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Swets MC, Bakk Z, Westgeest AC, Berry K, Cooper G, Sim W, Lee RS, Gan TY, Donlon W, Besu A, Heppenstall E, Tysall L, Dewar S, de Boer M, Fowler VG, Dockrell DH, Thwaites GE, Pujol M, Pallarès N, Tebé C, Carratalà J, Szubert A, Groeneveld GH, Russell CD. Clinical Subphenotypes of Staphylococcus aureus Bacteremia. Clin Infect Dis 2024; 79:1153-1161. [PMID: 38916975 PMCID: PMC11581694 DOI: 10.1093/cid/ciae338] [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: 05/04/2024] [Revised: 06/09/2024] [Accepted: 06/13/2024] [Indexed: 06/27/2024] Open
Abstract
BACKGROUND Staphylococcus aureus bacteremia (SAB) is a clinically heterogeneous disease. The ability to identify subgroups of patients with shared traits (subphenotypes) is an unmet need to allow patient stratification for clinical management and research. We aimed to test the hypothesis that clinically relevant subphenotypes can be reproducibly identified among patients with SAB. METHODS We studied 3 cohorts of adults with monomicrobial SAB: a UK retrospective observational study (Edinburgh cohort, n = 458), the UK ARREST trial (n = 758), and the Spanish SAFO trial (n = 214). Latent class analysis was used to identify subphenotypes using routinely collected clinical data without considering outcomes. Mortality and microbiologic outcomes were then compared between subphenotypes. RESULTS Included patients had predominantly methicillin-susceptible SAB (1366 of 1430, 95.5%). We identified 5 distinct, reproducible clinical subphenotypes: (A) SAB associated with older age and comorbidity, (B) nosocomial intravenous catheter-associated SAB in younger people without comorbidity, (C) community-acquired metastatic SAB, (D) SAB associated with chronic kidney disease, and (E) SAB associated with injection drug use. Survival and microbiologic outcomes differed between the subphenotypes. Mortality was highest in subphenotype A and lowest in subphenotypes B and E. Microbiologic outcomes were worse in subphenotype C. In a secondary analysis of the ARREST trial, adjunctive rifampicin was associated with increased mortality in subphenotype B and improved microbiologic outcomes in subphenotype C. CONCLUSIONS We have identified reproducible and clinically relevant subphenotypes within SAB and provide proof of principle of differential treatment effects. Through clinical trial enrichment and patient stratification, these subphenotypes could contribute to a personalized medicine approach to SAB.
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Affiliation(s)
- Maaike C Swets
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
- Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Zsuzsa Bakk
- Department of Methodology and Statistics, Leiden University, Leiden, The Netherlands
| | - Annette C Westgeest
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
| | - Karla Berry
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
- Clinical Infection Research Group, Western General Hospital, Edinburgh, United Kingdom
| | - George Cooper
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
| | - Wynne Sim
- Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Rui Shian Lee
- Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Tze Yi Gan
- Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - William Donlon
- Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Antonia Besu
- Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Emily Heppenstall
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
| | - Luke Tysall
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Simon Dewar
- Clinical Infection Research Group, Western General Hospital, Edinburgh, United Kingdom
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Mark de Boer
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Vance G Fowler
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
- Duke Clinical Research Institute, Durham, North Carolina, USA
| | - David H Dockrell
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
| | - Guy E Thwaites
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Miquel Pujol
- Department of Infectious Diseases, Bellvitge University Hospital, L´Hospitalet de LLobregat, Barcelona, Spain
- Bellvitge Biomedical Research Institute, L’Hospitalet de Llobregat, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III, Madrid, Spain
| | - Natàlia Pallarès
- Biostatistics Support and Research Unit, Germans Trias i Pujol Research Institute and Hospital, Badalona, Spain
- Department of Basic Clinical Practice, School of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
| | - Cristian Tebé
- Biostatistics Support and Research Unit, Germans Trias i Pujol Research Institute and Hospital, Badalona, Spain
| | - Jordi Carratalà
- Department of Infectious Diseases, Bellvitge University Hospital, L´Hospitalet de LLobregat, Barcelona, Spain
- Bellvitge Biomedical Research Institute, L’Hospitalet de Llobregat, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III, Madrid, Spain
- Department of Clinical Sciences, School of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain
| | - Alexander Szubert
- MRC Clinical Trials Unit, University College London, London, United Kingdom
| | - Geert H Groeneveld
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
- Department of Internal Medicine–Acute Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Clark D Russell
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
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Russell CD, Berry K, Cooper G, Sim W, Lee RS, Gan TY, Donlon W, Besu A, Heppenstall E, Tysall L, Robb A, Dewar S, Smith A, Fowler VG. Distinct Clinical Endpoints of Staphylococcus aureus Bacteraemia Complicate Assessment of Outcome. Clin Infect Dis 2024; 79:604-611. [PMID: 38767234 PMCID: PMC11426269 DOI: 10.1093/cid/ciae281] [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: 03/01/2024] [Revised: 04/30/2024] [Accepted: 05/14/2024] [Indexed: 05/22/2024] Open
Abstract
BACKGROUND We aimed to test the hypothesis that development of metastatic infection represents a distinct clinical endpoint from death due to Staphylococcus aureus bacteremia (SAB). METHODS We conducted a retrospective observational study of adults with SAB between 20 December 2019 and 23 August st2022 (n = 464). Simple logistic regression, odds ratios, and z-scores were used to compare host, clinical, and microbiologic features. RESULTS Co-occurrence of attributable mortality and metastatic infection was infrequent. Charlson Comorbidity Index and age were strongly associated with attributable mortality, but not metastatic infection. We compared patients with fatal SAB (without clinically-apparent metastatic complications, 14.4% of cohort), metastatic SAB (without attributable mortality, 22.2%), neither complication (56.7%), and overlapping fatal/metastatic SAB (6.7%). Compared to SAB without complications, fatal SAB was specifically associated with older age and multi-morbidity. Metastatic SAB was specifically associated with community acquisition, persistent fever, persistent bacteremia, and recurrence. Endocarditis was over-represented in the fatal/metastatic SAB overlap group, which shared patient characteristics with fatal SAB. In contrast to other (predominantly musculoskeletal) metastatic complications, endocarditis was associated with increased mortality, with death occurring in older multi-morbid patients later after SAB onset. CONCLUSIONS Patients with SAB experience distinct clinical endpoints: (i) early death, associated with multi-morbidity and age; (ii) metastatic (predominantly musculoskeletal) SAB; (iii) endocarditis, associated with late death occurring in older people with multi-morbidity, and (iv) bacteraemia without complications. These distinctions could be important for selecting appropriate outcomes in clinical trials: different interventions might be required to reduce mortality versus improve clinical response in patients with metastatic SAB.
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Affiliation(s)
- Clark D Russell
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, United Kingdom
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Karla Berry
- Clinical Infection Research Group, Western General Hospital, Edinburgh, United Kingdom
| | - George Cooper
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, United Kingdom
| | - Wynne Sim
- Edinburgh Medical School, The University of Edinburgh, Edinburgh, United Kingdom
| | - Rui Shian Lee
- Edinburgh Medical School, The University of Edinburgh, Edinburgh, United Kingdom
| | - Tze Yi Gan
- Edinburgh Medical School, The University of Edinburgh, Edinburgh, United Kingdom
| | - William Donlon
- Edinburgh Medical School, The University of Edinburgh, Edinburgh, United Kingdom
| | - Antonia Besu
- Edinburgh Medical School, The University of Edinburgh, Edinburgh, United Kingdom
| | - Emily Heppenstall
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Luke Tysall
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Andrew Robb
- Scottish Microbiology Reference Laboratory, New Lister Building, Glasgow, United Kingdom
| | - Simon Dewar
- Medical Microbiology, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
- Clinical Infection Research Group, Western General Hospital, Edinburgh, United Kingdom
| | - Andrew Smith
- Scottish Microbiology Reference Laboratory, New Lister Building, Glasgow, United Kingdom
- College of Medical, Veterinary & Life Sciences, Glasgow Dental Hospital & School, University of Glasgow, Glasgow, United Kingdom
| | - Vance G Fowler
- Division of Infectious Diseases and International Health, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
- Duke Clinical Research Institute, Durham, North Carolina, USA
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Cooper G, Dolby HW, Berry K, Russell CD. Eligibility of patients with Staphylococcus aureus bacteraemia for early oral switch. THE LANCET. INFECTIOUS DISEASES 2024; 24:e209-e210. [PMID: 38309279 DOI: 10.1016/s1473-3099(24)00065-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 02/05/2024]
Affiliation(s)
- George Cooper
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh EH16 4UU, UK
| | - Heather W Dolby
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh EH16 4UU, UK
| | - Karla Berry
- Clinical Infection Research Group, Western General Hospital, Edinburgh, UK
| | - Clark D Russell
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh EH16 4UU, UK.
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Ong SWX, Tong SYC, Daneman N. Are we enrolling the right patients? A scoping review of external validity and generalizability of clinical trials in bloodstream infections. Clin Microbiol Infect 2023; 29:1393-1401. [PMID: 37633330 DOI: 10.1016/j.cmi.2023.08.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/15/2023] [Accepted: 08/20/2023] [Indexed: 08/28/2023]
Abstract
BACKGROUND Having a representative population in randomized clinical trials (RCTs) improves external validity and generalizability of trial results. There are limited data examining differences between RCT-enrolled and real-world populations in bloodstream infections (BSI). OBJECTIVES We conducted a scoping review aiming to review studies assessing generalizability of BSI RCT populations, to identify sub-groups that have been systematically under-represented and to explore approaches to improve external validity of future RCTs. SOURCES MEDLINE, Embase, and Cochrane Library databases were searched for terms related to external validity or generalizability, BSI, and clinical trials in papers published up to 1 August 2023. Studies comparing enrolled versus nonenrolled patients, or papers discussing external validity or generalizability in the context of BSI RCTs were included. CONTENT Sixteen papers were included in the final review. Five compared RCT-enrolled and nonenrolled participants from the same source population. There were significant differences between the two groups in all studies, with nonenrolled patients having a greater comorbidity burden and consistently worse outcomes including mortality. We identified several barriers to improving generalizability of RCT populations and outlined potential approaches to reduce these barriers, such as alternative/simplified consent processes, streamlining eligibility criteria and follow-up procedures, quota-based sampling techniques, and ensuring diversity in site and study team selection. IMPLICATIONS Study cohorts in BSI RCTs are not representative of the general BSI patient population. As we increasingly adopt large pragmatic trials in infectious diseases, it is important to recognize the importance of maximizing generalizability to ensure that our research findings are of direct relevance to our patients.
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Affiliation(s)
- Sean W X Ong
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada; Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia; Sunnybrook Health Sciences Centre, Toronto, Canada.
| | - Steven Y C Tong
- Department of Infectious Diseases, University of Melbourne, Peter Doherty Institute for Infection and Immunity, Melbourne, Australia; Victorian Infectious Diseases Service, Royal Melbourne Hospital, Peter Doherty Institute for Infection and Immunity, Melbourne, Australia
| | - Nick Daneman
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada; Sunnybrook Health Sciences Centre, Toronto, Canada
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Mourad A, Fowler VG, Holland TL. Which trial do we need? Next-generation sequencing to individualize therapy in Staphylococcus aureus bacteraemia. Clin Microbiol Infect 2023; 29:955-958. [PMID: 37040826 PMCID: PMC11105115 DOI: 10.1016/j.cmi.2023.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2023] [Revised: 03/16/2023] [Accepted: 04/02/2023] [Indexed: 04/13/2023]
Abstract
We propose a two-stage clinical trial in patients with Staphylococcus aureus bacteremia (SAB). In Stage 1 we will evaluate metagenomic next generation sequencing from blood as a quantitative biological surrogate for clinical endpoint in patients with SAB, similar to quantitative HIV viral load in HIV-infected patients. In Stage 2, we will conduct a randomized controlled trial to individualize duration of antibiotic therapy for based upon the presence of S. aureus genetic material in patients’ blood. The proposed study addresses two critical aspects of treatment of patients with SAB: the identification of a surrogate biological endpoint for future clinical trials, and a new approach by which to individualize patient management.
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Affiliation(s)
- Ahmad Mourad
- Division of Infectious Diseases, Department of Medicine, Duke University Medical Center, Durham, NC, USA
| | - Vance G Fowler
- Division of Infectious Diseases, Department of Medicine, Duke University Medical Center, Durham, NC, USA
| | - Thomas L Holland
- Division of Infectious Diseases, Department of Medicine, Duke University Medical Center, Durham, NC, USA.
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