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OBJECTIVES: Inflammatory bowel disease (IBD) encompasses Crohn's disease (CD) and ulcerative colitis (UC). These two chronic inflammatory conditions can differ in severity, presentation, and anatomical localization, and can greatly affect quality of life if not managed properly. Given the many healthcare challenges during the coronavirus disease 2019 pandemic, we studied the effects of the pandemic and corresponding changes to medical resources on surgical outcomes for patients with IBD. METHODS: Deidentified data from patients who underwent a colectomy for CD or UC were collected from the National Surgical Quality Improvement Program database of the American College of Surgeons. We analyzed clinical factors and surgical outcomes between 2019 and 2020. RESULTS: Patients with IBD were more likely to have lost >10% of their body mass before the operation in 2020. Operations for patients with UC were significantly shorter in the first year of the pandemic. Patients with CD were less likely to have a urinary tract infection or sepsis postoperatively in 2020, whereas patients with UC were more likely to require a repeat operation. Interestingly, both patient populations were less likely to undergo an emergency operation in 2020 than in 2019. CONCLUSIONS: Colectomy outcomes for patients with CD in 2020 were similar or improved in comparison with those seen in 2019, whereas colectomies for UC saw a statistically but not clinically significant increase in the rate of repeat operations. Overall, these patients seem to have been well managed despite the coronavirus disease 2019 pandemic-induced strain on the healthcare system.
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COVID-19 , Colitis Ulcerosa , Enfermedad de Crohn , Enfermedades Inflamatorias del Intestino , Humanos , Pandemias , Calidad de Vida , COVID-19/epidemiología , Enfermedades Inflamatorias del Intestino/epidemiología , Enfermedades Inflamatorias del Intestino/cirugía , Colitis Ulcerosa/cirugía , Enfermedad de Crohn/epidemiología , Enfermedad de Crohn/cirugía , ColectomíaRESUMEN
OBJECTIVES: Severe acute respiratory syndrome coronavirus 2 has been described as eliciting a powerful immune response. The association of coronavirus disease 2019 (COVID-19) infection with diseases requiring emergent or urgent colectomies may exacerbate the risk of surgical complications. We investigated the effect of preoperative COVID-19 infection on the clinical outcomes of patients who underwent a nonelective colectomy in 2021. METHODS: We queried the American College of Surgeons National Surgical Quality Improvement Program Targeted Colectomy database for all of the patients who underwent a colectomy in 2021 and filtered for patients classified as "Urgent" or "Emergent." Two groups were created based on preoperative COVID-19 status: COVID+ (n = 242) and COVID- cohorts (n = 11,049). Several clinical variables were compared. RESULTS: Before filtering for urgent/emergent operations, a large percentage of COVID+ patients were found to have undergone an urgent or emergency colectomy (68.36% vs 25.05%). Preoperatively, these patients were more likely to be taking steroids (21.49% vs 12.41%) or have a bleeding issue requiring a transfusion (19.42% vs 11.00%). A larger percentage of infected patients returned to the operating room (14.05% vs 8.13%) and had a hospital stay >30 days (18.18% vs 5.35%). COVID-19 infection was associated with a higher rate of mortality (14.05% vs 8.08%) but did not independently predict it (odds ratio 1.25, P = 0.233), with all P ≤ 0.001. CONCLUSIONS: Urgent or emergent colectomy patients who were COVID-19+ preoperatively were more likely to present with comorbidities, which, along with the recent viral infection, contributed to markedly worse clinical outcomes, including an increased rate of mortality.
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COVID-19 , Colectomía , Complicaciones Posoperatorias , Humanos , COVID-19/epidemiología , Colectomía/métodos , Colectomía/estadística & datos numéricos , Masculino , Femenino , Persona de Mediana Edad , Anciano , Complicaciones Posoperatorias/epidemiología , SARS-CoV-2 , Urgencias Médicas , Periodo Preoperatorio , Estados Unidos/epidemiología , Estudios Retrospectivos , Tiempo de Internación/estadística & datos numéricosRESUMEN
BACKGROUND: Studies have indicated that patients infected with the SARS-CoV-2 virus fare worse clinically after a traumatic injury, especially those who are older and have other comorbidities. OBJECTIVE: This study aims to understand the effects of Corona Virus Disease 19 (COVID-19) diagnosis on patients undergoing surgery for hip fractures. METHODS: This is a retrospective review of the 2021 American College of Surgeons (ACS) National Surgical Quality Improvement Program (NSQIP) Targeted Hip Fracture database for patients who underwent surgery. Two cohorts were formed based on patients' preoperative COVID-19 status, as tested within 14 days prior to the operation. Several clinical factors were compared. RESULTS: The COVID-positive cohort consisted of 184 patients, all of whom had a laboratory-confirmed or clinically suspected SARS-CoV-2 infection, while the COVID-negative cohort consisted of 12,211 patients with no infection. A lower proportion of COVID-positive patients had an emergent operation compared to the COVID-negative cohort (58.70% vs. 73.09%, p < .001). Preoperatively, the COVID-positive cohort showed higher rates of coagulopathy/bleeding disorders (22.83% vs. 14.12%), congestive heart failure (16.30% vs. 9.84%), diabetes mellitus (28.26% vs. 19.24%), and dementia (42.39% vs. 28.07%), with p ≤ .005 for all. Postoperatively, a higher proportion of COVID-positive patients died (9.78% vs. 5.40%) or had pneumonia (8.70% vs. 3.65%), hospital readmission within 30 days (10.87% vs. 6.76%), and pressure sores (8.15% vs. 4.55%), with p ≤ .033 for all. CONCLUSION: The diagnosis of COVID-19 in hip fracture patients was associated with higher rates of postoperative complications, including mortality, when compared to COVID-negative patients, indicating the severity of the viral infection.
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COVID-19 , Fracturas de Cadera , Mejoramiento de la Calidad , Humanos , COVID-19/epidemiología , Femenino , Masculino , Fracturas de Cadera/cirugía , Fracturas de Cadera/mortalidad , Estudios Retrospectivos , Anciano , Anciano de 80 o más Años , Estados Unidos/epidemiología , Complicaciones Posoperatorias/epidemiología , Persona de Mediana Edad , SARS-CoV-2 , Estudios de CohortesRESUMEN
BACKGROUND: The 3D breast magnetic resonance fingerprinting (MRF) technique enables T1 and T2 mapping in breast tissues. Combined repeatability and reproducibility studies on breast T1 and T2 relaxometry are lacking. PURPOSE: To assess test-retest and two-visit repeatability and interscanner reproducibility of the 3D breast MRF technique in a single-institution setting. STUDY TYPE: Prospective. SUBJECTS: Eighteen women (median age 29 years, range, 22-33 years) underwent Visit 1 scans on scanner 1. Ten of these women underwent test-retest scan repositioning after a 10-minute interval. Thirteen women had Visit 2 scans within 7-15 days in same menstrual cycle. The remaining five women had Visit 2 scans in the same menstrual phase in next menstrual cycle. Five women were also scanned on scanner 2 at both visits for interscanner reproducibility. FIELD STRENGTH/SEQUENCE: Two 3T MR scanners with the 3D breast MRF technique. ASSESSMENT: T1 and T2 MRF maps of both breasts. STATISTICAL TESTS: Mean T1 and T2 values for normal fibroglandular tissues were quantified at all scans. For variability, between and within-subjects coefficients of variation (bCV and wCV, respectively) were assessed. Repeatability was assessed with Bland-Altman analysis and coefficient of repeatability (CR). Reproducibility was assessed with interscanner coefficient of variation (CoV) and Wilcoxon signed-rank test. RESULTS: The bCV at test-retest scans was 9-12% for T1 , 7-17% for T2 , wCV was <4% for T1 , and <7% for T2 . For two visits in same menstrual cycle, bCV was 10-15% for T1 , 13-17% for T2 , wCV was <7% for T1 and <5% for T2 . For two visits in the same menstrual phase, bCV was 6-14% for T1 , 15-18% for T2 , wCV was <7% for T1 , and <9% for T2 . For test-retest scans, CR for T1 and T2 were 130 msec and 11 msec. For two visit scans, CR was <290 msec for T1 and 10-14 msec for T2 . Interscanner CoV was 3.3-3.6% for T1 and 5.1-6.6% for T2 , with no differences between interscanner measurements (P = 1.00 for T1 , P = 0.344 for T2 ). DATA CONCLUSION: 3D breast MRF measurements are repeatable across scan timings and scanners and may be useful in clinical applications in breast imaging. LEVEL OF EVIDENCE: 2 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;50:1133-1143.
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Mama/anatomía & histología , Procesamiento de Imagen Asistido por Computador/métodos , Imagenología Tridimensional/métodos , Imagen por Resonancia Magnética/métodos , Adulto , Femenino , Humanos , Estudios Prospectivos , Valores de Referencia , Reproducibilidad de los Resultados , Adulto JovenAsunto(s)
Buprenorfina , Síndrome de Abstinencia Neonatal , Humanos , Síndrome de Abstinencia Neonatal/epidemiología , Síndrome de Abstinencia Neonatal/tratamiento farmacológico , Buprenorfina/uso terapéutico , Recién Nacido , Tratamiento de Sustitución de Opiáceos/métodos , Femenino , Trastornos Relacionados con Opioides/tratamiento farmacológico , Trastornos Relacionados con Opioides/epidemiología , Embarazo , Analgésicos Opioides/uso terapéutico , Analgésicos Opioides/efectos adversos , Estados Unidos/epidemiología , Prescripciones de Medicamentos/estadística & datos numéricosRESUMEN
Background: Crohn's disease (CD) and ulcerative colitis (UC) are prevalent in adult and pediatric populations, but their differences are not well studied using national data. We compared the clinical outcomes of these patients using the American College of Surgeons (ACS) National Surgical Quality Improvement Program (NSQIP) databases.Methods: Colectomy cases for CD and UC, the 2 major forms of inflammatory bowel disease (IBD), were compared between adult and pediatric patients using the 2017-2019 ACS NSQIP databases. Various clinical factors were analyzed, with postoperative complications being the primary outcome of interest.Results: We identified 542 pediatric and 5174 adult CD patients and 360 pediatric and 1292 adult UC patients. Adults with CD or UC were more likely to be on steroids preoperatively (CD: 60.15% vs 24.54%; UC: 65.63% vs 51.39%). Children with IBD were more likely to have preoperative transfusions (CD: 1.48% vs .33%; UC: 8.33% vs .62%), systemic inflammatory response syndrome (CD: 3.51% vs .93%; UC: 12.78% vs 3.10%), or sepsis (CD: 1.85% vs .66%; UC: 1.39% vs .31%). Unplanned reoperations were more common among pediatric patients in both disease states compared to adults (CD: 6.27% vs 4.10%; UC: 11.11% vs 4.26%), with P-values for all factors described as ≤.02. Multivariate logistic regression found pediatric age to be associated with higher odds of needing a reoperation among UC patients but not CD patients.Conclusion: Pediatric patients were sicker at the time of surgery, and those with either disease were more likely to require a reoperation within 30 days.
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Accurate differentiation between tumor progression (TP) and pseudoprogression remains a critical unmet need in neurooncology. 18F-fluciclovine is a widely available synthetic amino acid PET radiotracer. In this study, we aimed to assess the value of 18F-fluciclovine PET for differentiating pseudoprogression from TP in a prospective cohort of patients with suspected radiographic recurrence of glioblastoma. Methods: We enrolled 30 glioblastoma patients with radiographic progression after first-line chemoradiotherapy for whom surgical resection was planned. The patients underwent preoperative 18F-fluciclovine PET and MRI. The relative percentages of viable tumor and therapy-related changes observed in histopathology were quantified and categorized as TP (≥50% viable tumor), mixed TP (<50% and >10% viable tumor), or pseudoprogression (≤10% viable tumor). Results: Eighteen patients had TP, 4 had mixed TP, and 8 had pseudoprogression. Patients with TP/mixed TP had a significantly higher 40- to 50-min SUVmax (6.64 + 1.88 vs. 4.11 ± 1.52, P = 0.009) than patients with pseudoprogression. A 40- to 50-min SUVmax cutoff of 4.66 provided 90% sensitivity and 83% specificity for differentiation of TP/mixed TP from pseudoprogression (area under the curve [AUC], 0.86). A maximum relative cerebral blood volume cutoff of 3.672 provided 90% sensitivity and 71% specificity for differentiation of TP/mixed TP from pseudoprogression (AUC, 0.779). Combining a 40- to 50-min SUVmax cutoff of 4.66 and a maximum relative cerebral blood volume of 3.67 on MRI provided 100% sensitivity and 80% specificity for differentiating TP/mixed TP from pseudoprogression (AUC, 0.95). Conclusion: 18F-fluciclovine PET uptake can accurately differentiate pseudoprogression from TP in glioblastoma, with even greater accuracy when combined with multiparametric MRI. Given the wide availability of 18F-fluciclovine, larger, multicenter studies are warranted to determine whether amino acid PET with 18F-fluciclovine should be used in the routine posttreatment assessment of glioblastoma.
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Glioblastoma , Humanos , Glioblastoma/diagnóstico por imagen , Glioblastoma/terapia , Glioblastoma/patología , Estudios Prospectivos , Imagen por Resonancia Magnética , Ácidos Carboxílicos , Tomografía de Emisión de Positrones , AminoácidosRESUMEN
Although machine learning (ML) has shown promise across disciplines, out-of-sample generalizability is concerning. This is currently addressed by sharing multi-site data, but such centralization is challenging/infeasible to scale due to various limitations. Federated ML (FL) provides an alternative paradigm for accurate and generalizable ML, by only sharing numerical model updates. Here we present the largest FL study to-date, involving data from 71 sites across 6 continents, to generate an automatic tumor boundary detector for the rare disease of glioblastoma, reporting the largest such dataset in the literature (n = 6, 314). We demonstrate a 33% delineation improvement for the surgically targetable tumor, and 23% for the complete tumor extent, over a publicly trained model. We anticipate our study to: 1) enable more healthcare studies informed by large diverse data, ensuring meaningful results for rare diseases and underrepresented populations, 2) facilitate further analyses for glioblastoma by releasing our consensus model, and 3) demonstrate the FL effectiveness at such scale and task-complexity as a paradigm shift for multi-site collaborations, alleviating the need for data-sharing.
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Macrodatos , Glioblastoma , Humanos , Aprendizaje Automático , Enfermedades Raras , Difusión de la InformaciónRESUMEN
Perfusion properties can be estimated from pharmacokinetic models applied to DCE-MRI data using curve fitting algorithms; however, these suffer from drawbacks including the local minimum problem and substantial computational time. Here, a dictionary matching approach is proposed as an alternative. Curve fitting and dictionary matching were applied to simulated data using the dual-input single-compartment model with known perfusion property values and 5 in vivo DCE-MRI datasets. In simulation at SNR 60 dB, the dictionary estimate had a mean percent error of 0.4-1.0% for arterial fraction, 0.5-1.4% for distribution volume, and 0.0% for mean transit time. The curve fitting estimate had a mean percent error of 1.1-2.1% for arterial fraction, 0.5-1.3% for distribution volume, and 0.2-1.8% for mean transit time. In vivo, dictionary matching and curve fitting showed no statistically significant differences in any of the perfusion property measurements in any of the 10 ROIs between the methods. In vivo, the dictionary method performed over 140-fold faster than curve fitting, obtaining whole volume perfusion maps in just over 10 s. This study establishes the feasibility of using a dictionary matching approach as a new and faster way of estimating perfusion properties from pharmacokinetic models in DCE-MRI.
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Algoritmos , Medios de Contraste , Procesamiento de Imagen Asistido por Computador/métodos , Cirrosis Hepática/patología , Neoplasias Hepáticas/patología , Hígado/citología , Imagen por Resonancia Magnética/métodos , Simulación por Computador , Humanos , Hígado/metabolismo , Cirrosis Hepática/metabolismo , Neoplasias Hepáticas/metabolismo , Modelos Biológicos , Método de Montecarlo , PerfusiónRESUMEN
The purpose of this study is to test the feasibility of applying a dual-input two-compartment liver perfusion model to patients with different pathologies. A total of 7 healthy subjects and 11 patients with focal liver lesions, including 6 patients with metastatic adenocarcinoma and 5 with hepatocellular carcinoma (HCC), were examined. Liver perfusion values were measured from both focal liver lesions and cirrhotic tissues (from the 5 HCC patients). Compared to results from volunteer livers, significantly higher arterial fraction, fractional volume of the interstitial space, and lower permeability-surface area product were observed for metastatic lesions, and significantly higher arterial fraction and lower vascular transit time were observed for HCCs (P < 0.05). Significantly lower arterial fraction and higher vascular transit time, fractional volume of the vascular space, and fractional volume of the interstitial space were observed for metastases in comparison to HCCs (P < 0.05). For cirrhotic livers, a significantly lower total perfusion, lower fractional volume of the vascular space, higher fractional volume of the interstitial space, and lower permeability-surface area product were noted in comparison to volunteer livers (P < 0.05). Our findings support the possibility of using this model with 3D free-breathing acquisitions for lesion and diffuse liver disease characterization.