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3.
Am J Respir Crit Care Med ; 190(6): 649-55, 2014 Sep 15.
Article in English | MEDLINE | ID: mdl-25089847

ABSTRACT

RATIONALE: Most ward risk scores were created using subjective opinion in individual hospitals and only use vital signs. OBJECTIVES: To develop and validate a risk score using commonly collected electronic health record data. METHODS: All patients hospitalized on the wards in five hospitals were included in this observational cohort study. Discrete-time survival analysis was used to predict the combined outcome of cardiac arrest (CA), intensive care unit (ICU) transfer, or death on the wards. Laboratory results, vital signs, and demographics were used as predictor variables. The model was developed in the first 60% of the data at each hospital and then validated in the remaining 40%. The final model was compared with the Modified Early Warning Score (MEWS) using the area under the receiver operating characteristic curve and the net reclassification index (NRI). MEASUREMENTS AND MAIN RESULTS: A total of 269,999 patient admissions were included, with 424 CAs, 13,188 ICU transfers, and 2,840 deaths occurring during the study period. The derived model was more accurate than the MEWS in the validation dataset for all outcomes (area under the receiver operating characteristic curve, 0.83 vs. 0.71 for CA; 0.75 vs. 0.68 for ICU transfer; 0.93 vs. 0.88 for death; and 0.77 vs. 0.70 for the combined outcome; P value < 0.01 for all comparisons). This accuracy improvement was seen across all hospitals. The NRI for the electronic Cardiac Arrest Risk Triage compared with the MEWS was 0.28 (0.18-0.38), with a positive NRI of 0.19 (0.09-0.29) and a negative NRI of 0.09 (0.09-0.09). CONCLUSIONS: We developed an accurate ward risk stratification tool using commonly collected electronic health record variables in a large multicenter dataset. Further study is needed to determine whether implementation in real-time would improve patient outcomes.


Subject(s)
Electronic Health Records , Heart Arrest/mortality , Inpatients/statistics & numerical data , Intensive Care Units/statistics & numerical data , Patient Transfer/statistics & numerical data , Risk Assessment/methods , Risk Assessment/standards , Adult , Aged , Aged, 80 and over , Cohort Studies , Dimensional Measurement Accuracy , Early Diagnosis , Female , Hospital Rapid Response Team/statistics & numerical data , Humans , Male , Middle Aged , Models, Statistical , Survival Analysis
4.
Surg Infect (Larchmt) ; 13(6): 401-5, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23240722

ABSTRACT

BACKGROUND: Surgical site infections (SSIs) after colorectal surgery usually are caused by commensal intestinal bacteria. Methicillin-resistant Staphylococcus aureus (MRSA) may be responsible for additional SSI-related morbidity. The aim of this retrospective cohort study was to describe the epidemiology of SSIs caused by MRSA after colorectal surgery in two tertiary-care centers, one in Geneva, Switzerland (G), and the other in Chicago, Illinois (C). METHODS: Adult patients undergoing colorectal resections during periods of universal screening for MRSA on admission were identified retrospectively. Demographic characteristics, surgery-related factors, and occurrence of MRSA SSI were compared in patients with and without MRSA carriage before surgery. RESULTS: There were 1,069 patients (G=194, C=875) with a median age of 67 years fulfilling the inclusion criteria. Of these, 45 patients (4.2%) had a positive MRSA screening result within 30 days before surgery (G=18, C=27; p<0.001). Ten patients (0.9%; G=6, C=4) developed MRSA SSI, detected a median of 17.5 days after surgery, but only two of them were MRSA-positive before surgery. Nine of the 45 MRSA carriers identified by screening received pre-operative prophylaxis with vancomycin (G 6/18, C 3/27), and 17 of these patients (37.8%; G 7/18, C 10/27) were started on MRSA decolonization therapy before surgery. Pre-operative administration of either decolonization or vancomycin was not protective against MRSA SSI (p=0.49). CONCLUSION: Methicillin-resistant S. aureus seems to be an infrequent cause of SSI after colorectal resections, even in MRSA carriers. Systematic universal screening for MRSA carriage prior to colorectal surgery may not be beneficial for the individual patient. Post-operative factors seem to be important in MRSA infections, as the majority of MRSA SSIs occurred in patients negative for MRSA carriage.


Subject(s)
Carrier State/epidemiology , Digestive System Surgical Procedures/statistics & numerical data , Methicillin-Resistant Staphylococcus aureus/isolation & purification , Staphylococcal Infections/epidemiology , Surgical Wound Infection/epidemiology , Aged , Carrier State/microbiology , Chi-Square Distribution , Colon/surgery , Female , Humans , Male , Rectum/surgery , Retrospective Studies , Staphylococcal Infections/microbiology , Surgical Wound Infection/microbiology , Switzerland/epidemiology , United States/epidemiology
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