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1.
Artículo en Inglés | MEDLINE | ID: mdl-37968802

RESUMEN

ABSTRACT: Blunt cardiac injury (BCI) encompasses a wide spectrum, from occult and inconsequential contusion to rapidly fatal cardiac rupture. A small percentage of patients present with abnormal electrocardiogram (ECG) or shock, but most are initially asymptomatic. The potential for sudden dysrhythmia or cardiac pump failure mandates consideration of the presence of BCI, including appropriate monitoring and management. In this review we will present what you need to know to diagnose and manage BCI.

3.
J Surg Res ; 283: 540-549, 2023 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-36442253

RESUMEN

INTRODUCTION: Management of hemorrhage from pelvic fractures is complex and requires multidisciplinary attention. Pelvic angioembolization (AE) has become a key intervention to aid in obtaining definitive hemorrhage control. We hypothesized that pelvic AE would be associated with an increased risk of venous thromboembolism (VTE). METHODS: All adults (age >16) with a severe pelvic fracture (Abbreviated Injury Scale ≥ 4) secondary to a blunt traumatic mechanism in the 2017-2019 American College of Surgeons Trauma Quality Improvement Program database were included. Patients who did not receive VTE prophylaxis during their admission were excluded. Patients who underwent pelvic AE during the first 24 h of admission were compared to those who did not using propensity score matching. Matching was performed based on patient demographics, admission physiology, comorbidities, injury severity, associated injuries, other hemorrhage control procedures, and VTE prophylaxis type, and time to initiation of VTE prophylaxis. The rates of VTE (deep vein thrombosis and pulmonary embolism) were compared between the matched groups. RESULTS: Of 72,985 patients with a severe blunt pelvic fracture, 1887 (2.6%) underwent pelvic AE during the first 24 h of admission versus 71,098 (97.4%) who did not. Pelvic AE patients had a higher median Injury Severity Score and more often required other hemorrhage control procedures, with laparotomy being most common (24.7%). The median time to initiation of VTE prophylaxis in pelvic AE versus no pelvic AE patients was 60.1 h (interquartile range = 36.6-98.6) versus 27.7 h (interquartile range = 13.9-52.4), respectively. After propensity score matching, pelvic AE patients were more likely to develop VTE compared to no pelvic AE patients (11.8% versus 9.5%, P = 0.03). CONCLUSIONS: Pelvic AE for control of hemorrhage from severe pelvic fractures is associated with an increased risk of in-hospital VTE. Patients who undergo pelvic AE are especially high risk for VTE and should be started as early as safely possible on VTE prophylaxis.


Asunto(s)
Fracturas Óseas , Embolia Pulmonar , Tromboembolia Venosa , Adulto , Humanos , Tromboembolia Venosa/prevención & control , Embolia Pulmonar/prevención & control , Fracturas Óseas/complicaciones , Escala Resumida de Traumatismos , Puntaje de Gravedad del Traumatismo , Anticoagulantes/uso terapéutico , Estudios Retrospectivos
4.
Surgery ; 172(5): 1569-1575, 2022 11.
Artículo en Inglés | MEDLINE | ID: mdl-35970609

RESUMEN

BACKGROUND: Initially used in trauma management, delayed abdominal closure endeavors to decrease operative time during the index operation while still being lifesaving. Its use in emergency general surgery is increasing, but the data evaluating its outcome are sparse. We aimed to study the association between delayed abdominal closure, mortality, morbidity, and length of stay in an emergency surgery cohort. METHODS: The 2013 to 2017 American College of Surgeons National Surgical Quality Improvement Program database was examined for patients undergoing emergency laparotomy. The patients were classified by the timing of abdominal wall closure: delayed fascial closure versus immediate fascial closure. Propensity score matching was performed based on preoperative covariates, wound classification, and performance of bowel resection. The outcomes were then compared by univariable analysis. RESULTS: After matching, both the delayed fascial closure and immediate fascial closure groups consisted of 3,354 patients each. Median age was 65 years, and 52.6% were female. The delayed fascial closure group had a higher in-hospital mortality (35.3% vs 25.0%, P < .001), a higher 30-day mortality (38.6% vs 29.0%, P < .001), a higher proportion of acute kidney injury (9.5% vs 6.6%, P < .001), a lower proportion of postoperative sepsis (11.8% vs 15.6%, P < .001), and a lower proportion of surgical site infection (3.4% vs 7.0%, P < .001). CONCLUSION: Compared with immediate fascial closure, delayed fascial closure is associated with an increased mortality in the patients matched based on comorbidities and surgical site contamination. In emergency general surgery, delaying abdominal closure may not have the presumed overarching benefits, and its indications must be further defined in this population.


Asunto(s)
Traumatismos Abdominales , Técnicas de Cierre de Herida Abdominal , Traumatismos Abdominales/cirugía , Anciano , Urgencias Médicas , Fascia , Fasciotomía , Femenino , Humanos , Laparotomía/efectos adversos , Masculino , Estudios Retrospectivos
5.
J Surg Res ; 280: 85-93, 2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-35964486

RESUMEN

INTRODUCTION: Preperitoneal pelvic packing (PPP) is an important intervention for control of severe pelvic hemorrhage in blunt trauma patients. We hypothesized that PPP is associated with an increased incidence of deep vein thrombosis (DVT) and pulmonary embolism (PE). METHODS: A retrospective cohort analysis of blunt trauma patients with severe pelvic fractures (AIS ≥4) using the 2015-2017 American College of Surgeons-Trauma Quality Improvement Program database was performed. Patients who underwent PPP within four hours of admission were matched to patients who did not using propensity score matching. Matching was performed based on demographics, comorbidities, injury- and resuscitation-related parameters, vital signs at presentation, and initiation and type of prophylactic anticoagulation. The rates of DVT and PE were compared between the matched groups. RESULTS: Out of 5129 patients with severe pelvic fractures, 157 (3.1%) underwent PPP within four h of presentation and were matched with 157 who did not. No significant differences were detected between the two matched groups in any of the examined baseline variables. Similarly, mortality and end-organ failure rates were not different. However, PPP patients were significantly more likely to develop DVT (12.7% versus 5.1%, P = 0.028) and PE (5.7% versus 0.0%, P = 0.003). CONCLUSIONS: PPP in severe pelvic fractures secondary to blunt trauma is associated with an increased risk of DVT and PE. A high index of suspicion and a low threshold for screening for these conditions should be maintained in patients who undergo PPP.


Asunto(s)
Fracturas Óseas , Huesos Pélvicos , Embolia Pulmonar , Tromboembolia Venosa , Heridas no Penetrantes , Humanos , Tromboembolia Venosa/epidemiología , Tromboembolia Venosa/etiología , Tromboembolia Venosa/prevención & control , Estudios Retrospectivos , Huesos Pélvicos/lesiones , Embolia Pulmonar/epidemiología , Embolia Pulmonar/etiología , Embolia Pulmonar/prevención & control , Fracturas Óseas/etiología , Fracturas Óseas/complicaciones , Heridas no Penetrantes/complicaciones , Heridas no Penetrantes/diagnóstico , Heridas no Penetrantes/epidemiología , Anticoagulantes
6.
J Am Coll Surg ; 235(3): 468-480, 2022 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-35972167

RESUMEN

BACKGROUND: Using a large national database, we evaluated the relationship between RBC transfusion volume, RBC transfusion rate, and in-hospital mortality to explore the presence of a futility threshold in trauma patients receiving ultramassive blood transfusion. STUDY DESIGN: The ACS-TQIP 2013 to 2018 database was analyzed. Adult patients who received ultramassive blood transfusion (≥20 units of RBC/24 hours) were included. RBC transfusion volume and rate were captured at the only 2 time points available in TQIP (4 hours and 24 hours), or time of death, whichever came first. RESULTS: Among 5,135 patients analyzed, in-hospital mortality rate was 62.1% (n = 3,190), and 4-hour and 24-hour mortality rates were 17.53% (n = 900) and 42.41% (n = 2,178), respectively. RBC transfusion volumes at 4 hours (area under the receiver operating characteristic curve [AUROC] 0.59 [95% CI 0.57 to 0.60]) and 24 hours (AUROC 0.59 [95% CI 0.57 to 0.60]) had low discriminatory ability for mortality and were inconclusive for futility. Mean RBC transfusion rates calculated within 4 hours (AUROC 0.65 [95% CI 0.63 to 0.66]) and 24 hours (AUROC 0.85 [95% CI 0.84 to 0.86]) had higher discriminatory ability than RBC transfusion volume. A futility threshold was not found for the mean RBC transfusion rate calculated within 4 hours. All patients with a final mean RBC transfusion rate of ≥7 U/h calculated within 24 hours of arrival experienced in-hospital death (n = 1,326); the observed maximum length of survival for these patients during the first 24 hours ranged from 24 hours for a rate of 7 U/h to 4.5 hours for rates ≥21 U/h. CONCLUSION: RBC transfusion volume within 4 or 24 hours and mean RBC transfusion rate within 4 hours were not markers of futility. The observed maximum length of survival per mean RBC transfusion rate could inform resuscitation efforts in trauma patients receiving ongoing transfusion between 4 and 24 hours.


Asunto(s)
Inutilidad Médica , Heridas y Lesiones , Adulto , Transfusión Sanguínea , Mortalidad Hospitalaria , Humanos , Curva ROC , Resucitación , Estudios Retrospectivos , Heridas y Lesiones/complicaciones , Heridas y Lesiones/terapia
7.
Eur J Trauma Emerg Surg ; 48(5): 4255-4265, 2022 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-35538361

RESUMEN

BACKGROUND: The education of civilians and first responders in prehospital tourniquet (PT) utilization has spread rapidly. We aimed to describe trends in emergency medical services (EMS) and non-EMS PT utilization, and their ability to identify proper clinical indications and to appropriately apply tourniquets in the field. METHODS: A retrospective cohort study was conducted to evaluate all adult patients with PTs who presented at two Level I trauma centers between January 2015 and December 2019. Data were collected via an electronic patient query tool and cross-referenced with institutional Trauma Registries. Medically trained abstractors determined if PTs were clinically indicated (limb amputation, vascular hard signs, injury requiring hemostasis procedure, or significant documented blood loss). PTs were further designated as appropriately or inappropriately applied (based on tourniquet location, venous tourniquet, greater than 2-h ischemic time). Descriptive statistics and univariate analyses were performed. RESULTS: 146 patients met inclusion criteria. The incidence of yearly PT placements increased between 2015 and 2019, with an increase in placement by non-EMS personnel (police, firefighter, bystander, and patient). Improvised PTs were frequently utilized by bystanders and patients, whereas first responders had high rates of commercial tourniquet use. A high proportion of tourniquets were placed without indication (72/146, 49%); however, the proportion of PTs placed without a proper indication across applier groups was not statistically different (p = 0.99). Rates of inappropriately applied PTs ranged from 21 to 46% across all groups applying PTs. CONCLUSIONS: PT placement was increasingly performed by non-EMS personnel. Present data indicate that non-EMS persons applied PTs at a similar performance level of those applied by EMS. Study LevelLevel III.


Asunto(s)
Servicios Médicos de Urgencia , Torniquetes , Adulto , Servicios Médicos de Urgencia/métodos , Extremidades/lesiones , Humanos , Estudios Retrospectivos , Centros Traumatológicos
8.
Am Surg ; 88(6): 1054-1058, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35465697

RESUMEN

As hospital systems plan for health care utilization surges and stress, understanding the necessary resources of a trauma system is essential for planning capacity. We aimed to describe trends in high-intensity resource utilization (operating room [OR] usage and intensive care unit [ICU] admissions) for trauma care during the initial months of the COVID-19 pandemic. Trauma registry data (2019 pre-COVID-19 and 2020 COVID-19) were collected retrospectively from 4 level I trauma centers. Direct emergency department (ED) disposition to the OR or ICU was used as a proxy for high-intensity resource utilization. No change in the incidence of direct ED to ICU or ED to OR utilization was observed (2019: 24%, 2020 23%; P = .62 and 2019: 11%, 2020 10%; P = .71, respectively). These results suggest the need for continued access to ICU space and OR theaters for traumatic injury during national health emergencies, even when levels of trauma appear to be decreasing.


Asunto(s)
COVID-19 , Pandemias , COVID-19/epidemiología , Servicio de Urgencia en Hospital , Humanos , Unidades de Cuidados Intensivos , Estudios Retrospectivos , Centros Traumatológicos
9.
J Trauma Acute Care Surg ; 93(1): 21-29, 2022 07 01.
Artículo en Inglés | MEDLINE | ID: mdl-35313325

RESUMEN

BACKGROUND: Balanced blood component administration during massive transfusion is standard of care. Most literature focuses on the impact of red blood cell (RBC)/fresh frozen plasma (FFP) ratio, while the value of balanced RBC:platelet (PLT) administration is less established. The aim of this study was to evaluate and quantify the independent impact of RBC:PLT on 24-hour mortality in trauma patients receiving massive transfusion. METHODS: Using the 2013 to 2018 American College of Surgeons Trauma Quality Improvement Program database, adult patients who received massive transfusion (≥10 U of RBC/24 hours) and ≥1 U of RBC, FFP, and PLT within 4 hours of arrival were retrospectively included. To mitigate survival bias, only patients with consistent RBC:PLT and RBC:FFP ratios between 4 and 24 hours were analyzed. Balanced FFP or PLT transfusions were defined as having RBC:PLT and RBC:FFP of ≤2, respectively. Multivariable logistic regression was used to compare the independent relationship between RBC:FFP, RBC:PLT, balanced transfusion, and 24-hour mortality. RESULTS: A total of 9,215 massive transfusion patients were included. The number of patients who received transfusion with RBC:PLT >2 (1,942 [21.1%]) was significantly higher than those with RBC:FFP >2 (1,160 [12.6%]) (p < 0.001). Compared with an RBC:PLT ratio of 1:1, a gradual and consistent risk increase was observed for 24-hour mortality as the RBC:PLT ratio increased (p < 0.001). Patients with both FFP and PLT balanced transfusion had the lowest adjusted risk for 24-hour mortality. Mortality increased as resuscitation became more unbalanced, with higher odds of death for unbalanced PLT (odds ratio, 2.48 [2.18-2.83]) than unbalanced FFP (odds ratio, 1.66 [1.37-1.98]), while patients who received both FFP and PLT unbalanced transfusion had the highest risk of 24-hour mortality (odds ratio, 3.41 [2.74-4.24]). CONCLUSION: Trauma patients receiving massive transfusion significantly more often have unbalanced PLT rather than unbalanced FFP transfusion. The impact of unbalanced PLT transfusion on 24-hour mortality is independent and potentially more pronounced than unbalanced FFP transfusion, warranting serious system-level efforts for improvement. LEVEL OF EVIDENCE: Therapeutic/Care Management; Level IV.


Asunto(s)
Plaquetas , Transfusión de Eritrocitos , Adulto , Transfusión de Componentes Sanguíneos , Eritrocitos , Humanos , Estudios Retrospectivos
10.
J Crit Care ; 69: 154012, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35217369

RESUMEN

PURPOSE: Enteral nutrition is associated with improved outcomes in acute pancreatitis (AP), but previous studies have not focused on critically-ill patients. Our purpose was to determine the association between nutritional support and infectious complications in ICU-admitted patients with AP. METHODS: A retrospective analysis of patients with AP admitted in ICUs of 127 US hospitals from the eICU Collaborative were included. Patients were classified by type (initial and any use) of nutritional support they received: none (NN); oral (ON); enteral (EN); and parenteral nutrition (PN). RESULTS: 925 patients were identified. Length of stay was longer in the initial PN group (PN 21.3 ± 15.4 d, EN 19.1 ± 20.1 d, ON 8 ± 7.1 d, NN 6.6 ± 6.3 d, p < 0.001) and mortality was more common in the initial EN group (EN 16.7%, PN 8.9%, ON 2.7%, NN 10.9%, p < 0.001). Multivariate analysis found any EN use to be associated with infections (OR 2.12, 95% CI: 1.13-3.98, p = 0.019) and pneumonias (OR 2.04, 95% CI: 1.04-4.03, p = 0.039). CONCLUSION: EN was associated with an increased risk for pneumonias and overall infections in critically-ill patients with AP. More studies are needed to assess optimal nutritional approaches in critically-ill AP patients and patients who do not tolerate EN.


Asunto(s)
Pancreatitis , Neumonía , Enfermedad Aguda , Enfermedad Crítica , Nutrición Enteral , Humanos , Unidades de Cuidados Intensivos , Tiempo de Internación , Pancreatitis/terapia , Neumonía/epidemiología , Neumonía/terapia , Estudios Retrospectivos
11.
J Intensive Care Med ; 37(6): 728-735, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-34231406

RESUMEN

BACKGROUND: There is little research evaluating outcomes from sepsis in intensive care units (ICUs) with lower sepsis patient volumes as compared to ICUs with higher sepsis patient volumes. Our objective was to compare the outcomes of septic patients admitted to ICUs with different sepsis patient volumes. MATERIALS AND METHODS: We included all patients from the eICU-CRD database admitted for the management of sepsis with blood lactate ≥ 2mmol/L within 24 hours of admission. Our primary outcome was ICU mortality. Secondary outcomes included hospital mortality, 30-day ventilator free days, and initiation of renal replacement therapy (RRT). ICUs were grouped in quartiles based on the number of septic patients treated at each unit. RESULTS: 10,716 patients were included in our analysis; 272 (2.5%) in low sepsis volume ICUs, 1,078 (10.1%) in medium-low sepsis volume ICUs, 2,608 (24.3%) in medium-high sepsis volume ICUs, and 6,758 (63.1%) in high sepsis volume ICUs. On multivariable analyses, no significant differences were documented regarding ICU and hospital mortality, and ventilator days in patients treated in lower versus higher sepsis volume ICUs. Patients treated at lower sepsis volume ICUs had lower rates of RRT initiation as compared to high volume units (medium-high vs. high: OR = 0.78, 95%CI = 0.66-0.91, P-value = 0.002 and medium-low vs. high: OR = 0.57, 95%CI = 0.44-0.73, P-value < 0.001). CONCLUSION: The previously described volume-outcome association in septic patients was not identified in an intensive care setting.


Asunto(s)
Unidades de Cuidados Intensivos , Sepsis , Mortalidad Hospitalaria , Humanos , Terapia de Reemplazo Renal , Estudios Retrospectivos , Sepsis/terapia
12.
Am J Surg ; 223(2): 417-422, 2022 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-33752875

RESUMEN

BACKGROUND: Peri-operative blood transfusion (BT) may lead to transfusion-induced immunomodulation. We aimed to investigate the association between peri-operative BT and infectious complications in patients undergoing intestinal-cutaneous fistulas (ICF) repair. METHODS: We queried the ACS-NSQIP 2006-2017 database to include patients who underwent ICF repair. The main outcome was 30-day infectious complications. Univariate and multivariable logistic regression analyses were performed to assess the predictors of post-operative infections. RESULTS: Of 4,197 patients included, 846 (20.2%) received peri-operative BT. Transfused patients were generally older, sicker and had higher ASA (III-V). After adjusting for relevant covariates, patients who received intra and/or post-operative (and not pre-operative) BT had higher odds of infectious complications compared (OR = 1.22, 95% CI 1.01-1.48). Specifically, they had higher odds of organ-space surgical site infection (OR = 1.61, 95% CI 1.21-2.13), but not other infectious complications. CONCLUSIONS: Intra and/or post-operative (and not pre-operative) BT is an independent predictor of infectious complications in ICF repair.


Asunto(s)
Fístula Cutánea , Fístula Intestinal , Transfusión Sanguínea , Fístula Cutánea/cirugía , Humanos , Fístula Intestinal/complicaciones , Fístula Intestinal/etiología , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Estudios Retrospectivos , Factores de Riesgo , Infección de la Herida Quirúrgica
13.
Am Surg ; 87(12): 1893-1900, 2021 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-34772281

RESUMEN

BACKGROUND: COVID-19 is a deadly multisystemic disease, and bowel ischemia, the most consequential gastrointestinal manifestation, remains poorly described. Our goal is to describe our institution's surgical experience with management of bowel ischemia due to COVID-19 infection over a one-year period. METHODS: All patients admitted to our institution between March 2020 and March 2021 for treatment of COVID-19 infection and who underwent exploratory laparotomy with intra-operative confirmation of bowel ischemia were included. Data from the medical records were analyzed. RESULTS: Twenty patients were included. Eighty percent had a new or increasing vasopressor requirement, 70% had abdominal distension, and 50% had increased gastric residuals. Intra-operatively, ischemia affected the large bowel in 80% of cases, the small bowel in 60%, and both in 40%. Sixty five percent had an initial damage control laparotomy. Most of the resected bowel specimens had a characteristic appearance at the time of surgery, with a yellow discoloration, small areas of antimesenteric necrosis, and very sharp borders. Histologically, the bowel specimens frequently have fibrin thrombi in the small submucosal and mucosal blood vessels in areas of mucosal necrosis. Overall mortality in this cohort was 33%. Forty percent of patients had a thromboembolic complication overall with 88% of these developing a thromboembolic phenomenon despite being on prophylactic pre-operative anticoagulation. CONCLUSION: Bowel ischemia is a potentially lethal complication of COVID-19 infection with typical gross and histologic characteristics. Suspicious clinical features that should trigger surgical evaluation include a new or increasing vasopressor requirement, abdominal distension, and intolerance of gastric feeds.


Asunto(s)
COVID-19/complicaciones , Enfermedades Intestinales/cirugía , Enfermedades Intestinales/virología , Isquemia/cirugía , Isquemia/virología , Femenino , Humanos , Laparotomía , Masculino , Massachusetts , Persona de Mediana Edad , SARS-CoV-2
14.
Surgery ; 170(5): 1501-1507, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34176601

RESUMEN

BACKGROUND: The Emergency Surgery Score was recently validated in a prospective multicenter study as an accurate predictor of mortality in emergency general surgery patients. The Emergency Surgery Score is easily calculated using multiple demographic, comorbidity, laboratory, and acuity of disease variables. We aimed to investigate whether the Emergency Surgery Score can predict 30-day postoperative mortality across patients undergoing emergency surgery in multiple surgical specialties. METHODS: Our study is a retrospective cohort study using data from the national American College of Surgeons National Surgical Quality Improvement Program database (2007-2017). We included patients that underwent emergency gynecologic, urologic, thoracic, neurosurgical, orthopedic, vascular, cardiac, and general surgical procedures. The Emergency Surgery Score was calculated for each patient, and the correlation between the Emergency Surgery Score and 30-day mortality was assessed for each specialty using the c-statistics methodology. RESULTS: Of 6,485,915 patients, 173,890 patients were included. The mean age was 60 years, 50.6% were female patients, and the overall mortality was 9.7%. The Emergency Surgery Score predicted mortality best in emergency gynecologic, general, and urologic surgery (c-statistics: 0.97, 0.87, 0.81, respectively). The Emergency Surgery Score predicted mortality moderately well in emergency thoracic, neurosurgical, orthopedic, and vascular surgery (c-statistics 0.73-0.79). For example, the mortality of gynecology patients with an Emergency Surgery Score of 5, 9, and 13 was 2%, 27%, and 50%, respectively. The Emergency Surgery Score performed poorly in cardiac surgery. CONCLUSION: The Emergency Surgery Score accurately predicts mortality across patients undergoing emergency surgery in multiple surgical specialties, especially general, gynecologic, and urologic surgery. The Emergency Surgery Score can prove useful for perioperative patient counseling and for benchmarking the quality of surgical care.


Asunto(s)
Servicios Médicos de Urgencia/estadística & datos numéricos , Cirugía General/estadística & datos numéricos , Indicadores de Salud , Procedimientos Quirúrgicos Operativos/mortalidad , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Medición de Riesgo , Estados Unidos/epidemiología
15.
J Trauma Acute Care Surg ; 90(6): 1054-1060, 2021 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-34016929

RESUMEN

BACKGROUND: In-field triage tools for trauma patients are limited by availability of information, linear risk classification, and a lack of confidence reporting. We therefore set out to develop and test a machine learning algorithm that can overcome these limitations by accurately and confidently making predictions to support in-field triage in the first hours after traumatic injury. METHODS: Using an American College of Surgeons Trauma Quality Improvement Program-derived database of truncal and junctional gunshot wound (GSW) patients (aged 16-60 years), we trained an information-aware Dirichlet deep neural network (field artificial intelligence triage). Using supervised training, field artificial intelligence triage was trained to predict shock and the need for major hemorrhage control procedures or early massive transfusion (MT) using GSW anatomical locations, vital signs, and patient information available in the field. In parallel, a confidence model was developed to predict the true-class probability (scale of 0-1), indicating the likelihood that the prediction made was correct, based on the values and interconnectivity of input variables. RESULTS: A total of 29,816 patients met all the inclusion criteria. Shock, major surgery, and early MT were identified in 13.0%, 22.4%, and 6.3% of the included patients, respectively. Field artificial intelligence triage achieved mean areas under the receiver operating characteristic curve of 0.89, 0.86, and 0.82 for prediction of shock, early MT, and major surgery, respectively, for 80/20 train-test splits over 1,000 epochs. Mean predicted true-class probability for errors/correct predictions was 0.25/0.87 for shock, 0.30/0.81 for MT, and 0.24/0.69 for major surgery. CONCLUSION: Field artificial intelligence triage accurately identifies potential shock in truncal GSW patients and predicts their need for MT and major surgery, with a high degree of certainty. The presented model is an important proof of concept. Future iterations will use an expansion of databases to refine and validate the model, further adding to its potential to improve triage in the field, both in civilian and military settings. LEVEL OF EVIDENCE: Prognostic, Level III.


Asunto(s)
Inteligencia Artificial , Servicios Médicos de Urgencia/métodos , Traumatismos Torácicos/diagnóstico , Triaje/métodos , Heridas por Arma de Fuego/diagnóstico , Adulto , Transfusión Sanguínea/estadística & datos numéricos , Estudios de Factibilidad , Femenino , Hemorragia/epidemiología , Hemorragia/etiología , Hemorragia/terapia , Humanos , Puntaje de Gravedad del Traumatismo , Masculino , Modelos Cardiovasculares , Curva ROC , Estudios Retrospectivos , Medición de Riesgo/métodos , Choque/epidemiología , Choque/etiología , Choque/terapia , Traumatismos Torácicos/complicaciones , Traumatismos Torácicos/terapia , Centros Traumatológicos , Heridas por Arma de Fuego/complicaciones , Heridas por Arma de Fuego/terapia , Adulto Joven
16.
Surg Infect (Larchmt) ; 22(9): 903-909, 2021 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-33926272

RESUMEN

Background: Post-operative infectious complications after repair of intestinal-cutaneous fistulas (ICF) represent a substantial burden and these outcomes vary widely in the literature. We aimed to evaluate the use of the modified frailty index-5 (mFI-5) to account for physiologic reserve to predict infectious complications in patients with ICF undergoing operative repair. Methods: We used the American College of Surgeon National Surgical Quality Improvement Program (ACS-NSQIP) 2006-2017 dataset to include patients who underwent ICF repair. The main outcome measure was 30-day infectious complications (surgical site infection [SSI], sepsis, pneumonia, and urinary tract infection [UTI]). The risk of 30-day post-operative infectious complications was assessed based on mFI-5 score. We performed multivariable logistic regression analyses to evaluate the association between infectious complications and mFI-5. Results: We identified 4,197 patients who underwent an ICF repair. The median age (interquartile range [IQR]) was 57 (46, 67) years, and the majority of patients were female (2,260; 53.9%); white (3,348; 79.8%); and 1,586 (38.3%) were obese. After adjustment for relevant confounders such as baseline patient characteristics, and operative details, mFI-5 was independently associated with infectious complications (odds ratio [OR], 2.00; 95% confidence interval [CI], 1.25-3.21), particularly SSI (OR, 2.16; 95% CI, 1.28-3.63) and pneumonia (OR, 5.31; 95% CI, 2.29-12.35), but not UTI or sepsis. Conclusions: We showed that the mFI-5 is a strong predictor of infectious complications after ICF repair. It can be utilized to account for physiologic reserve, therefore reducing the variability of outcomes reported for ICF repair.


Asunto(s)
Fístula Cutánea , Fragilidad , Fístula Intestinal , Femenino , Humanos , Fístula Intestinal/epidemiología , Fístula Intestinal/cirugía , Masculino , Persona de Mediana Edad , Complicaciones Posoperatorias/epidemiología , Estudios Retrospectivos , Factores de Riesgo , Estados Unidos
17.
J Trauma Acute Care Surg ; 90(5): 880-890, 2021 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-33891572

RESUMEN

BACKGROUND: We sought to describe characteristics, multisystem outcomes, and predictors of mortality of the critically ill COVID-19 patients in the largest hospital in Massachusetts. METHODS: This is a prospective cohort study. All patients admitted to the intensive care unit (ICU) with reverse-transcriptase-polymerase chain reaction-confirmed severe acute respiratory syndrome coronavirus 2 infection between March 14, 2020, and April 28, 2020, were included; hospital and multisystem outcomes were evaluated. Data were collected from electronic records. Acute respiratory distress syndrome (ARDS) was defined as PaO2/FiO2 ratio of ≤300 during admission and bilateral radiographic pulmonary opacities. Multivariable logistic regression analyses adjusting for available confounders were performed to identify predictors of mortality. RESULTS: A total of 235 patients were included. The median (interquartile range [IQR]) Sequential Organ Failure Assessment score was 5 (3-8), and the median (IQR) PaO2/FiO2 was 208 (146-300) with 86.4% of patients meeting criteria for ARDS. The median (IQR) follow-up was 92 (86-99) days, and the median ICU length of stay was 16 (8-25) days; 62.1% of patients were proned, 49.8% required neuromuscular blockade, and 3.4% required extracorporeal membrane oxygenation. The most common complications were shock (88.9%), acute kidney injury (AKI) (69.8%), secondary bacterial pneumonia (70.6%), and pressure ulcers (51.1%). As of July 8, 2020, 175 patients (74.5%) were discharged alive (61.7% to skilled nursing or rehabilitation facility), 58 (24.7%) died in the hospital, and only 2 patients were still hospitalized, but out of the ICU. Age (odds ratio [OR], 1.08; 95% confidence interval [CI], 1.04-1.12), higher median Sequential Organ Failure Assessment score at ICU admission (OR, 1.24; 95% CI, 1.06-1.43), elevated creatine kinase of ≥1,000 U/L at hospital admission (OR, 6.64; 95% CI, 1.51-29.17), and severe ARDS (OR, 5.24; 95% CI, 1.18-23.29) independently predicted hospital mortality.Comorbidities, steroids, and hydroxychloroquine treatment did not predict mortality. CONCLUSION: We present here the outcomes of critically ill patients with COVID-19. Age, acuity of disease, and severe ARDS predicted mortality rather than comorbidities. LEVEL OF EVIDENCE: Prognostic, level III.


Asunto(s)
COVID-19/complicaciones , COVID-19/mortalidad , Mortalidad Hospitalaria , Gravedad del Paciente , Lesión Renal Aguda/virología , Adulto , Factores de Edad , Anciano , Anciano de 80 o más Años , Antimaláricos/uso terapéutico , Boston/epidemiología , COVID-19/fisiopatología , COVID-19/terapia , Comorbilidad , Creatina Quinasa/sangre , Cuidados Críticos , Enfermedad Crítica , Oxigenación por Membrana Extracorpórea , Femenino , Enfermedades Gastrointestinales/virología , Humanos , Hidroxicloroquina/uso terapéutico , Tiempo de Internación , Masculino , Persona de Mediana Edad , Bloqueo Neuromuscular , Puntuaciones en la Disfunción de Órganos , Neumonía Bacteriana/virología , Úlcera por Presión/etiología , Posición Prona , Estudios Prospectivos , Síndrome de Dificultad Respiratoria/fisiopatología , Síndrome de Dificultad Respiratoria/virología , Factores de Riesgo , SARS-CoV-2 , Choque/virología , Esteroides/uso terapéutico , Tasa de Supervivencia , Tromboembolia/virología , Resultado del Tratamiento
18.
Surgery ; 169(5): 1199-1205, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33408040

RESUMEN

BACKGROUND: The outcomes of operative repair of intestinal-cutaneous fistulas vary widely throughout the literature. We aimed to investigate whether the modified frailty index-5 is a reliable tool to account for physiologic reserve and whether it serves as a predictor of Clavien-Dindo grade IV complications in those with intestinal-cutaneous fistulas undergoing operative repair. METHODS: We queried the American College of Surgeons National Surgical Quality Improvement Program 2006 to 2017 database to include patients who underwent intestinal-cutaneous fistulas repair. The outcome of interest was 30-day Clavien-Dindo grade IV complications. The incidence of 30-day post-operative Clavien-Dindo grade IV complications were evaluated based on calculated modified frailty index-5 score. Multivariable logistic regression analyses were performed to assess the association of Clavien-Dindo grade IV complications and modified frailty index-5. RESULTS: A total of 3,995 patients were identified who underwent an intestinal-cutaneous fistulas repair. The median age (interquartile range) was 57 years (46, 67), and most patients were female (2,143 [53.7%]), White (3,206 [80.3%]), and 1,512 (38.2%) were obese. After adjusting for relevant covariates such as demographics, comorbidities, and operative details, modified frailty index-5 was independently associated with Clavien-Dindo grade IV complications (odds ratio = 2.81, 95% confidence interval 1.64-4.82; P < .001). CONCLUSION: Modified frailty index-5 is an independent predictor of Clavien-Dindo grade IV complications following intestinal-cutaneous fistulas repair. It can be used to account for physiologic reserve, thus reducing the variability of outcomes reported for intestinal-cutaneous fistulas repair.


Asunto(s)
Fístula Cutánea/cirugía , Fragilidad , Fístula Intestinal/cirugía , Adulto , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Resultado del Tratamiento , Adulto Joven
19.
Am J Surg ; 221(5): 1050-1055, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-32912660

RESUMEN

INTRODUCTION: Intestinal-cutaneous fistulas (ICFs) constitute a major surgical challenge. Definitive surgical treatment of ICFs continues to be associated with significant morbidity. The purpose of this study was to utilize a nationwide database to define the morbidity associated with current treatment strategies in the surgical management of ICFs. METHODS: The 2006-2017 American College of Surgeon National Surgical Quality Improvement datasets (ACS-NSQIP) were used to assess 30-day morbidity and mortality after surgical repair of ICFs. Outcomes for emergent repair were compared to elective repair of ICFs. RESULTS: Overall, 4197 patients undergoing ICF-repair were identified. Mean age was 55.9 (SD 15.3). Patients were generally comorbid (62.9% were in ASA class III). The observed in-hospital mortality was 2.3%. However, the observed morbidity rate was 47.3%. Of the observed morbidity, 35.6% was due to post-operative infectious complications (superficial surgical site infections (SSI), deep SSI, organ/space SSI, wound disruption, pneumonia, urinary tract infection (UTI) sepsis or septic shock). The most common infectious complication was sepsis (13.1%). 30-day readmission rate was 15.3% and the 30-day reoperation rate was 11.0%. Emergent repair was associated with a sevenfold increase in mortality (11.9% vs 1.8%, P < 0.001) CONCLUSION: The management of patients with ICFs is complex and is associated with significant morbidity. Half of patients undergoing surgical management of ICFs developed in-hospital complications.


Asunto(s)
Fístula Cutánea/cirugía , Fístula Intestinal/cirugía , Colectomía/efectos adversos , Colectomía/mortalidad , Colectomía/estadística & datos numéricos , Procedimientos Quirúrgicos del Sistema Digestivo/efectos adversos , Procedimientos Quirúrgicos del Sistema Digestivo/mortalidad , Procedimientos Quirúrgicos del Sistema Digestivo/estadística & datos numéricos , Femenino , Humanos , Masculino , Persona de Mediana Edad , Readmisión del Paciente/estadística & datos numéricos , Reoperación/estadística & datos numéricos , Resultado del Tratamiento , Estados Unidos
20.
J Trauma Acute Care Surg ; 90(3): 471-476, 2021 03 01.
Artículo en Inglés | MEDLINE | ID: mdl-33055577

RESUMEN

BACKGROUND: The Emergency Surgery Score (ESS) is a point-based scoring system validated to predict mortality and morbidity in emergency general surgery (EGS). In addition to demographics and comorbidities, ESS accounts for the acuity of disease at presentation. We sought to examine whether ESS can predict the destination of discharge of EGS patients, as a proxy for quality of life at discharge. METHODS: Using the 2007 to 2017 American College of Surgeons National Surgical Quality Improvement Program database, we identified all EGS patients. EGS cases were defined as per American College of Surgeons National Surgical Quality Improvement Program as those performed by a general surgeon within a short interval from diagnosis or the onset of related symptomatology, when the patient's well-being and outcome may be threatened by unnecessary delay and patient's status could deteriorate unpredictably or rapidly. Emergency Surgery Score patients were then categorized by their discharge disposition to home versus rehabilitation or nursing facilities. All patients with missing ESS or discharge disposition and those discharged to hospice, senior communities, or separate acute care facilities were excluded. Emergency Surgery Score was calculated for each patient. C statistics were used to study the correlation between ESS and the destination of discharge. RESULTS: Of 6,485,915 patients, 84,694 were included. The mean age was 57 years, 51% were female, and 79.6% were discharged home. The mean ESS was 5. Emergency Surgery Score accurately and reliably predicted the discharge destination with a C statistic of 0.83. For example, ESS of 1, 10, and 20 were associated with 0.9%, 56.5%, and 100% rates of discharge to a rehabilitation or nursing facility instead of home. CONCLUSION: Emergency Surgery Score accurately predicts which EGS patients require discharge to rehabilitation or nursing facilities and can thus be used for preoperatively counseling patients and families and for improving early discharge preparations, when appropriate. LEVEL OF EVIDENCE: Prognostic and epidemiological, level III.


Asunto(s)
Servicio de Urgencia en Hospital , Gravedad del Paciente , Alta del Paciente , Complicaciones Posoperatorias/epidemiología , Procedimientos Quirúrgicos Operativos/efectos adversos , Anciano , Bases de Datos Factuales , Femenino , Humanos , Masculino , Persona de Mediana Edad , Valor Predictivo de las Pruebas , Mejoramiento de la Calidad , Calidad de Vida , Estudios Retrospectivos , Medición de Riesgo , Estados Unidos
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