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1.
Clin Sci (Lond) ; 133(1): 153-166, 2019 01 15.
Article in English | MEDLINE | ID: mdl-30606815

ABSTRACT

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.


Subject(s)
Hepatectomy , Hepatic Artery/drug effects , Liver Circulation/drug effects , Liver Failure/prevention & control , Liver/blood supply , Portacaval Shunt, Surgical , Portal Pressure/drug effects , Portal Vein/drug effects , Terlipressin/pharmacology , Animals , Blood Flow Velocity , Disease Models, Animal , Hepatic Artery/physiopathology , Liver/pathology , Liver Failure/etiology , Liver Failure/pathology , Liver Failure/physiopathology , Male , Portal Vein/physiopathology , Sus scrofa
2.
Scand J Gastroenterol ; 53(10-11): 1228-1235, 2018.
Article in English | MEDLINE | ID: mdl-30265178

ABSTRACT

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.


Subject(s)
Diverticular Diseases/epidemiology , Hospitalization/statistics & numerical data , Hospitalization/trends , Outpatients/statistics & numerical data , Adult , Age Distribution , Aged , Aged, 80 and over , Cross-Sectional Studies , Diverticular Diseases/therapy , Endoscopy, Gastrointestinal/statistics & numerical data , Female , Geography, Medical/statistics & numerical data , Humans , Male , Middle Aged , Norway/epidemiology , Sex Distribution , Surgical Procedures, Operative/statistics & numerical data
3.
BMC Womens Health ; 17(1): 114, 2017 Nov 21.
Article in English | MEDLINE | ID: mdl-29162106

ABSTRACT

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.


Subject(s)
Colposcopy/economics , Colposcopy/statistics & numerical data , Gynecological Examination/economics , Gynecological Examination/statistics & numerical data , Ultrasonography/economics , Ultrasonography/statistics & numerical data , Unnecessary Procedures/economics , Adolescent , Adult , Aged , Aged, 80 and over , Cross-Sectional Studies , Diagnostic Tests, Routine/economics , Diagnostic Tests, Routine/statistics & numerical data , Female , Geography , Humans , Middle Aged , Norway , Pregnancy , Unnecessary Procedures/statistics & numerical data , Young Adult
4.
J Biomed Inform ; 61: 87-96, 2016 06.
Article in English | MEDLINE | ID: mdl-26980235

ABSTRACT

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.


Subject(s)
Digestive System Surgical Procedures , Electronic Health Records , Postoperative Complications , Anastomotic Leak , Colon/surgery , Humans , Models, Statistical , Rectum/surgery , Risk Assessment , Support Vector Machine
5.
Ann Hepatol ; 15(3): 427-35, 2016.
Article in English | MEDLINE | ID: mdl-27049497

ABSTRACT

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.


Subject(s)
Endothelial Cells/metabolism , Liver Failure, Acute/metabolism , Lung Injury/metabolism , Lung/metabolism , Animals , Biological Transport , Disease Models, Animal , Fluorescein-5-isothiocyanate/analogs & derivatives , Fluorescein-5-isothiocyanate/metabolism , Hyaluronic Acid/metabolism , Inflammation Mediators/blood , Liver Failure, Acute/blood , Liver Failure, Acute/complications , Lung Injury/blood , Lung Injury/etiology , Macrophages, Alveolar/metabolism , Serum Albumin/metabolism , Sus scrofa , Time Factors
6.
Acta Oncol ; 54(4): 447-53, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25291075

ABSTRACT

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.


Subject(s)
Hospitals, High-Volume/statistics & numerical data , Hospitals, Low-Volume/statistics & numerical data , Interdisciplinary Communication , Rectal Neoplasms/radiotherapy , Rectal Neoplasms/surgery , Age Factors , Aged , Congresses as Topic/statistics & numerical data , Female , Humans , Male , Odds Ratio , Practice Guidelines as Topic , Preoperative Care , Rectal Neoplasms/pathology , Registries , Sweden
7.
Am J Physiol Gastrointest Liver Physiol ; 307(10): G1024-31, 2014 Nov 15.
Article in English | MEDLINE | ID: mdl-25258408

ABSTRACT

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.


Subject(s)
Ammonia/metabolism , Glycine/analogs & derivatives , Hyperammonemia/drug therapy , Liver Failure, Acute/drug therapy , Ornithine/analogs & derivatives , Ammonia/blood , Animals , Biomarkers/metabolism , Brain/drug effects , Brain/metabolism , Disease Models, Animal , Female , Glycine/blood , Glycine/metabolism , Glycine/urine , Hyperammonemia/etiology , Hyperammonemia/metabolism , Kidney/drug effects , Kidney/metabolism , Liver Failure, Acute/complications , Liver Failure, Acute/metabolism , Ornithine/pharmacology , Random Allocation , Swine , Time Factors
8.
Scand J Gastroenterol ; 49(11): 1359-66, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25279941

ABSTRACT

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.


Subject(s)
Glutathione/metabolism , Hepatocytes/metabolism , Liver Diseases/diagnosis , Oxidative Stress , Animals , Disease Models, Animal , Female , Liver Diseases/metabolism , ROC Curve , Reproducibility of Results , Swine , Tandem Mass Spectrometry
9.
Am J Physiol Gastrointest Liver Physiol ; 303(3): G435-41, 2012 Aug 01.
Article in English | MEDLINE | ID: mdl-22421619

ABSTRACT

In acute liver failure (ALF), the hyperdynamic circulation is believed to be the result of overproduction of nitric oxide (NO) in the splanchnic circulation. However, it has been suggested that arginine concentrations (the substrate for NO) are believed to be decreased, limiting substrate availability for NO production. To characterize the metabolic fate of arginine in early-phase ALF, we systematically assessed its interorgan transport and metabolism and measured the endogenous NO synthase inhibitor asymmetric dimethylarginine (ADMA) in a porcine model of ALF. Female adult pigs (23-30 kg) were randomized to sham (N = 8) or hepatic devascularization ALF (N = 8) procedure for 6 h. We measured plasma arginine, citrulline, ornithine levels; arginase activity, NO, and ADMA. Whole body metabolic rates and interorgan flux measurements were calculated using stable isotope-labeled amino acids. Plasma arginine decreased >85% of the basal level at t = 6 h (P < 0.001), whereas citrulline and ornithine progressively increased in ALF (P < 0.001 and P < 0.001, vs. sham respectively). No difference was found between the groups in the whole body rate of appearance of arginine or NO. However, ALF showed a significant increase in de novo arginine synthesis (P < 0.05). Interorgan data showed citrulline net intestinal production and renal consumption that was related to net renal production of arginine and ornithine. Both plasma arginase activity and plasma ADMA levels significantly increased in ALF (P < 0.001). In this model of early-phase ALF, arginine deficiency or higher ADMA levels do not limit whole body NO production. Arginine deficiency is caused by arginase-related arginine clearance in which arginine production is stimulated de novo.


Subject(s)
Arginine/metabolism , Liver Failure, Acute/metabolism , Nitric Oxide/metabolism , Animals , Arginase/blood , Arginine/analogs & derivatives , Arginine/blood , Arginine/pharmacology , Citrulline/blood , Disease Models, Animal , Female , Liver/blood supply , Liver Failure, Acute/blood , Ornithine/blood , Portacaval Shunt, Surgical , Sus scrofa
10.
Comp Hepatol ; 11(1): 3, 2012 Nov 20.
Article in English | MEDLINE | ID: mdl-23164283

ABSTRACT

BACKGROUND: After partial hepatectomy (PHx), the liver regeneration process terminates when the normal liver-mass/body-weight ratio of 2.5% has been re-established. To investigate the genetic regulation of the terminating phase of liver regeneration, we performed a 60% PHx in a porcine model. Liver biopsies were taken at the time of resection, after three weeks and upon termination the sixth week. Gene expression profiles were obtained using porcine oligonucleotide microarrays. Our study reveals the interactions between genes regulating the cell cycle, apoptosis and angiogenesis, and the role of Transforming Growth Factor-ß (TGF-ß) signalling towards the end of liver regeneration. RESULTS: Microarray analysis revealed a dominance of genes regulating apoptosis towards the end of regeneration. Caspase Recruitment Domain-Containing Protein 11 (CARD11) was up-regulated six weeks after PHx, suggesting the involvement of the caspase system at this time. Zinc Finger Protein (ZNF490) gene, with a potential negative effect on cell cycle progression, was only up-regulated at three and six weeks after PHx indicating a central role at this time. TGF-ß regulation was not found to be significantly affected in the terminating phase of liver regeneration. Vasohibin 2 (VASH2) was down-regulated towards the end of regeneration, and may indicate a role in preventing a continued vascularization process. CONCLUSIONS: CARD11, ZNF490 and VASH2 are differentially expressed in the termination phase of liver regeneration. The lack of TGF-ß up-regulation suggests that signalling by TGF-ß is not required for termination of liver regeneration.

11.
IEEE J Biomed Health Inform ; 26(4): 1794-1801, 2022 04.
Article in English | MEDLINE | ID: mdl-34665748

ABSTRACT

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.


Subject(s)
Electronic Health Records , Surgical Wound Infection , Forecasting , Humans , Risk Factors , Surgical Wound Infection/diagnosis
12.
Int Breastfeed J ; 16(1): 56, 2021 07 23.
Article in English | MEDLINE | ID: mdl-34301285

ABSTRACT

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 ).


Subject(s)
Breast Milk Expression , Diabetes Mellitus , Breast Feeding , Feasibility Studies , Female , Humans , Infant , Infant, Newborn , Pregnancy , Prenatal Care
13.
IEEE J Biomed Health Inform ; 25(7): 2435-2444, 2021 07.
Article in English | MEDLINE | ID: mdl-33284756

ABSTRACT

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.


Subject(s)
Delivery of Health Care , Humans , Uncertainty
14.
Am J Physiol Endocrinol Metab ; 298(6): E1305-12, 2010 Jun.
Article in English | MEDLINE | ID: mdl-20371732

ABSTRACT

The present study aimed to establish hyperinsulinemic euglycemic step clamping with tracer glucose infusion and labeled glucose infusate (step hot-GINF HEC) for assessment of acute insulin resistance in anesthetized pigs and to arrange for combination with invasive investigative methods. Tracer enrichment was measured during D-[6,6-(2)H(2)]glucose infusion before and after surgical instrumentation (n = 8). Insulin dose-response characteristics were determined by two step hot-GINF HEC procedures, with accordingly labeled glucose infusates performed at a total of six insulin infusion rates ranging from 0.2 to 2.0 mU kg(-1) min(-1) (n = 8). Finally, three-step hot-GINF HEC (0.4, 1.2, and 2.0 mU kg(-1) min(-1)) was performed subsequent to major surgical trauma (n = 8). Tracer enrichment, basal glucose kinetics, and circulating levels of C-peptide, cortisol, glucagon, and catecholamines were not influenced by surgical instrumentation. Mean intraindividual coefficient of variance levels for glucose infusion rates and repeatedly measured insulin, glucose, and tracer enrichment indicated stable clamping conditions. Basal and maximal insulin-stimulated glucose utilization was twice as high as in humans at approximately 5.5 and 21 mg kg(-1) min(-1). Surgical trauma elicited pronounced peripheral and moderate hepatic insulin unresponsiveness (45% lower whole body glucose disposal and 19% less suppressed endogenous glucose release) and apparently diminished metabolic insulin clearance. Step hot-GINF HEC seems suitable for assessment of acute insulin resistance in anesthetized pigs, and combination with invasive investigative methods requiring surgical instrumentation can be accomplished without the premises for utilization of the technique being altered, but attention must be paid to alterations in metabolic insulin clearance.


Subject(s)
Glucose Clamp Technique/methods , Glucose/administration & dosage , Insulin Resistance/physiology , Insulin/metabolism , Liver/metabolism , Swine/metabolism , Animals , C-Peptide/blood , Chromatography, Liquid , Dose-Response Relationship, Drug , Glucagon/blood , Glucose/metabolism , Hydrocortisone/blood , Insulin/blood , Kinetics , Male , Swine/blood , Swine/surgery , Tandem Mass Spectrometry
15.
Hepatology ; 50(1): 165-74, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19554542

ABSTRACT

UNLABELLED: Hyperammonemia is a feature of acute liver failure (ALF), which is associated with increased intracranial pressure (ICP) and brain herniation. We hypothesized that a combination of L-ornithine and phenylacetate (OP) would synergistically reduce toxic levels of ammonia by (1) L-ornithine increasing glutamine production (ammonia removal) through muscle glutamine synthetase and (2) phenylacetate conjugating with the ornithine-derived glutamine to form phenylacetylglutamine, which is excreted into the urine. The aims of this study were to determine the effect of OP on arterial and extracellular brain ammonia concentrations as well as ICP in pigs with ALF (induced by liver devascularization). ALF pigs were treated with OP (L-ornithine 0.07 g/kg/hour intravenously; phenylbutyrate, prodrug for phenylacetate; 0.05 g/kg/hour intraduodenally) for 8 hours following ALF induction. ICP was monitored throughout, and arterial and extracellular brain ammonia were measured along with phenylacetylglutamine in the urine. Compared with ALF + saline pigs, treatment with OP significantly attenuated concentrations of arterial ammonia (589.6 +/- 56.7 versus 365.2 +/- 60.4 mumol/L [mean +/- SEM], P= 0.002) and extracellular brain ammonia (P= 0.01). The ALF-induced increase in ICP was prevented in ALF + OP-treated pigs (18.3 +/- 1.3 mmHg in ALF + saline versus 10.3 +/- 1.1 mmHg in ALF + OP-treated pigs;P= 0.001). The value of ICP significantly correlated with the concentration of extracellular brain ammonia (r(2) = 0.36,P< 0.001). Urine phenylacetylglutamine levels increased to 4.9 +/- 0.6 micromol/L in ALF + OP-treated pigs versus 0.5 +/- 0.04 micromol/L in ALF + saline-treated pigs (P< 0.001). CONCLUSION: L-Ornithine and phenylacetate act synergistically to successfully attenuate increases in arterial ammonia, which is accompanied by a significant decrease in extracellular brain ammonia and prevention of intracranial hypertension in pigs with ALF.


Subject(s)
Ammonia/metabolism , Brain/metabolism , Extracellular Space/drug effects , Extracellular Space/metabolism , Intracranial Hypertension/etiology , Intracranial Hypertension/prevention & control , Liver Failure, Acute/complications , Liver Failure, Acute/metabolism , Ornithine/pharmacology , Ornithine/therapeutic use , Phenylacetates/pharmacology , Phenylacetates/therapeutic use , Ammonia/blood , Animals , Arteries , Drug Combinations , Swine
16.
Hepatology ; 50(3): 900-8, 2009 Sep.
Article in English | MEDLINE | ID: mdl-19585612

ABSTRACT

UNLABELLED: Ammonia metabolism in the liver has been largely credited to hepatocytes (HCs). We have shown that liver nonparenchymal cells that include liver sinusoidal endothelial cells (LSECs) produce ammonia. To address the limited knowledge regarding a role for LSECs in ammonia metabolism, we investigated the ammonia metabolism of isolated LSECs and HCs under three different conditions: (1) bioreactors containing LSECs (LSEC-bioreactors), (2) bioreactors containing HCs (HC-bioreactors), and (3) separate bioreactors containing LSECs and HCs connected in sequence (Seq-bioreactors). Our results showed that LSEC-bioreactors released six-fold more ammonia (22.2 nM/hour/10(6) cells) into the growth media than HC-bioreactors (3.3 nM/hour/10(6) cells) and Seq-bioreactors (3.8 nM/hour/10(6) cells). The glutamate released by LSEC-bioreactors (32.0 nM/hour/10(6) cells) was over four-fold larger than that released by HC-bioreactors and Seq-bioreactors (<7 nM/hour/10(6) cells). LSEC-bioreactors and HC-bioreactors consumed large amounts of glutamine (>25 nM/hour/10(6) cells). Glutaminase is known for catalyzing glutamine into glutamate and ammonia. To determine if this mechanism may be responsible for the large levels of glutamate and ammonia found in LSEC-bioreactors, immunolabeling of glutaminase and messenger RNA expression were tested. Our results demonstrated that glutaminase was present with colocalization of an LSEC-specific functional probe in lysosomes of LSECs. Furthermore, using a nucleotide sequence specific for kidney-type glutaminase, reverse-transcription polymerase chain reaction revealed that this isoform of glutaminase was expressed in porcine LSECs. CONCLUSION: LSECs released large amounts of ammonia, perhaps due to the presence of glutaminase in lysosomes. The ammonia and glutamate released by LSECs in Seq-bioreactors were used by hepatocytes, suggesting an intrahepatic collaboration between these two cell types.


Subject(s)
Ammonia/metabolism , Endothelial Cells/metabolism , Liver/metabolism , Animals , Bioreactors , Glutamic Acid/biosynthesis , Glutaminase/metabolism , Glutamine/metabolism , Hepatocytes/metabolism , Lactic Acid/metabolism , Lysosomes/enzymology , Male , Sus scrofa
17.
Comp Hepatol ; 9: 2, 2010 Jan 20.
Article in English | MEDLINE | ID: mdl-20148099

ABSTRACT

BACKGROUND: Hemodynamic changes in the liver remnant following partial hepatectomy (PHx) have been suggested to be a primary stimulus in triggering liver regeneration. We hypothesized that it is the increased sinusoidal flow per se and hence the shear-stress stimulus on the endothelial surface within the liver remnant which is the main stimulus to regeneration. In order to test this hypothesis we wanted to increase the sinusoidal flow without performing a concomitant liver resection. Accordingly, we constructed an aorto-portal shunt to the left portal vein branch creating a standardized four-fold increase in flow to segments II, III and IV. The impact of this manipulation was studied in both an acute model (6 animals, 9 hours) using a global porcine cDNA microarray chip and in a chronic model observing weight and histological changes (7 animals, 3 weeks). RESULTS: Gene expression profiling from the shunted segments does not suggest that increased sinusoidal flow per se results in activation of genes promoting mitosis. Hyperperfusion over three weeks results in the whole liver gaining a supranormal weight of 3.9% of the total body weight (versus the normal 2.5%). Contrary to our hypothesis, the weight gain was observed on the non-shunted side without an increase in sinusoidal flow. CONCLUSIONS: An isolated increase in sinusoidal flow does not have the same genetic, microscopic or macroscopic impact on the liver as that seen in the liver remnant after partial hepatectomy, indicating that increased sinusoidal flow may not be a sufficient stimulus in itself for the initiation of liver regeneration.

18.
Scand J Gastroenterol ; 45(7-8): 935-43, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20443756

ABSTRACT

OBJECTIVE: Cerebral edema is a serious complication of acute liver failure (ALF), which may lead to intracranial hypertension and death. An accepted tenet has been that the blood-brain barrier is intact and that brain edema is primarily caused by a cytotoxic etiology due to hyperammonemia. However, the neuropathological changes in ALF have been poorly studied. Using a well characterized porcine model we aimed to investigate ultrastructural changes in the brain from pigs suffering from ALF. MATERIALS AND METHODS: Sixteen female Norwegian Landrace pigs weighing 27-35 kg were randomised into two groups: ALF (n = 8) and sham operated controls (n = 8). ALF was induced with an end-to-side portacaval shunt followed by ligation of the hepatic arteries. Biopsies were harvested from three different areas of the brain (frontal lobe, cerebellum, and brain stem) following eight hours of ALF and analyzed using electron microscopy. RESULTS: Profound perivascular and interstitial edema were found in all three areas. Disruption of pericytic and astrocytic processes were seen, reflecting breakdown/lesion of the blood-brain barrier in animals suffering from ALF. Furthermore, neurons and axons were edematous and surrounded by vesicles. Severe damage to Purkinje neuron (necrosis) and damaged myelin were seen in the cerebellum and brain stem, respectively. Biopsies from sham operated animals were normal. CONCLUSIONS: Our data support the concept that vasogenic brain edema plays an important role in the development of intracranial hypertension in pigs with ALF.


Subject(s)
Brain Edema/etiology , Brain Edema/pathology , Liver Failure, Acute/complications , Liver Failure, Acute/pathology , Animals , Disease Models, Animal , Female , Swine
19.
Ann Surg ; 247(5): 721-9, 2008 May.
Article in English | MEDLINE | ID: mdl-18438106

ABSTRACT

OBJECTIVE: The aim of this trial was to investigate whether a routine of allowing normal food at will increases morbidity after major upper gastrointestinal (GI) surgery. SUMMARY BACKGROUND DATA: Nil-by-mouth with enteral tube feeding is widely practiced for several days after major upper GI surgery. After other abdominal operations, normal food at will has been shown to be safe and to improve gut function. METHODS: Patients were randomly assigned to a routine of nil-by-mouth and enteral tube feeding by needle-catheter jejunostomy (ETF group) or normal food at will from the first day after major upper GI surgery. Primary end point was rate of major complications and death. Secondary outcomes were minor complications and adverse events, bowel function, and length of stay. All patients were invited to a follow-up at 8 weeks after discharge from the hospital. RESULTS: Four hundred fifty-three patients who underwent major open upper GI surgery in 5 centers were enrolled between 2001 and 2006. Four hundred forty-seven patients were correctly randomized. Of 227 patients 76 (33.5%) had major complications in the ETF group compared with 62 (28.2%) of 220 patients allowed normal food at will (P = 0.26, 95% CI for the difference in rate from -3.3 to 13.9). In the ETF group, 36 (15.9%) patients were reoperated compared with 29 (13.2%) in the group allowed normal food at will (P = 0.50) and 30-day mortality was 10 (4.4%) of 227 and 11 (5.0%) of 220 patients, respectively (P = 0.83). Time to resumed bowel function was significantly in favor of allowing normal food at will (P = 0.01), as were the total number of major complications, length of stay, and rate of postdischarge complications. CONCLUSIONS: Allowing patients to eat normal food at will from the first day after major upper GI surgery does not increase morbidity compared with traditional care with nil-by-mouth and enteral feeding.


Subject(s)
Digestive System Surgical Procedures , Eating , Enteral Nutrition , Food , Postoperative Care , Postoperative Complications , Aged , Female , Follow-Up Studies , Humans , Length of Stay , Male , Middle Aged , Recovery of Function , Treatment Outcome , Volition
20.
Hepatology ; 46(6): 1883-92, 2007 Dec.
Article in English | MEDLINE | ID: mdl-17705298

ABSTRACT

UNLABELLED: We previously demonstrated in pigs with acute liver failure (ALF) that albumin dialysis using the molecular adsorbents recirculating system (MARS) attenuated a rise in intracranial pressure (ICP). This was independent of changes in arterial ammonia, cerebral blood flow and inflammation, allowing alternative hypotheses to be tested. The aims of the present study were to determine whether changes in cerebral extracellular ammonia, lactate, glutamine, glutamate, and energy metabolites were associated with the beneficial effects of MARS on ICP. Three randomized groups [sham, ALF (induced by portacaval anastomosis and hepatic artery ligation), and ALF+MARS] were studied over a 6-hour period with a 4-hour MARS treatment given beginning 2 hours after devascularization. Using cerebral microdialysis, the ALF-induced increase in extracellular brain ammonia, lactate, and glutamate was significantly attenuated in the ALF+MARS group as well as the increases in extracellular lactate/pyruvate and lactate/glucose ratios. The percent change in extracellular brain ammonia correlated with the percent change in ICP (r(2) = 0.511). Increases in brain lactate dehydrogenase activity and mitochondrial complex activity for complex IV were found in ALF compared with those in the sham, which was unaffected by MARS treatment. Brain oxygen consumption did not differ among the study groups. CONCLUSION: The observation that brain oxygen consumption and mitochondrial complex enzyme activity changed in parallel in both ALF- and MARS-treated animals indicates that the attenuation of increased extracellular brain ammonia (and extracellular brain glutamate) in the MARS-treated animals reduces energy demand and increases supply, resulting in attenuation of increased extracellular brain lactate. The mechanism of how MARS reduces extracellular brain ammonia requires further investigation.


Subject(s)
Ammonia/analysis , Brain Chemistry , Intracranial Pressure , Lactic Acid/analysis , Liver Failure, Acute/therapy , Sorption Detoxification , Animals , Disease Models, Animal , Extracellular Space , Female , Glutamic Acid/analysis , Glutamine/analysis , Swine
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