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1.
Circulation ; 148(5): 381-390, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37356038

RESUMEN

BACKGROUND: COVID-19 has been associated with endothelial injury, resultant microvascular inflammation and thrombosis. Activated endothelial cells release and express P-selectin and von Willebrand factor, both of which are elevated in severe COVID-19 and may be implicated in the disease pathophysiology. We hypothesized that crizanlizumab, a humanized monoclonal antibody to P-selectin, would reduce morbidity and death in patients hospitalized for COVID-19. METHODS: An international, adaptive, randomized controlled platform trial, funded by the National Heart, Lung, and Blood Institute, randomly assigned 422 patients hospitalized with COVID-19 with moderate or severe illness to receive either a single infusion of the P-selectin inhibitor crizanlizumab (at a dose of 5 mg/kg) plus standard of care or standard of care alone in an open-label 1:1 ratio. The primary outcome was organ support-free days, evaluated on an ordinal scale consisting of the number of days alive free of organ support through the first 21 days after trial entry. RESULTS: The study was stopped for futility by the data safety monitoring committee. Among 421 randomized patients with known 21-day outcomes, 163 patients (77%) randomized to the crizanlizumab plus standard-of-care arm did not require any respiratory or cardiovascular organ support compared with 169 (80%) in the standard-of-care-alone arm. The adjusted odds ratio for the effect of crizanlizumab on organ support-free days was 0.70 (95% CI, 0.43-1.16), where an odds ratio >1 indicates treatment benefit, yielding a posterior probability of futility (odds ratio <1.2) of 98% and a posterior probability of inferiority (odds ratio <1.0) of 91%. Overall, there were 37 deaths (17.5%) in the crizanlizumab arm and 27 deaths (12.8%) in the standard-of-care arm (hazard ratio, 1.33 [95% CrI, 0.85-2.21]; [probability of hazard ratio>1] = 0.879). CONCLUSIONS: Crizanlizumab, a P-selectin inhibitor, did not result in improvement in organ support-free days in patients hospitalized with COVID-19. REGISTRATION: URL: https://www. CLINICALTRIALS: gov; Unique identifier: NCT04505774.


Asunto(s)
COVID-19 , Humanos , SARS-CoV-2 , Selectina-P , Células Endoteliales , Resultado del Tratamiento
2.
N Engl J Med ; 385(9): 777-789, 2021 Aug 26.
Artículo en Inglés | MEDLINE | ID: mdl-34351722

RESUMEN

BACKGROUND: Thrombosis and inflammation may contribute to morbidity and mortality among patients with coronavirus disease 2019 (Covid-19). We hypothesized that therapeutic-dose anticoagulation would improve outcomes in critically ill patients with Covid-19. METHODS: In an open-label, adaptive, multiplatform, randomized clinical trial, critically ill patients with severe Covid-19 were randomly assigned to a pragmatically defined regimen of either therapeutic-dose anticoagulation with heparin or pharmacologic thromboprophylaxis in accordance with local usual care. The primary outcome was organ support-free days, evaluated on an ordinal scale that combined in-hospital death (assigned a value of -1) and the number of days free of cardiovascular or respiratory organ support up to day 21 among patients who survived to hospital discharge. RESULTS: The trial was stopped when the prespecified criterion for futility was met for therapeutic-dose anticoagulation. Data on the primary outcome were available for 1098 patients (534 assigned to therapeutic-dose anticoagulation and 564 assigned to usual-care thromboprophylaxis). The median value for organ support-free days was 1 (interquartile range, -1 to 16) among the patients assigned to therapeutic-dose anticoagulation and was 4 (interquartile range, -1 to 16) among the patients assigned to usual-care thromboprophylaxis (adjusted proportional odds ratio, 0.83; 95% credible interval, 0.67 to 1.03; posterior probability of futility [defined as an odds ratio <1.2], 99.9%). The percentage of patients who survived to hospital discharge was similar in the two groups (62.7% and 64.5%, respectively; adjusted odds ratio, 0.84; 95% credible interval, 0.64 to 1.11). Major bleeding occurred in 3.8% of the patients assigned to therapeutic-dose anticoagulation and in 2.3% of those assigned to usual-care pharmacologic thromboprophylaxis. CONCLUSIONS: In critically ill patients with Covid-19, an initial strategy of therapeutic-dose anticoagulation with heparin did not result in a greater probability of survival to hospital discharge or a greater number of days free of cardiovascular or respiratory organ support than did usual-care pharmacologic thromboprophylaxis. (REMAP-CAP, ACTIV-4a, and ATTACC ClinicalTrials.gov numbers, NCT02735707, NCT04505774, NCT04359277, and NCT04372589.).


Asunto(s)
Anticoagulantes/administración & dosificación , Tratamiento Farmacológico de COVID-19 , Heparina/administración & dosificación , Trombosis/prevención & control , Anciano , Anticoagulantes/efectos adversos , Anticoagulantes/uso terapéutico , COVID-19/mortalidad , Enfermedad Crítica , Femenino , Hemorragia/inducido químicamente , Heparina/efectos adversos , Heparina/uso terapéutico , Mortalidad Hospitalaria , Humanos , Modelos Logísticos , Masculino , Persona de Mediana Edad , Oportunidad Relativa , Respiración Artificial , Insuficiencia del Tratamiento
3.
N Engl J Med ; 385(9): 790-802, 2021 Aug 26.
Artículo en Inglés | MEDLINE | ID: mdl-34351721

RESUMEN

BACKGROUND: Thrombosis and inflammation may contribute to the risk of death and complications among patients with coronavirus disease 2019 (Covid-19). We hypothesized that therapeutic-dose anticoagulation may improve outcomes in noncritically ill patients who are hospitalized with Covid-19. METHODS: In this open-label, adaptive, multiplatform, controlled trial, we randomly assigned patients who were hospitalized with Covid-19 and who were not critically ill (which was defined as an absence of critical care-level organ support at enrollment) to receive pragmatically defined regimens of either therapeutic-dose anticoagulation with heparin or usual-care pharmacologic thromboprophylaxis. The primary outcome was organ support-free days, evaluated on an ordinal scale that combined in-hospital death (assigned a value of -1) and the number of days free of cardiovascular or respiratory organ support up to day 21 among patients who survived to hospital discharge. This outcome was evaluated with the use of a Bayesian statistical model for all patients and according to the baseline d-dimer level. RESULTS: The trial was stopped when prespecified criteria for the superiority of therapeutic-dose anticoagulation were met. Among 2219 patients in the final analysis, the probability that therapeutic-dose anticoagulation increased organ support-free days as compared with usual-care thromboprophylaxis was 98.6% (adjusted odds ratio, 1.27; 95% credible interval, 1.03 to 1.58). The adjusted absolute between-group difference in survival until hospital discharge without organ support favoring therapeutic-dose anticoagulation was 4.0 percentage points (95% credible interval, 0.5 to 7.2). The final probability of the superiority of therapeutic-dose anticoagulation over usual-care thromboprophylaxis was 97.3% in the high d-dimer cohort, 92.9% in the low d-dimer cohort, and 97.3% in the unknown d-dimer cohort. Major bleeding occurred in 1.9% of the patients receiving therapeutic-dose anticoagulation and in 0.9% of those receiving thromboprophylaxis. CONCLUSIONS: In noncritically ill patients with Covid-19, an initial strategy of therapeutic-dose anticoagulation with heparin increased the probability of survival to hospital discharge with reduced use of cardiovascular or respiratory organ support as compared with usual-care thromboprophylaxis. (ATTACC, ACTIV-4a, and REMAP-CAP ClinicalTrials.gov numbers, NCT04372589, NCT04505774, NCT04359277, and NCT02735707.).


Asunto(s)
Anticoagulantes/administración & dosificación , Tratamiento Farmacológico de COVID-19 , Heparina/administración & dosificación , Trombosis/prevención & control , Adulto , Anciano , Anticoagulantes/efectos adversos , Anticoagulantes/uso terapéutico , COVID-19/mortalidad , Femenino , Hemorragia/inducido químicamente , Heparina/efectos adversos , Heparina/uso terapéutico , Heparina de Bajo-Peso-Molecular/uso terapéutico , Mortalidad Hospitalaria , Humanos , Masculino , Persona de Mediana Edad , Análisis de Supervivencia
4.
Semin Neurol ; 44(3): 389-397, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38631382

RESUMEN

The Curing Coma Campaign (CCC) and its contributing collaborators identified multiple key areas of knowledge and research gaps in coma and disorders of consciousness (DoC). This step was a crucial effort and essential to prioritize future educational and research efforts. These key areas include defining categories of DoC, assessing DoC using multimodal approach (e.g., behavioral assessment tools, advanced neuroimaging studies), discussing optimal clinical trials' design and exploring computational models to conduct clinical trials in patients with DoC, and establishing common data elements to standardize data collection. Other key areas focused on creating coma care registry and educating clinicians and patients and promoting awareness of DoC to improve care in patients with DoC. The ongoing efforts in these key areas are discussed.


Asunto(s)
Coma , Humanos , Coma/terapia , Trastornos de la Conciencia/terapia , Trastornos de la Conciencia/diagnóstico
5.
Neurocrit Care ; 40(2): 395-414, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-37923968

RESUMEN

BACKGROUND: The objective of this document is to provide recommendations on the formal reliability of major clinical predictors often associated with intracerebral hemorrhage (ICH) neuroprognostication. METHODS: A narrative systematic review was completed using the Grading of Recommendations Assessment, Development, and Evaluation methodology and the Population, Intervention, Comparator, Outcome, Timing, Setting questions. Predictors, which included both individual clinical variables and prediction models, were selected based on clinical relevance and attention in the literature. Following construction of the evidence profile and summary of findings, recommendations were based on Grading of Recommendations Assessment, Development, and Evaluation criteria. Good practice statements addressed essential principles of neuroprognostication that could not be framed in the Population, Intervention, Comparator, Outcome, Timing, Setting format. RESULTS: Six candidate clinical variables and two clinical grading scales (the original ICH score and maximally treated ICH score) were selected for recommendation creation. A total of 347 articles out of 10,751 articles screened met our eligibility criteria. Consensus statements of good practice included deferring neuroprognostication-aside from the most clinically devastated patients-for at least the first 48-72 h of intensive care unit admission; understanding what outcomes would have been most valued by the patient; and counseling of patients and surrogates whose ultimate neurological recovery may occur over a variable period of time. Although many clinical variables and grading scales are associated with ICH poor outcome, no clinical variable alone or sole clinical grading scale was suggested by the panel as currently being reliable by itself for use in counseling patients with ICH and their surrogates, regarding functional outcome at 3 months and beyond or 30-day mortality. CONCLUSIONS: These guidelines provide recommendations on the formal reliability of predictors of poor outcome in the context of counseling patients with ICH and surrogates and suggest broad principles of neuroprognostication. Clinicians formulating their judgments of prognosis for patients with ICH should avoid anchoring bias based solely on any one clinical variable or published clinical grading scale.


Asunto(s)
Hemorragia Cerebral , Enfermedad Crítica , Adulto , Humanos , Enfermedad Crítica/terapia , Reproducibilidad de los Resultados , Hemorragia Cerebral/diagnóstico , Hemorragia Cerebral/terapia , Pronóstico , Hospitalización
6.
Neurocrit Care ; 40(2): 415-437, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-37957419

RESUMEN

BACKGROUND: Traumatic spinal cord injury (tSCI) impacts patients and their families acutely and often for the long term. The ability of clinicians to share prognostic information about mortality and functional outcomes allows patients and their surrogates to engage in decision-making and plan for the future. These guidelines provide recommendations on the reliability of acute-phase clinical predictors to inform neuroprognostication and guide clinicians in counseling adult patients with tSCI or their surrogates. METHODS: A narrative systematic review was completed using Grading of Recommendations Assessment, Development, and Evaluation methodology. Candidate predictors, including clinical variables and prediction models, were selected based on clinical relevance and presence of an appropriate body of evidence. The Population/Intervention/Comparator/Outcome/Timing/Setting question was framed as "When counseling patients or surrogates of critically ill patients with traumatic spinal cord injury, should < predictor, with time of assessment if appropriate > be considered a reliable predictor of < outcome, with time frame of assessment >?" Additional full-text screening criteria were used to exclude small and lower quality studies. Following construction of an evidence profile and summary of findings, recommendations were based on four Grading of Recommendations Assessment, Development, and Evaluation criteria: quality of evidence, balance of desirable and undesirable consequences, values and preferences, and resource use. Good practice recommendations addressed essential principles of neuroprognostication that could not be framed in the Population/Intervention/Comparator/Outcome/Timing/Setting format. Throughout the guideline development process, an individual living with tSCI provided perspective on patient-centered priorities. RESULTS: Six candidate clinical variables and one prediction model were selected. Out of 11,132 articles screened, 369 met inclusion criteria for full-text review and 35 articles met eligibility criteria to guide recommendations. We recommend pathologic findings on magnetic resonance imaging, neurological level of injury, and severity of injury as moderately reliable predictors of American Spinal Cord Injury Impairment Scale improvement and the Dutch Clinical Prediction Rule as a moderately reliable prediction model of independent ambulation at 1 year after injury. No other reliable or moderately reliable predictors of mortality or functional outcome were identified. Good practice recommendations include considering the complete clinical condition as opposed to a single variable and communicating the challenges of likely functional deficits as well as potential for improvement and for long-term quality of life with SCI-related deficits to patients and surrogates. CONCLUSIONS: These guidelines provide recommendations about the reliability of acute-phase predictors of mortality, functional outcome, American Spinal Injury Association Impairment Scale grade conversion, and recovery of independent ambulation for consideration when counseling patients with tSCI or their surrogates and suggest broad principles of neuroprognostication in this context.


Asunto(s)
Traumatismos de la Médula Espinal , Traumatismos Vertebrales , Adulto , Humanos , Calidad de Vida , Reproducibilidad de los Resultados , Traumatismos de la Médula Espinal/diagnóstico , Traumatismos de la Médula Espinal/terapia , Pronóstico
7.
Neurocrit Care ; 40(2): 448-476, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38366277

RESUMEN

BACKGROUND: Moderate-severe traumatic brain injury (msTBI) carries high morbidity and mortality worldwide. Accurate neuroprognostication is essential in guiding clinical decisions, including patient triage and transition to comfort measures. Here we provide recommendations regarding the reliability of major clinical predictors and prediction models commonly used in msTBI neuroprognostication, guiding clinicians in counseling surrogate decision-makers. METHODS: Using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) methodology, we conducted a systematic narrative review of the most clinically relevant predictors and prediction models cited in the literature. The review involved framing specific population/intervention/comparator/outcome/timing/setting (PICOTS) questions and employing stringent full-text screening criteria to examine the literature, focusing on four GRADE criteria: quality of evidence, desirability of outcomes, values and preferences, and resource use. Moreover, good practice recommendations addressing the key principles of neuroprognostication were drafted. RESULTS: After screening 8125 articles, 41 met our eligibility criteria. Ten clinical variables and nine grading scales were selected. Many articles varied in defining "poor" functional outcomes. For consistency, we treated "poor" as "unfavorable". Although many clinical variables are associated with poor outcome in msTBI, only the presence of bilateral pupillary nonreactivity on admission, conditional on accurate assessment without confounding from medications or injuries, was deemed moderately reliable for counseling surrogates regarding 6-month functional outcomes or in-hospital mortality. In terms of prediction models, the Corticosteroid Randomization After Significant Head Injury (CRASH)-basic, CRASH-CT (CRASH-basic extended by computed tomography features), International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT)-core, IMPACT-extended, and IMPACT-lab models were recommended as moderately reliable in predicting 14-day to 6-month mortality and functional outcomes at 6 months and beyond. When using "moderately reliable" predictors or prediction models, the clinician must acknowledge "substantial" uncertainty in the prognosis. CONCLUSIONS: These guidelines provide recommendations to clinicians on the formal reliability of individual predictors and prediction models of poor outcome when counseling surrogates of patients with msTBI and suggest broad principles of neuroprognostication.


Asunto(s)
Lesiones Traumáticas del Encéfalo , Traumatismos Craneocerebrales , Adulto , Humanos , Enfermedad Crítica , Reproducibilidad de los Resultados , Estudios de Cohortes , Lesiones Traumáticas del Encéfalo/diagnóstico , Lesiones Traumáticas del Encéfalo/terapia , Pronóstico
8.
Artículo en Inglés | MEDLINE | ID: mdl-38602475

RESUMEN

INTRODUCTION: This paper presents a camera sheath that can be assembled to various minimally invasive surgical instruments and provide the localized view of the instrument tip. MATERIAL AND METHODS: The advanced transformable head structure (ATHS) that overcomes the trade-off between the camera resolution and the instrument size is designed for the sheath. Design solutions to maintain the alignment between the camera's line of sight and the instrument tip direction during the transformation of the ATHS are derived and applied to the prototype of the sheath. RESULTS: The design solution ensured proper alignment between the line of sight and the tip direction. The prototype was used with the curved micro-debrider blades in simulated functional endoscopic sinus surgery (FESS). Deep regions of the sinus that were not observable with the conventional endoscopes was accessed and observed using the prototype. CONCLUSIONS: The presented camera sheath allows the delivery of the instrument and camera to the surgical site with minimal increase in port size. It may be applied to various surgeries to reduce invasiveness and provide additional visual information to the surgeons.

9.
Endocr Pract ; 29(11): 862-867, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37611751

RESUMEN

OBJECTIVE: To examine the extent to which metformin increases the risk of vitamin B12 deficiency and borderline deficiency over time in participants with type 2 diabetes mellitus (T2DM). METHODS: Using the All of Us database, adults aged ≥18 years with T2DM and a documented history of metformin use were included for the evaluation of B12 deficiency. Those with B12 deficiency before metformin use were excluded. Adjusted logistic regression models were used to evaluate the association between metformin use and long-term metformin use (≥4 years) and the risk of B12 deficiency. We conducted a subgroup analysis comparing differences in borderline B12 deficiency in metformin and non-metformin users. RESULTS: Of 36 740 participants with T2DM, 6221 (16.9%) had documented metformin use. The mean age of metformin users was 65.3 years. B12 deficiency was confirmed in 464 (7.5%) metformin users, and 1919 of 30 519 participants (6.3%) did not use metformin. Metformin users had a 4.7% increased risk of developing B12 deficiency compared with nonmetformin users (P = .44). Each additional year of metformin use was associated with 5% increased likelihood of deficiency (P < .05). Metformin use for ≥4 years resulted in a 41.0% increased odds of B12 deficiency, compared with those who used <4 years of metformin (P < .05). Metformin use increased the odds of borderline B12 deficiency by 27.0% (P < .05). CONCLUSION: Long-term metformin use was associated with an increased risk of B12 deficiency in patients with T2DM, with compounding risk over time.


Asunto(s)
Diabetes Mellitus Tipo 2 , Metformina , Salud Poblacional , Deficiencia de Vitamina B 12 , Adulto , Humanos , Adolescente , Anciano , Metformina/efectos adversos , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Diabetes Mellitus Tipo 2/epidemiología , Hipoglucemiantes/efectos adversos , Deficiencia de Vitamina B 12/inducido químicamente , Deficiencia de Vitamina B 12/epidemiología , Deficiencia de Vitamina B 12/complicaciones
10.
Neurocrit Care ; 38(3): 533-563, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-36949360

RESUMEN

BACKGROUND: Among cardiac arrest survivors, about half remain comatose 72 h following return of spontaneous circulation (ROSC). Prognostication of poor neurological outcome in this population may result in withdrawal of life-sustaining therapy and death. The objective of this article is to provide recommendations on the reliability of select clinical predictors that serve as the basis of neuroprognostication and provide guidance to clinicians counseling surrogates of comatose cardiac arrest survivors. METHODS: A narrative systematic review was completed using Grading of Recommendations Assessment, Development and Evaluation (GRADE) methodology. Candidate predictors, which included clinical variables and prediction models, were selected based on clinical relevance and the presence of an appropriate body of evidence. The Population, Intervention, Comparator, Outcome, Timing, Setting (PICOTS) question was framed as follows: "When counseling surrogates of comatose adult survivors of cardiac arrest, should [predictor, with time of assessment if appropriate] be considered a reliable predictor of poor functional outcome assessed at 3 months or later?" Additional full-text screening criteria were used to exclude small and lower-quality studies. Following construction of the evidence profile and summary of findings, recommendations were based on four GRADE criteria: quality of evidence, balance of desirable and undesirable consequences, values and preferences, and resource use. In addition, good practice recommendations addressed essential principles of neuroprognostication that could not be framed in PICOTS format. RESULTS: Eleven candidate clinical variables and three prediction models were selected based on clinical relevance and the presence of an appropriate body of literature. A total of 72 articles met our eligibility criteria to guide recommendations. Good practice recommendations include waiting 72 h following ROSC/rewarming prior to neuroprognostication, avoiding sedation or other confounders, the use of multimodal assessment, and an extended period of observation for awakening in patients with an indeterminate prognosis, if consistent with goals of care. The bilateral absence of pupillary light response > 72 h from ROSC and the bilateral absence of N20 response on somatosensory evoked potential testing were identified as reliable predictors. Computed tomography or magnetic resonance imaging of the brain > 48 h from ROSC and electroencephalography > 72 h from ROSC were identified as moderately reliable predictors. CONCLUSIONS: These guidelines provide recommendations on the reliability of predictors of poor outcome in the context of counseling surrogates of comatose survivors of cardiac arrest and suggest broad principles of neuroprognostication. Few predictors were considered reliable or moderately reliable based on the available body of evidence.


Asunto(s)
Paro Cardíaco , Hipotermia Inducida , Adulto , Humanos , Coma , Paro Cardíaco/complicaciones , Paro Cardíaco/terapia , Pronóstico , Reproducibilidad de los Resultados , Sobrevivientes
11.
Neurocrit Care ; 38(3): 564-583, 2023 06.
Artículo en Inglés | MEDLINE | ID: mdl-36964442

RESUMEN

BACKGROUND: Guillain-Barré syndrome (GBS) often carries a favorable prognosis. Of adult patients with GBS, 10-30% require mechanical ventilation during the acute phase of the disease. After the acute phase, the focus shifts to restoration of motor strength, ambulation, and neurological function, with variable speed and degree of recovery. The objective of these guidelines is to provide recommendations on the reliability of select clinical predictors that serve as the basis of neuroprognostication and provide guidance to clinicians counseling adult patients with GBS and/or their surrogates. METHODS: A narrative systematic review was completed using Grading of Recommendations Assessment, Development and Evaluation (GRADE) methodology. Candidate predictors, including clinical variables and prediction models, were selected based on clinical relevance and presence of appropriate body of evidence. The Population/Intervention/Comparator/Outcome/Time frame/Setting (PICOTS) question was framed as follows: "When counseling patients or surrogates of critically ill patients with Guillain-Barré syndrome, should [predictor, with time of assessment if appropriate] be considered a reliable predictor of [outcome, with time frame of assessment]?" Additional full-text screening criteria were used to exclude small and lower quality studies. Following construction of an evidence profile and summary of findings, recommendations were based on four GRADE criteria: quality of evidence, balance of desirable and undesirable consequences, values and preferences, and resource use. In addition, good practice recommendations addressed essential principles of neuroprognostication that could not be framed in PICOTS format. RESULTS: Eight candidate clinical variables and six prediction models were selected. A total of 45 articles met our eligibility criteria to guide recommendations. We recommend bulbar weakness (the degree of motor weakness at disease nadir) and the Erasmus GBS Respiratory Insufficiency Score as moderately reliable for prediction of the need for mechanical ventilation. The Erasmus GBS Outcome Score (EGOS) and modified EGOS were identified as moderately reliable predictors of independent ambulation at 3 months and beyond. Good practice recommendations include consideration of both acute and recovery phases of the disease during prognostication, discussion of the possible need for mechanical ventilation and enteral nutrition during counseling, and consideration of the complete clinical condition as opposed to a single variable during prognostication. CONCLUSIONS: These guidelines provide recommendations on the reliability of predictors of the need for mechanical ventilation, poor functional outcome, and independent ambulation following GBS in the context of counseling patients and/or surrogates and suggest broad principles of neuroprognostication. Few predictors were considered moderately reliable based on the available body of evidence, and higher quality data are needed.


Asunto(s)
Síndrome de Guillain-Barré , Insuficiencia Respiratoria , Adulto , Humanos , Síndrome de Guillain-Barré/diagnóstico , Síndrome de Guillain-Barré/terapia , Pronóstico , Reproducibilidad de los Resultados , Respiración Artificial
12.
BMC Med Inform Decis Mak ; 23(1): 105, 2023 06 11.
Artículo en Inglés | MEDLINE | ID: mdl-37301967

RESUMEN

INTRODUCTION: Adverse drug events (ADEs) are associated with poor outcomes and increased costs but may be prevented with prediction tools. With the National Institute of Health All of Us (AoU) database, we employed machine learning (ML) to predict selective serotonin reuptake inhibitor (SSRI)-associated bleeding. METHODS: The AoU program, beginning in 05/2018, continues to recruit ≥ 18 years old individuals across the United States. Participants completed surveys and consented to contribute electronic health record (EHR) for research. Using the EHR, we determined participants who were exposed to SSRIs (citalopram, escitalopram, fluoxetine, fluvoxamine, paroxetine, sertraline, vortioxetine). Features (n = 88) were selected with clinicians' input and comprised sociodemographic, lifestyle, comorbidities, and medication use information. We identified bleeding events with validated EHR algorithms and applied logistic regression, decision tree, random forest, and extreme gradient boost to predict bleeding during SSRI exposure. We assessed model performance with area under the receiver operating characteristic curve statistic (AUC) and defined clinically significant features as resulting in > 0.01 decline in AUC after removal from the model, in three of four ML models. RESULTS: There were 10,362 participants exposed to SSRIs, with 9.6% experiencing a bleeding event during SSRI exposure. For each SSRI, performance across all four ML models was relatively consistent. AUCs from the best models ranged 0.632-0.698. Clinically significant features included health literacy for escitalopram, and bleeding history and socioeconomic status for all SSRIs. CONCLUSIONS: We demonstrated feasibility of predicting ADEs using ML. Incorporating genomic features and drug interactions with deep learning models may improve ADE prediction.


Asunto(s)
Salud Poblacional , Inhibidores Selectivos de la Recaptación de Serotonina , Humanos , Estados Unidos , Adolescente , Inhibidores Selectivos de la Recaptación de Serotonina/efectos adversos , Estudios de Factibilidad , Escitalopram , Modelos Estadísticos , Pronóstico , Aprendizaje Automático
13.
J Am Pharm Assoc (2003) ; 63(2): 582-591.e20, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-36549934

RESUMEN

BACKGROUND: The National Institutes of Health All of Us (AoU) Research Program is currently building a database of 1million+ adult subjects. With it, we describe the characteristics of those with documented vaccinations. OBJECTIVES: To describe the sociodemographic, health status, and lifestyle factors associated with vaccinations. METHODS: This is a retrospective study involving data from the AoU program (R2020Q4R2, N = 315,297). Five vaccine cohorts [influenza, hepatitis B (HBV), pneumococcal <65 years old, pneumococcal ≥65 years old, and human papillomavirus (HPV)] were generated based on vaccination history. The influenza cohort comprised participants with documented influenza vaccinations in electronic health records (EHRs) from September 2017 to May 2018. Other vaccine cohorts comprised participants with ≥1 lifetime record(s) of vaccination documented in the EHR by December 2018. The vaccine cohorts were compared to the overall AoU cohort. Descriptive statistics were generated using EHR- and survey-based sociodemographic, health, and lifestyle information. The SAMBA (0.9.0) R package was utilized to adjust for EHR selection and outcome misclassification biases to infer sources of disparity for pneumococcal vaccinations in older adults. RESULTS: Cohort counts were as follows: influenza (n = 15,346), HBV (n = 6323), pneumococcal <65 (n = 15,217), pneumococcal ≥65 (n = 15,100), and HPV (n = 2125). All vaccine cohorts had higher proportions of White and non-Hispanic/Latino participants compared to the overall AoU cohort. The largest differences were found in pneumococcal age ≥65, with 80.2% White participants compared to 52.9% in the overall study population. Multivariable analysis revealed that race/ethnic disparities in pneumococcal vaccination among older adults were explained by biological sex, income, health insurance, and education-related variables. CONCLUSION: Racial, ethnic, education, and income characteristics differ across the vaccine cohorts among AoU participants. These findings inform future utilization of large health databases in vaccine epidemiology research and emphasize the need for more targeted interventions that address differences in vaccine uptake.


Asunto(s)
Vacunas contra la Influenza , Gripe Humana , Infecciones por Papillomavirus , Salud Poblacional , Humanos , Anciano , Gripe Humana/prevención & control , Estudios Retrospectivos , Vacunación , Vacunas Neumococicas
14.
Sensors (Basel) ; 23(20)2023 Oct 13.
Artículo en Inglés | MEDLINE | ID: mdl-37896536

RESUMEN

During the 2019 coronavirus disease pandemic, robotic-based systems for swab sampling were developed to reduce burdens on healthcare workers and their risk of infection. Teleoperated sampling systems are especially appreciated as they fundamentally prevent contact with suspected COVID-19 patients. However, the limited field of view of the installed cameras prevents the operator from recognizing the position and deformation of the swab inserted into the nasal cavity, which highly decreases the operating performance. To overcome this limitation, this study proposes a visual feedback system that monitors and reconstructs the shape of an NP swab using augmented reality (AR). The sampling device contained three load cells and measured the interaction force applied to the swab, while the shape information was captured using a motion-tracking program. These datasets were used to train a one-dimensional convolution neural network (1DCNN) model, which estimated the coordinates of three feature points of the swab in 2D X-Y plane. Based on these points, the virtual shape of the swab, reflecting the curvature of the actual one, was reconstructed and overlaid on the visual display. The accuracy of the 1DCNN model was evaluated on a 2D plane under ten different bending conditions. The results demonstrate that the x-values of the predicted points show errors of under 0.590 mm from P0, while those of P1 and P2 show a biased error of about -1.5 mm with constant standard deviations. For the y-values, the error of all feature points under positive bending is uniformly estimated with under 1 mm of difference, when the error under negative bending increases depending on the amount of deformation. Finally, experiments using a collaborative robot validate its ability to visualize the actual swab's position and deformation on the camera image of 2D and 3D phantoms.


Asunto(s)
Retroalimentación Sensorial , Cirugía Asistida por Computador , Humanos , Manejo de Especímenes , Cirugía Asistida por Computador/métodos , Redes Neurales de la Computación , Nasofaringe
15.
Semin Neurol ; 42(3): 393-402, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35768013

RESUMEN

Recovery from coma or disordered consciousness is a central issue in patients with acute brain injuries such as stroke, trauma, cardiac arrest, and brain infections. Yet, major gaps remain in the scientific underpinnings of coma and this has led to inaccuracy in prognostication and limited interventions for coma recovery. Even so, recent studies have begun to elucidate mechanisms of consciousness early and prolonged after acute brain injury and some pilot interventions have begun to be tested. The importance and scope of this led in 2019 to the development of the Curing Coma Campaign, an initiative of the Neurocritical Care Society designed to provide a platform for scientific collaboration across the patient care continuum and to empower a community for purposes of research, education, implementation science, and advocacy. Seen as a "grand challenge," the Curing Coma Campaign has developed an infrastructure of scientific working groups and operational modules, along with a 10-year roadmap.


Asunto(s)
Lesiones Encefálicas , Coma , Coma/diagnóstico , Coma/terapia , Estado de Conciencia , Humanos
16.
Neurocrit Care ; 37(1): 326-350, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35534661

RESUMEN

This proceedings article presents actionable research targets on the basis of the presentations and discussions at the 2nd Curing Coma National Institutes of Health (NIH) symposium held from May 3 to May 5, 2021. Here, we summarize the background, research priorities, panel discussions, and deliverables discussed during the symposium across six major domains related to disorders of consciousness. The six domains include (1) Biology of Coma, (2) Coma Database, (3) Neuroprognostication, (4) Care of Comatose Patients, (5) Early Clinical Trials, and (6) Long-term Recovery. Following the 1st Curing Coma NIH virtual symposium held on September 9 to September 10, 2020, six workgroups, each consisting of field experts in respective domains, were formed and tasked with identifying gaps and developing key priorities and deliverables to advance the mission of the Curing Coma Campaign. The highly interactive and inspiring presentations and panel discussions during the 3-day virtual NIH symposium identified several action items for the Curing Coma Campaign mission, which we summarize in this article.


Asunto(s)
Coma , Estado de Conciencia , Coma/terapia , Trastornos de la Conciencia/diagnóstico , Trastornos de la Conciencia/terapia , Humanos , National Institutes of Health (U.S.) , Estados Unidos
17.
JAMA ; 327(3): 227-236, 2022 01 18.
Artículo en Inglés | MEDLINE | ID: mdl-35040887

RESUMEN

Importance: Platelets represent a potential therapeutic target for improved clinical outcomes in patients with COVID-19. Objective: To evaluate the benefits and risks of adding a P2Y12 inhibitor to anticoagulant therapy among non-critically ill patients hospitalized for COVID-19. Design, Setting, and Participants: An open-label, bayesian, adaptive randomized clinical trial including 562 non-critically ill patients hospitalized for COVID-19 was conducted between February 2021 and June 2021 at 60 hospitals in Brazil, Italy, Spain, and the US. The date of final 90-day follow-up was September 15, 2021. Interventions: Patients were randomized to a therapeutic dose of heparin plus a P2Y12 inhibitor (n = 293) or a therapeutic dose of heparin only (usual care) (n = 269) in a 1:1 ratio for 14 days or until hospital discharge, whichever was sooner. Ticagrelor was the preferred P2Y12 inhibitor. Main Outcomes and Measures: The composite primary outcome was organ support-free days evaluated on an ordinal scale that combined in-hospital death (assigned a value of -1) and, for those who survived to hospital discharge, the number of days free of respiratory or cardiovascular organ support up to day 21 of the index hospitalization (range, -1 to 21 days; higher scores indicate less organ support and better outcomes). The primary safety outcome was major bleeding by 28 days as defined by the International Society on Thrombosis and Hemostasis. Results: Enrollment of non-critically ill patients was discontinued when the prespecified criterion for futility was met. All 562 patients who were randomized (mean age, 52.7 [SD, 13.5] years; 41.5% women) completed the trial and 87% received a therapeutic dose of heparin by the end of study day 1. In the P2Y12 inhibitor group, ticagrelor was used in 63% of patients and clopidogrel in 37%. The median number of organ support-free days was 21 days (IQR, 20-21 days) among patients in the P2Y12 inhibitor group and was 21 days (IQR, 21-21 days) in the usual care group (adjusted odds ratio, 0.83 [95% credible interval, 0.55-1.25]; posterior probability of futility [defined as an odds ratio <1.2], 96%). Major bleeding occurred in 6 patients (2.0%) in the P2Y12 inhibitor group and in 2 patients (0.7%) in the usual care group (adjusted odds ratio, 3.31 [95% CI, 0.64-17.2]; P = .15). Conclusions and Relevance: Among non-critically ill patients hospitalized for COVID-19, the use of a P2Y12 inhibitor in addition to a therapeutic dose of heparin, compared with a therapeutic dose of heparin only, did not result in an increased odds of improvement in organ support-free days within 21 days during hospitalization. Trial Registration: ClinicalTrials.gov Identifier: NCT04505774.


Asunto(s)
Anticoagulantes/administración & dosificación , Tratamiento Farmacológico de COVID-19 , Heparina/administración & dosificación , Pacientes Internos , Antagonistas del Receptor Purinérgico P2Y/administración & dosificación , Anciano , Anciano de 80 o más Años , Anticoagulantes/efectos adversos , COVID-19/sangre , COVID-19/mortalidad , Clopidogrel/administración & dosificación , Clopidogrel/efectos adversos , Comorbilidad , Oxigenación por Membrana Extracorpórea/estadística & datos numéricos , Femenino , Hemorragia/inducido químicamente , Heparina/efectos adversos , Mortalidad Hospitalaria , Humanos , Masculino , Inutilidad Médica , Persona de Mediana Edad , Evaluación de Resultado en la Atención de Salud , Terapia por Inhalación de Oxígeno/estadística & datos numéricos , Activación Plaquetaria/efectos de los fármacos , Inhibidores de Agregación Plaquetaria/administración & dosificación , Inhibidores de Agregación Plaquetaria/efectos adversos , Antagonistas del Receptor Purinérgico P2Y/efectos adversos , Receptores Purinérgicos P2Y12 , Respiración Artificial/estadística & datos numéricos , Trombosis/epidemiología , Ticagrelor/administración & dosificación , Ticagrelor/efectos adversos , Factores de Tiempo , Resultado del Tratamiento
18.
Crit Care Nurs Q ; 43(2): 205-215, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32084063

RESUMEN

Patients with Parkinson's disease (PD) face unique challenges when admitted to the hospital. The nature of the disease, complexity of the pharmacotherapeutic home regimens, and the medication-related policies of institutionalized care all contribute to the challenges patients and providers face. In addition, medication errors are common in this population. Incorrectly ordered or omitted home medications or delayed administration can have significant negative consequences including worsening of PD symptoms, dopamine agonist withdrawal syndrome, or malignant or hyperpyrexia syndrome. Also, this patient population may commonly encounter contraindicated medications ordered during their hospitalizations. These medication misadventures negatively affect patient care, which may lead to increased length of stay and significant adverse sequalae. Nurses, pharmacists, and other health care providers can help ease the anxiety of patients and their families by taking detailed medication histories, restarting home medication regimens, customizing medication administration to fit patients' needs, and screening patient profiles for drug-drug and drug-disease interactions. Education of hospital staff regarding the unique needs of this patient population and seeking the advice of specialists in PD can also promote improved patient care.


Asunto(s)
Unidades de Cuidados Intensivos , Anamnesis , Errores de Medicación/efectos adversos , Enfermedad de Parkinson/tratamiento farmacológico , Preparaciones Farmacéuticas/administración & dosificación , Personal de Salud/educación , Hospitalización , Humanos , Errores de Medicación/prevención & control , Farmacéuticos
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