120 likes | 316 Views
Seasonality of Antibiotic Resistance and Correlation with Antibiotic Use. Lova Sun CDDEP Summer 2010. Questions. Is antibiotic resistance of different bacteria seasonal? (E coli, MRSA , VRE) TSN Database
E N D
Seasonality of Antibiotic Resistance and Correlation with Antibiotic Use Lova Sun CDDEP Summer 2010
Questions • Is antibiotic resistance of different bacteria seasonal? (E coli, MRSA, VRE) • TSN Database • Do prescription levels of antibiotics which might be driving this resistance also show seasonal trends? • IMS Database • Is antibiotic prescription seasonality temporally correlated to seasonality of resistant bugs, perhaps with time lag? • Cross-correlation analysis, time-series regressions, Granger causality
Part I: E. coliIs E. Coli Antibiotic Resistance Seasonal? Resistance to Ampicillin: Winter Peak Resistance to Ciprofloxacin: Winter Peak
Are Prescriptions of these Antibiotics Seasonal? Aminopenicillin Prescriptions: Winter Peak Fluoroquinolone Prescriptions: Winter Peak
Prescription-Resistance Correlations: Detrended Data Ampicillin (1-month lag Correlation = 0.7816) Ciprofloxacin (Unlagged Correlation = 0.4310)
Part II: MRSAIs MRSA a seasonal bug? Not Combined. But…
HA- and CA-MRSA Seasonality HA-MRSA: Winter Peak CA-MRSA: Summer Peak TSN Data NHDS Data
Possible Antibiotic Drivers of HA-MRSA Prescription Seasonality: Winter Peaks Correlation: Prescriptions and HA-MRSA Quinolones: 2-month lag (Correlation 0.5810) Macrolides: 1-month lag (Correlation 0.6699) Cephalosporins: 1-month lag (Correlation 0.6713)
Possible Antibiotic Driver of CA-MRSA Staph Penicillin Prescriptions: Summer Peak 1-month lag (Correlation 0.6371)
Part III: Vancomycin-Resistant EnterococciVRE Seasonality and Correlation with HA-MRSA Vancomycin Resistance: Winter Peak VRE and HA-MRSA: Correlation = 0.6431 No time lag
Conclusions • Both antibiotic resistance and prescriptions are seasonal • After a 1-2 month lag (presumably the time it takes for antibiotic use to select for resistant strains), antibiotic prescriptions are significantly correlated with (and perhaps drive) resistance • CA- and HA-MRSA have opposite seasonal peaks, with different antibiotics or other factors driving each type • MRSA, an indicator of vancomycin use, is correlated with VRE • Implications for hospital infection control and prescription policies
Acknowledgements • Prof. RamananLaxminarayan • Prof. Bryan Grenfell • Eili Klein • Mike Eber