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Mpakaniye P, Boven A, Callens S, Engstrand L, Vlieghe E, Brusselaers N. Clostridioides difficile recurrence in individuals with and without cancer: a Swedish population-based cohort study. Infection 2024; 52:649-660. [PMID: 38407777 PMCID: PMC10954957 DOI: 10.1007/s15010-024-02193-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 01/19/2024] [Indexed: 02/27/2024]
Abstract
PURPOSE Patients with cancer are vulnerable to Clostridioides difficile infection (CDI) due to their disease, treatment and regular hospital contact, yet if CDI-recurrence is more common remains unclear, and differences among cancer types remain unexplored. METHODS This Swedish nationwide population-based cohort included all 43,150 individuals with recorded CDI (2006-2019) to assess CDI-recurrence in individuals with and without cancer, with binary multivariable logistic regression, stratified by anatomical location, and survival status. RESULTS Compared to those without cancer (N = 29,543), ongoing cancer (diagnosis < 12 months; N = 3,882) was associated with reduced recurrence (OR = 0.81, 95% CI 0.73-0.89), while there was no association with cancer history (diagnosis ≥ 12 months; N = 9,725). There was an increased 8-week all-cause mortality (Ongoing cancer: OR = 1.58, 95% CI 1.43-1.74; Cancer history: OR = 1.45, 95% CI 1.36-1.55) compared to those without cancer. Among CDI-survivors, those with ongoing cancer presented with a decreased odds of recurrence (OR = 0.84, 95% CI 0.76-0.94), compared to those without cancer history, with no association for those with cancer history (OR = 1.04, 95% CI 0.97-1.1). Large variations were seen across cancer types, with the highest observed proportion of recurrence in oral and mesothelial cancer, and the lowest for esophageal cancer, although no statistically significant OR were found. CONCLUSION The population-based study indicates that individuals with cancer may have fewerrecurrences than expected, yet variations by cancer type were large, and mortality was high.
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Affiliation(s)
- Peace Mpakaniye
- Centre for Translational Microbiome Research, Department Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Global Health Institute, Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium
| | - Annelies Boven
- Centre for Translational Microbiome Research, Department Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Global Health Institute, Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium
- The Vaccine & Infectious Disease Institute, University of Antwerp, Antwerp, Belgium
| | - Steven Callens
- General Internal Medicine and Infectious Diseases, Ghent University, Ghent University Hospital, Ghent, Belgium
| | - Lars Engstrand
- Centre for Translational Microbiome Research, Department Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Erika Vlieghe
- Global Health Institute, Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium
- Infectious Diseases, Department of General Medicine, Antwerp University Hospital, Antwerp, Belgium
| | - Nele Brusselaers
- Centre for Translational Microbiome Research, Department Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden.
- Global Health Institute, Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium.
- Department of Public Health and Primary Care, Ghent University, Ghent, Belgium.
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Karp J, Edman-Wallér J, Toepfer M, Jacobsson G. Risk factors for recurrent healthcare-facility associated Clostridioides difficile infection in a Swedish setting. Anaerobe 2023; 81:102738. [PMID: 37217115 DOI: 10.1016/j.anaerobe.2023.102738] [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: 03/20/2023] [Revised: 05/13/2023] [Accepted: 05/15/2023] [Indexed: 05/24/2023]
Abstract
PURPOSE The objectives were to determine the risk factors for recurrent healthcare facility-associated Clostridioides difficile infection (HCF-CDI) in a high CDI incidence, low antibiotic use setting and to determine if length of cefotaxime exposure is a risk factor for recurrent HCF-CDI. METHODS The risk factors for recurrent HCF-CDI were evaluated with a retrospective nested case control study based on chart reading. The risk factors were evaluated univariately and multivariately. Length of risk antibiotic exposure was evaluated further in a subanalysis. RESULTS Risk factors for recurrent HCF-CDI were renal insufficiency (25.4% of cases compared to 15.4% of controls p = 0.006) and metronidazole treatment of initial CDI episode (88.4% compared to 71.7% p = 0.01). Exposure to cefotaxime and risk for recurrent CDI showed a dose-dependent relationship (linear by linear p = 0.028). CONCLUSIONS Renal insufficiency and metronidazole treatment were independent risk factors for recurrent HCF-CDI in our setting. The relationship between cefotaxime exposure and risk for recurrent HCF-CDI, dose-dependent, could be evaluated further in a setting with high cefotaxime use.
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Affiliation(s)
- Johan Karp
- Department of Infectious Diseases, Skaraborg Hospital, Skövde, Sweden, Lövängsvägen, 451 42, Skövde, Sweden; Center for Antibiotic Resistance Research (CARe), Department of Infectious Diseases, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden, Box 440, 405 30, Göteborg, Sweden.
| | - Jon Edman-Wallér
- Center for Antibiotic Resistance Research (CARe), Department of Infectious Diseases, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden, Box 440, 405 30, Göteborg, Sweden; Department of Clinical Microbiology, Sahlgrenska University Hospital, Gothenburg, Sweden, Guldhedsgatan 10 A, 413 46, Göteborg, Sweden.
| | - Michael Toepfer
- Clinical Microbiology, Unilabs AB, Skövde, Sweden, Rådhusgatan 6, 54130, Skövde, Sweden.
| | - Gunnar Jacobsson
- Department of Infectious Diseases, Skaraborg Hospital, Skövde, Sweden, Lövängsvägen, 451 42, Skövde, Sweden; Center for Antibiotic Resistance Research (CARe), Department of Infectious Diseases, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden, Box 440, 405 30, Göteborg, Sweden.
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Lim VW, Tomaru T, Chua B, Ma Y, Yanagihara K. Budget Impact Analysis of Adopting a One-Step Nucleic Acid Amplification Testing (NAAT) Alone Diagnostic Pathway for Clostridioides difficile in Japan Compared to a Two-Step Algorithm with Glutamate Dehydrogenase/Toxin Followed by NAAT. Diagnostics (Basel) 2023; 13:diagnostics13081463. [PMID: 37189564 DOI: 10.3390/diagnostics13081463] [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: 02/09/2023] [Revised: 04/06/2023] [Accepted: 04/15/2023] [Indexed: 05/17/2023] Open
Abstract
Clostridioides difficile infection (CDI) is a major healthcare-associated infection that leads to a significant health economic burden in Japan. Using a decision tree model, we evaluated the budget impact of adopting a one-step nucleic acid amplification test (NAAT) alone pathway compared to a two-step diagnostic algorithm with glutamate dehydrogenase (GDH) and toxin antigen, followed by NAAT. The analysis was conducted from the government payer's perspective for 100,000 symptomatic, hospitalized adults requiring a CDI diagnostic test. One-way sensitivity analysis was conducted for all data inputs. The NAAT alone strategy costed JPY 225,886,360 (USD 2,424,714) more, but was more effective, resulting in 1749 more patients accurately diagnosed and 91 fewer deaths compared to the two-step algorithm. Additionally, the NAAT alone pathway costed JPY 26,146 (USD 281) less per true positive CDI diagnosed. The total budget impact, and cost per CDI diagnosed was most sensitive to GDH sensitivity in one-way sensitivity analysis, where a lower GDH sensitivity resulted in greater cost savings with the NAAT alone pathway. Findings from this budget impact analysis can guide the adoption of a NAAT alone pathway for CDI diagnosis in Japan.
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Affiliation(s)
- Vanessa W Lim
- Health Economics and Outcomes Research, Becton Dickinson Holdings Pte. Ltd., 2 International Business Park Road, Singapore 609930, Singapore
| | - Takeshi Tomaru
- Health Economics and Outcomes Research, Nippon Becton Dickinson Company, Ltd., Akasaka Garden City 15-1, Akasaka 4-Chome, Minato-ku, Tokyo 107-0052, Japan
| | - Brandon Chua
- Health Economics and Outcomes Research, Becton Dickinson Holdings Pte. Ltd., 2 International Business Park Road, Singapore 609930, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-02, Singapore 117549, Singapore
| | - Yan Ma
- Health Economics and Outcomes Research, Becton Dickinson Holdings Pte. Ltd., 2 International Business Park Road, Singapore 609930, Singapore
| | - Katsunori Yanagihara
- Department of Laboratory Medicine, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki University Hospital, Sakamoto 1-12-4, Nagasaki City 852-8523, Japan
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Ruzicka D, Kondo T, Fujimoto G, Craig AP, Kim SW, Mikamo H. Development of a clinical prediction model for recurrence and mortality outcomes after Clostridioides difficile infection using a machine learning approach. Anaerobe 2022; 77:102628. [PMID: 35985607 DOI: 10.1016/j.anaerobe.2022.102628] [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: 12/24/2021] [Revised: 06/29/2022] [Accepted: 08/10/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Clostridioides difficile infection (CDI) is associated with a large burden of morbidity and mortality worldwide. Previous studies have developed models for predicting recurrence and mortality following CDI, but no machine learning predictive models have been developed specifically using data from Japanese patients. METHODS Using a database of records from acute care hospitals in Japan, we extracted records from January 2012 to September 2016 (plus a 60-day lookback window). A total of 19,159 patients were included. We used a machine learning approach, XGBoost, and compared it to a traditional unregularized logistic regression model. The first 80% of the dataset (by patient index date) was used to optimize model hyperparameters and train the final models, and evaluation was performed on the remaining 20%. We measured model performance by the area under the receiver operator curve and assessed feature importance using Shapley additive explanations. RESULTS Performance was similar between the machine learning approach and the classical logistic regression model. Logistic regression performed slightly better than XGBoost for predicting mortality. CONCLUSION XGBoost performed slightly better than logistic regression for predicting recurrence, but it was not competitive with existing published models. Despite this, a future machine learning-based application provided in a bedside setting at low cost might be a clinically useful tool.
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Affiliation(s)
- Daniel Ruzicka
- Medical Affairs, MSD K.K., Tokyo, Japan, Kitanomaru Square, 1-13-12 Kudan-kita, Chiyoda-ku, Tokyo, 102-8667, Japan
| | - Takayuki Kondo
- Medical Affairs, MSD K.K., Tokyo, Japan, Kitanomaru Square, 1-13-12 Kudan-kita, Chiyoda-ku, Tokyo, 102-8667, Japan.
| | - Go Fujimoto
- Medical Affairs, MSD K.K., Tokyo, Japan, Kitanomaru Square, 1-13-12 Kudan-kita, Chiyoda-ku, Tokyo, 102-8667, Japan
| | - Andrew P Craig
- Real World Evidence Solutions, IQVIA Solutions Japan K.K., Takanawa 4-10-18, Minato-ku, Tokyo, 108-0074, Japan
| | - Seok-Won Kim
- Real World Evidence Solutions, IQVIA Solutions Japan K.K., Takanawa 4-10-18, Minato-ku, Tokyo, 108-0074, Japan
| | - Hiroshige Mikamo
- Department of Clinical Infectious Diseases, Aichi Medical University Graduate School of Medicine, 1-1, Yazakokarimata, Nagakute, Aichi, 480-1195, Japan
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Tateda K, Ishida J, Ito S, Gonzalez E, Yoshizumi S, Zhang P, Pride M, Gray S, Ferreira CM, Minarovic N, Angulo FJ, Moïsi JC, Jodar L. Population-based incidence of hospitalized Clostridioides difficile infection among older adults in Ota-ku, Japan: A prospective surveillance study. Anaerobe 2022; 76:102607. [PMID: 35787452 DOI: 10.1016/j.anaerobe.2022.102607] [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: 04/06/2022] [Revised: 06/15/2022] [Accepted: 06/18/2022] [Indexed: 11/17/2022]
Abstract
OBJECTIVES Clostridioides difficile infection (CDI) burden is not well-characterized in Japan. Therefore, we conducted a population-based, hospitalized CDI incidence study, compared the results with standard-of-care (SOC) CDI testing, and generalized the results for nationwide incidence estimates. METHODS Surveillance identified inpatients ≥50 years-of-age with diarrhea in nine Tokyo hospitals from December 17, 2018-March 30, 2020. A CDI case was defined as a patient with a PCR-positive/cell cytotoxicity neutralization assay (CCNA)-positive stool or a PCR-positive stool and pseudomembranous colitis (PMC). Incidence estimates were adjusted for the hospitalization share of participating hospitals and, in the sensitivity analysis, for missing CDI test results. SOC specimen collection and CDI testing occurred independently. RESULTS Surveillance during 318 840 patient-days identified 4633 inpatients with diarrhea. Sixty-three CDI cases were identified; 11 (17·5%) had PMC, eight (12·7%) recurrent CDI, and nine (14·3%) died. The hospitalized CDI incidence was 97/100 000 population per year (PPY) in persons ≥50 years-of-age and, in the sensitivity analysis, 324/100 000 PPY. The incidence was 170 and 481/100 000 PPY in persons ≥65 and ≥ 85 years-of-age, respectively; these estimates increased to 569 and 1609/100 000 PPY in the sensitivity analysis, respectively. There were 12 primary SOC CDI cases in persons ≥50 years-of-age (18/100 000 PPY). CONCLUSIONS The CDI incidence was high in older adults, with severe clinical consequences. SOC specimen collection and testing under-estimated CDI burden. There are >57 000 hospitalized CDI cases per year in Japan in persons ≥50 years-of-age. Public health interventions are needed to reduce the CDI burden in Japan.
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Affiliation(s)
- Kazuhiro Tateda
- Toho University School of Medicine, Department of Microbiology and Infectious Diseases, 5-21-16, Omori-Nishi Ota-ku, Tokyo, 143-8530, Japan.
| | - Junro Ishida
- Den-en-chofu Central Hospital, Department of General Medicine, 2-43-1, Den-en-chofu, Ota-ku, Tokyo, 145-0071, Japan.
| | - Shuhei Ito
- Vaccine Medical Affairs, Pfizer Japan Inc., 3-22-7 Yoyogi, Shibuya-ku, Tokyo, 151-8589, Japan.
| | - Elisa Gonzalez
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Satoshi Yoshizumi
- Parexel International, 1-21-2 Shinkawa, Chuo-ku, Tokyo, 104-0033, Japan.
| | - Pingping Zhang
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Michael Pride
- Vaccine Research and Development, Pfizer, Pearl River, NY, 10965, USA.
| | - Sharon Gray
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Cátia Matos Ferreira
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Nadia Minarovic
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Frederick J Angulo
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Jennifer C Moïsi
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
| | - Luis Jodar
- Medical Development and Scientific/Clinical Affairs, Pfizer Vaccines, Collegeville, PA, 19301, USA.
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