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Troeman DPR, Hazard D, van Werkhoven CHW, Timbermont L, Malhotra-Kumar S, Wolkewitz M, Ruzin A, Sifakis F, Harbarth S, Kluytmans JAJW. Association of Staphylococcus aureus Bacterial Load and Colonization Sites With the Risk of Postoperative S. aureus Infection. Open Forum Infect Dis 2024; 11:ofae414. [PMID: 39113829 PMCID: PMC11304588 DOI: 10.1093/ofid/ofae414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 07/21/2024] [Indexed: 08/10/2024] Open
Abstract
Background The independent effects of extranasal-only carriage, carriage at multiple bodily sites, or the bacterial load of colonizing Staphylococcus aureus (SA) on the risk of developing SA surgical site infections and postoperative bloodstream infections (SA SSI/BSIs) are unclear. We aimed to quantify these effects in this large prospective cohort study. Methods Surgical patients aged 18 years or older were screened for SA carriage in the nose, throat, or perineum within 30 days before surgery. SA carriers and noncarriers were enrolled in a prospective cohort study in a 2:1 ratio. Weighted multivariable Cox proportional hazard models were used to assess the independent associations between different measures of SA carriage and occurrence of SA SSI/BSI within 90 days after surgery. Results We enrolled 5004 patients in the study cohort; 3369 (67.3%) were SA carriers. 100 SA SSI/BSI events occurred during follow-up, and 86 (86%) of these events occurred in SA carriers. The number of colonized bodily sites (adjusted hazard ratio [aHR], 3.5-8.5) and an increasing SA bacterial load in the nose (aHR, 1.8-3.4) were associated with increased SA SSI/BSI risk. However, extranasal-only carriage was not independently associated with SA SSI/BSI (aHR, 1.5; 95% CI, 0.9-2.5). Conclusions Nasal SA carriage was associated with an increased risk of SA SSI/BSI and accounted for the majority of SA infections. Higher bacterial load, as well as SA colonization at multiple bodily sites, further increased this risk.
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Affiliation(s)
- Darren P R Troeman
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Derek Hazard
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Cornelis H W van Werkhoven
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Leen Timbermont
- Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, Antwerp, Belgium
| | - Surbhi Malhotra-Kumar
- Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, Antwerp, Belgium
| | - Martin Wolkewitz
- Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Alexey Ruzin
- Microbial Sciences, R&D BioPharmaceuticals, AstraZeneca, Gaithersburg, Maryland, USA
| | | | - Stephan Harbarth
- Infection Control Programme and WHO Collaborating Center, Geneva University Hospitals and Faculty of Medicine, Geneva, Switzerland
| | - Jan A J W Kluytmans
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Medical Microbiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
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de Buys M, Moodley K, Cakic JN, Pietrzak JRT. Staphylococcus aureus colonization and periprosthetic joint infection in patients undergoing elective total joint arthroplasty: a narrative review. EFORT Open Rev 2023; 8:680-689. [PMID: 37655845 PMCID: PMC10548302 DOI: 10.1530/eor-23-0031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/02/2023] Open
Abstract
Peri-prosthetic joint infections (PJIs) following total joint arthroplasty (TJA) are associated with higher treatment costs, longer hospital admissions and increased morbidity and mortality. Colonization with Staphylococcus aureus is an independent and modifiable risk factor for PJIs and carriers of S. aureus are ten times more likely than non-carriers for post-operative infections. Screening and targeted decolonization, vs universal decolonization without screening, remains a controversial topic. We recommend a tailored approach, based on local epidemiological patterns, resource availability and logistical capacity. Universal decolonization is associated with lower rates of SSI and may reduce treatment costs.
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Affiliation(s)
- Michael de Buys
- Orthopaedic Surgery, University of Witswatersrand, Johannesburg, South Africa
| | | | - Josip Nenad Cakic
- Department Orthopaedic Surgery, Life Fourways Hospital, Johannesburg, South Africa
| | - Jurek R T Pietrzak
- Orthopaedic Surgery, University of Witswatersrand, Johannesburg, South Africa
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Calderwood MS, Anderson DJ, Bratzler DW, Dellinger EP, Garcia-Houchins S, Maragakis LL, Nyquist AC, Perkins KM, Preas MA, Saiman L, Schaffzin JK, Schweizer M, Yokoe DS, Kaye KS. Strategies to prevent surgical site infections in acute-care hospitals: 2022 Update. Infect Control Hosp Epidemiol 2023; 44:695-720. [PMID: 37137483 PMCID: PMC10867741 DOI: 10.1017/ice.2023.67] [Citation(s) in RCA: 83] [Impact Index Per Article: 41.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
The intent of this document is to highlight practical recommendations in a concise format designed to assist acute-care hospitals in implementing and prioritizing their surgical-site infection (SSI) prevention efforts. This document updates the Strategies to Prevent Surgical Site Infections in Acute Care Hospitals published in 2014. This expert guidance document is sponsored by the Society for Healthcare Epidemiology of America (SHEA). It is the product of a collaborative effort led by SHEA, the Infectious Diseases Society of America (IDSA), the Association for Professionals in Infection Control and Epidemiology (APIC), the American Hospital Association (AHA), and The Joint Commission, with major contributions from representatives of a number of organizations and societies with content expertise.
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Affiliation(s)
| | - Deverick J. Anderson
- Duke Center for Antimicrobial Stewardship and Infection Prevention, Duke University School of Medicine, Durham, North Carolina, United States
| | - Dale W. Bratzler
- University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, United States
| | | | | | - Lisa L. Maragakis
- Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Ann-Christine Nyquist
- Children’s Hospital Colorado, University of Colorado School of Medicine, Aurora, Colorado, United States
| | - Kiran M. Perkins
- Division of Healthcare Quality Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia, United States
| | - Michael Anne Preas
- University of Maryland Medical System, Baltimore, Maryland, United States
| | - Lisa Saiman
- Columbia University Irving Medical Center and NewYork–Presbyterian Hospital, New York, New York, United States
| | - Joshua K. Schaffzin
- Children’s Hospital of Eastern Ontario, University of Ottawa, Ottawa, Ontario, Canada
| | - Marin Schweizer
- Center for Access and Delivery Research and Evaluation, Iowa City VA Health Care System, University of Iowa, Iowa City, Iowa
| | - Deborah S. Yokoe
- University of California-San Francisco, San Francisco, California, United States
| | - Keith S. Kaye
- Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, United States
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4
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Abstract
IMPORTANCE Approximately 0.5% to 3% of patients undergoing surgery will experience infection at or adjacent to the surgical incision site. Compared with patients undergoing surgery who do not have a surgical site infection, those with a surgical site infection are hospitalized approximately 7 to 11 days longer. OBSERVATIONS Most surgical site infections can be prevented if appropriate strategies are implemented. These infections are typically caused when bacteria from the patient's endogenous flora are inoculated into the surgical site at the time of surgery. Development of an infection depends on various factors such as the health of the patient's immune system, presence of foreign material, degree of bacterial wound contamination, and use of antibiotic prophylaxis. Although numerous strategies are recommended by international organizations to decrease surgical site infection, only 6 general strategies are supported by randomized trials. Interventions that are associated with lower rates of infection include avoiding razors for hair removal (4.4% with razors vs 2.5% with clippers); decolonization with intranasal antistaphylococcal agents and antistaphylococcal skin antiseptics for high-risk procedures (0.8% with decolonization vs 2% without); use of chlorhexidine gluconate and alcohol-based skin preparation (4.0% with chlorhexidine gluconate plus alcohol vs 6.5% with povidone iodine plus alcohol); maintaining normothermia with active warming such as warmed intravenous fluids, skin warming, and warm forced air to keep the body temperature warmer than 36 °C (4.7% with active warming vs 13% without); perioperative glycemic control (9.4% with glucose <150 mg/dL vs 16% with glucose >150 mg/dL); and use of negative pressure wound therapy (9.7% with vs 15% without). Guidelines recommend appropriate dosing, timing, and choice of preoperative parenteral antimicrobial prophylaxis. CONCLUSIONS AND RELEVANCE Surgical site infections affect approximately 0.5% to 3% of patients undergoing surgery and are associated with longer hospital stays than patients with no surgical site infections. Avoiding razors for hair removal, maintaining normothermia, use of chlorhexidine gluconate plus alcohol-based skin preparation agents, decolonization with intranasal antistaphylococcal agents and antistaphylococcal skin antiseptics for high-risk procedures, controlling for perioperative glucose concentrations, and using negative pressure wound therapy can reduce the rate of surgical site infections.
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Affiliation(s)
- Jessica L Seidelman
- Duke Center for Antimicrobial Stewardship and Infection Prevention, Duke University School of Medicine, Durham, North Carolina
| | - Christopher R Mantyh
- Department of Surgery, Duke University School of Medicine, Durham, North Carolina
| | - Deverick J Anderson
- Duke Center for Antimicrobial Stewardship and Infection Prevention, Duke University School of Medicine, Durham, North Carolina
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Jerome O, Franck B, Marc M, Romain M. Economic evaluation of preoperative shower with antiseptic soap to prevent surgical site infections. J Hosp Infect 2022; 124:9-12. [PMID: 35337902 DOI: 10.1016/j.jhin.2022.01.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 12/17/2021] [Accepted: 01/06/2022] [Indexed: 10/18/2022]
Abstract
Preoperative shower is recommended before surgery to prevent surgical site infections (SSIs). We modelled the occurrence of SSIs and the potential savings for the patients undergoing antimicrobial soap (AS) shower prior to surgery at a French University Hospital level. AS shower prevented 209 SSIs, generating a potential saving of €632,210 per year. Results grouped by type of surgery showed annual savings of €26,537, €20,520 and €14,377 for orthopaedic, gynaecologic and obstetric and digestive surgery, respectively. Despite the lack of published data surrounding the efficacy of AS in preventing SSIs, we demonstrated the potential savings and benefits of generalizing AS before surgical interventions.
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Affiliation(s)
- Ory Jerome
- Department of Infection Control, Nîmes University Hospital, Nîmes, France; Virulence Bactérienne et Maladies Infectieuses, INSERM U1047, Montpellier-Nîmes University, France.
| | - Bruyere Franck
- Head of department of urology, Tours University Hospital, Tours, France
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Smith MJ, Lee J, Brodsky AL, Figueroa MA, Stamm MH, Giard A, Luker N, Friedman S, Huncke T, Jain SK, Pothuri B. Optimizing Robotic Hysterectomy for the Patient Who Is Morbidly Obese with a Surgical Safety Pathway. J Minim Invasive Gynecol 2021; 28:2052-2059.e3. [PMID: 34139329 DOI: 10.1016/j.jmig.2021.06.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 05/24/2021] [Accepted: 06/09/2021] [Indexed: 01/04/2023]
Abstract
STUDY OBJECTIVE Obesity is a growing worldwide epidemic, and patients classified as obese undergoing gynecologic robotic surgery are at increased risk for surgical complications. This study aimed to evaluate the feasibility and outcomes of a surgical safety protocol known as the High BMI [Body Mass Index] Pathway (HBP) for patients with BMI ≥40 kg/m2 undergoing planned robotic hysterectomy. Our primary outcome was the rate of all-cause perioperative complications in patients undergoing surgery with the use of the HBP. DESIGN A retrospective cohort study. SETTING An academic teaching hospital. PATIENTS A total of 138 patients classified as morbidly obese (BMI ≥40 kg/m2) undergoing robotic hysterectomy. INTERVENTIONS The HBP was developed by a multidisciplinary team and was instituted on January 1, 2016, as a quality improvement project. Patients classified as morbidly obese undergoing robotic hysterectomy after this date were compared with consecutive historical controls. MEASUREMENTS AND MAIN RESULTS Seventy-two patients underwent robotic hysterectomies on the HBP and were compared with 66 controls. There were no differences in age, BMI, blood loss, number of comorbidities, or cancer diagnosis. Since the implementation of the HBP, there has been a decrease in anesthesia time (-57.0 minutes; p = .001) and total operating room time (-47.0 min; p = .020), as well as lower estimated blood loss (median 150 mL [interquartile range 100-200] vs 200 mL [interquartile range 100-300]; p = .002) and reduction in overnight hospital admissions (33.3% vs 63.6%; p <.001). In the HBP group, there were fewer all-cause complications (19.4% vs 37.9%; p = .023) and infectious complications (8.3% vs 33.3%; p = .001), and there was no increase in the readmission rates (p = .400). In multivariable analysis, the HBP reduced all-cause complications (odds ratio 0.353; p = .010) after controlling for the covariate (total time in the operating room). CONCLUSION The HBP is a feasible method of optimizing the outcome for patients classified as morbidly obese undergoing major gynecologic surgery. Initiation of the HBP can lead to decreased anesthesia and operating times, all-cause complications, and overnight hospital admissions without increasing readmission rates.
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Affiliation(s)
- Maria J Smith
- Department of Obstetrics and Gynecology, NYU Langone Health (Dr. Smith), New York, NY
| | - Jessica Lee
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, University of Texas Southwestern Medical Center (Drs. Lee), Dallas, TX
| | - Allison L Brodsky
- Department of Obstetrics and Gynecology, University of California San Diego (Drs. Brodsky), San Diego, CA
| | - Melissa A Figueroa
- NYU Medical Center, NYU Langone Health (Mss. Figueroa, Giard, and Luker, and Mr. Stamm)
| | - Matthew H Stamm
- NYU Medical Center, NYU Langone Health (Mss. Figueroa, Giard, and Luker, and Mr. Stamm)
| | - Audra Giard
- NYU Medical Center, NYU Langone Health (Mss. Figueroa, Giard, and Luker, and Mr. Stamm)
| | - Nadia Luker
- NYU Medical Center, NYU Langone Health (Mss. Figueroa, Giard, and Luker, and Mr. Stamm)
| | - Steven Friedman
- Department of Population Health, NYU Langone Health (Mr. Friedman)
| | - Tessa Huncke
- Department of Anesthesiology, NYU Langone Health (Drs. Huncke and Jain), New York, NY
| | - Sudheer K Jain
- Department of Anesthesiology, NYU Langone Health (Drs. Huncke and Jain), New York, NY
| | - Bhavana Pothuri
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, NYU Langone Health (Dr. Pothuri).
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Ong C, Lucet JC, Bourigault C, Birgand G, Aho S, Lepelletier D. Staphylococcus aureus nasal decolonization before cardiac and orthopaedic surgeries: first descriptive survey in France. J Hosp Infect 2020; 106:332-334. [PMID: 32805310 DOI: 10.1016/j.jhin.2020.08.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 08/10/2020] [Indexed: 11/25/2022]
Abstract
The objective was to describe French hospital nasal screening and decolonization procedures before clean surgery procedures. Information for participants was sent to the French Society for Infection Control members in June 2018. Seventy hospitals participated in the survey; 40% (N = 28) declared having institutional decolonization procedures: 64% (N = 18) in orthopaedic and 56% (N = 15) in cardiac surgeries. All hospitals used mupirocin for nasal decolonization and body decolonization with chlorhexidine (N = 16) or povidone iodine (N = 10). This study is the first to be performed in France giving information in this field. Screening/decolonization procedures are heterogeneous and the evaluation of their clinical impact remains complex.
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Affiliation(s)
- C Ong
- Bacteriology and Infection Control Department, Nantes University Hospital, Nantes, France
| | - J-C Lucet
- Infection Control Unit UHLIN, Bichat Hospital, AP-HP Paris, Paris, France
| | - C Bourigault
- Bacteriology and Infection Control Department, Nantes University Hospital, Nantes, France
| | - G Birgand
- Centre for Infection Control and Prevention, Pays de la Loire, Nantes, France
| | - S Aho
- Epidemiology and Infection Control Department, Dijon University Hospital, Dijon, France
| | - D Lepelletier
- Bacteriology and Infection Control Department, Nantes University Hospital, Nantes, France; MiHAR lab, University of Nantes, Nantes, France.
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8
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Rennert-May E, Conly J, Smith S, Puloski S, Henderson E, Au F, Manns B. A cost-effectiveness analysis of mupirocin and chlorhexidine gluconate for Staphylococcus aureus decolonization prior to hip and knee arthroplasty in Alberta, Canada compared to standard of care. Antimicrob Resist Infect Control 2019; 8:113. [PMID: 31338160 PMCID: PMC6625116 DOI: 10.1186/s13756-019-0568-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Accepted: 07/04/2019] [Indexed: 12/29/2022] Open
Abstract
Background While decolonization of Staphylococcus aureus reduces surgical site infection (SSI) rates following hip and knee arthroplasty, its cost-effectiveness is uncertain. We sought to examine the cost-effectiveness of a decolonization protocol for Staphylococcus aureus prior to hip and knee replacement in Alberta compared to standard care – no decolonization. Methods Decision analytic models and a probabilistic sensitivity analysis were used for a cost-effectiveness analysis, with the effectiveness of decolonization based on a large published pre- and post- intervention trial. The primary outcomes of the models were infections prevented and health care costs. We modelled the cost-effectiveness of decolonization in a hypothetical cohort of adult patients undergoing hip and knee replacement in Alberta, Canada. Information on the incidence of complex surgical site infections (SSIs), as well as the cost of care for patients with and without SSIs was taken from a provincial infection control database, and health administrative data. Results Use of the decolonization bundle was cost saving compared to usual care ($153/person), and resulted in 16 complex Staphylococcus aureus SSIs annually as opposed to 32 (with approximately 8000 hip or knee arthroplasties performed). The probabilistic sensitivity analysis demonstrated that the majority (84%) of the time the decolonization bundle was cost saving. The model was robust to one-way sensitivity analyses conducted within plausible ranges. There were small upfront costs associated with using a decolonization protocol, however, this model demonstrated cost savings over one year. In a Markov model that considered the impact of a decolonization bundle over a lifetime as it pertained to the need for subsequent joint replacements and patient quality of life, the bundle still resulted in cost savings ($161/person). Conclusions Decolonization for Staphylococcus aureus prior to hip and knee replacements resulted in cost savings and fewer SSIs, and should be considered prior to these procedures. Electronic supplementary material The online version of this article (10.1186/s13756-019-0568-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Elissa Rennert-May
- 1Departments of Medicine and Community Health Sciences, University of Calgary, Calgary, Canada
| | - John Conly
- 2Departments of Medicine; Microbiology, Immunology and Infectious Diseases; Pathology and Laboratory Medicine, O'Brien Institute for Public Health; Snyder Institute for Chronic Diseases, University of Calgary, Calgary, Canada
| | - Stephanie Smith
- 3Department of Medicine, University of Alberta, Edmonton, Canada
| | - Shannon Puloski
- 4Department of Surgery, University of Calgary, Calgary, Canada
| | - Elizabeth Henderson
- 5Department of Community Health Sciences, University of Calgary, Calgary, Canada
| | - Flora Au
- 6Department of Medicine, University of Calgary, Calgary, Canada
| | - Braden Manns
- 7Departments of Medicine and Community Health Sciences, O'Brien Institute for Public Health and Libin Cardiovascular Institute, University of Calgary, HRIC Building, 2500 University Drive NW, Calgary, AB T2N1N4 Canada
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Kline SE, Sanstead EC, Johnson JR, Kulasingam SL. Cost-effectiveness of pre-operative Staphylococcus aureus screening and decolonization. Infect Control Hosp Epidemiol 2018; 39:1340-1346. [PMID: 30231943 PMCID: PMC8559732 DOI: 10.1017/ice.2018.228] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
OBJECTIVE We developed a decision analytic model to evaluate the impact of a preoperative Staphylococcus aureus decolonization bundle on surgical site infections (SSIs), health-care-associated costs (HCACs), and deaths due to SSI. METHODS Our model population comprised US adults undergoing elective surgery. We evaluated 3 self-administered preoperative strategies: (1) the standard of care (SOC) consisting of 2 disinfectant soap showers; (2) the "test-and-treat" strategy consisting of the decolonization bundle including chlorhexidine gluconate (CHG) soap, CHG mouth rinse, and mupirocin nasal ointment for 5 days) if S. aureus was found at any of 4 screened sites (nasal, throat, axillary, perianal area), otherwise the SOC; and (3) the "treat-all" strategy consisting of the decolonization bundle for all patients, without S. aureus screening. Model parameters were derived primarily from a randomized controlled trial that measured the efficacy of the decolonization bundle for eradicating S. aureus. RESULTS Under base-case assumptions, the treat-all strategy yielded the fewest SSIs and the lowest HCACs, followed by the test-and-treat strategy. In contrast, the SOC yielded the most SSIs and the highest HCACs. Consequently, relative to the SOC, the average savings per operation was $217 for the treat-all strategy and $123 for the test-and-treat strategy, and the average savings per per SSI prevented was $21,929 for the treat-all strategy and $15,166 for the test-and-treat strategy. All strategies were sensitive to the probability of acquiring an SSI and the increased risk if SSI if the patient was colonized with SA. CONCLUSION We predict that the treat-all strategy would be the most effective and cost-saving strategy for preventing SSIs. However, because this strategy might select more extensively for mupirocin-resistant S. aureus and cause more medication adverse effects than the test-and-treat approach or the SOC, additional studies are needed to define its comparative benefits and harms.
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Affiliation(s)
- Susan E Kline
- 1Division of Infectious Diseases,Department of Medicine, University of Minnesota Medical School,Minneapolis,Minnesota
| | - Erinn C Sanstead
- 2Division of Epidemiology, University of Minnesota School of Public Health,Minneapolis,Minnesota
| | - James R Johnson
- 1Division of Infectious Diseases,Department of Medicine, University of Minnesota Medical School,Minneapolis,Minnesota
| | - Shalini L Kulasingam
- 2Division of Epidemiology, University of Minnesota School of Public Health,Minneapolis,Minnesota
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