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1.
Pharmacoepidemiol Drug Saf ; 25(11): 1228-1235, 2016 11.
Artículo en Inglés | MEDLINE | ID: mdl-27456080

RESUMEN

PURPOSE: Patients initiating warfarin therapy generally experience a dose-titration period of weeks to months, during which time they are at higher risk of both thromboembolic and bleeding events. Accurate prediction of prolonged dose titration could help clinicians determine which patients might be better treated by alternative anticoagulants that, while more costly, do not require dose titration. METHODS: A prediction model was derived in a prospective cohort of patients starting warfarin (n = 390), using Cox regression, and validated in an external cohort (n = 663) from a later time period. Prolonged dose titration was defined as a dose-titration period >12 weeks. Predictor variables were selected using a modified best subsets algorithm, using leave-one-out cross-validation to reduce overfitting. RESULTS: The final model had five variables: warfarin indication, insurance status, number of doctor's visits in the previous year, smoking status, and heart failure. The area under the ROC curve (AUC) in the derivation cohort was 0.66 (95%CI 0.60, 0.74) using leave-one-out cross-validation, but only 0.59 (95%CI 0.54, 0.64) in the external validation cohort, and varied across clinics. Including genetic factors in the model did not improve the area under the ROC curve (0.59; 95%CI 0.54, 0.65). Relative utility curves indicated that the model was unlikely to provide a clinically meaningful benefit compared with no prediction. CONCLUSIONS: Our results suggest that prolonged dose titration cannot be accurately predicted in warfarin patients using traditional clinical, social, and genetic predictors, and that accurate prediction will need to accommodate heterogeneities across clinical sites and over time. Copyright © 2016 John Wiley & Sons, Ltd.


Asunto(s)
Anticoagulantes/administración & dosificación , Modelos Teóricos , Warfarina/administración & dosificación , Adulto , Anciano , Algoritmos , Anticoagulantes/efectos adversos , Relación Dosis-Respuesta a Droga , Femenino , Insuficiencia Cardíaca/epidemiología , Humanos , Seguro de Salud/estadística & datos numéricos , Masculino , Persona de Mediana Edad , Modelos de Riesgos Proporcionales , Estudios Prospectivos , Fumar/epidemiología , Factores de Tiempo , Warfarina/efectos adversos
2.
Pharmacoepidemiol Drug Saf ; 24(3): 228-36, 2015 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-25504915

RESUMEN

PURPOSE: Patients starting warfarin often experience lengthy dose-titration periods, when they are at high risk for bleeding and thromboembolism. However, relatively little is known about why some patients take longer than others to reach maintenance dose. Thus, we sought to identify social, clinical, and genetic factors associated with prolonged time to maintenance dose (TTM). METHODS: We conducted a time-to-event analysis, using a prospective cohort of patients initiating warfarin (N = 390). Additionally, we examined whether changes in post-initiation factors were associated with TTM. Finally, we performed a secondary analysis in a subcohort (N = 156) assessing the effect of adherence on TTM. RESULTS: No genetic or post-initiation factors were significantly associated with TTM. However, previous use of warfarin [hazard ratio (HR) = 0.64; 95% confidence interval (CI) 0.46, 0.88], current smoking status (HR = 0.61; 95%CI 0.39, 0.96), fewer than four doctor's visits in the previous year (HR = 0.63 vs 4-12 visits; 95%CI 0.46, 0.88), and worse general health status (HR = 0.63; 95%CI 0.47, 0.84) were significantly associated with longer TTM. Use of illegal injectable drugs (HR = 2.51; 95%CI 1.17, 5.39) was associated with shorter TTM. On secondary analysis, the HR for better adherence and TTM was 1.70 (95%CI 0.88, 3.27). CONCLUSIONS: Time to maintenance dose was associated with pre-existing behavioral factors, health care utilization, and health quality but not clinical comorbidities or genetic factors in patients initiating warfarin. Future studies are needed to determine whether warfarin patients with prolonged TTM would have better outcomes on alternative agents.


Asunto(s)
Anticoagulantes/administración & dosificación , Quimioterapia de Mantención , Aceptación de la Atención de Salud , Warfarina/administración & dosificación , Adulto , Anciano , Estudios de Cohortes , Femenino , Variación Genética/efectos de los fármacos , Variación Genética/genética , Humanos , Quimioterapia de Mantención/métodos , Masculino , Persona de Mediana Edad , Aceptación de la Atención de Salud/psicología , Estudios Prospectivos , Factores de Tiempo
3.
bioRxiv ; 2020 May 18.
Artículo en Inglés | MEDLINE | ID: mdl-32511394

RESUMEN

Although critical illness has been associated with SARS-CoV-2-induced hyperinflammation, the immune correlates of severe COVID-19 remain unclear. Here, we comprehensively analyzed peripheral blood immune perturbations in 42 SARS-CoV-2 infected and recovered individuals. We identified broad changes in neutrophils, NK cells, and monocytes during severe COVID-19, suggesting excessive mobilization of innate lineages. We found marked activation within T and B cells, highly oligoclonal B cell populations, profound plasmablast expansion, and SARS-CoV-2-specific antibodies in many, but not all, severe COVID-19 cases. Despite this heterogeneity, we found selective clustering of severe COVID-19 cases through unbiased analysis of the aggregated immunological phenotypes. Our findings demonstrate broad immune perturbations spanning both innate and adaptive leukocytes that distinguish dysregulated host responses in severe SARS-CoV-2 infection and warrant therapeutic investigation. One Sentence Summary: Broad immune perturbations in severe COVID-19.

4.
Sci Immunol ; 5(49)2020 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-32669287

RESUMEN

Although critical illness has been associated with SARS-CoV-2-induced hyperinflammation, the immune correlates of severe COVID-19 remain unclear. Here, we comprehensively analyzed peripheral blood immune perturbations in 42 SARS-CoV-2 infected and recovered individuals. We identified extensive induction and activation of multiple immune lineages, including T cell activation, oligoclonal plasmablast expansion, and Fc and trafficking receptor modulation on innate lymphocytes and granulocytes, that distinguished severe COVID-19 cases from healthy donors or SARS-CoV-2-recovered or moderate severity patients. We found the neutrophil to lymphocyte ratio to be a prognostic biomarker of disease severity and organ failure. Our findings demonstrate broad innate and adaptive leukocyte perturbations that distinguish dysregulated host responses in severe SARS-CoV-2 infection and warrant therapeutic investigation.


Asunto(s)
Subgrupos de Linfocitos B/inmunología , Betacoronavirus/inmunología , Infecciones por Coronavirus/inmunología , Neutrófilos/inmunología , Neumonía Viral/inmunología , Linfocitos T/inmunología , Anciano , COVID-19 , Selección Clonal Mediada por Antígenos/inmunología , Infecciones por Coronavirus/patología , Citocinas/metabolismo , Femenino , Humanos , Inmunidad Innata/inmunología , Memoria Inmunológica/inmunología , Activación de Linfocitos/inmunología , Recuento de Linfocitos , Masculino , Persona de Mediana Edad , Pandemias , Neumonía Viral/patología , SARS-CoV-2
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