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1.
J Surg Educ ; 81(3): 339-343, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38302298

RESUMO

OBJECTIVE: To determine whether participation in certain hobbies (e.g., participation in sports, playing musical instruments, or other hobbies requiring fine motor skills), preresidency, are associated with higher technical skills ratings at the time of residency graduation. DESIGN: Faculty members from 14 general surgery residency programs scored individual graduates from 2017 to 2020 on their technical skills using a 5-point Likert scale. Hobbies for these residents were collected from their Electronic Residency Application Service (ERAS) data. A single reviewer classified each ERAS hobby into predefined categories including musical instruments, sports requiring hand-eye coordination, team sports, and activities necessitating hand-eye coordination. Spearman correlation coefficients were calculated for the relationship between each category of hobby-as well as the total number of hobbies in each category-and the outcome of surgical faculty ratings of residents' technical surgical skills during their last year of residency. A proportional odds model including the above predictive variables was also fit to the data. SETTING: Fourteen general surgery residency programs. PARTICIPANTS: General surgery residency graduates from 14 different programs from 2017 to 2020. RESULTS: There were 296 residents across 14 institutions. The average ranking of residents' technical skills was 3.24 (SD 1.1). A total of 40% of residents played sports involving hand-eye coordination, 31% played team sports, 28% participated in nonsport hobbies that require eye-hand coordination, and 20% played musical instruments. Correlation coefficients were not statistically significant for any of the categories. In the proportional odds model, none of the variables were associated with statistically significant increased odds of a higher technical skills rating. CONCLUSIONS: There was no correlation between general surgery chief residents' technical skills as rated by faculty, and self-reported pre-residency hobbies on the ERAS application. These findings suggest such hobbies prior to residency are unlikely to predict future technical skills prowess.


Assuntos
Cirurgia Geral , Internato e Residência , Humanos , Passatempos , Cirurgia Geral/educação , Competência Clínica
2.
J Trauma Acute Care Surg ; 96(6): 971-979, 2024 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-38189678

RESUMO

BACKGROUND: Robotic cholecystectomy is being increasingly used for patients with acute gallbladder disease who present to the emergency department, but clinical evidence is limited. We aimed to compare the outcomes of emergent laparoscopic and robotic cholecystectomies in a large real-world database. METHODS: Patients who received emergent laparoscopic or robotic cholecystectomies from 2020 to 2022 were identified from the Intuitive Custom Hospital Analytics database, based on deidentified extraction of electronic health record data from US hospitals. Conversion to open or subtotal cholecystectomy and complications were defined using ICD10 and/or CPT codes. Multivariate logistic regression with inverse probability treatment weighting (IPTW) was performed to compare clinical outcomes of laparoscopic versus robotic approach after balancing covariates. Cost analysis was performed with activity-based costing and adjustment for inflation. RESULTS: Of 26,786 laparoscopic and 3,151 robotic emergent cholecystectomy patients being included, 64% were female, 60% were ≥45 years, and 24% were obese. Approximately 5.5% patients presented with pancreatitis, and 4% each presenting with sepsis and biliary obstruction. After IPTW, distributions of all baseline covariates were balanced. Robotic cholecystectomy decreased odds of conversion to open (odds ratio, 0.68; 95% confidence interval, 0.49-0.93; p = 0.035), but increased odds of subtotal cholecystectomy (odds ratio, 1.64; 95% confidence interval, 1.03-2.60; p = 0.037). Surgical site infection, readmission, length of stay, hospital acquired conditions, bile duct injury or leak, and hospital mortality were similar in both groups. There was no significant difference in hospital cost. CONCLUSION: Robotic cholecystectomy has reduced odds of conversion to open and comparable complications, but increased odds of subtotal cholecystectomy compared with laparoscopic cholecystectomy for acute gallbladder diseases. Further work is required to assess the long-term implications of these differences. LEVEL OF EVIDENCE: Therapeutic/Care Management; Level IV.


Assuntos
Colecistectomia Laparoscópica , Doenças da Vesícula Biliar , Complicações Pós-Operatórias , Procedimentos Cirúrgicos Robóticos , Humanos , Procedimentos Cirúrgicos Robóticos/economia , Procedimentos Cirúrgicos Robóticos/estatística & dados numéricos , Procedimentos Cirúrgicos Robóticos/efeitos adversos , Masculino , Feminino , Pessoa de Meia-Idade , Colecistectomia Laparoscópica/efeitos adversos , Colecistectomia Laparoscópica/métodos , Colecistectomia Laparoscópica/estatística & dados numéricos , Colecistectomia Laparoscópica/economia , Doenças da Vesícula Biliar/cirurgia , Complicações Pós-Operatórias/epidemiologia , Idoso , Adulto , Colecistectomia/métodos , Colecistectomia/estatística & dados numéricos , Tempo de Internação/estatística & dados numéricos , Estudos Retrospectivos , Doença Aguda , Conversão para Cirurgia Aberta/estatística & dados numéricos , Estados Unidos/epidemiologia , Resultado do Tratamento
3.
J Surg Res ; 295: 47-52, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37988906

RESUMO

INTRODUCTION: We sought to compare medium-term outcomes between robotic-assisted cholecystectomy (RC) and laparoscopic cholecystectomy (LC) using validated quality of life (QoL) and pain assessments. MATERIALS AND METHODS: Patients who underwent RC or LC between 2012 and 2017 at a single academic institution were examined. Cases converted to open were excluded. Patients were contacted by telephone in 2019 and completed two standardized surveys to rate their QoL and pain. RESULTS: Of those screened, 122 (35.8%) completed both surveys. Ninety three (76.2%) underwent RC and 29 (23.8%) underwent LC. The groups (RC versus LC) were similar based on mean age (47.9 versus 45.5 y, P = 0.48), gender (66.7% versus 72.4% female, P = 0.56), race (86.0% White/5.4% Black versus 72.4% White/13.8% Black, P = 0.2), insurance status (98.9% versus 100.0% insured, P = 0.58), median body mass index (31.8 versus 31.3, P = 0.43), and median Charlson Comorbidity Index (1 versus 0, P = 0.14). Fewer RC patients had a history of steroid use compared to LC (16.1% versus 34.5%, P = 0.03). No overall significant difference in QoL was demonstrated. LC group had higher severity of "tiring-exhausting pain" (P = 0.04), "electric-shock pain" (P = 0.003), and "shooting pain" (P = 0.05). The "overall intensity" of pain in the "gallbladder region" between the groups was similar at the time of follow-up (P = 0.31). CONCLUSIONS: QoL over 2-7 y following time of surgery is comparable for robotic-assisted versus conventional laparoscopic cholecystectomies. The laparoscopic approach may be associated with a higher severity of subset categories of pain, but overall pain between the two approaches is comparable.


Assuntos
Colecistectomia Laparoscópica , Procedimentos Cirúrgicos Robóticos , Humanos , Feminino , Masculino , Colecistectomia Laparoscópica/efeitos adversos , Qualidade de Vida , Procedimentos Cirúrgicos Robóticos/efeitos adversos , Colecistectomia , Dor/etiologia
4.
Am Surg ; 89(10): 4186-4190, 2023 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-37278008

RESUMO

BACKGROUND: Social determinants of health (SDOH) including insurance and substance use affect 50-90% of health outcomes, yet there remains no standard means to quantify or predict their impact. We prospectively evaluated the effects of SDOH on length of stay (LOS) and readmissions among emergency general surgery (EGS) and trauma patients. We compared these outcomes with Medicare Diagnosis Related Group (DRG) data to better quantify the impact of SDOH. METHODS: Adult (≥18 years old) EGS/trauma patients admitted July 7-28, 2020 at a Level 1 trauma center were prospectively enrolled. Primary outcomes were overall LOS, one-year readmissions, and excess LOS (eLOS), defined as days beyond DRG mean LOS. RESULTS: Assessment of SDOH among the 52 patients enrolled revealed that 5.8% of patients were homeless; 26.9% experienced substance abuse; 13.5% were uninsured on admission; and 7.7% on discharge. Mean LOS was 5 ± 4 days; 1-year readmission rate 25.0%; eLOS mean 1.75 ± 2.4 days. LOS was associated with substance use (OR 70.6 95% CI 11.7-160.4). eLOS was associated with substance use (OR 6.1, 95% CI 1.5-25.1) and public or no insurance (OR 26.0, 95% CI 4.9-138.1). No correlations were found between SDOH and readmission rates. DISCUSSION: EGS and trauma patients experience high rates of negative SDOH which affect clinical outcomes including LOS and readmissions. Medicare DRG determined eLOS is a fiscally relevant measure of the impact of SDOH and differs from LOS and readmissions. Further investigation is required to determine if eLOS can delineate the effects of other SDOH on admission outcomes for this patient population.


Assuntos
Determinantes Sociais da Saúde , Transtornos Relacionados ao Uso de Substâncias , Adulto , Humanos , Idoso , Estados Unidos/epidemiologia , Adolescente , Tempo de Internação , Estudos Prospectivos , Complicações Pós-Operatórias/epidemiologia , Estudos Retrospectivos , Medicare , Readmissão do Paciente
5.
Proc Natl Acad Sci U S A ; 120(10): e2214357120, 2023 Mar 07.
Artigo em Inglês | MEDLINE | ID: mdl-36848560

RESUMO

Improving Coulombic efficiency (CE) is key to the adoption of high energy density lithium metal batteries. Liquid electrolyte engineering has emerged as a promising strategy for improving the CE of lithium metal batteries, but its complexity renders the performance prediction and design of electrolytes challenging. Here, we develop machine learning (ML) models that assist and accelerate the design of high-performance electrolytes. Using the elemental composition of electrolytes as the features of our models, we apply linear regression, random forest, and bagging models to identify the critical features for predicting CE. Our models reveal that a reduction in the solvent oxygen content is critical for superior CE. We use the ML models to design electrolyte formulations with fluorine-free solvents that achieve a high CE of 99.70%. This work highlights the promise of data-driven approaches that can accelerate the design of high-performance electrolytes for lithium metal batteries.

6.
J Neurosurg ; 138(5): 1227-1234, 2023 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-36208433

RESUMO

OBJECTIVE: Surgical site infections (SSIs) burden patients and healthcare systems, often requiring additional intervention. The objective of this study was to identify the relationship between preoperative predictors inclusive of scalp incision type and postoperative SSI following glioblastoma resection. METHODS: The authors retrospectively reviewed cases of glioblastoma resection performed at their institution from December 2006 to December 2019 and noted preoperative demographic and clinical presentations, excluding patients missing these data. Preoperative nutritional indices were available for a subset of cases. Scalp incisions were categorized as linear/curvilinear, reverse question mark, trapdoor, or frontotemporal. Patients were dichotomized by SSI incidence. Multivariable logistic regression was used to determine predictors of SSI. RESULTS: A total of 911 cases of glioblastoma resection were identified, 30 (3.3%) of which demonstrated postoperative SSI. There were no significant differences in preoperative malnutrition or number of surgeries between SSI and non-SSI cases. The SSI cases had a significantly lower preoperative Karnofsky Performance Status (KPS) than the non-SSI cases (63.0 vs 75.1, p < 0.0001), were more likely to have prior radiation history (43.3% vs 26.4%, p = 0.042), and were more likely to have received steroids both preoperatively and postoperatively (83.3% vs 54.5%, p = 0.002). Linear/curvilinear incisions were more common in non-SSI than in SSI cases (56.9% vs 30.0%, p = 0.004). Trapdoor scalp incisions were more frequent in SSI than non-SSI cases (43.3% vs 24.2%, p = 0.012). On multivariable analysis, a lower preoperative KPS (OR 1.04, 95% CI 1.02-1.06), a trapdoor scalp incision (OR 3.34, 95% CI 1.37-8.49), and combined preoperative and postoperative steroid administration (OR 3.52, 95% CI 1.41-10.7) were independently associated with an elevated risk of postoperative SSI. CONCLUSIONS: The study findings indicated that SSI risk following craniotomy for glioblastoma resection may be elevated in patients with a low preoperative KPS, a trapdoor scalp incision during surgery, and steroid treatment both preoperatively and postoperatively. These data may help guide future operative decision-making for these patients.


Assuntos
Glioblastoma , Infecção da Ferida Cirúrgica , Humanos , Infecção da Ferida Cirúrgica/epidemiologia , Estudos Retrospectivos , Fatores de Risco , Craniotomia
7.
JAMA Surg ; 157(11): 1061-1062, 2022 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-36069862

RESUMO

This study assesses gender parity in operating room locker room conditions.


Assuntos
Equidade de Gênero , Salas Cirúrgicas , Humanos , Recursos Humanos , Infecção da Ferida Cirúrgica
8.
JAMA Surg ; 157(10): 918-924, 2022 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-35947371

RESUMO

Importance: Characteristics of outstanding graduating surgical residents are currently undefined. Identifying these qualities may be important in guiding resident selection and resident education. Objective: To determine characteristics that are most strongly associated with being rated as an outstanding graduating surgical resident. Design, Setting, and Participants: The multi-institutional study had 3 phases. First, an expert panel developed a list of characteristics embodied by top graduating surgical residents. Second, groups of faculty from 14 US general-surgery residency programs ranked 2017 through 2020 graduates into quartiles of overall performance. Third, faculty evaluated their graduates on each characteristic using a 5-point Likert scale. Data were analyzed using Spearman rank-order correlation to identify which individual characteristics were associated with overall graduate performance. A least absolute shrinkage and selection operator (LASSO) ordinal regression was performed to select a parsimonious model to predict the outcome of overall performance rating from individual characteristic scores. Main Outcome and Measures: Surgical educators' rankings of general surgery residency graduates' overall performance. Results: Fifty faculty from 14 US residency programs with a median of 13 (range, 5-30) years of surgical education experience evaluated 297 general surgery residency graduates. Surgical educators identified 21 characteristics that they believed outstanding graduating surgical residents possessed. Two hundred ninety-seven surgical residency graduates were evaluated. Higher scores in every characteristic correlated with better overall performance. Characteristics most strongly associated with higher overall performance scores were surgical judgment (r = 0.728; P < .001), leadership (r = 0.726; P < .001), postoperative clinical skills (r = 0.715; P < .001), and preoperative clinical skills (r = 0.707; P < .001). The remainder of the characteristics were moderately associated with overall performance. The LASSO regression model identified 3 characteristics from which overall resident performance could be accurately predicted without measuring other qualities: surgical judgment (odds ratio [OR] per 1 level of 5-level Likert scale OR, 1.27; 95% CI, 1.03-1.51), leadership (OR, 1.27; 95% CI, 1.06-1.48), and medical knowledge (OR, 1.16; 95% CI, 1.01-1.33). Conclusions and Relevance: All individual characteristics identified by surgical educators as being qualities of outstanding graduating surgical residents were positively associated with overall graduate performance. Surgical judgment and leadership skills had the strongest individual associations. Assessment of only 3 qualities (surgical judgment, leadership, and medical knowledge) were required to predict overall resident performance ratings. These findings highlight the importance of developing specific surgical judgment and leadership skills curricula and assessments during surgical residency.


Assuntos
Internato e Residência , Competência Clínica , Currículo , Educação de Pós-Graduação em Medicina , Humanos
9.
Surg Endosc ; 36(5): 3442-3450, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-34327550

RESUMO

BACKGROUND: Robotic-assisted laparoscopic surgery (RALS) is evolving as an important surgical approach in the field of general surgery. We aimed to evaluate the learning curve for RALS procedures involving repair of hiatal hernias. METHODS: A series of robotic-assisted hiatal hernia (HH) repairs were performed between 2013 and 2017 by a surgeon at a single institution. Data were entered into a retrospective database. Patient demographics and intraoperative parameters including console time (CT), surgery time (ST), and total operative time (OT) were examined and abstracted for learning curve analysis using the cumulative sum (CUSUM) method. Assessment of perioperative and post-operative outcomes were calculated using descriptive statistics. RESULTS: The average age of the patients was 57.4 years, average BMI was 29.9 kg/m2, median American Society of Anesthesiologists (ASA) classification was 2, and average Charlson Comorbidity Index (CCI) score was 2.8. The series had a mean CT of 132.6 min, mean ST of 145.1 min, and mean OT of 197.4 min. The CUSUM learning curve for CT was best approximated as a third-order polynomial consisting of three unique phases: the initial training phase (case 1-40), the improvement phase (case 41-85), and the mastery phase (case 86 onwards). There was no significant difference in perioperative complications between the phases. Short-term clinical outcomes were comparable with national standards and did not correlate significantly with operative experience. CONCLUSIONS: The three phases identified with CUSUM analysis represented characteristic stages of the learning curve for robotic hiatal hernia procedures. Our data suggest the training phase is achieved after 40 cases and a high level of mastery is achieved after approximately 85 cases. Thus, the CUSUM method serves as a useful tool for objectively evaluating practical skills for surgeons and can ultimately help establish milestones that assess surgical competency during robotic surgery training.


Assuntos
Hérnia Hiatal , Laparoscopia , Procedimentos Cirúrgicos Robóticos , Hérnia Hiatal/cirurgia , Herniorrafia , Humanos , Laparoscopia/métodos , Curva de Aprendizado , Pessoa de Meia-Idade , Duração da Cirurgia , Estudos Retrospectivos , Procedimentos Cirúrgicos Robóticos/métodos
11.
World Neurosurg ; 159: e130-e138, 2022 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-34896348

RESUMO

OBJECTIVE: A need exists to better understand the prognostic factors that influence high-value care outcomes after meningioma surgery. The goal of the present study was to develop predictive models to determine the patients at risk of experiencing an extended hospital length of stay (LOS), nonroutine discharge disposition, and/or a 90-day hospital readmission after non-skull base meningioma resection. METHODS: In the present study, we analyzed the data from 396 patients who had undergone surgical resection of non-skull base meningiomas at a single institution between January 1, 2005 and December 31, 2020. The Mann-Whitney U test was used for bivariate analysis of the continuous variables and the Fisher exact test for bivariate analysis of the categorical variables. A multivariate analysis was conducted using logistic regression models. RESULTS: Most patients had had a falcine or parasagittal meningioma (66.2%), with the remainder having convexity (31.8%) or intraventricular (2.0%) tumors. Nonelective surgery (P < 0.0001) and an increased tumor volume (P = 0.0022) were significantly associated with a LOS >4 days on multivariate analysis. The independent predictors of a nonroutine discharge disposition included male sex (P = 0.0090), nonmarried status (P = 0.024), nonelective surgery (P = 0.0067), tumor location within the parasagittal or intraventricular region (P = 0.0084), and an increased modified frailty index score (P = 0.039). Hospital readmission within 90 days was independently associated with nonprivate insurance (P = 0.010) and nonmarried status (P = 0.0081). Three models predicting for a prolonged LOS, nonroutine discharge disposition, and 90-day readmission were implemented in the form of an open-access, online calculator (available at: https://neurooncsurgery3.shinyapps.io/non_skull_base_meningiomas/). CONCLUSIONS: After external validation, our open-access, online calculator could be useful for assessing the likelihood of adverse postoperative outcomes for patients undergoing surgery of non-skull base meningioma.


Assuntos
Neoplasias Meníngeas , Meningioma , Humanos , Tempo de Internação , Masculino , Neoplasias Meníngeas/cirurgia , Meningioma/cirurgia , Readmissão do Paciente , Estudos Retrospectivos
12.
J Neurooncol ; 156(2): 341-352, 2022 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-34855096

RESUMO

OBJECTIVE: The safety and efficacy of anticoagulation in managing superior sagittal sinus (SSS) thrombosis remains unclear. The present study investigated the relationship between anticoagulation and cerebrovascular complications in parasagittal/parafalcine meningioma patients presenting with post-surgical SSS thrombosis. METHODS: We analyzed 266 patients treated at a single institution between 2005 and 2020. Bivariate analysis was conducted using the Mann-Whitney U test and Fisher's exact test. Multivariate analysis was conducted using a logistic regression model. Blood thinning medications investigated included aspirin, warfarin, heparin, apixaban, rivaroxaban, and other novel oral anticoagulants (NOACs). A symptomatic SSS thrombosis was defined as a radiographically apparent thrombosis with new headaches, seizures, altered sensorium, or neurological deficits. RESULTS: Our patient cohort was majority female (67.3%) with a mean age ([Formula: see text] SD) of 58.82 [Formula: see text] 13.04 years. A total of 15 (5.6%) patients developed postoperative SSS thrombosis and 5 (1.9%) were symptomatic; 2 (0.8%) symptomatic patients received anticoagulation. None of these 15 patients developed cerebrovascular complications following observation or anticoagulative treatment of asymptomatic SSS thrombosis. While incidence of any other postoperative complications was significantly associated with SSS thrombosis in bivariate analysis (p = 0.015), this association was no longer observed in multivariate analysis (OR = 2.15, p = 0.16) when controlling for patient age, sex, and anatomical location of the tumor along the SSS. CONCLUSIONS: Our single-institution study examining the incidence of SSS thrombosis and associated risk factors highlights the need for further research efforts better prognosticate this adverse outcome. Conservative management may represent a viable treatment strategy for patients with SSS thrombosis.


Assuntos
Anticoagulantes , Craniotomia , Neoplasias Meníngeas , Meningioma , Trombose do Seio Sagital , Administração Oral , Idoso , Anticoagulantes/administração & dosagem , Anticoagulantes/efeitos adversos , Craniotomia/efeitos adversos , Feminino , Humanos , Masculino , Neoplasias Meníngeas/cirurgia , Meningioma/cirurgia , Pessoa de Meia-Idade , Trombose do Seio Sagital/tratamento farmacológico , Trombose do Seio Sagital/etiologia
13.
Surg Neurol Int ; 12: 490, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34754540

RESUMO

BACKGROUND: In a competitive landscape for neurosurgical residency admission, research productivity is increasingly important. Medical school applicants to neurosurgery report high numbers of "scholarly products" as published by the National Residency Match Program. Despite increased student involvement in research and productivity, to the best of our knowledge, no previous reported studies have examined student perspectives on their involvement in neurosurgical research. METHODS: For 2 consecutive years (February 2019 and February 2020), medical students (n = 55) from around the United States presented original research at the Student Neurosurgical Research Conference. Participants were administered a mixed-method survey designed to assess experiences and perspectives on engaging in neurosurgical research. Survey responses were analyzed independently by two researchers to assess for common themes and perspectives. RESULTS: Medical students engaged in all types of research work across nearly every neurosurgical subfield with "Basic/Bench Lab work" (38.5%) and "Chart Review" (23.1%) representing the majority of projects. Students commonly cited "curiosity/interest," and "residency application competitiveness" as main reasons for participation in research. About 66% of respondents reported experiencing anxiety/concern about research productivity "often" or "very often." Thematic analysis revealed that sources of research-related stress were (1) having enough publications to match into residency, and (2) having enough time in medical school to engage in research. CONCLUSION: Medical students engaging in neurosurgical research are highly motivated students driven by scientific curiosity and pressure to prepare for competitive residency applications. Students experience anxiety due to time constraints in medical curricula and increasing demands for scholarly productivity.

14.
Sci Rep ; 11(1): 4388, 2021 02 23.
Artigo em Inglês | MEDLINE | ID: mdl-33623096

RESUMO

Patients infected with SARS-CoV-2 may deteriorate rapidly and therefore continuous monitoring is necessary. We conducted an observational study involving patients with mild COVID-19 to explore the potentials of wearable biosensors and machine learning-based analysis of physiology parameters to detect clinical deterioration. Thirty-four patients (median age: 32 years; male: 52.9%) with mild COVID-19 from Queen Mary Hospital were recruited. The mean National Early Warning Score 2 (NEWS2) were 0.59 ± 0.7. 1231 manual measurement of physiology parameters were performed during hospital stay (median 15 days). Physiology parameters obtained from wearable biosensors correlated well with manual measurement including pulse rate (r = 0.96, p < 0.0001) and oxygen saturation (r = 0.87, p < 0.0001). A machine learning-derived index reflecting overall health status, Biovitals Index (BI), was generated by autonomous analysis of physiology parameters, symptoms, and other medical data. Daily BI was linearly associated with respiratory tract viral load (p < 0.0001) and NEWS2 (r = 0.75, p < 0.001). BI was superior to NEWS2 in predicting clinical worsening events (sensitivity 94.1% and specificity 88.9%) and prolonged hospitalization (sensitivity 66.7% and specificity 72.7%). Wearable biosensors coupled with machine learning-derived health index allowed automated detection of clinical deterioration.


Assuntos
Técnicas Biossensoriais/métodos , COVID-19 , Aprendizado de Máquina , Dispositivos Eletrônicos Vestíveis , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Observacionais como Assunto , Adulto Jovem
15.
World Neurosurg ; 146: e398-e404, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33130142

RESUMO

OBJECTIVE: Medical students interested in neurosurgery are increasingly involved in research, and research conferences have proven valuable for developing medical research experience and exposure. A research conference was designed for medical students interested in neurosurgery to present research. METHODS: Our team designed an annual research conference at the Warren Alpert Medical School of Brown University in conjunction with the Neurosurgery and Neurology Departments. In February 2019, we hosted the first Student Neurosurgical and Neurological Research Conference (SNRC), the first national research conference, to our knowledge, designed for medical students to present neurosurgical research in the United States. The conference consisted of student poster/oral presentations, keynote speeches from clinical faculty, and surgical skills workstations. In February 2020, we hosted the second SNRC. After each conference, participants (n = 55) completed a survey to assess student perspectives of the conference. RESULTS: Fifty-five medical students from around the nation attended the conferences to present their research. One hundred percent of participants affirmed that the conference fulfilled their primary reason for attending, which for most (54.5%) was the opportunity to present research. Thematic analysis revealed that students especially appreciated the "lower stress environment" and "opportunity to get feedback on their research." Notably, 97.6% of students felt the conference strengthened or increased their interest in neurosurgery. CONCLUSIONS: Participants felt that the SNRC was a valuable opportunity to present research in an environment conducive for practice and improvement. Research conferences primarily for medical students may support the development of young researchers while increasing and strengthening interest in the field of neurosurgery.


Assuntos
Pesquisa Biomédica/educação , Pesquisa Biomédica/tendências , Congressos como Assunto/tendências , Procedimentos Neurocirúrgicos/educação , Procedimentos Neurocirúrgicos/tendências , Estudantes de Medicina , Escolha da Profissão , Feminino , Humanos , Masculino , Rhode Island , Estados Unidos
16.
Front Neurol ; 11: 587587, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33281725

RESUMO

Background/Objective: Traumatic intracranial hemorrhage (tICH) accounts for significant trauma morbidity and mortality. Several studies have developed prognostic models for tICH outcomes, but previous models face limitations, including poor generalizability and limited accuracy. The objective was to develop a prognostic model and determine predictors of mortality using the largest trauma database in the U.S., applying rigorous analytical methodology with true hold-out-set model validation. Methods: We identified 248,536 patients in the National Trauma Data Bank (NTDB) from 2012 to 2016 with a diagnosis code associated with tICH. For each admission, we collected demographic information, systolic blood pressure, blood alcohol level (BAL), Glasgow Coma Score (GCS), Injury Severity Score (ISS), presence of epidural/subdural/subarachnoid/intraparenchymal hemorrhage, comorbidities, complications, trauma center level, and trauma center region. Our final study population was 212,666 patients following exclusion of records with missing data. The dependent variable was patient death. Linear support vector machine (SVM) classification was carried out with recursive feature selection. Model performance was assessed using holdout 10-fold cross-validation. Results: Cross-validation demonstrated a mean accuracy of 0.792 (95% CI 0.783-0.799). Accuracy, precision, recall, and AUC were 0.827, 0.309, 0.750, and 0.791, respectively. In the final model, high ISS, advanced age, subdural hemorrhage, and subarachnoid hemorrhage were associated with increased mortality, while high GCS verbal and motor subscores, current smoker, BAL beyond the legal limit, and level 1 trauma center were associated with decreased mortality. Conclusions: A linear SVM model was developed for tICH, with nine features selected as predictors of mortality. These findings are applicable to multiple hemorrhage subtypes and may benefit the triage of high risk patients upon admission. While many studies have attempted to create models to predict mortality in TBI, we sought to confirm those predictors using modern modeling approaches, machine learning, and true hold-out test sets, using the largest available TBI database in the U.S. We find that while the predictors we identify are consistent with prior reports, overall prediction accuracy is somewhat lower than prior reports when assessed more rigorously.

17.
Neuroimage ; 209: 116535, 2020 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-31940476

RESUMO

Attention is a critical cognitive function, allowing humans to select, enhance, and sustain focus on information of behavioral relevance. Attention contains dissociable neural and psychological components. Nevertheless, some brain networks support multiple attentional functions. In this study, we used the visual attentional blink (VAB) as a test of the functional generalizability of the brain's attentional networks. In a VAB task, attention devoted to a target often causes a subsequent item to be missed. Although frequently attributed to limitations in attentional capacity or selection, VAB deficits attenuate when participants are distracted or deploy attention diffusely. The VAB is also behaviorally and theoretically dissociable from other attention tasks. Here we used Connectome-based Predictive Models (CPMs), which associate individual differences in task performance with functional connectivity patterns, to test their ability to predict performance for multiple attentional tasks. We constructed visual attentional blink (VAB) CPMs, and then used them and a sustained attention network model (saCPM; Rosenberg et al., 2016a) to predict performance. The latter model had been previously shown to successfully predict performance across tasks involving selective attention, inhibitory control, and even reading recall. Participants (n â€‹= â€‹73; 24 males) underwent fMRI while performing the VAB task and while resting. Outside the scanner, they completed other cognitive tasks over several days. A vabCPM constructed from VAB task data (behavior and fMRI) successfully predicted VAB performance. Strikingly, the network edges that predicted better VAB performance (positive edges) predicted worse performance for selective and sustained attention tasks, and vice versa. Predictions from applying the saCPM to the data mirrored these results, with the network's negative edges predicting better VAB performance. The vabCPM's positive edges partially yet significantly overlapped with the saCPM's negative edges, and vice versa. Many positive edges from the vabCPM involved the default mode network, whereas many negative edges involved the salience/ventral attention network. We conclude that the vabCPM and saCPM networks reflect general attentional functions that influence performance on many tasks. The networks may indicate an individual's propensity to deploy attention in a more diffuse or a more focused manner.


Assuntos
Atenção/fisiologia , Intermitência na Atenção Visual/fisiologia , Córtex Cerebral/fisiologia , Conectoma , Rede Nervosa/fisiologia , Desempenho Psicomotor/fisiologia , Adulto , Percepção Auditiva/fisiologia , Biomarcadores , Córtex Cerebral/diagnóstico por imagem , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Rede Nervosa/diagnóstico por imagem , Testes Neuropsicológicos , Reconhecimento Visual de Modelos/fisiologia , Adulto Jovem
18.
One Earth ; 3(5): 574-589, 2020 Nov 20.
Artigo em Inglês | MEDLINE | ID: mdl-33748744

RESUMO

Air-filtering masks, also known as respirators, protect wearers from inhaling fine particulate matter (PM2.5) in polluted air, as well as airborne pathogens during a pandemic, such as the ongoing COVID-19 pandemic. Fibrous medium, used as the filtration layer, is the most essential component of an air-filtering mask. This article presents an overview of the development of fibrous media for air filtration. We first synthesize the literature on several key factors that affect the filtration performance of fibrous media. We then concentrate on two major techniques for fabricating fibrous media, namely, meltblown and electrospinning. In addition, we underscore the importance of electret filters by reviewing various methods for imparting electrostatic charge on fibrous media. Finally, this article concludes with a perspective on the emerging research opportunities amid the COVID-19 crisis.

19.
Soc Cogn Affect Neurosci ; 14(7): 727-735, 2019 07 31.
Artigo em Inglês | MEDLINE | ID: mdl-31216037

RESUMO

This pre-registered event-related potential study explored how vocal emotions shape visual perception as a function of attention and listener sex. Visual task displays occurred in silence or with a neutral or an angry voice. Voices were task-irrelevant in a single-task block, but had to be categorized by speaker sex in a dual-task block. In the single task, angry voices increased the occipital N2 component relative to neutral voices in women, but not men. In the dual task, angry voices relative to neutral voices increased occipital N1 and N2 components, as well as accuracy, in women and marginally decreased accuracy in men. Thus, in women, vocal anger produced a strong, multifaceted visual enhancement comprising attention-dependent and attention-independent processes, whereas in men, it produced a small, behavior-focused visual processing impairment that was strictly attention-dependent. In sum, these data indicate that attention and listener sex critically modulate whether and how vocal emotions shape visual perception.


Assuntos
Atenção/fisiologia , Percepção Auditiva/fisiologia , Percepção Visual/fisiologia , Adulto , Ira , Emoções , Potenciais Evocados/fisiologia , Feminino , Humanos , Masculino , Voz , Adulto Jovem
20.
Cancer Res ; 79(15): 3916-3927, 2019 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-31182547

RESUMO

Regulatory T cells (Treg) are immunosuppressive and negatively impact response to cancer immunotherapies. CREB-binding protein (CBP) and p300 are closely related acetyltransferases and transcriptional coactivators. Here, we evaluate the mechanisms by which CBP/p300 regulate Treg differentiation and the consequences of CBP/p300 loss-of-function mutations in follicular lymphoma. Transcriptional and epigenetic profiling identified a cascade of transcription factors essential for Treg differentiation. Mass spectrometry analysis showed that CBP/p300 acetylates prostacyclin synthase, which regulates Treg differentiation by altering proinflammatory cytokine secretion by T and B cells. Reduced Treg presence in tissues harboring CBP/p300 loss-of-function mutations was observed in follicular lymphoma. Our findings provide novel insights into the regulation of Treg differentiation by CBP/p300, with potential clinical implications on alteration of the immune landscape. SIGNIFICANCE: This study provides insights into the dynamic role of CBP/p300 in the differentiation of Tregs, with potential clinical implications in the alteration of the immune landscape in follicular lymphoma.


Assuntos
Proteína de Ligação a CREB/imunologia , Proteína p300 Associada a E1A/imunologia , Linfoma Folicular/imunologia , Linfócitos T Reguladores/citologia , Linfócitos T Reguladores/imunologia , Acetilação , Linfócitos T CD4-Positivos/efeitos dos fármacos , Linfócitos T CD4-Positivos/imunologia , Linfócitos T CD4-Positivos/metabolismo , Proteína de Ligação a CREB/antagonistas & inibidores , Proteína de Ligação a CREB/genética , Diferenciação Celular/fisiologia , Regulação para Baixo , Proteína p300 Associada a E1A/antagonistas & inibidores , Proteína p300 Associada a E1A/genética , Histonas/metabolismo , Humanos , Linfoma Folicular/genética , Linfoma Folicular/metabolismo , Linfoma Folicular/patologia , Mutação , Pirazóis/farmacologia , Piridinas/farmacologia , Linfócitos T Reguladores/efeitos dos fármacos , Linfócitos T Reguladores/metabolismo , Transcrição Gênica , Transcriptoma
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