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1.
Anesth Analg ; 134(1): 149-158, 2022 01 01.
Artículo en Inglés | MEDLINE | ID: mdl-34252066

RESUMEN

BACKGROUND: Some older adults show exaggerated responses to drugs that act on the brain. The brain's response to anesthetic drugs is often measured clinically by processed electroencephalogram (EEG) indices. Thus, we developed a processed EEG-based measure of the brain's resistance to volatile anesthetics and hypothesized that low scores on it would be associated with postoperative delirium risk. METHODS: We defined the Duke Anesthesia Resistance Scale (DARS) as the average bispectral index (BIS) divided by the quantity (2.5 minus the average age-adjusted end-tidal minimum alveolar concentration [aaMAC] inhaled anesthetic fraction). The relationship between DARS and postoperative delirium was analyzed in 139 older surgical patients (age ≥65) from Duke University Medical Center (n = 69) and Mt Sinai Medical Center (n = 70). Delirium was assessed by geriatrician interview at Duke, and by research staff utilizing the Confusion Assessment Method for the Intensive Care Unit (CAM-ICU) instrument at Mt Sinai. We examined the relationship between DARS and delirium and used the Youden index to identify an optimal low DARS threshold (for delirium risk), and its associated 95% bootstrap confidence bounds. We used multivariable logistic regression to examine the relationship between low DARS and delirium risk. RESULTS: The relationship between DARS and delirium risk was nonlinear, with higher delirium risk at low DARS scores. A DARS threshold of 28.755 maximized the Youden index for the association between low DARS and delirium, with bootstrap 95% confidence bounds of 26.18 and 29.80. A low DARS (<28.755) was associated with increased delirium risk in multivariable models adjusting for site (odds ratio [OR] [95% confidence interval {CI}] = 4.30 [1.89-10.01]; P = .001), or site-plus-patient risk factors (OR [95% CI] = 3.79 [1.63-9.10]; P = .003). These associations with postoperative delirium risk remained significant when using the 95% bootstrap confidence bounds for the low DARS threshold (P < .05 for all). Further, a low DARS (<28.755) was associated with delirium risk after accounting for opioid, midazolam, propofol, phenylephrine, and ketamine dosage as well as site (OR [95% CI] = 4.21 [1.80-10.16]; P = .002). This association between low DARS and postoperative delirium risk after controlling for these other medications remained significant (P < .05) when using either the lower or the upper 95% bootstrap confidence bounds for the low DARS threshold. CONCLUSIONS: These results demonstrate that an intraoperative processed EEG-based measure of lower brain anesthetic resistance (ie, low DARS) is independently associated with increased postoperative delirium risk in older surgical patients.


Asunto(s)
Anestésicos/farmacología , Encéfalo/patología , Electroencefalografía/métodos , Delirio del Despertar/fisiopatología , Complicaciones Posoperatorias/fisiopatología , Anciano , Anestesia General/efectos adversos , Antagonistas Colinérgicos/farmacología , Monitores de Conciencia , Delirio del Despertar/diagnóstico , Femenino , Humanos , Unidades de Cuidados Intensivos , Periodo Intraoperatorio , Masculino , Persona de Mediana Edad , Análisis Multivariante , Periodo Perioperatorio , Complicaciones Posoperatorias/diagnóstico , Estudios Prospectivos , Riesgo , Factores de Riesgo
2.
Prehosp Emerg Care ; : 1-14, 2021 Jan 25.
Artículo en Inglés | MEDLINE | ID: mdl-33315497

RESUMEN

Objective: Emergency medical services (EMS) provide critical interventions for patients with acute illness and injury and are important in implementing prehospital emergency care research. Retrospective, manual patient record review, the current reference-standard for identifying patient cohorts, requires significant time and financial investment. We developed automated classification models to identify eligible patients for prehospital clinical trials using EMS clinical notes and compared model performance to manual review.Methods: With eligibility criteria for an ongoing prehospital study of chest pain patients, we used EMS clinical notes (n = 1208) to manually classify patients as eligible, ineligible, and indeterminate. We randomly split these same records into training and test sets to develop and evaluate machine-learning (ML) algorithms using natural language processing (NLP) for feature (variable) selection. We compared models to the manual classification to calculate sensitivity, specificity, accuracy, positive predictive value, and F1 measure. We measured clinical expert time to perform review for manual and automated methods.Results: ML models' sensitivity, specificity, accuracy, positive predictive value, and F1 measure ranged from 0.93 to 0.98. Compared to manual classification (N = 363 records), the automated method excluded 90.9% of records as ineligible and leaving only 33 records for manual review.Conclusions: Our ML derived approach demonstrates the feasibility of developing a high-performing, automated classification system using EMS clinical notes to streamline the identification of a specific cardiac patient cohort. This efficient approach can be leveraged to facilitate prehospital patient-trial matching, patient phenotyping (i.e. influenza-like illness), and create prehospital patient registries.

3.
Acad Med ; 95(11): 1707-1711, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-32324638

RESUMEN

PROBLEM: Many medical schools now incorporate meaningful clinical experiences for first-year medical students (MS1s). However, these clinical placements often fail to teach components of the physician experience, including health care logistics, cost-conscious care, longitudinal patient care, and interaction with an interprofessional team. The Duke Hotspotting Initiative (DHSI) is a student-led elective longitudinal experience for MS1s to serve as a patient's health care liaison to encourage proactive health management and efficient use of resources. APPROACH: DHSI is a combined didactic-clinical experience at Duke University School of Medicine. Students complete a didactic curriculum to develop relevant skills and maintain weekly contact with a patient in Durham, North Carolina, for the duration of the academic year. In their meetings with patients, students help them set and monitor health goals, identify and address barriers to health resources, and efficiently access primary care. Across 2 academic years (2017-2018 and 2018-2019), 54 MS1s were surveyed electronically before and after their participation in DHSI. They were asked about their comfort navigating various patient management scenarios, using communication tools, and assuming clinical responsibilities. OUTCOMES: DHSI offers MS1s a unique immersive opportunity to gain experience applying the clinical skills they will need in their future careers. Based on comparisons of responses from the 48 students (89%) who completed the pre-DHSI survey and 40 students (74%) who completed the post-DHSI survey, there was a significant increase in comfort with communication and patient advising, managing common chronic diseases, using interview skills, and assuming clinical responsibilities. NEXT STEPS: DHSI continues to expand in both size and scope, with the goal of incorporating team members from other health professions training programs at multiple institutions. Future analysis will investigate the longer-term impact of the program on students' professional development, objective changes in clinical skills, and outcomes for patients involved with DHSI.


Asunto(s)
Competencia Clínica , Curriculum , Educación de Pregrado en Medicina , Navegación de Pacientes , Comunicación , Accesibilidad a los Servicios de Salud , Humanos , Entrevista Motivacional , Atención Primaria de Salud , Evaluación de Programas y Proyectos de Salud , Estudiantes de Medicina
4.
J Neurol ; 267(7): 2002-2006, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32198714

RESUMEN

OBJECTIVE: Lumbar punctures (LPs) are important for obtaining CSF in neurology studies but are associated with adverse events and feared by many patients. We determined adverse event rates and pain scores in patients prospectively enrolled in two cohort studies who underwent LPs using a standardized protocol and 25 g needle. METHODS: Eight hundred and nine LPs performed in 262 patients age ≥ 60 years in the MADCO-PC and INTUIT studies were analyzed. Medical records were monitored for LP-related adverse events, and patients were queried about subjective complaints. We analyzed adverse event rates, including headaches and pain scores. RESULTS: There were 22 adverse events among 809 LPs performed, a rate of 2.72% (95% CI 1.71-4.09%). Patient hospital stay did not increase due to adverse events. Four patients (0.49%) developed a post-lumbar puncture headache (PLPH). Twelve patients (1.48%) developed nausea, vasovagal responses, or headaches that did not meet PLPH criteria. Six patients (0.74%) reported lower back pain at the LP site not associated with muscular weakness or paresthesia. The median pain score was 1 [0, 3]; the mode was 0 out of 10. CONCLUSIONS: The LP protocol described herein may reduce adverse event rates and improve patient comfort in future studies.


Asunto(s)
Dolor de la Región Lumbar/prevención & control , Evaluación de Procesos y Resultados en Atención de Salud , Dolor Postoperatorio/prevención & control , Dolor Asociado a Procedimientos Médicos/prevención & control , Punción Espinal , Anciano , Protocolos Clínicos , Estudios de Cohortes , Femenino , Humanos , Masculino , Persona de Mediana Edad , Autoinforme , Punción Espinal/efectos adversos , Punción Espinal/normas , Punción Espinal/estadística & datos numéricos
5.
J Am Geriatr Soc ; 67(4): 794-798, 2019 04.
Artículo en Inglés | MEDLINE | ID: mdl-30674067

RESUMEN

BACKGROUND/OBJECTIVES: Every year, up to 40% of the more than 16 million older Americans who undergo anesthesia/surgery develop postoperative cognitive dysfunction (POCD) or delirium. Each of these distinct syndromes is associated with decreased quality of life, increased mortality, and a possible increased risk of Alzheimer's disease. One pathologic process hypothesized to underlie both delirium and POCD is neuroinflammation. The INTUIT study described here will determine the extent to which postoperative increases in cerebrospinal fluid (CSF) monocyte chemoattractant protein 1 (MCP-1) levels and monocyte numbers are associated with delirium and/or POCD and their underlying brain connectivity changes. DESIGN: Observational prospective cohort. SETTING: Duke University Medical Center, Duke Regional Hospital, and Duke Raleigh Hospital. PARTICIPANTS: Patients 60 years of age or older (N = 200) undergoing noncardiac/nonneurologic surgery. MEASUREMENTS: Participants will undergo cognitive testing before, 6 weeks, and 1 year after surgery. Delirium screening will be performed on postoperative days 1 to 5. Blood and CSF samples are obtained before surgery, and 24 hours, 6 weeks, and 1 year after surgery. CSF MCP-1 levels are measured by enzyme-linked immunosorbent assay, and CSF monocytes are assessed by flow cytometry. Half the patients will also undergo pre- and postoperative functional magnetic resonance imaging scans. 32-channel intraoperative electroencephalogram (EEG) recordings will be performed to identify intraoperative EEG correlates of neuroinflammation and/or postoperative cognitive resilience. Eighty patients will also undergo home sleep apnea testing to determine the relationships between sleep apnea severity, neuroinflammation, and impaired postoperative cognition. Additional assessments will help evaluate relationships between delirium, POCD, and other geriatric syndromes. CONCLUSION: INTUIT will use a transdisciplinary approach to study the role of neuroinflammation in postoperative delirium and cognitive dysfunction and their associated functional brain connectivity changes, and it may identify novel targets for treating and/or preventing delirium and POCD and their sequelae. J Am Geriatr Soc 67:794-798, 2019.


Asunto(s)
Delirio/etiología , Encefalitis/complicaciones , Complicaciones Cognitivas Postoperatorias/etiología , Anciano , Humanos , Persona de Mediana Edad , Estudios Prospectivos
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