Intelligent injury prediction for traumatic airway obstruction.

Airway obstruction is one of the crucial causes of death in trauma patients during the first aid. It is extremely challenging to accurately treat a great deal of casualties with airway obstruction in hospitals. The diagnosis of airway obstruction in an emergency mostly relies on the medical experience of physicians. In this paper, we propose the feature selection approach genetic algorithm-mean decrease impurity (GA-MDI) to effectively minimize the number of features as well as ensure the accuracy of prediction. Furthermore, we design a multi-modal neural network, called fully convolutional network with squeeze-and-excitation and multilayer perceptron (FCN-SE + MLP), to help physicians to predict the severity of airway obstruction. We validate the effectiveness of the proposed feature selection approach and multi-modal model on the emergency medical database from the Chinese General Hospital of the PLA. The experimental results show that GA-MDI outperforms the existing feature selection algorithms, while it is also validated that the model FCN-SE + MLP can effectively and accurately achieve the prediction of the severity of airway obstruction, which can assist clinicians in making treatment decisions for airway obstruction casualties.

The Impact of Clostridium difficile Infection on Future Outcomes of Solid Organ Transplant Recipients.

OBJECTIVEClostridium difficile infection (CDI) is common in solid organ transplant (SOT) recipients, but few studies have examined long-term outcomes. We studied the impact of CDI after SOT on mortality and transplant organ complication-related hospitalizations (TOH).METHODSSOT recipients ≥18 years of age with at least 1 year of posttransplant data were analyzed using the MarketScan database for 2007-2014. Patients who died within one year of transplant were followed until death. Patients were grouped as early CDI (ie, first occurrence ≤90 days posttransplant), late CDI (ie, first occurrence >90 days posttransplant) and controls (ie, no CDI occurrence during follow-up). The risk of mortality or TOH after CDI was evaluated using Cox and logistic regressions, respectively.RESULTSOverall, 96 patients had early CDI, 97 patients had late CDI, and 5,913 patients were used as controls. The risk for death was significantly higher in the early CDI group than the control group (hazard ratio [HR],1.92; 95% confidence interval [CI], 1.12-3.29; P=.018); there was no significant difference between the late CDI group and the control group (HR, 0.86; 95% CI, 0.38-1.94; P=.717). Both the early CDI group (odds ratio [OR], 2.19; 95% CI, 1.45-3.31; P90 days posttransplant, both the early CDI group (n=89) and the late CDI group (n=97) had increased risk for death or TOH during follow-up than the control group (n=5,734).CONCLUSIONThough our study could not prove causality, both early and late CDI occurrence in SOT recipients were associated with worse future outcomes than for SOT recipients without CDI.Infect Control Hosp Epidemiol 2018;39:563-570.

Hospitalized burden and outcomes of coccidioidomycosis: A nationwide analysis, 2005-2012.

The incidence of coccidioidomycosis (CM) infection has increased over the last 20 years. We investigated recent trends of CM-associated hospitalization in the United States. patients with CM-associated hospitalization were identified from the Nationwide Inpatient Sample, 2005-2012. The outcomes of interest were the trend of annual hospitalization, in-hospital mortality, and independent risk factors for mortality. A total of 30,870 hospitalizations with CM (29,584 of adults; 1,286 of children) were identified. Over the 8-year study period, the number of hospitalizations for CM fluctuated but increased overall with successively higher peaks in 2009 and 2011. The annual median length of stay (LOS) shortened from 6 to 7 days in 2005-2010 to 4 days in 2011 and 5 days in 2012. The inflation-adjusted hospital charges were highest in 2006 then trended down by 21% in 2012. The in-hospital mortality declined from the highest level in 2005 (5.2%) to a low in 2010 (1.1%), then increased modestly in 2011 (1.9%) and 2012 (1.5%). Hospitalizations were identified in 46 states, with nearly half in Arizona (49.1%), followed by California (36.8%), Texas (3.3%), and Nevada (1.6%). Logistic regression analysis in adults revealed that in-hospital mortality was associated with age groups 61-70 years and >70 years (OR = 3.3 and 3.5, respectively. Ref: 18-30 years) and Charlson Index ≥1 (OR = 2.0-8.3). In children, males had lower risk for mortality than females (OR = 0.2). This study shows that CM-associated hospitalizations occur widely throughout the United States with an increasing admission trend; however, patient outcomes have improved and the cost of hospitalization has decreased.

The physico-chemical properties and structural characteristics of artificial soil for cut slope restoration in Southwestern China.

Cut slopes are frequently generated by construction work in hilly areas, and artificial soil is often sprayed onto them to promote ecological rehabilitation. The artificial soil properties are very important for effective management of the slopes. This paper uses fractal and moment methods to characterize soil particle size distribution (PSD) and aggregates composition. The fractal dimension (D) showed linear relationships between clay, silt, and sand contents, with coefficients of determination from 0.843 to 0.875, suggesting that using of D to evaluate the PSD of artificial soils is reasonable. The bias (CS) and peak convex (CE) coefficients showed significant correlations with structure failure rate, moisture content, and total porosity, which validated the moment method to quantitatively describe soil structure. Railway slope (RS) soil has lower organic carbon and soil moisture, and higher pH than natural slope soil. Overall, RS exhibited poor soil structure and physicochemical properties, increasing the risk of soil erosion. Hence, more effective management measures should be adopted to promote the restoration of cut slopes.

Outcomes of Clostridium difficile infection in hospitalized leukemia patients: a nationwide analysis.

BACKGROUND The incidence of Clostridium difficile infection (CDI) has increased among hospitalized patients and is a common complication of leukemia. We investigated the risks for and outcomes of CDI in hospitalized leukemia patients. METHODS Adults with a primary diagnosis of leukemia were extracted from the United States Nationwide Inpatient Sample database, 2005-2011. The primary outcomes of interest were CDI incidence, CDI-associated mortality, length of stay (LOS), and charges. In a secondary analysis, we sought to identify independent risk factors for CDI in leukemia patients. Logistic regression was used to derive odds ratios (ORs) adjusted for potential confounders. RESULTS A total of 1,243,107 leukemia hospitalizations were identified. Overall CDI incidence was 3.4% and increased from 3.0% to 3.5% during the 7-year study period. Leukemia patients had 2.6-fold higher risk for CDI than non-leukemia patients, adjusted for LOS. CDI was associated with a 20% increase in mortality of leukemia patients, as well as 2.6 times prolonged LOS and higher hospital charges. Multivariate analysis revealed that age >65 years (OR, 1.13), male gender (OR, 1.14), prolonged LOS, admission to teaching hospital (OR, 1.16), complications of sepsis (OR, 1.83), neutropenia (OR, 1.35), renal failure (OR, 1.18), and bone marrow or stem cell transplantation (OR, 1.27) were significantly associated with CDI occurrence. CONCLUSIONS Hospitalized leukemia patients have greater than twice the risk of CDI than non-leukemia patients. The incidence of CDI in this population increased 16.7% from 2005 to 2011. Development of CDI in leukemia patients was associated with increased mortality, longer LOS, and higher hospital charges.

Increasing Volume but Decreasing Mortality of Hospitalized Hepatitis C Patients in the United States, 2005 to 2011.

BACKGROUND: Patients with hepatitis C virus infection often require hospitalization for progressive liver disease and complications, incurring high cost and risk of death. GOALS: The aim of our study was to investigate recent trends in the economic burden and outcomes of patients hospitalized for hepatitis C in the United States. STUDY: Patients with hepatitis C-associated hospitalization were identified from the Nationwide Inpatient Sample 2005 to 2011. We analyzed the in-hospital mortality, hospital service utilization, demographic, and clinical features of patients. A prognostic model to predict in-hospital survival and death with independent risk factors for mortality was developed. RESULTS: A total of 607,279 cases of hepatitis C-associated hospitalization were identified. Over 7 years, the annual hospitalized volume increased by 28.8%. In-hospital mortality declined from 8.2% to 6.4%. Median length of stay (4 d) was unchanged but the inflation-adjusted hospital charges increased by 33.3%. Acute respiratory failure was the greatest independent risk factor for mortality [odds ratio (OR)=7.3; 95% confidence interval (CI), 7.0-7.5], followed by septicemia (OR=4.1; 95% CI, 4.0-4.3), renal failure (OR=3.4; 95% CI, 3.3-3.5), and acute liver failure (OR=2.9; 95% CI, 2.7-3.0). On the basis of the major risk factors for mortality, a risk-adjusted model was developed that could predict the in-hospital outcome of hepatitis C patients with an accurate rate of 89.2%. CONCLUSIONS: Despite decreasing in-hospital mortality, both hospital volume and charges related to hepatitis C increased from 2005 to 2011. Use of a risk-adjusted model could help predict mortality and improve outcomes of hepatitis C inpatients.

Compression anastomosis ring device in colorectal anastomosis: a review of 1,180 patients.

BACKGROUND: The nickel-titanium compression anastomosis ring device (ColonRing, NiTi Surgical Solutions, Netanya, Israel) has been cleared by the Food and Drug Administration in 2006 to construct gastrointestinal anastomoses. We evaluated the anastomotic leak rate after end-to-end anastomosis using the ColonRing device. METHODS: Using a multinational (16 countries), multicenter (178 centers) data registry provided by NiTi Surgical Solutions, Netanya, Israel, we retrospectively examined clinical data of patients who underwent elective laparoscopic or open left-sided colectomy and anterior resection from January 2008 to June 2010. RESULTS: A total of 1,180 patients underwent end-to-end anastomosis using the ColonRing device during the study period. The overall anastomotic leak rate was 3.22% (38 patients). The median length of hospital stay was 6 days (range 2 to 21 days). The median ring expulsion time was 8 days. The earliest ring expulsion time was 6 days; however, in 1 patient, the ring did not expel. In 4 patients, the anastomosis had to be immediately recreated because of 1 misfiring and 3 incomplete anastomoses. CONCLUSIONS: The use of the ColonRing device is feasible and safe and could be considered an alternative technology for end-to-end colorectal anastomosis.

Laparoscopic colorectal surgery: a better look into the latest trends.

BACKGROUND: The latest trends of laparoscopic colorectal surgery (LCRS) after the introduction of International Classification of Diseases, Ninth Revision laparoscopic procedure codes in 2008 remains unknown. This study evaluates LCRS trends before and after the application of specific codes for LCRS. DESIGN: Retrospective analysis of elective surgery for colon cancer, rectal cancer, and diverticulitis using Nationwide Inpatient Sample data from 2007 and 2009. MAIN OUTCOME MEASURE: Primary outcome measures included in-hospital mortality, length of stay, and total charge. RESULTS: A total of 126 921 patients in 2007 and 117 177 patients in 2009 underwent colorectal surgery. Laparoscopic colorectal surgery increased dramatically from 13.8% in 2007 to 42.6% in 2009 (P.01). This trendwas disease and procedure specific. When compared with 2007, patients who underwent LCRS in 2009 had lower conversion rates (14.8% vs 32.1%, P.001). In 2009, LCRS had lower in-hospital mortality (0.5% vs 1.1%, P.001) and a shorter length of hospital stay (5 vs 6 days, P.001) compared with open surgery. In 2009, when compared with successful LCRS, conversion to open surgery was associated with a longer length of hospital stay (6 vs 5 days, P.01), increased hospital charges, and increased mortality (0.7% vs 0.5%, P.01). CONCLUSION: The marked increase in LCRS when comparing these 2 years is unlikely only due to the changing practice of colorectal surgery but brings into question the accuracy of data prior to 2009. Our report of Nationwide Inpatient Sample 2009 data represents the most accurate reflection of the use of LCRS in the United States. These data can serve as a benchmark for future comparative studies.

Risk factors for primary liver carcinoma in Chinese population.

AIM: To evaluate the risk factors for primary liver carcinoma (PLC) in Chinese population. METHODS: Chinese Biomedical Literature Database, China Hospital Knowledge Database and MEDLINE were searched. All the related literatures were screened, and the risk factors for PLC in Chinese population were studied. Heterogeneity was evaluated by odds ratio (OR) q test. Combined OR and its 95% confidence interval (95%CI) were calculated, the association between the investigated risk factors and PLC was determined. Validity and bias of the findings were evaluated by sensitivity analysis and funnel plot analysis respectively. RESULTS: Fifty-five of one hundred and ninety identified studies were accepted according to the inclusive criteria. Ten factors related to PLC were demonstrated by sensitive analysis and funnel plot analysis. They were cirrhosis (OR = 11.97, P = 0.000), HBV infection (OR = 11.34, P = 0.000), HCV infection (OR = 4.28, P = 0.000), family history of liver cancer (OR = 3.49, P = 0.000), unstable emotion (OR = 2.20, P = 0.000), depressed characters (OR = 3.07, P = 0.000), aflatoxin (OR = 1.80, P = 0.000), alcoholic (OR = 1.88, P = 0.000), intake of musty food (OR = 1.87, P = 0.000) and drinking contaminated water from pond (OR = 1.77, P = 0.003). CONCLUSION: The main risk factors for PLC in China are liver diseases, family history of liver carcinoma, poor psychic status, aflatoxin, and some unhealthy behaviors.