Hostname: page-component-8448b6f56d-jr42d Total loading time: 0 Render date: 2024-04-19T17:42:31.245Z Has data issue: false hasContentIssue false

Time-Series Analysis of the Impact of Bed Occupancy Rates on the Incidence of Methicillin-Resistant Staphylococcus aureus Infection in Overcrowded General Wards

Published online by Cambridge University Press:  02 January 2015

Michael A. Borg*
Affiliation:
Infection Control Unit, Mater Dei Hospital, Msida, Malta
David Suda
Affiliation:
Department of Statistics & Operations Research, University of Malta, Msida, Malta
Elizabeth Scicluna
Affiliation:
Infection Control Unit, Mater Dei Hospital, Msida, Malta
*
Infection Control Unit, Mater Dei Hospital, Msida, Malta (michael.a.borg@gov.mt)

Abstract

Objective.

We investigated the impact of bed occupancy, particularly overcrowding, on the incidence of methicillin-resistant Staphylococcus aureus (MRSA) infection in general ward settings.

Methods.

We performed a time-series and mixed-model analysis of variance of monthly incidence of MRSA infection and corresponding bed occupancy rates, over 65 months, in the medicine and surgical wards within St. Luke's Hospital, a 900-bed tertiary care facility in Malta.

Results.

In the medicine wards, significant periodic fluctuations in bed demand were evident during the study period, with peaks of occupancy greater than 120% during the winter months. Cross-correlation analysis between the rate of bed occupancy and the rate of MRSA infection displayed an oscillatory configuration, with a periodicity of 12, similar to the periodicity evident in the autocorrelation bed-occupancy pattern. Further statistical analysis by means of analysis of variance confirmed that the months with excessive overcrowding tended to coincide with a significant increase in the rate of MRSA infection, occurring after a lag of approximately 2 months. Identical analysis of equivalent data from the surgical wards also revealed significant fluctuation in the rate of bed occupancy; however, occupancy never exceeded 100%. No cross-correlational relationship with MRSA infection incidence was present.

Conclusion.

The study data suggest that, in our setting, simple fluctuations in the rate of bed occupancy did not have a direct impact on the incidence of MRSA infection as long as the rate of bed occupancy was within designated levels. Rather, it was episodes of significant overcrowding, with occupancy levels in excess of designated numbers, that triggered increases in infection incidence rates.

Type
Original Articles
Copyright
Copyright © The Society for Healthcare Epidemiology of America 2008

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

1.Bagust, A, Place, M, Posnett, JW. Dynamics of bed use in accommodating emergency admissions: stochastic simulation model. BMJ 1999;319:155158.CrossRefGoogle ScholarPubMed
2.Pollock, AM, Dunnigan, MG. Beds in the NHS: the National Bed Inquiry exposes contradictions in government policy. BMJ 2000;320:461462.Google Scholar
3.Borg, MA, Cookson, BD, Scicluna, E; ARMed Project Steering Group and Collaborators. Survey of infection control infrastructure in selected southern and eastern Mediterranean hospitals. Clin Microbiol Infect 2007;13:344346.Google Scholar
4.Schull, MJ, Szalai, JP, Schwartz, B, Redelmeier, DA. Emergency department overcrowding following systematic hospital restructuring: trends at twenty hospitals over ten years. Acad Emerg Med 2001;8:10371043.Google Scholar
5.Audit Commission. Bed management; a review of national finding. 2003 LondonHMSO.Google Scholar
6.Trzeciak, S, Rivers, EP. Emergency department overcrowding in the United States: an emerging threat to patient safety and public health. Emerg Med J 2003;20:402405.Google Scholar
7.Harbarth, S, Sudre, P, Dharan, S, Cadenas, M, Pittet, D. Outbreak of Entero-bacter cloacae related to understaffing, overcrowding and poor hygiene practices. Infect Control Hosp Epidemiol 1999;20:598603.CrossRefGoogle ScholarPubMed
8.Haley, RW, Bergman, D. The role of understaffing and overcrowding in recurrent outbreaks of staphylococcal infection in a neonatal special-care unit. J Infect Dis 1982;145:875885.CrossRefGoogle Scholar
9.Borg, MA. Bed occupancy and overcrowding as determinant factors in the incidence of MRSA infections within general ward settings. J Hosp Infect 2003;54:316318.CrossRefGoogle ScholarPubMed
10.Orendi, JM. Relation between bed occupancy and the incidence of MRSA infection. J Hosp Infect 2004;56:7475.Google Scholar
11.Fernández-Pérez, C, Tejada, J, Carrasco, M. Multivariate time series analysis in nosocomial infection surveillance: a case study. Int J Epidemiol 1998;27:282288.Google Scholar
12.Cunningham, JB, Kernohan, WG, Sowney, R. Bed occupancy and turnover interval as determinant factors in MRSA infections in acute settings in Northern Ireland: 1 April 2001 to 31 March 2003. J Hosp Infect 2005;61:189193.Google Scholar
13.Cunningham, JB, Kernohan, WG, Rush, T. Bed occupancy, turnover interval and MRSA rates in Northern Ireland. Br J Nurs 2006;15:324328.Google Scholar
14.Bosso, JA, Mauldin, PD. Using interrupted time series analysis to assess associations of fluoroquinolone formulary changes with susceptibility of Gram-negative pathogens and isolation rates of methicillin-resistant Staphylococcus aureus. Antimicrob Agents Chemother 2006;50:21062112.Google Scholar
15.López-Lozano, JM, Monnet, DL, Yagüe, A. Modelling and forecasting antimicrobial resistance and its dynamic relationship to antimicrobial use: a time series analysis. Int J Antimicrob Agents 2000;14:2131.Google Scholar
16.Chatfield, C. The analysis of time series: an introduction. 5th ed. London 1999; CRC Press.Google Scholar
17.Brockwell, PJ, Davis, RA. Introduction to time series and forecasting. 2nd ed. New York: Springer-Verlag; 2002.Google Scholar
18.Cooper, BS, Medley, GF, Stone, SP, et al. Methicillin-resistant Staphylococcus aureus in hospitals and the community: stealth dynamics and control catastrophes. Proc Natl Acad Sci USA 2004;101:1022310228.Google Scholar
19.Voss, A, Widmer, AF. No time for handwashing!? Handwashing versus alcoholic rub: can we afford 100% compliance? Infect Control Hosp Epidemiol 1997;18:205208.Google Scholar
20.Pittet, D, Mourouga, P, Perneger, TV. Compliance with hand washing in a teaching hospital. Ann Intern Med 1999;130:126130.Google Scholar
21.Hugonnet, S, Harbarth, S, Sax, H, Duncan, RA, Pittet, D. Nursing resources: a major determinant of nosocomial infection? Curr Opin Infect Dis 2004;17:329333.Google Scholar
22.Stone, PW, Clarke, S, Cimiotti, J, Correa-de-Araujo, R. Nurses' working conditions: implications for infectious disease. Emerg Infect Dis 2004;10:19841989.Google Scholar
23.Kibbler, CC, Quick, A, O'Neill, AM. The effect of increased bed numbers on MRSA transmission in acute medical wards. J Hosp Infect 1998;39:213219.Google Scholar
24.Wilson, RD, Huang, SJ, McLean, AS. The correlation between airborne methicillin-resistant Staphylococcus aureus with the presence of MRSA colonized patients in a general intensive care unit. Anaesth Intensive Care 2004;32:202209.Google Scholar
25.Shiomori, T, Miyamoto, H, Makishima, K, et al. Evaluation of bedmaking-related airborne and surface methicillin-resistant Staphylococcus aureus contamination. J Hosp Infect 2002;50:3035.Google Scholar
26.Boyce, JM. Environmental contamination makes an important contribution to hospital infection. J Hosp Infect 2007;65(Suppl 2):S50S54.CrossRefGoogle ScholarPubMed
27.Monnet, DL, MacKenzie, FM, Lopez-Lozano, JM, et al. Antimicrobial drug use and methicillin-resistant Staphylococcus aureus, Aberdeen, 1996–2000. Emerg Infect Dis 2004;10:14321441.CrossRefGoogle ScholarPubMed
28.MacKenzie, FM, Bruce, J, Struelens, MJ, et al. Antimicrobial drug use and infection control practices associated with the prevalence of methicillin-resistant Staphylococcus aureus in European hospitals. Clin Microbiol Infect 2007;13:269276.CrossRefGoogle ScholarPubMed
29.Bignardi, GE, Askew, C. Workload may be related to the spread of MRSA and other infections. J Hosp Infect 2000;45:7880.CrossRefGoogle Scholar
30.MRSA: how politicians are missing the point. Lancet 2005;365:1203.Google Scholar
31.Spigelman, M. MRSA—why treat the symptoms and not the disease? Ann R Coll Surg Engl 2005;87:452453.CrossRefGoogle Scholar
32.Humphreys, H. Overcrowding, understaffing and infection in hospitals. Ir Med J 2006;99:102.Google Scholar