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BACKGROUND: Natural Language Processing (NLP) has been shown effective to analyze the content of radiology reports and identify diagnosis or patient characteristics. We evaluate the combination of NLP and machine learning to detect thromboembolic disease diagnosis and incidental clinically relevant findings from angiography and venography reports written in French. We model thromboembolic diagnosis and incidental findings as a set of concepts, modalities and relations between concepts that can be used as features by a supervised machine learning algorithm. A corpus of 573 radiology reports was de-identified and manually annotated with the support of NLP tools by a physician for relevant concepts, modalities and relations. A machine learning classifier was trained on the dataset interpreted by a physician for diagnosis of deep-vein thrombosis, pulmonary embolism and clinically relevant incidental findings. Decision models accounted for the imbalanced nature of the data and exploited the structure of the reports. RESULTS: The best model achieved an F measure of 0.98 for pulmonary embolism identification, 1.00 for deep vein thrombosis, and 0.80 for incidental clinically relevant findings. The use of concepts, modalities and relations improved performances in all cases. CONCLUSIONS: This study demonstrates the benefits of developing an automated method to identify medical concepts, modality and relations from radiology reports in French. An end-to-end automatic system for annotation and classification which could be applied to other radiology reports databases would be valuable for epidemiological surveillance, performance monitoring, and accreditation in French hospitals.
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Biología Computacional/métodos , Hallazgos Incidentales , Procesamiento de Lenguaje Natural , Embolia Pulmonar/diagnóstico por imagen , Radiología , Informe de Investigación , Tomografía Computarizada por Rayos X , Algoritmos , HumanosRESUMEN
BACKGROUND: A variety of treatment modalities have been proposed to treat keloid scars, but outcomes are often disappointing. Intralesional cryosurgery may significantly reduce these scars. OBJECTIVE: To evaluate the clinical safety and efficacy of intralesional cryosurgery to treat keloid scars. Feedback from patients on pain, pruritus and aesthetic discomfort was recorded before and after treatment. METHODS: A total of 10 patients with 14 keloid scars resistant to conventional treatments were enrolled in a retrospective study between October 2007 and October 2013. The efficacy of this treatment was evaluated by measuring the reduction in scar surface. RESULTS: Scar surface was reduced by an average of 58.5% after intralesional cryosurgery treatment for all scars (average pre-operative keloid scar surface: 874.6 ± 954.1 mm2; average post-operative keloid scar surface: 505.8 ± 1,024.7 mm2; p = 0.002). Pain and aesthetic discomfort were significantly decreased after treatment in all patients (p = 0.008 and p = 0.012, respectively). CONCLUSION: Our data suggest that intralesional cryosurgery is an effective treatment for keloids.
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Cicatriz/complicaciones , Criocirugía/métodos , Queloide/patología , Queloide/cirugía , Adolescente , Adulto , Anciano , Cicatriz/fisiopatología , Estética , Femenino , Estudios de Seguimiento , Humanos , Queloide/etiología , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Medición de Riesgo , Índice de Severidad de la Enfermedad , Resultado del Tratamiento , Adulto JovenRESUMEN
INTRODUCTION: The choice of surgical technique for high-grade spondylolisthesis (HGS) associated with lumbosacral kyphosis remains controversial. Are non-instrumented techniques still relevant, what with the multiplicity and modernity of patient-specific instrumentation? HYPOTHESIS: Our hypothesis was that a non-instrumented circumferential arthrodesis performed after a period of gradual reduction of HGS, associated with lumbosacral kyphosis, provided satisfactory long-term functional and radiographic results in children and adolescents while minimizing the risk of complications. MATERIALS AND METHODS: Thirty-one L5-S1 HGS associated with a lumbosacral kyphosis operated by non-instrumented circumferential arthrodesis after a period of traction and suspension were included in our study. The first stage of this technique consisted of a gradual reduction using traction followed by immobilization in the corrected position. The second stage involved a posterior, followed by an anterior, surgical procedure and a spica cast immobilization for 4 months. The mean age at surgery was 13.9±2.3 years (6-18) and the mean follow-up was 10.3±4.5 years (2.1-17.8). RESULTS: The overall complication rate was 26% (n=8/31): 13% neurologic complications, 10% bone fusion defects and 3% skin complications. The reoperation rate was 13% (n=4/31). The mean ODI (/50) was 3±4.6 (0-22) and the SRS-30 126.7±15 (72-143). The Taillard index decreased by 25% (p<.001) and remained stable throughout the follow-up period (p=.65). The lumbosacral angle was corrected by 13.5% (p=.03) and the correction was maintained throughout the follow-up period (p=.71). At the last follow-up, the lumbosacral angle was significantly correlated with a low ODI score and a high SRS-30 score (p<.05). CONCLUSION: Even though this technique achieved a smaller reduction of the lumbosacral angle, it reduced by at least a factor of three the incidence of neurologic complications and resulted in satisfactory functional outcomes when compared to instrumented and intraoperative correction series. LEVEL OF EVIDENCE: IV.
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Cifosis , Fusión Vertebral , Espondilolistesis , Adolescente , Niño , Humanos , Cifosis/cirugía , Vértebras Lumbares/cirugía , Región Lumbosacra/cirugía , Estudios Retrospectivos , Fusión Vertebral/métodos , Espondilolistesis/complicaciones , Espondilolistesis/cirugía , Resultado del TratamientoRESUMEN
Gamma-delta (γδ) T cells contribute to the innate immune response against cancer. In samples of 20 patients upon DLBCL diagnosis, we found that Vδ1+ T cells were the major γδ T cell subset in tumors and PBMCs of patients, while Vδ2 T cells were preponderant in PBMCs of healthy subjects. Interestingly, the germinal center (GC) subtype was associated with an increase in Vδ1+ T cells in tumors, whereas the non-GC subtype was associated with a lower frequency of γδ T cells. While circulating Vδ1+ T cells of patients or HSs mostly exhibited a naïve phenotype, the majority of tumor Vδ1+ T cells showed a central memory phenotype. Resident or circulating γδ T cells from patients were not functionally impaired since they produced high levels of IFN-γ. Collectively, our findings are in favor of γδ T cell activation in tumors and open new perspectives for their modulation in DLBCL immunotherapy.
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Recuento de Linfocitos , Linfocitos Infiltrantes de Tumor/metabolismo , Linfoma de Células B Grandes Difuso/sangre , Linfoma de Células B Grandes Difuso/patología , Receptores de Antígenos de Linfocitos T gamma-delta/metabolismo , Subgrupos de Linfocitos T/metabolismo , Adulto , Anciano , Anciano de 80 o más Años , Citocinas/metabolismo , Femenino , Humanos , Memoria Inmunológica , Vigilancia Inmunológica , Inmunoterapia , Activación de Linfocitos/inmunología , Linfocitos Infiltrantes de Tumor/inmunología , Linfocitos Infiltrantes de Tumor/patología , Linfoma de Células B Grandes Difuso/inmunología , Linfoma de Células B Grandes Difuso/terapia , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Subgrupos de Linfocitos T/inmunología , Subgrupos de Linfocitos T/patologíaRESUMEN
Peripheral T-cell lymphoma (PTCL) is a group of diseases with poor outcome and few therapeutic options. We aimed to assess the efficacy of bendamustine in real life cohort of patients.Between November 2009 and March 2015, 138 PTCL patients were treated with bendamustine in 27 centers. Population median age was 64 (28-89) years with male/female ratio of 1.4. There were mainly angio-immunoblastic (AITL = 71), PTCL-not otherwise specified (PTCL-NOS = 40) and anaplastic large cell lymphoma (ALCL = 8). The majority of patients (96%) had disseminated disease and extranodal localizations (77%). Median number of chemotherapy lines prior to bendamustine was 2 (1-8). Median duration of response (DoR) after the last chemotherapy prior to bendamustine was 4.3 months (1-70) and 50% of patients had refractory disease.Median number of administered bendamustine cycles was 2 (1-8) and 72 patients (52%) received less than 3 mostly because of disease progression. Median dose was 90 (50-150) mg/m². Overall response rate (ORR) was 32.6% with complete response (CR) rate of 24.6% and median DoR was 3.3 months (1-39). AITL patients were more sensitive than PTCL-NOS patients (ORR: 45.1 versus 20%, p = 0.01). Median PFS and OS were 3.1 (0.2-46.3) and 4.4 (0.2-55.4) months. On multivariate analysis, refractory disease (p = 0.001) and extranodal localization (p = 0.028) adversely influenced ORR. Grade 3-4 thrombocytopenia, neutropenia and infections were reported in 22, 17 and 23% of cases respectively.Bendamustine as single agent could be considered as a therapeutic option for relapsed or refractory PTCL, particularly in chemosensitive or AITL patients. Combinations of bendamustine with other drugs warrant further evaluation.
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Antineoplásicos Alquilantes/administración & dosificación , Clorhidrato de Bendamustina/administración & dosificación , Linfoma de Células T Periférico/tratamiento farmacológico , Adulto , Anciano , Anciano de 80 o más Años , Antineoplásicos Alquilantes/efectos adversos , Clorhidrato de Bendamustina/efectos adversos , Progresión de la Enfermedad , Supervivencia sin Enfermedad , Esquema de Medicación , Resistencia a Antineoplásicos , Femenino , Francia , Humanos , Estimación de Kaplan-Meier , Modelos Logísticos , Metástasis Linfática , Linfoma de Células T Periférico/mortalidad , Linfoma de Células T Periférico/patología , Masculino , Persona de Mediana Edad , Análisis Multivariante , Oportunidad Relativa , Modelos de Riesgos Proporcionales , Recurrencia , Estudios Retrospectivos , Factores de Tiempo , Resultado del TratamientoRESUMEN
BACKGROUND: In the middle of October 2011, the Hygiene Department of Caen University Hospital suspected an outbreak of surgical site infections (SSI) after open-heart operations with an unusually high proportion of microorganisms belonging to the Enterobacteriaceae family. The attack rate was 3.8%, significantly different (p = 0.035) from the attack rate of 1.2% in 2010 over the equivalent period. A case-control study was conducted to search specifically for risk factors for Enterobacteriaceae infections after median sternotomy in cardiac patients. METHODS: Case patients were defined retrospectively as patients with superficial or deep surgical site infection with Enterobacteriaceae within 30 days of median sternotomy. Four control patients were selected per case patient from patients matched for date of operation (± 15 days) and European System for Cardiac Operative Risk Evaluation (<5, [5-10], >10). RESULTS: Univariate analysis identified the following risk factors: inappropriate skin preparation on the morning of the intervention (p = 0.046), use of vancomycin (p = 0.030), and number of sternotomy dressings (p = 0.033). A multivariate logistic regression analysis found that vancomycin use was independently associated with an increased risk of postoperative SSI with Enterobacteriaceae (p = 0.019; odds ratio = 7.4). CONCLUSIONS: Although vancomycin is known to be effective for preventing infection with methicillin-sensitive organisms, our results suggest that it was associated with a risk for the development of SSI with gram-negative organisms after median sternotomy. This study led to a multidisciplinary meeting that defined new guidelines for prophylactic antibiotic therapy before open-heart operations.