resulting in "service pairs." Three measures were based on "continuity" criteria where we expected patients to continue chronically used services or treatments when they switched enrollment from FFS to CMC plans. High proportions of continuity and comparable proportions of patients with complete service pairs relative to FFS enrollees may suggest complete data capture for CMC enrollees. Data of states that met preset criteria were considered usable for research and policy analyses. RESULTS: The completeness of CMC enrollees' data in MAX varied by states. Among 22 states having at least 5% CMC plan enrollment, data of 12 states met our quality standard and were considered usable starting in 2007. Four states had usable data starting in 2008 and one in 2009. CONCLUSIONS: The completeness of CMC enrollees' data in MAX improved over the study period. In 17 out of 29 states, CMC enrollees' data in selected years were comparable with FFS enrollees and can be considered for use in analysis.


Assuntos
Análise de Dados , Programas de Assistência Gerenciada/normas , Programas de Assistência Gerenciada/tendências , Medicaid/normas , Medicaid/tendências , Adolescente , Adulto , Criança , Pré-Escolar , Estudos de Coortes , Feminino , Humanos , Lactente , Recém-Nascido , Masculino , Programas de Assistência Gerenciada/estatística & dados numéricos , Medicaid/estatística & dados numéricos , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Estados Unidos/epidemiologia , Adulto Jovem
17.
J Clin Psychopharmacol ; 37(5): 546-554, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28787373

RESUMO

OBJECTIVES: The objectives of this study were to describe the longitudinal trends of pharmacological treatment initiation and persistence in adult patients with attention-deficit/hyperactivity disorder (ADHD) and to explore how patients' sociodemographic and clinical characteristics affect these patterns. METHODS: A retrospective cohort of 23,747 adult patients with new ADHD episodes was assembled using Medicaid extract files of 29 US states from 1999 and 2010. Sociodemographic and clinical characteristics of treatment initiators and noninitiators, and treatment persistent and nonpersistent patients were compared using multivariable logistic regression. RESULTS: The overall treatment initiation and 1-year persistence rate was 22.5% and 34.2%, respectively. After adjustment, the propensity of initiating pharmacotherapy and being persistent tripled (2010 vs 2000; odds ratio, 3.25; 95% confidence interval, 2.61-4.04) and almost doubled (2009 vs 2000; odds ratio, 1.86; 95% confidence interval, 1.20-2.90) over the study period. Male, racial and ethnic minorities, and younger age groups had a decreased propensity for treatment initiation and persistence. The likelihood of initiating treatment was similar for rural and urban residents but varied among different US states. Severe mental comorbidities and, concordantly, use of antipsychotics or mood stabilizers reduced the propensity of treatment initiation but had little effect on persistence. Patients filling sustained release stimulants were most likely to be persistent. Finally, preexisting cardiovascular conditions reduced the likelihood of receiving treatment but were not associated with persistence. CONCLUSIONS: The propensity to initiate and persist on pharmacological treatment in adults with ADHD has increased in the last decade but remains low. Treatment patterns were closely related to several sociodemographic and clinical determinants. Our findings provide valuable information to ensure appropriate treatment choices for these patients.


Assuntos
Transtorno do Deficit de Atenção com Hiperatividade/tratamento farmacológico , Uso de Medicamentos/estatística & dados numéricos , Medicaid/estatística & dados numéricos , Adolescente , Adulto , Fatores Etários , Estimulantes do Sistema Nervoso Central/uso terapêutico , Uso de Medicamentos/tendências , Feminino , Humanos , Masculino , Medicaid/tendências , Pessoa de Meia-Idade , Estudos Retrospectivos , Fatores de Risco , População Rural/estatística & dados numéricos , População Rural/tendências , Fatores Sexuais , Estados Unidos , População Urbana/estatística & dados numéricos , População Urbana/tendências , Adulto Jovem
18.
Pharmacotherapy ; 37(7): 806-813, 2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28500694

RESUMO

OBJECTIVE: This study aimed to examine secular trends of (i) maternal prescription opioid use in late pregnancy, (ii) neonatal abstinence syndrome (NAS) stratified by late maternal prescription opioid use, and (iii) maternal risk factors among NAS deliveries. METHODS: Women with a live birth who were enrolled 90 days before and 30 days after delivery in Florida Medicaid Analytic Extract billing records linked to birth certificates from 2000 to 2010 were identified for the study. Changes in the annual prevalence of prescription opioid use during pregnancy were tested with use of the Cochran-Armitage trend test. Temporal trends of NAS deliveries were estimated with the use of Poisson regression and stratified by prescription opioid exposure in the last 90 days of pregnancy in the study period. To identify contributors to the increase in NAS cases, variations in prevalence of opioid dispensing, tobacco use, antidepressant use, and substance use disorder among NAS and non-NAS deliveries were examined. RESULTS: There were 41,968 (9.4%) deliveries exposed to at least one opioid prescription in late pregnancy, and this rate remained stable from 2000 to 2010. Among prescription opioid-exposed deliveries, frequency of NAS increased from 1.6 to 25.2 per 1000 live births during the study period (p<0.05). Although the prevalence of maternal use of prescription opioid, tobacco, and antidepressants remained stable among NAS deliveries from 2000 to 2010, the prevalence of substance use disorder diagnoses increased substantially from 38.9% in 2000 to 67.9% in 2006 (p<0.05). CONCLUSIONS: The prevalence of NAS increased dramatically whereas the prevalence of major risk factors, including maternal prescription opioid use, remained stable in Florida between 2000 and 2010. The increase in substance use disorder may be responsible for the sharp increase in NAS deliveries.


Assuntos
Analgésicos Opioides/efeitos adversos , Medicaid/tendências , Síndrome de Abstinência Neonatal/epidemiologia , Transtornos Relacionados ao Uso de Opioides/epidemiologia , Complicações na Gravidez/epidemiologia , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Adolescente , Adulto , Antidepressivos/efeitos adversos , Feminino , Florida/epidemiologia , Humanos , Recém-Nascido , Masculino , Síndrome de Abstinência Neonatal/diagnóstico , Transtornos Relacionados ao Uso de Opioides/diagnóstico , Gravidez , Complicações na Gravidez/diagnóstico , Efeitos Tardios da Exposição Pré-Natal/induzido quimicamente , Efeitos Tardios da Exposição Pré-Natal/diagnóstico , Fatores de Risco , Transtornos Relacionados ao Uso de Substâncias/diagnóstico , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Tabagismo/diagnóstico , Tabagismo/epidemiologia , Estados Unidos/epidemiologia , Adulto Jovem
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