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Gonzalez-Estrada A, Park MA, Accarino JJO, Banerji A, Carrillo-Martin I, D'Netto ME, Garzon-Siatoya WT, Hardway HD, Joundi H, Kinate S, Plager JH, Rank MA, Rukasin CRF, Samarakoon U, Volcheck GW, Weston AD, Wolfson AR, Blumenthal KG. Predicting Penicillin Allergy: A United States Multicenter Retrospective Study. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:1181-1191.e10. [PMID: 38242531 DOI: 10.1016/j.jaip.2024.01.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 12/29/2023] [Accepted: 01/07/2024] [Indexed: 01/21/2024]
Abstract
BACKGROUND Using the reaction history in logistic regression and machine learning (ML) models to predict penicillin allergy has been reported based on non-US data. OBJECTIVE We developed ML positive penicillin allergy testing prediction models from multisite US data. METHODS Retrospective data from 4 US-based hospitals were grouped into 4 datasets: enriched training (1:3 case-control matched cohort), enriched testing, nonenriched internal testing, and nonenriched external testing. ML algorithms were used for model development. We determined area under the curve (AUC) and applied the Shapley Additive exPlanations (SHAP) framework to interpret risk drivers. RESULTS Of 4777 patients (mean age 60 [standard deviation: 17] years; 68% women, 91% White, and 86% non-Hispanic) evaluated for penicillin allergy labels, 513 (11%) had positive penicillin allergy testing. Model input variables were frequently missing: immediate or delayed onset (71%), signs or symptoms (13%), and treatment (31%). The gradient-boosted model was the strongest model with an AUC of 0.67 (95% confidence interval [CI]: 0.57-0.77), which improved to 0.87 (95% CI: 0.73-1) when only cases with complete data were used. Top SHAP drivers for positive testing were reactions within the last year and reactions requiring medical attention; female sex and reaction of hives/urticaria were also positive drivers. CONCLUSIONS An ML prediction model for positive penicillin allergy skin testing using US-based retrospective data did not achieve performance strong enough for acceptance and adoption. The optimal ML prediction model for positive penicillin allergy testing was driven by time since reaction, seek medical attention, female sex, and hives/urticaria.
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Affiliation(s)
- Alexei Gonzalez-Estrada
- Division of Pulmonary, Allergy, and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Miguel A Park
- Division of Allergic Diseases, Department of Internal Medicine, Mayo Clinic, Rochester, Minn
| | - John J O Accarino
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Aleena Banerji
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Harvard Medical School, Boston, Mass
| | - Ismael Carrillo-Martin
- Division of Pulmonary, Allergy, and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Michael E D'Netto
- Division of Allergic Diseases, Department of Internal Medicine, Mayo Clinic, Rochester, Minn
| | - W Tatiana Garzon-Siatoya
- Division of Pulmonary, Allergy, and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Heather D Hardway
- Digital Innovation Lab, Department of Health Sciences Research, Mayo Clinic, Jacksonville, Fla
| | - Hajara Joundi
- Division of Pulmonary, Allergy, and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Susan Kinate
- Division of Allergy, Asthma, and Clinical Immunology, Department of Medicine, Mayo Clinic, Scottsdale, Ariz
| | - Jessica H Plager
- Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Matthew A Rank
- Division of Allergy, Asthma, and Clinical Immunology, Department of Medicine, Mayo Clinic, Scottsdale, Ariz; Section of Allergy, Immunology, Division of Pulmonary, Phoenix Children's Hospital, Phoenix, Ariz
| | - Christine R F Rukasin
- Division of Allergy, Asthma, and Clinical Immunology, Department of Medicine, Mayo Clinic, Scottsdale, Ariz; Section of Allergy, Immunology, Division of Pulmonary, Phoenix Children's Hospital, Phoenix, Ariz
| | - Upeka Samarakoon
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass
| | - Gerald W Volcheck
- Division of Allergic Diseases, Department of Internal Medicine, Mayo Clinic, Rochester, Minn
| | - Alexander D Weston
- Digital Innovation Lab, Department of Health Sciences Research, Mayo Clinic, Jacksonville, Fla
| | - Anna R Wolfson
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Harvard Medical School, Boston, Mass
| | - Kimberly G Blumenthal
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, Mass; Harvard Medical School, Boston, Mass.
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Tsai H, Bartash R, Burack D, Swaminathan N, So M. Bring it on again: antimicrobial stewardship in transplant infectious diseases: updates and new challenges. ANTIMICROBIAL STEWARDSHIP & HEALTHCARE EPIDEMIOLOGY : ASHE 2024; 4:e3. [PMID: 38234416 PMCID: PMC10789986 DOI: 10.1017/ash.2023.517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 11/12/2023] [Accepted: 11/13/2023] [Indexed: 01/19/2024]
Abstract
Advancement in solid organ transplantation and hematopoietic stem cell transplant continues to improve the health outcomes of patients and widens the number of eligible patients who can benefit from the medical progress. Preserving the effectiveness of antimicrobials remains crucial, as otherwise transplant surgeries would be unsafe due to surgical site infections, and the risk of sepsis with neutropenia would preclude stem cell transplant. In this review, we provide updates on three previously discussed stewardship challenges: febrile neutropenia, Clostridioides difficile infection, and asymptomatic bacteriuria. We also offer insight into four new stewardship challenges: the applicability of the "shorter is better" paradigm shift to antimicrobial duration; antibiotic allergy delabeling and desensitization; colonization with multidrug-resistant gram-negative organisms; and management of cytomegalovirus infections. Specifically, data are accumulating for "shorter is better" and antibiotic allergy delabeling in transplant patients, following successes in the general population. Unique to transplant patients are the impact of multidrug-resistant organism colonization on clinical decision-making of antibiotic prophylaxis in transplant procedure and the need for antiviral stewardship in cytomegalovirus. We highlighted the expansion of antimicrobial stewardship interventions as potential solutions for these challenges, as well as gaps in knowledge and opportunities for further research.
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Affiliation(s)
- Helen Tsai
- Division of Infectious Diseases, Department of Medicine, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Rachel Bartash
- Division of Infectious Diseases, Department of Medicine, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Daniel Burack
- Division of Infectious Diseases, Department of Medicine, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Neeraja Swaminathan
- Division of Infectious Diseases, Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA
| | - Miranda So
- Sinai Health-University Health Network Antimicrobial Stewardship Program, University Health Network, Toronto, ON, Canada
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON, Canada
- Division of Infectious Diseases, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia
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3
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Waldron JL, Trubiano JA. Antibiotic allergy labels in immunocompromised populations. Transpl Infect Dis 2022; 24:e13955. [DOI: 10.1111/tid.13955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 07/11/2022] [Accepted: 07/25/2022] [Indexed: 01/15/2023]
Affiliation(s)
- Jamie L. Waldron
- Centre for Antibiotic Allergy and Research, Department of Infectious Diseases Austin Health Heidelberg Victoria Australia
| | - Jason A. Trubiano
- Centre for Antibiotic Allergy and Research, Department of Infectious Diseases Austin Health Heidelberg Victoria Australia
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4
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Ham YY, Joshi S, Sukerman E. Delabeling penicillin and other antibiotic allergies in solid organ transplantation patients. Transpl Infect Dis 2022; 24:e13897. [DOI: 10.1111/tid.13897] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 06/13/2022] [Accepted: 06/14/2022] [Indexed: 11/05/2022]
Affiliation(s)
- Young Yoon Ham
- Department of Pharmacy Oregon Health & Science University Portland Oregon USA
| | - Shyam Joshi
- Division of Allergy and Clinical Immunology Oregon Health & Science University Portland Oregon USA
| | - Ellie Sukerman
- Division of Infectious Diseases Oregon Health & Science University Portland Oregon USA
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5
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De-labeling Beta-lactam in Adult Population. CURRENT TREATMENT OPTIONS IN ALLERGY 2022. [DOI: 10.1007/s40521-022-00316-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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6
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Zhang HL, Anesi JA, Hamilton KW, Cressman L, Bilker WB, Lautenbach E. The Impact of Reported β-Lactam Allergy on Clinical Outcomes and Antibiotic Use Among Solid Organ Transplant Recipients. Open Forum Infect Dis 2022; 9:ofac384. [PMID: 35983261 PMCID: PMC9379814 DOI: 10.1093/ofid/ofac384] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 07/28/2022] [Indexed: 11/16/2022] Open
Abstract
Background Reported β-lactam allergies (BLAs) are common and frequently inaccurate, but there are limited data on the clinical implications of BLA among solid organ transplant (SOT) recipients. We examined the impact of BLA on clinical outcomes and antibiotic use among SOT recipients. Methods This retrospective cohort study included adult patients undergoing single-organ heart, kidney, liver, lung, or pancreas transplant at a United States academic medical center from 1 April 2017 to 31 December 2020. Demographic and clinical data were collected from the electronic health record. Multivariate median regression was performed to evaluate the association between BLA and days alive and out of the hospital in the first 180 days posttransplant (DAOH180). Multivariate logistic regression was performed to evaluate the association between BLA and antibiotic use. Results Among 1700 SOT recipients, 285 (16.8%) had a BLA at the time of transplant. BLA was not associated with DAOH180 (adjusted median difference, -0.8 days [95% confidence interval {CI}, -2.7 to 1.2]; P = .43). Patients with BLA were more likely to receive intravenous vancomycin (adjusted odds ratio [aOR], 1.8 [95% CI, 1.3-2.6]; P < .001), clindamycin (aOR, 9.9 [95% CI, 5.1-18.9]; P < .001), aztreonam (aOR, 19.6 [95% CI, 5.9-64.4]; P < .001), fluoroquinolones (aOR, 3.8 [95% CI, 2.8-5.0]; P < .001), or aminoglycosides (aOR, 3.9 [95% CI, 2.5-6.2]; P < .001). Conclusions BLA was associated with use of β-lactam alternative antibiotics but not DAOH180 among SOT recipients.
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Affiliation(s)
- Helen L Zhang
- Correspondence: Helen L. Zhang, MD, University of Pennsylvania Perelman School of Medicine, 3400 Spruce St, 3 Silverstein Ste. E, Philadelphia, PA 19104, USA ()
| | - Judith A Anesi
- Division of Infectious Diseases, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA,Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA,Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Keith W Hamilton
- Division of Infectious Diseases, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Leigh Cressman
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Warren B Bilker
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA,Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
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Anstey KM, Tsao L, Otani IM. Drug Allergy Delabeling Programs: Recent Strategies and Targeted Populations. Clin Rev Allergy Immunol 2022; 62:484-504. [PMID: 35031956 DOI: 10.1007/s12016-021-08913-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/17/2021] [Indexed: 12/12/2022]
Abstract
Drug allergy delabeling programs have become an essential element of antibiotic stewardship. Development of delabeling programs involves careful selection of target patient population, thoughtful design of delabeling approach, stakeholder engagement, assembly of key team members, implementation, and evaluation of clinical and safety outcomes. Recent programs have targeted patients thought to be most likely to benefit from removal of inaccurate antibiotic allergy labels, those with β-lactam antibiotic allergies and high-risk populations likely to need β-lactam antibiotics as first-line treatment. This review provides an overview of current risk stratification methods and β-lactam cross-reactivity data and summarizes how different inpatient and outpatient delabeling programs have used these concepts in delabeling algorithms. β-Lactam delabeling programs for inpatients, pediatric patients, and programs utilizing telehealth have been implemented with good outcomes. This review also focuses on delabeling programs for high-risk populations likely to benefit from first-line β-lactam antibiotics. These populations include perioperative, prenatal, and immunocompromised patients. Delabeling programs have been successful in the inpatient and outpatient settings at enabling appropriate antibiotic use. This article reviews delabeling strategies utilized by these programs with a focus on highlighting elements key to their success and future areas for innovation.
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Affiliation(s)
- Karen M Anstey
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, School of Medicine, Oregon Health & Science University, 3181 S.W. Sam Jackson Park Road, Mail Code UHN67, Portland, OR, 97239, USA.
| | - Lulu Tsao
- Division of Pulmonary, Critical Care, Allergy, and Sleep Medicine, Department of Medicine, School of Medicine, University of California, San Francisco, CA, USA
| | - Iris M Otani
- Division of Pulmonary, Critical Care, Allergy, and Sleep Medicine, Department of Medicine, School of Medicine, University of California, San Francisco, CA, USA
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Shenoy ES, Ramsey A. Carved in Stone with Consequences: Antibiotic Allergy Labels in Transplant Patients. Clin Infect Dis 2021; 71:1595-1597. [PMID: 31621837 DOI: 10.1093/cid/ciz1028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Accepted: 10/11/2019] [Indexed: 11/13/2022] Open
Affiliation(s)
- Erica S Shenoy
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, USA.,Infection Control Unit, Massachusetts General Hospital, Boston, Massachusetts, USA.,Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Allison Ramsey
- Allergy and Immunology, Rochester Regional Health, Rochester, New York, USA.,University of Rochester, Rochester, New York, USA
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Motoa G, Carrillo-Martin I, Chamorro-Pareja N, Haehn DA, Mendez JC, Wadei HM, Hodge DO, Lee DD, Bosch W, Gonzalez-Estrada A. Impact of beta-lactam allergy label in liver transplant recipients. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY-IN PRACTICE 2020; 8:2434-2436.e1. [PMID: 32304837 DOI: 10.1016/j.jaip.2020.03.042] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Revised: 03/19/2020] [Accepted: 03/24/2020] [Indexed: 01/04/2023]
Affiliation(s)
- Gabriel Motoa
- Division of Pulmonary, Allergy and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Ismael Carrillo-Martin
- Division of Pulmonary, Allergy and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Natalia Chamorro-Pareja
- Division of Pulmonary, Allergy and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla
| | - Daniela A Haehn
- Department of Anesthesia and Preoperative Medicine, Mayo Clinic, Jacksonville, Fla
| | - Julio C Mendez
- Division of Infectious Diseases, Mayo Clinic, Jacksonville, Fla
| | - Hani M Wadei
- Department of Transplant Medicine, Mayo Clinic, Jacksonville, Fla
| | - David O Hodge
- Division of Biomedical Statistics and Informatics, Mayo Clinic, Jacksonville, Fla
| | - David D Lee
- Department of Transplant Medicine, Mayo Clinic, Jacksonville, Fla
| | - Wendelyn Bosch
- Division of Infectious Diseases, Mayo Clinic, Jacksonville, Fla
| | - Alexei Gonzalez-Estrada
- Division of Pulmonary, Allergy and Sleep Medicine, Department of Medicine, Mayo Clinic, Jacksonville, Fla.
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