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A Model to Predict Central-Line-Associated Bloodstream Infection Among Patients With Peripherally Inserted Central
Erica Herc1, Payal Patel1, Laraine L Washer1
11Division of Infectious Diseases,Department of Internal Medicine,Michigan Medicine,Ann Arbor,Michigan.
Abstract:
BACKGROUND Peripherally inserted central catheters (PICCs) are associated with central-line-associated bloodstream infections (CLABSIs). However, no tools to predict risk of PICC-CLABSI have been developed. OBJECTIVE To operationalize or prioritize CLABSI risk factors when making decisions regarding the use of PICCs using a risk model to estimate an individual's risk of PICC-CLABSI prior to device placement. METHODS Using data from the Michigan Hospital Medicine Safety consortium, patients that experienced PICC-CLABSI between January 2013 and October 2016 were identified. A Cox proportional hazards model with robust sandwich standard error estimates was then used to identify factors associated with PICC-CLABSI. Based on regression coefficients, points were assigned to each predictor and summed for each patient to create the Michigan PICC-CLABSI (MPC) score. The predictive performance of the score was assessed using time-dependent area-under-the-curve (AUC) values. RESULTS Of 23,088 patients that received PICCs during the study period, 249 patients (1.1%) developed a CLABSI. Significant risk factors associated with PICC-CLABSI included hematological cancer (3 points), CLABSI within 3 months of PICC insertion (2 points), multilumen PICC (2 points), solid cancers with ongoing chemotherapy (2 points), receipt of total parenteral nutrition (TPN) through the PICC (1 point), and presence of another central venous catheter (CVC) at the time of PICC placement (1 point). The MPC score was significantly associated with risk of CLABSI (P<.0001). For every point increase, the hazard ratio of CLABSI increased by 1.63 (95% confidence interval, 1.56-1.71). The area under the receiver-operating-characteristics curve was 0.67 to 0.77 for PICC dwell times of 6 to 40 days, which indicates good model calibration. CONCLUSION The MPC score offers a novel way to inform decisions regarding PICC use, surveillance of high-risk cohorts, and utility of blood cultures when PICC-CLABSI is suspected. Future studies validating the score are necessary. Infect Control Hosp Epidemiol 2017;38:1155-1166.
Insights
A new Michigan PICC-CLABSI (MPC) score helps predict the risk of central-line-associated bloodstream infections (CLABSIs) in patients with peripherally inserted central catheters (PICCs). This tool aids in clinical decisions for PICC use and patient monitoring.
Area of Science:
- Infectious Diseases
- Medical Devices
- Epidemiology
Background:
- Peripherally inserted central catheters (PICCs) are linked to central-line-associated bloodstream infections (CLABSIs).
- Existing tools for predicting PICC-CLABSI risk are lacking.
- Infection control strategies require better risk stratification for PICC insertion.
Purpose of the Study:
- To develop and validate a risk prediction model for PICC-CLABSI.
- To operationalize CLABSI risk factors for clinical decision-making.
- To estimate individual patient risk of PICC-CLABSI before device placement.
Main Methods:
- Utilized data from the Michigan Hospital Medicine Safety consortium (2013-2016).
- Employed a Cox proportional hazards model to identify significant PICC-CLABSI risk factors.
- Developed the Michigan PICC-CLABSI (MPC) score based on regression coefficients and assigned points to predictors.
- Assessed predictive performance using time-dependent area-under-the-curve (AUC) values.
Main Results:
- Identified key risk factors: hematological cancer (3 points), prior CLABSI (2 points), multilumen PICC (2 points), solid cancers with chemotherapy (2 points), TPN (1 point), and concurrent CVC (1 point).
- The MPC score significantly predicted CLABSI risk (P<.0001), with each point increase raising the hazard ratio by 1.63.
- Model calibration was good, with AUC values ranging from 0.67 to 0.77 for varying PICC dwell times.
Conclusions:
- The MPC score provides a novel method for informing decisions on PICC use.
- It aids in surveillance of high-risk patient cohorts.
- The score helps determine the utility of blood cultures when PICC-CLABSI is suspected, though further validation is needed.
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