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Surgical site infections are hospital-acquired infections resulting in severe risk for patients and significantly increased costs for healthcare providers. In this work, we show how to leverage irregularly sampled preoperative blood tests to predict, on the day of surgery, a future surgical site infection and its severity. Our dataset is extracted from the electronic health records of patients who underwent gastrointestinal surgery and developed either deep, shallow or no infection. We represent the patients using the concentrations of fourteen common blood components collected over the four weeks preceding the surgery partitioned into six time windows. A gradient boosting based classifier trained on our new set of features reports an AUROC of 0.991 for predicting a postoperative infection and and AUROC of 0.937 for classifying the severity of the infection. Further analyses support the clinical relevance of our approach as the most important features describe the nutritional status and the liver function over the two weeks prior to surgery.
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Registros Electrónicos de Salud , Infección de la Herida Quirúrgica , Predicción , Humanos , Factores de Riesgo , Infección de la Herida Quirúrgica/diagnósticoRESUMEN
BACKGROUND: Mothers with diabetes are less likely to achieve successful breastfeeding. Antenatal breastmilk expression (ABE) may facilitate earlier breastfeeding, but feasibility of introducing ABE and its acceptance among Scandinavian women have previously not been investigated. METHODS: This observational trial was conducted between the 1 January 2019 and the 12 March 2020 in Tromsø, Norway. We aimed to determine the feasibility of ABE in terms of practicality and acceptability among women with medically (metformin or insulin) treated diabetes. Women were invited to participate during antenatal visits from 32 weeks gestation. Participants received instruction and started ABE from gestation week 37 + 0. Participants, and their infants, were followed until 6-8 weeks after birth. We collected data on breastfeeding rates, infant hypoglycemia, transfer to the neonatal unit, and the women's overall experience and satisfaction with antenatal breastmilk expression. RESULTS: Twenty-eight of 34 (82%) invited women consented to participate. All started ABE from week 37 + 0, and continued until hospital admission. No women reported any discomfort or side effects. Labor was induced at 38 weeks gestation. Twenty-four women brought harvested colostrum to the maternity ward, which was given to their infants during the first 24 h of life. Breastfeeding rates at discharge were 24/28 (86%) and 21/27 (78%) at 6-8 weeks after delivery. Seven (25%) infants were transferred to the neonatal unit; four because of hypoglycemia. Maternal satisfaction assessed 6-8 weeks after delivery revealed that all participants felt positive about the ABE, but one woman would not recommend it to other pregnant women. CONCLUSIONS: Implementing a structured ABE guideline for women with medically treated diabetes was feasible. The intervention was associated with high level of satisfaction among study participants. No obvious side effects were observed, and breastfeeding rates at discharge and 6-8 weeks after delivery were higher than in comparable studies. TRIAL REGISTRATION: The study was registered at the research study registry at the University Hospital of North Norway ( Nr 2018/7181 ).
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Extracción de Leche Materna , Diabetes Mellitus , Lactancia Materna , Estudios de Factibilidad , Femenino , Humanos , Lactante , Recién Nacido , Embarazo , Atención PrenatalRESUMEN
Deep learning-based support systems have demonstrated encouraging results in numerous clinical applications involving the processing of time series data. While such systems often are very accurate, they have no inherent mechanism for explaining what influenced the predictions, which is critical for clinical tasks. However, existing explainability techniques lack an important component for trustworthy and reliable decision support, namely a notion of uncertainty. In this paper, we address this lack of uncertainty by proposing a deep ensemble approach where a collection of DNNs are trained independently. A measure of uncertainty in the relevance scores is computed by taking the standard deviation across the relevance scores produced by each model in the ensemble, which in turn is used to make the explanations more reliable. The class activation mapping method is used to assign a relevance score for each time step in the time series. Results demonstrate that the proposed ensemble is more accurate in locating relevant time steps and is more consistent across random initializations, thus making the model more trustworthy. The proposed methodology paves the way for constructing trustworthy and dependable support systems for processing clinical time series for healthcare related tasks.
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Atención a la Salud , Humanos , IncertidumbreRESUMEN
Liver failure is the major cause of death following liver resection. Post-resection portal venous pressure (PVP) predicts liver failure, is implicated in its pathogenesis, and when PVP is reduced, rates of liver dysfunction decrease. The aim of the present study was to characterize the hemodynamic, biochemical, and histological changes induced by 80% hepatectomy in non-cirrhotic pigs and determine if terlipressin or direct portacaval shunting can modulate these effects. Pigs were randomized (n=8/group) to undergo 80% hepatectomy alone (control); terlipressin (2 mg bolus + 0.5-1 mg/h) + 80% hepatectomy; or portacaval shunt (PCS) + 80% hepatectomy, and were maintained under terminal anesthesia for 8 h. The primary outcome was changed in PVP. Secondary outcomes included portal venous flow (PVF), hepatic arterial flow (HAF), and biochemical and histological markers of liver injury. Hepatectomy increased PVP (9.3 ± 0.4 mmHg pre-hepatectomy compared with 13.0 ± 0.8 mmHg post-hepatectomy, P<0.0001) and PVF/g liver (1.2 ± 0.2 compared with 6.0 ± 0.6 ml/min/g, P<0.0001) and decreased HAF (70.8 ± 5.0 compared with 41.8 ± 5.7 ml/min, P=0.002). Terlipressin and PCS reduced PVP (terlipressin = 10.4 ± 0.8 mmHg, P=0.046 and PCS = 8.3 ± 1.2 mmHg, P=0.025) and PVF (control = 869.0 ± 36.1 ml/min compared with terlipressin = 565.6 ± 25.7 ml/min, P<0.0001 and PCS = 488.4 ± 106.4 ml/min, P=0.002) compared with control. Treatment with terlipressin increased HAF (73.2 ± 11.3 ml/min) compared with control (40.3 ± 6.3 ml/min, P=0.026). The results of the present study suggest that terlipressin and PCS may have a role in the prevention and treatment of post-resection liver failure.
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Hepatectomía , Arteria Hepática/efectos de los fármacos , Circulación Hepática/efectos de los fármacos , Fallo Hepático/prevención & control , Hígado/irrigación sanguínea , Derivación Portocava Quirúrgica , Presión Portal/efectos de los fármacos , Vena Porta/efectos de los fármacos , Terlipresina/farmacología , Animales , Velocidad del Flujo Sanguíneo , Modelos Animales de Enfermedad , Arteria Hepática/fisiopatología , Hígado/patología , Fallo Hepático/etiología , Fallo Hepático/patología , Fallo Hepático/fisiopatología , Masculino , Vena Porta/fisiopatología , Sus scrofaRESUMEN
OBJECTIVE: To investigate the use of specialized health care services for diverticular disease in different hospital referral regions in Norway. MATERIALS AND METHODS: Nationwide cross-sectional study with data from the Norwegian Patient Registry and Statistics Norway. All Norwegian inhabitants aged 40 years and older in the years 2012-16 (2,517,938) were included. We obtained the rates (n/100,000 population) for hospitalizations, outpatient appointments, and surgery for diverticular disease for the population in each hospital referral region. We also quantified the use of lower gastrointestinal (LGI) endoscopy in hospitalizations and outpatient appointments for diverticular disease and the use of LGI endoscopy performed on any indication. RESULTS: There were 131 hospitalizations and 381 outpatient appointments for diverticular disease per 100,000 population annually. Hospitalization rates varied 1.9-fold across regions from 94 to 175. Outpatient appointment rates varied 2.5-fold across regions from 258 to 655. Outpatient appointments were strongly correlated to hospitalizations (rs=0.75, p < .001) and outpatient LGI endoscopy for any indication (rs=0.67, p < .001). Hospitalization and surgery rates remained stable over the study period, while outpatient appointment rates increased by 37%. Concurrently, rates of outpatient LGI endoscopy performed on any indication increased by 35%. CONCLUSION: There was considerable regional variation in both hospitalizations and outpatient appointments for diverticular disease. The extent of variation and the correlation with diagnostic intensity of LGI endoscopy indicate that the regional variation in health care utilization for diverticular disease to a large extent can be explained by regional differences in clinical practice rather than disease burden.
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Enfermedades Diverticulares/epidemiología , Hospitalización/estadística & datos numéricos , Hospitalización/tendencias , Pacientes Ambulatorios/estadística & datos numéricos , Adulto , Distribución por Edad , Anciano , Anciano de 80 o más Años , Estudios Transversales , Enfermedades Diverticulares/terapia , Endoscopía Gastrointestinal/estadística & datos numéricos , Femenino , Geografía Médica/estadística & datos numéricos , Humanos , Masculino , Persona de Mediana Edad , Noruega/epidemiología , Distribución por Sexo , Procedimientos Quirúrgicos Operativos/estadística & datos numéricosRESUMEN
BACKGROUND: Based on moderate quality evidence, routine pelvic examination is strongly recommended against in asymptomatic women. The aims of this study was to quantify the extent of routine pelvic examinations within specialized health care in Norway, to assess if the use of these services differs across hospital referral regions and to assess if the use of colposcopy and ultrasound differs with gynecologists' payment models. METHODS: Nationwide cross-sectional study including all women aged 18 years and older in Norway in the years 2014-16 (2,038,747). Data was extracted from the Norwegian Patient Registry and Statistics Norway. The main outcome measures were 1. The number of appointments per 1000 women with a primary diagnosis of "Encounter for gynecological examination without complaint, suspected or reported diagnosis." 2. The age-standardized number of these appointments per 1000 women in the 21 different hospital referral regions of Norway. 3. The use of colposcopy and ultrasound in routine pelvic examinations, provided by gynecologists with fixed salaries and gynecologists paid by a fee-for-service model. RESULTS: Annually 22.2 out of every 1000 women in Norway had a routine pelvic examination, with variation across regions from 6.6 to 43.9 per 1000. Gynecologists with fixed salaries performed colposcopy in 1.6% and ultrasound in 74.5% of appointments. Corresponding numbers for fee-for-service gynecologists were 49.2% and 96.2%, respectively. CONCLUSIONS: Routine pelvic examinations are widely performed in Norway. The variation across regions is extensive. Our results strongly indicate that fee-for-service payments for gynecologists skyrocket the use of colposcopy and increase the use of ultrasound in pelvic examinations of asymptomatic women.
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Colposcopía/economía , Colposcopía/estadística & datos numéricos , Examen Ginecologíco/economía , Examen Ginecologíco/estadística & datos numéricos , Ultrasonografía/economía , Ultrasonografía/estadística & datos numéricos , Procedimientos Innecesarios/economía , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Estudios Transversales , Pruebas Diagnósticas de Rutina/economía , Pruebas Diagnósticas de Rutina/estadística & datos numéricos , Femenino , Geografía , Humanos , Persona de Mediana Edad , Noruega , Embarazo , Procedimientos Innecesarios/estadística & datos numéricos , Adulto JovenRESUMEN
OBJECTIVES: Postoperative delirium is a common complication after major surgery among the elderly. Despite its potentially serious consequences, the complication often goes undetected and undiagnosed. In order to provide diagnosis support one could potentially exploit the information hidden in free text documents from electronic health records using data-driven clinical decision support tools. However, these tools depend on labeled training data and can be both time consuming and expensive to create. METHODS: The recent learning with anchors framework resolves this problem by transforming key observations (anchors) into labels. This is a promising framework, but it is heavily reliant on clinicians knowledge for specifying good anchor choices in order to perform well. In this paper we propose a novel method for specifying anchors from free text documents, following an exploratory data analysis approach based on clustering and data visualization techniques. We investigate the use of the new framework as a way to detect postoperative delirium. RESULTS: By applying the proposed method to medical data gathered from a Norwegian university hospital, we increase the area under the precision-recall curve from 0.51 to 0.96 compared to baselines. CONCLUSIONS: The proposed approach can be used as a framework for clinical decision support for postoperative delirium.
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Delirio/diagnóstico , Registros Electrónicos de Salud , Complicaciones Posoperatorias , Anciano , Sistemas de Apoyo a Decisiones Clínicas , Delirio/complicaciones , Humanos , NoruegaRESUMEN
OBJECTIVE: The aim of this study was to investigate the benefits of deferred routine computed tomography of the kidneys, ureters and bladder (CT KUB) for patients with a self-limiting episode of suspected urolithiasis. MATERIALS AND METHODS: The study comprised a case series of consecutive patients examined with deferred routine CT KUB for control of suspected urolithiasis. Patients examined with CT KUB at the University Hospital of North Norway, between 1 January 2010 and 31 December 2013, were included. The final analysis included 189 CT KUBs (response rate 48%). All data were extracted from the patient case files. The primary endpoint was the proportion of asymptomatic patients with a confirmed diagnosis of urolithiasis on CT KUB that led to surgical intervention within 1 year from the initial CT scan. RESULTS: At the time of CT KUB, 171 patients (90%) were asymptomatic, of whom three (1.8%) were treated. Urolithiasis was confirmed on CT KUB in 23% of asymptomatic patients. CONCLUSION: Deferred CT KUB did not alter the clinical outcome for the great majority of asymptomatic patients. The majority of patients who received adequate pain relief in primary care remained asymptomatic, and did not need specialized healthcare. Refraining from CT KUB involves little risk. Deferred CT KUB for patients with suspected urolithiasis is a low-value healthcare service.
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Tomografía Computarizada por Rayos X/métodos , Urolitiasis/diagnóstico por imagen , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Enfermedades Asintomáticas , Análisis Costo-Beneficio , Femenino , Humanos , Masculino , Persona de Mediana Edad , Noruega , Calidad de la Atención de Salud , Medición de Riesgo , Factores de Tiempo , Tomografía Computarizada por Rayos X/economía , Adulto JovenRESUMEN
BACKGROUND: Previous studies on oxidative state after partial hepatectomy (PHx) report conflicting data on levels of glutathione (GSH) and are mainly presented in rodent models by methodology less sensitive than the present technologies. The current swine model presents GSH levels and the following genetic response post-PHx, utilizing an analytical platform more sensitive and precise than earlier available. METHOD: Twelve pigs were randomized to a PHx- and a control group (n=6 in each). The PHx group had a 60% hepatectomy. Serial in vivo liver biopsies during 12h of anaesthesia post-PHx were analyzed for GSH by liquid chromatography mass spectrometry (LC-MS/MS). Transcriptional alterations of genes (GS, GCLM, GCLC, GR, HGF, NFE2L2, TGFß1) regulating GSH synthesis were measured by real-time PCR. RESULTS: No difference was detected between the GSH levels in the PHx- and the control group during the experiment (P=0.247). Still, decreased gene expression of GS (P=0.026) and NFE2L2 (P=0.014) the first nine hours, and a decrease of TGFß1 (P=0.029) the first seven hours post-PHx was seen in the liver remnant. CONCLUSION: The results show that the liver has an extended capacity to maintain GSH homeostasis during major stress and parenchymal loss, even at the early onset of such trauma. This observation was not explained by increased expression of key genes in GSH pathways. Consequently, the results indicate an inherent compensatory capacity to maintain GSH homeostasis in the reduced organ.
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Hepatectomía , Hígado/metabolismo , Hígado/cirugía , Oxidación-Reducción , Animales , Femenino , Expresión Génica , Regulación de la Expresión Génica , Glutatión/metabolismo , Redes y Vías Metabólicas , Metaboloma , Metabolómica/métodos , PorcinosRESUMEN
BACKGROUND: Pulmonary complications are common in acute liver failure (ALF). The role of the lungs in the uptake of harmful soluble endogenous macromolecules was evaluated in a porcine model of ALF induced by hepatic devascularization (n = 8) vs. controls (n = 8). In additional experiments, pulmonary uptake was investigated in healthy pigs. Fluorochrome-labeled modified albumin (MA) was applied to investigate the cellular uptake. RESULTS: As compared to controls, the ALF group displayed a 4-fold net increased lung uptake of hyaluronan, and 5-fold net increased uptake of both tissue plasminogen activator and lysosomal enzymes. Anatomical distribution experiments in healthy animals revealed that radiolabeled MA uptake (taken up by the same receptor as hyaluronan) was 53% by the liver, and 24% by the lungs. The lung uptake of LPS was 14% whereas 60% remained in the blood. Both fluorescence and electron microscopy revealed initial uptake of MA by pulmonary endothelial cells (PECs) with later translocation to pulmonary intravascular macrophages (PIMs). Moreover, the presence of PIMs was evident 10 min after injection. Systemic inflammatory markers such as leukopenia and increased serum TNF-α levels were evident after 20 min in the MA and LPS groups. CONCLUSION: Significant lung uptake of harmful soluble macromolecules compensated for the defect liver scavenger function in the ALF-group. Infusion of MA induced increased TNF-α serum levels and leukopenia, similar to the effect of the known inflammatory mediator LPS. These observations suggest a potential mechanism that may contribute to lung damage secondary to liver disease.
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Células Endoteliales/metabolismo , Fallo Hepático Agudo/metabolismo , Lesión Pulmonar/metabolismo , Pulmón/metabolismo , Animales , Transporte Biológico , Modelos Animales de Enfermedad , Fluoresceína-5-Isotiocianato/análogos & derivados , Fluoresceína-5-Isotiocianato/metabolismo , Ácido Hialurónico/metabolismo , Mediadores de Inflamación/sangre , Fallo Hepático Agudo/sangre , Fallo Hepático Agudo/complicaciones , Lesión Pulmonar/sangre , Lesión Pulmonar/etiología , Macrófagos Alveolares/metabolismo , Albúmina Sérica/metabolismo , Sus scrofa , Factores de TiempoRESUMEN
OBJECTIVE: In this work, we have developed a learning system capable of exploiting information conveyed by longitudinal Electronic Health Records (EHRs) for the prediction of a common postoperative complication, Anastomosis Leakage (AL), in a data-driven way and by fusing temporal population data from different and heterogeneous sources in the EHRs. MATERIAL AND METHODS: We used linear and non-linear kernel methods individually for each data source, and leveraging the powerful multiple kernels for their effective combination. To validate the system, we used data from the EHR of the gastrointestinal department at a university hospital. RESULTS: We first investigated the early prediction performance from each data source separately, by computing Area Under the Curve values for processed free text (0.83), blood tests (0.74), and vital signs (0.65), respectively. When exploiting the heterogeneous data sources combined using the composite kernel framework, the prediction capabilities increased considerably (0.92). Finally, posterior probabilities were evaluated for risk assessment of patients as an aid for clinicians to raise alertness at an early stage, in order to act promptly for avoiding AL complications. DISCUSSION: Machine-learning statistical model from EHR data can be useful to predict surgical complications. The combination of EHR extracted free text, blood samples values, and patient vital signs, improves the model performance. These results can be used as a framework for preoperative clinical decision support.
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Procedimientos Quirúrgicos del Sistema Digestivo , Registros Electrónicos de Salud , Complicaciones Posoperatorias , Fuga Anastomótica , Colon/cirugía , Humanos , Modelos Estadísticos , Recto/cirugía , Medición de Riesgo , Máquina de Vectores de SoporteRESUMEN
The free text in electronic health records (EHRs) conveys a huge amount of clinical information about health state and patient history. Despite a rapidly growing literature on the use of machine learning techniques for extracting this information, little effort has been invested toward feature selection and the features' corresponding medical interpretation. In this study, we focus on the task of early detection of anastomosis leakage (AL), a severe complication after elective surgery for colorectal cancer (CRC) surgery, using free text extracted from EHRs. We use a bag-of-words model to investigate the potential for feature selection strategies. The purpose is earlier detection of AL and prediction of AL with data generated in the EHR before the actual complication occur. Due to the high dimensionality of the data, we derive feature selection strategies using the robust support vector machine linear maximum margin classifier, by investigating: 1) a simple statistical criterion (leave-one-out-based test); 2) an intensive-computation statistical criterion (Bootstrap resampling); and 3) an advanced statistical criterion (kernel entropy). Results reveal a discriminatory power for early detection of complications after CRC (sensitivity 100%; specificity 72%). These results can be used to develop prediction models, based on EHR data, that can support surgeons and patients in the preoperative decision making phase.
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Fuga Anastomótica/diagnóstico , Registros Electrónicos de Salud , Informática Médica/métodos , Máquina de Vectores de Soporte , Análisis por Conglomerados , Neoplasias Colorrectales/cirugía , HumanosRESUMEN
AIM: To study genes regulating the extracellular matrix (ECM) and investigate the tissue remodelling following liver resection in porcine. METHODS: Four pigs with 60% partial hepatectomy- (PHx-) induced liver regeneration were studied over six weeks. Four pigs underwent sham surgery and another four pigs were used as controls of the normal liver growth. Liver biopsies were taken upon laparotomy, after three and six weeks. Gene expression profiles were obtained using porcine-specific oligonucleotide microarrays. Immunohistochemical staining was performed and a proliferative index was assessed. RESULTS: More differentially expressed genes were associated with the regulation of ECM in the resection group compared to the sham and control groups. Secreted protein acidic and rich in cysteine (SPARC) and collagen 1, alpha 2 (COL1A2) were both upregulated in the early phase of liver regeneration, validated by immunopositive cells during the remodelling phase of liver regeneration. A broadened connective tissue was demonstrated by Masson's Trichrome staining, and an immunohistochemical staining against pan-Cytokeratin (pan-CK) demonstrated a distinct pattern of migrating cells, followed by proliferating cell nuclear antigen (PCNA) positive nuclei. CONCLUSIONS: The present study demonstrates both a distinct pattern of PCNA positive nuclei and a deposition of ECM proteins in the remodelling phase of liver regeneration.
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Proteínas de la Matriz Extracelular/metabolismo , Matriz Extracelular/fisiología , Hepatectomía , Regeneración Hepática/fisiología , Hígado/fisiología , Hígado/cirugía , Animales , Femenino , Regulación de la Expresión Génica/fisiología , Mecanotransducción Celular/fisiología , Reoperación , PorcinosRESUMEN
BACKGROUND & AIMS: We hypothesized that the so far poorly understood improvement in postoperative insulin sensitivity, when surgery is preceded by a carbohydrate (CHO) drink, occurs via attenuation of skeletal muscle inflammatory responses to surgery, improved insulin signaling and attenuated expression of muscle pyruvate dehydrogenase kinase (PDK) 4. METHODS: Vastus lateralis muscle biopsies, collected before and after major abdominal surgery and during postoperative hyperinsulinaemic-euglycaemic clamping from 16 pigs randomized to either 200 ml of a CHO-supplemented drink 2 h before surgery (CHO, 25 g; n = 8), or preoperative overnight fasting (fasted; n = 8), were analyzed by fast qRT-PCR and IR-Western blotting. RESULTS: During clamping, expression of IKKß, SOCS3 and the ratio of phosphorylated/total JNK2 proteins were lower in the CHO group than in the fasted group (-1.0 vs. 2.9-fold, P < 0.001; -0.6 vs. 3.2-fold, P < 0.01; and -0.5 vs. 1.1-fold, P < 0.02, respectively). Furthermore, the ratio of Ser(307)-phosphorylated (inhibition)/total IRS1 protein was reduced only in the CHO group (-2.4 fold, P < 0.02), whereas FOXO1 phosphorylation (inactivation), which correlated negatively with PDK4 mRNA (r(2) = 0.275, P < 0.05), was lower in the CHO group than in the fasted group (-1.1-fold, P > 0.05 vs. -2.3-fold, P = 0.05). Post-surgery, PDK4 mRNA increased â¼20-fold (P < 0.01) in both groups, but was reversed to a greater extent by insulin in the CHO group (-40.5 vs. -22.7-fold, P < 0.05), resulting in 5-fold lower PDK4 protein levels, which correlated negatively with insulin-stimulated whole-body glucose disposal rates (r(2) = -0.265, P < 0.05). CONCLUSIONS: Preoperative carbohydrate supplementation was found to ameliorate postoperative insulin sensitivity by reducing muscle inflammatory responses and improved insulin inhibition of FOXO1-mediated PDK4 mRNA and protein expression after surgery.
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Carbohidratos de la Dieta/administración & dosificación , Suplementos Dietéticos , Resistencia a la Insulina , Músculo Esquelético/efectos de los fármacos , Cuidados Preoperatorios/veterinaria , Proteínas Quinasas/metabolismo , Animales , Glucemia/metabolismo , Procedimientos Quirúrgicos del Sistema Digestivo , Ayuno , Factores de Transcripción Forkhead/genética , Factores de Transcripción Forkhead/metabolismo , Técnica de Clampeo de la Glucosa/veterinaria , Hiperinsulinismo/tratamiento farmacológico , Hiperinsulinismo/veterinaria , Inflamación/tratamiento farmacológico , Insulina/sangre , Proteínas Sustrato del Receptor de Insulina/genética , Proteínas Sustrato del Receptor de Insulina/metabolismo , Músculo Esquelético/metabolismo , Periodo Posoperatorio , Proteínas Quinasas/genética , Proteínas Proto-Oncogénicas c-akt/genética , Proteínas Proto-Oncogénicas c-akt/metabolismo , Método Simple Ciego , PorcinosRESUMEN
BACKGROUND: Multidisciplinary team (MDT) conferences have been introduced into standard cancer care, though evidence that it benefits the patient is weak. We used the national Swedish Rectal Cancer Register to evaluate predictors for case discussion at a MDT conference and its impact on treatment. MATERIAL AND METHODS: Of the 6760 patients diagnosed with rectal cancer in Sweden between 2007 and 2010, 78% were evaluated at a MDT. Factors that influenced whether a patient was discussed at a preoperative MDT conference were evaluated in 4883 patients, and the impact of MDT evaluation on the implementation of preoperative radiotherapy was evaluated in 1043 patients with pT3c-pT4 M0 tumours, and in 1991 patients with pN+ M0 tumours. RESULTS: Hospital volume, i.e. the number of rectal cancer surgical procedures performed per year, was the major predictor for MDT evaluation. Patients treated at hospitals with < 29 procedures per year had an odds ratio (OR) for MDT evaluation of 0.15. Age and tumour stage also influenced the chance of MDT evaluation. MDT evaluation significantly predicted the likelihood of being treated with preoperative radiotherapy in patients with pT3c-pT4 M0 tumours (OR 5.06, 95% CI 3.08-8.34), and pN+ M0 (OR 3.55, 95% CI 2.60-4.85), even when corrected for co-morbidity and age. CONCLUSION: Patients with rectal cancer treated at high-volume hospitals are more likely to be discussed at a MDT conference, and that is an independent predictor of the use of adjuvant radiotherapy. These results indirectly support the introduction into clinical practice of discussing all rectal cancer patients at MDT conferences, not least those being treated at low-volume hospitals.
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Hospitales de Alto Volumen/estadística & datos numéricos , Hospitales de Bajo Volumen/estadística & datos numéricos , Comunicación Interdisciplinaria , Neoplasias del Recto/radioterapia , Neoplasias del Recto/cirugía , Factores de Edad , Anciano , Congresos como Asunto/estadística & datos numéricos , Femenino , Humanos , Masculino , Oportunidad Relativa , Guías de Práctica Clínica como Asunto , Cuidados Preoperatorios , Neoplasias del Recto/patología , Sistema de Registros , SueciaRESUMEN
BACKGROUND & AIMS: Preoperative oral carbohydrate (CHO) treatment is known to reduce postoperative insulin resistance, but the necessity of a preoperative evening dose is uncertain. We investigated the effect of single-dose CHO treatment two hours before surgery on postoperative insulin sensitivity. METHODS: Thirty two pigs (â¼ 30 kg) were randomized to 4 groups (n = 8) followed by D-[6,6-(2)H2] glucose infusion and hyperinsulinemic-euglycemic step clamping. Two groups received a morning drink of 25 g carbohydrate (CHO/surgery and CHO/control). Animals in the other two groups were fasted overnight (fasting/surgery and fasting/control). Counter-regulatory hormones, free fatty acids (FFA) and liver and muscle glycogen content were measured serially. RESULTS: Glucose infusion rates needed to maintain euglycemia were higher after CHO/surgery than fasting/surgery during low (8.54 ± 0.82 vs. 6.15 ± 0.27 mg/kg/min, P < 0.05), medium (17.26 ± 1.08 vs. 14.02 ± 0.56 mg/kg/min, P < 0.02) and high insulin clamping (19.83 ± 0.95 vs. 17.16 ± 0.58 mg/kg/min, P < 0.05). The control groups exhibited identical insulin sensitivity. Compared to their respective controls, insulin-stimulated whole-body glucose disposal was significantly reduced after fasting/surgery (-41%, P < 0.001), but not after CHO/surgery (-16%, P = 0.180). CHO reduced FFA perioperatively (P < 0.05) and during the clamp procedures (P < 0.02), but did not affect hepatic insulin sensitivity, liver and muscle glycogen content or counter-regulatory hormone profiles. A strong negative correlation between peripheral insulin sensitivity and mean cortisol levels was seen in fasted (R = -0.692, P = 0.003), but not in CHO loaded pigs. CONCLUSIONS: Single-dose preoperative CHO treatment is sufficient to reduce postoperative insulin resistance, possibly due to the antilipolytic effects and antagonist properties of preoperative hyperinsulinemia on the suppressant actions of cortisol on carbohydrate oxidation.
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Carbohidratos de la Dieta/administración & dosificación , Resistencia a la Insulina , Complicaciones Posoperatorias/prevención & control , Periodo Preoperatorio , Animales , Glucemia/análisis , Deuterio , Ayuno , Ácidos Grasos no Esterificados/sangre , Glucosa/administración & dosificación , Técnica de Clampeo de la Glucosa , Glucógeno/análisis , Insulina/sangre , Hígado/química , Músculos/química , PorcinosRESUMEN
BACKGROUND: Reduced glutathione (γ-glutamylcysteinylglycine), GSH, is essential when protecting cells from oxidative stress and also an indicator of disease risk. Reported concentrations of GSH and its oxidized form, glutathione disulfide (GSSG), varies considerably, primarily due to the instability of GSH and various analytical methods. METHODS: We designed a sensitive method to analyze GSH and GSSG in porcine hepatocytes using liquid chromatography-tandem mass spectrometry (LC-MS/MS) after stabilization with N-ethylmaleimide (NEM). This method includes stable isotope labeled internal standards and simple synthesis of labeled GSSG which commercial sources rarely offer. GSH and GSSG were analyzed in porcine liver biopsies giving a reference interval based on a large number of samples (26 pigs; 3 parallels). RESULTS: The LC-MS/MS results revealed excellent linearity for both GSH and GSSG, with interday coefficient of variation (%CV) for GSH-NEM and GSSG <10 %. Accuracy for recovery tests was between 95.6% and 106.7% (n = 3) for GSH and between 92.3% and 107.7% (n = 3) for GSSG. The limits of quantification were 0.1 µM for GSH-NEM and 0.08 µM for GSSG. The mean concentration of GSH was 3.5 (95% CI = 1.5-8.1) mmol/liter and of GSSG 0.0023 (95% CI = 0.0003-0.019) mmol/liter. CONCLUSION: For the first time GSH and GSSG are analyzed in porcine hepatocytes by LC-MS/MS yielding a reference level of GSH and GSSG. The method is reproducible in any laboratory with LC-MS/MS service and will probably be applicable in all soft tissues and cell suspensions, essentially with no modification.
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Glutatión/metabolismo , Hepatocitos/metabolismo , Hepatopatías/diagnóstico , Estrés Oxidativo , Animales , Modelos Animales de Enfermedad , Femenino , Hepatopatías/metabolismo , Curva ROC , Reproducibilidad de los Resultados , Porcinos , Espectrometría de Masas en TándemRESUMEN
BACKGROUND: Poor coordination between levels of care plays a central role in determining the quality and cost of health care. To improve patient coordination, systematic structures, guidelines, and processes for creating, transferring, and recognizing information are needed to facilitate referral routines. METHODS: Prospective observational survey of implementation of electronic medical record (EMR)-supported guidelines for surgical treatment. RESULTS: One university clinic, two local hospitals, 31 municipalities, and three EMR vendors participated in the implementation project. Surgical referral guidelines were developed using the Delphi method; 22 surgeons and seven general practitioners (GPs) needed 109 hours to reach consensus. Based on consensus guidelines, an electronic referral service supported by a clinical decision support system, fully integrated into the GPs' EMR, was developed. Fifty-five information technology personnel and 563 hours were needed (total cost 67,000 £) to implement a guideline supported system in the EMR for 139 GPs. Economical analyses from a hospital and societal perspective, showed that 504 (range 401-670) and 37 (range 29-49) referred patients, respectively, were needed to provide a cost-effective service. CONCLUSION: A considerable amount of resources were needed to reach consensus on the surgical referral guidelines. A structured approach by the Delphi method and close collaboration between IT personnel, surgeons and primary care physicians were needed to reach consensus.
RESUMEN
Glycine is an important ammoniagenic amino acid, which is increased in acute liver failure (ALF). We have previously shown that L-ornithine phenylacetate (OP) attenuates ammonia rise and intracranial pressure in pigs suffering from ALF but failed to demonstrate a stoichiometric relationship between change in plasma ammonia levels and excretion of phenylacetylglutamine in urine. The aim was to investigate the impact of OP treatment on the phenylacetylglycine pathway as an alternative and additional ammonia-lowering pathway. A well-validated and -characterized large porcine model of ALF (portacaval anastomosis, followed by hepatic artery ligation), which recapitulates the cardinal features of human ALF, was used. Twenty-four female pigs were randomized into three groups: (1) sham operated + vehicle, (2) ALF + vehicle, and (3) ALF + OP. There was a significant increase in arterial glycine concentration in ALF (P < 0.001 compared with sham), with a three-fold increase in glycine release into the systemic circulation from the kidney compared with the sham group. This increase was attenuated in both the blood and brain of the OP-treated animals (P < 0.001 and P < 0.05, respectively), and the attenuation was associated with renal removal of glycine through excretion of the conjugation product phenylacetylglycine in urine (ALF + vehicle: 1,060 ± 106 µmol/l; ALF + OP: 27,625 ± 2,670 µmol/l; P < 0.003). Data from this study provide solid evidence for the existence of a novel, additional pathway for ammonia removal in ALF, involving glycine production and removal, which is targeted by OP.