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Amira A Bhalodi, Shawn H MacVane, Bradley Ford, Dilek Ince, Patrick M Kinn, Kelly M Percival, Derek N Bremmer, Dustin R Carr, Thomas L Walsh, Micah M Bhatti, Samuel A Shelburne, Romney M Humphries, Kaleb Wolfe, Eric R Rosenbaum, Ryan K Dare, Johann Kolev, Meghan Madhusudhan, Michael A Ben-Aderet, Margie A Morgan, Real-World Impact of the Accelerate PhenoTest BC Kit on Patients With Bloodstream Infections in the Improving Outcomes and Antimicrobial Stewardship Study: A Quasiexperimental Multicenter Study, Clinical Infectious Diseases, Volume 75, Issue 2, 15 July 2022, Pages 269–277, https://doi.org/10.1093/cid/ciab921
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Abstract
Bloodstream infections (BSIs) are a leading cause of morbidity and mortality. The Improving Outcomes and Antimicrobial Stewardship study seeks to evaluate the impact of the Accelerate PhenoTest BC Kit (AXDX) on antimicrobial use and clinical outcomes in BSIs.
This multicenter, quasiexperimental study compared clinical and antimicrobial stewardship metrics, prior to and after implementation of AXDX, to evaluate the impact this technology has on patients with BSIs. Laboratory and clinical data from hospitalized patients with BSIs (excluding contaminants) were compared between 2 arms, 1 that underwent testing on AXDX (post-AXDX) and 1 that underwent alternative organism identification and susceptibility testing (pre-AXDX). The primary outcomes were time to optimal therapy (TTOT) and 30-day mortality.
A total of 854 patients with BSIs (435 pre-AXDX, 419 post-AXDX) were included. Median TTOT was 17.2 hours shorter in the post-AXDX arm (23.7 hours) compared with the pre-AXDX arm (40.9 hours; P<.0001). Compared with pre-AXDX, median time to first antimicrobial modification (24.2 vs 13.9 hours; P<.0001) and first antimicrobial deescalation (36.0 vs 27.2 hours; P=.0004) were shorter in the post-AXDX arm. Mortality (8.7% pre-AXDX vs 6.0% post-AXDX), length of stay (7.0 pre-AXDX vs 6.5 days post-AXDX), and adverse drug events were not significantly different between arms. Length of stay was shorter in the post-AXDX arm (5.4 vs 6.4 days; P=.03) among patients with gram-negative bacteremia.
For BSIs, use of AXDX was associated with significant decreases in TTOT, first antimicrobial modification, and time to antimicrobial deescalation.
The implementation of rapid diagnostics has been shown to facilitate important antimicrobial interventions and subsequently improve the clinical outcomes of patients with bloodstream infections (BSIs) [1, 2]. The evaluation of these technologies has predominantly been done as single-center, quasiexperimental studies or, in a few instances, a more structured study setting such as a randomized controlled trial (RCT) [3, 4].
The Accelerate PhenoTest BC Kit (AXDX) is the first platform with an assay that provides both early identification (approximately 2 hours) and minimum inhibitory concentration results (approximately 7 hours) direct from positive blood cultures (PBCs) up to 40 hours faster than conventional methods. The time to result, antimicrobial stewardship (AS), and clinical benefits of implementing AXDX to date have largely been demonstrated with several single-center studies [5–9]. A RCT of gram-negative BSI (GNB) found that AXDX led to faster changes in antimicrobial therapy compared with conventional testing [4]. The impact among hospitals with varying patient populations, laboratory methodologies, and clinical practices in a large aggregate dataset has not yet been demonstrated. The Improving Outcomes and Antimicrobial Stewardship for Patients with Bloodstream Infection: Accelerate PhenoTest™ BC Kit Registry study (IOAS) is a multicenter, quasiexperimental study designed to compare clinical and AS metrics prior to and after implementation of the AXDX.
METHODS
Study Design
IOAS is a multicenter, retrospective, observational study designed to collect data on patients with BSIs who had blood culture testing with organism identification (ID) and antimicrobial susceptibility testing (AST) using AXDX in a real-world setting. Data were collected from 5 centers across the United States between April 2017 and November 2019. The study methods have been previously published in a subgroup analysis of patients with PBCs that contained only gram-positive bacteria (GPB) [10]. Briefly, patients with PBCs prior to the implementation of AXDX (pre-AXDX) were compared to patients who had blood culture testing using AXDX (post-AXDX). Hospitalized patients with PBCs deemed clinically significant by the participating sites (ie, not a contaminant) were eligible for inclusion in the IOAS study. Patients who were not admitted to the hospital at the time of PBC, those with a history of PBC in the prior 14 days with the same organism, patients who experienced early mortality (expired within 48 hours of PBC), and patients treated with palliative care and not expected to survive were excluded. Patients were enrolled into the study in an intention-to-treat manner based on whether the PBC met criteria to be run on AXDX, including blood cultures with isolates not included in the AXDX panel of organisms (ie, “off-panel”). This study was submitted to and approved by the institutional review board at each participating site. Additional details on the study design and data elements collected can be found in the Supplementary Methods.
Microbiological Diagnostics
Details on microbiology workflow, communication of results, and AS program intervention by each hospital can be found in the Supplementary Methods and Supplementary Table 1A–1E.
Primary Outcome Measures
Primary outcomes were time to optimal therapy (TTOT) in the 96 hours after PBC and 30-day mortality. Optimal therapy was calculated as hours from PBC until first administered dose of optimal antimicrobial therapy (OAT) and was determined by the investigators at each site using institution-specific preferred treatment for the patient based on AST, patient condition and comorbidities, and hospital policy. This a priori definition was selected to allow for the assessment of OAT to be made according to each institution’s antimicrobial prescribing practices and guidelines, which were not universally defined across study centers. Patients who received OAT prior to PBC and patients who did not receive OAT during the first 96 hours after PBC were excluded from the TTOT analysis, as a change in the time course of ID/AST reporting is unlikely to impact the timeliness of OAT for these patients. Mortality was defined as death resulting from any cause and based on the patient’s status through 30 days after blood culture positivity. Secondary outcome measure definitions can be found in the Supplementary Methods.
Statistical Analyses
Baseline comparison of categorical variables between the 2 arms was performed using the Pearson χ2 test or Fisher exact test. Statistical comparisons were performed between study arms with the Student t test or Mann-Whitney U test for continuous variables, where appropriate. Time-to-event antimicrobial-related data were also evaluated using the Kaplan-Meier method and compared using the log-rank test.
A subgroup analysis of patients with GNB was performed for primary and secondary outcomes, as a similar subgroup analysis of the current study population with GPB has been previously published [10]. Sensitivity analyses of selected patient and infecting organism characteristics were performed for the primary outcomes. All tests were 2-tailed, and a P value<.05 was deemed a priori to represent statistical significance. Statistical analyses were performed using JMP Version 13.0 (SAS Institute, Inc, Cary, NC).
We determined the sample size for IOAS based on the number of patients needed to have 80% power to conclude that 30-day mortality was different between the 2 arms. Based on existing literature, it was estimated that a pre-AXDX 30-day mortality rate of 16% would require 1000 patients (500 per arm) to detect a relative risk (post-AXDX to pre-AXDX) of 0.6, with a 2-sided α=0.05 test [1, 2, 11].
RESULTS
Patients
Patient demographics, coexisting conditions, and baseline clinical characteristics were similar between arms except for metastatic tumor being more prevalent in the post-AXDX arm (Table 1). Among patients with GNB, the average Pitt bacteremia score was higher for patients in the post-AXDX arm (2.2±1.9) than in the pre-AXDX arm (1.7±1.9; P=.007; Supplementary Table 1).
Demographics and Characteristics . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
---|---|---|---|
Demographics | |||
Male sex | 226 (51.2) | 224 (53.5) | .66 |
Age, mean± SD, years | 58.2±20.1 | 59.1±21.1 | .22 |
Age <18 years | 16 (3.7) | 24 (5.7) | |
Coexisting conditions | |||
Charlson comorbidity score, mean± SD | 5.1±3.4 | 5.3±3.6 | .46 |
Malignancy | 179 (41.1) | 168 (40.0) | .75 |
Leukemia, lymphoma, local tumor | 144 (33.1) | 115 (27.5) | |
Metastatic tumor | 35 (8.1) | 53 (12.7) | .03 |
Diabetes mellitus | 142 (32.6) | 136 (32.5) | .89 |
Chronic kidney disease | 107 (24.6) | 92 (22.0) | .36 |
Chronic liver disease | 62 (14.3) | 68 (16.4) | .33 |
Clinical characteristics at blood culture positivity | |||
Source of bacteremiaa | .19 | ||
Bone/joint | 14 (3.2) | 18 (4.3) | |
Cardiovascular | 13 (3.0) | 11 (2.6) | |
Central venous catheter | 64 (14.7) | 45 (10.7) | |
Intraabdominal | 70 (16.1) | 87 (20.8) | |
Respiratory | 23 (5.3) | 12 (2.9) | |
Skin/soft tissue | 16 (3.7) | 7 (1.7) | |
Urinary | 94 (21.6) | 96 (22.9) | |
Other | 16 (3.7) | 7 (1.7) | |
Unidentified | 121 (27.8) | 119 (28.4) | |
Immunosuppressant useb | 135 (31.0) | 128 (30.6) | .88 |
Concurrent infection requiring antimicrobial therapyc | 75 (17.2) | 76 (18.1) | .73 |
Acquisition type | |||
Community acquiredd | 314 (72.2) | 303 (72.3) | .97 |
Intensive care unit residence | 126 (29.0) | 107 (25.5) | .26 |
Pitt bacteremia scoree | 2.0±2.3 | 2.2±2.0 | .28 |
Quick sequential organ failure assessment scoree | 0.78±0.72 | 0.72±0.71 | .24 |
Serum creatinine, mg/dLe ± SD | 1.6±1.5 | 1.6±1.6 | .97 |
Requiring mechanical ventilation | 61 (14.0) | 62 (14.8) | .74 |
Hypotension (systolic blood pressure <90mm Hg) | 103 (23.7) | 113 (27.0) | .26 |
Required intravenous vasopressors | 73 (16.8) | 59 (14.1) | .28 |
Demographics and Characteristics . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
---|---|---|---|
Demographics | |||
Male sex | 226 (51.2) | 224 (53.5) | .66 |
Age, mean± SD, years | 58.2±20.1 | 59.1±21.1 | .22 |
Age <18 years | 16 (3.7) | 24 (5.7) | |
Coexisting conditions | |||
Charlson comorbidity score, mean± SD | 5.1±3.4 | 5.3±3.6 | .46 |
Malignancy | 179 (41.1) | 168 (40.0) | .75 |
Leukemia, lymphoma, local tumor | 144 (33.1) | 115 (27.5) | |
Metastatic tumor | 35 (8.1) | 53 (12.7) | .03 |
Diabetes mellitus | 142 (32.6) | 136 (32.5) | .89 |
Chronic kidney disease | 107 (24.6) | 92 (22.0) | .36 |
Chronic liver disease | 62 (14.3) | 68 (16.4) | .33 |
Clinical characteristics at blood culture positivity | |||
Source of bacteremiaa | .19 | ||
Bone/joint | 14 (3.2) | 18 (4.3) | |
Cardiovascular | 13 (3.0) | 11 (2.6) | |
Central venous catheter | 64 (14.7) | 45 (10.7) | |
Intraabdominal | 70 (16.1) | 87 (20.8) | |
Respiratory | 23 (5.3) | 12 (2.9) | |
Skin/soft tissue | 16 (3.7) | 7 (1.7) | |
Urinary | 94 (21.6) | 96 (22.9) | |
Other | 16 (3.7) | 7 (1.7) | |
Unidentified | 121 (27.8) | 119 (28.4) | |
Immunosuppressant useb | 135 (31.0) | 128 (30.6) | .88 |
Concurrent infection requiring antimicrobial therapyc | 75 (17.2) | 76 (18.1) | .73 |
Acquisition type | |||
Community acquiredd | 314 (72.2) | 303 (72.3) | .97 |
Intensive care unit residence | 126 (29.0) | 107 (25.5) | .26 |
Pitt bacteremia scoree | 2.0±2.3 | 2.2±2.0 | .28 |
Quick sequential organ failure assessment scoree | 0.78±0.72 | 0.72±0.71 | .24 |
Serum creatinine, mg/dLe ± SD | 1.6±1.5 | 1.6±1.6 | .97 |
Requiring mechanical ventilation | 61 (14.0) | 62 (14.8) | .74 |
Hypotension (systolic blood pressure <90mm Hg) | 103 (23.7) | 113 (27.0) | .26 |
Required intravenous vasopressors | 73 (16.8) | 59 (14.1) | .28 |
Data are presented as n (%) of patients, unless specified otherwise. Significant differences are highlighted in bold.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; SD, standard deviation.
Source of bacteremia: (i) for a bloodstream infection to be determined secondary to another site of infection, at least 1 organism from the blood specimen must match an organism identified from the site-specific infection; (ii) if there is not another site of infection with organism growth, a clinician may determine the likely source of the bacteremia based on their clinical judgment; and (iii) unidentified: unknown or no clear source of bacteria.
Immunosuppression included any of the following: active systemic chemotherapy, tacrolimus, mycophenolate mofetil, azathioprine, cyclosporine (or equivalent therapy) for more than 7 days or a systemic steroid for more than 10 days in the previous month; or absolute neutrophil count <1500.
A patient was classified as having a concurrent infection when a culture from the concomitant infection site grew at least 1 organism that was not isolated from blood or had a suspected infection that required additional antimicrobial therapy.
Occurred prior to hospitalization or within ≤2 days of hospital admission.
Evaluated for patients aged ≥18 years.
Demographics and Characteristics . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
---|---|---|---|
Demographics | |||
Male sex | 226 (51.2) | 224 (53.5) | .66 |
Age, mean± SD, years | 58.2±20.1 | 59.1±21.1 | .22 |
Age <18 years | 16 (3.7) | 24 (5.7) | |
Coexisting conditions | |||
Charlson comorbidity score, mean± SD | 5.1±3.4 | 5.3±3.6 | .46 |
Malignancy | 179 (41.1) | 168 (40.0) | .75 |
Leukemia, lymphoma, local tumor | 144 (33.1) | 115 (27.5) | |
Metastatic tumor | 35 (8.1) | 53 (12.7) | .03 |
Diabetes mellitus | 142 (32.6) | 136 (32.5) | .89 |
Chronic kidney disease | 107 (24.6) | 92 (22.0) | .36 |
Chronic liver disease | 62 (14.3) | 68 (16.4) | .33 |
Clinical characteristics at blood culture positivity | |||
Source of bacteremiaa | .19 | ||
Bone/joint | 14 (3.2) | 18 (4.3) | |
Cardiovascular | 13 (3.0) | 11 (2.6) | |
Central venous catheter | 64 (14.7) | 45 (10.7) | |
Intraabdominal | 70 (16.1) | 87 (20.8) | |
Respiratory | 23 (5.3) | 12 (2.9) | |
Skin/soft tissue | 16 (3.7) | 7 (1.7) | |
Urinary | 94 (21.6) | 96 (22.9) | |
Other | 16 (3.7) | 7 (1.7) | |
Unidentified | 121 (27.8) | 119 (28.4) | |
Immunosuppressant useb | 135 (31.0) | 128 (30.6) | .88 |
Concurrent infection requiring antimicrobial therapyc | 75 (17.2) | 76 (18.1) | .73 |
Acquisition type | |||
Community acquiredd | 314 (72.2) | 303 (72.3) | .97 |
Intensive care unit residence | 126 (29.0) | 107 (25.5) | .26 |
Pitt bacteremia scoree | 2.0±2.3 | 2.2±2.0 | .28 |
Quick sequential organ failure assessment scoree | 0.78±0.72 | 0.72±0.71 | .24 |
Serum creatinine, mg/dLe ± SD | 1.6±1.5 | 1.6±1.6 | .97 |
Requiring mechanical ventilation | 61 (14.0) | 62 (14.8) | .74 |
Hypotension (systolic blood pressure <90mm Hg) | 103 (23.7) | 113 (27.0) | .26 |
Required intravenous vasopressors | 73 (16.8) | 59 (14.1) | .28 |
Demographics and Characteristics . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
---|---|---|---|
Demographics | |||
Male sex | 226 (51.2) | 224 (53.5) | .66 |
Age, mean± SD, years | 58.2±20.1 | 59.1±21.1 | .22 |
Age <18 years | 16 (3.7) | 24 (5.7) | |
Coexisting conditions | |||
Charlson comorbidity score, mean± SD | 5.1±3.4 | 5.3±3.6 | .46 |
Malignancy | 179 (41.1) | 168 (40.0) | .75 |
Leukemia, lymphoma, local tumor | 144 (33.1) | 115 (27.5) | |
Metastatic tumor | 35 (8.1) | 53 (12.7) | .03 |
Diabetes mellitus | 142 (32.6) | 136 (32.5) | .89 |
Chronic kidney disease | 107 (24.6) | 92 (22.0) | .36 |
Chronic liver disease | 62 (14.3) | 68 (16.4) | .33 |
Clinical characteristics at blood culture positivity | |||
Source of bacteremiaa | .19 | ||
Bone/joint | 14 (3.2) | 18 (4.3) | |
Cardiovascular | 13 (3.0) | 11 (2.6) | |
Central venous catheter | 64 (14.7) | 45 (10.7) | |
Intraabdominal | 70 (16.1) | 87 (20.8) | |
Respiratory | 23 (5.3) | 12 (2.9) | |
Skin/soft tissue | 16 (3.7) | 7 (1.7) | |
Urinary | 94 (21.6) | 96 (22.9) | |
Other | 16 (3.7) | 7 (1.7) | |
Unidentified | 121 (27.8) | 119 (28.4) | |
Immunosuppressant useb | 135 (31.0) | 128 (30.6) | .88 |
Concurrent infection requiring antimicrobial therapyc | 75 (17.2) | 76 (18.1) | .73 |
Acquisition type | |||
Community acquiredd | 314 (72.2) | 303 (72.3) | .97 |
Intensive care unit residence | 126 (29.0) | 107 (25.5) | .26 |
Pitt bacteremia scoree | 2.0±2.3 | 2.2±2.0 | .28 |
Quick sequential organ failure assessment scoree | 0.78±0.72 | 0.72±0.71 | .24 |
Serum creatinine, mg/dLe ± SD | 1.6±1.5 | 1.6±1.6 | .97 |
Requiring mechanical ventilation | 61 (14.0) | 62 (14.8) | .74 |
Hypotension (systolic blood pressure <90mm Hg) | 103 (23.7) | 113 (27.0) | .26 |
Required intravenous vasopressors | 73 (16.8) | 59 (14.1) | .28 |
Data are presented as n (%) of patients, unless specified otherwise. Significant differences are highlighted in bold.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; SD, standard deviation.
Source of bacteremia: (i) for a bloodstream infection to be determined secondary to another site of infection, at least 1 organism from the blood specimen must match an organism identified from the site-specific infection; (ii) if there is not another site of infection with organism growth, a clinician may determine the likely source of the bacteremia based on their clinical judgment; and (iii) unidentified: unknown or no clear source of bacteria.
Immunosuppression included any of the following: active systemic chemotherapy, tacrolimus, mycophenolate mofetil, azathioprine, cyclosporine (or equivalent therapy) for more than 7 days or a systemic steroid for more than 10 days in the previous month; or absolute neutrophil count <1500.
A patient was classified as having a concurrent infection when a culture from the concomitant infection site grew at least 1 organism that was not isolated from blood or had a suspected infection that required additional antimicrobial therapy.
Occurred prior to hospitalization or within ≤2 days of hospital admission.
Evaluated for patients aged ≥18 years.
Microbiological Characteristics
Of all blood cultures enrolled, 85% had organism(s) that were “on-panel” targets for AXDX (Supplementary Table 2). Arms were similar in distribution of isolated organisms, polymicrobial BSI, and overall frequency of multidrug resistance (Table 2). There were more methicillin-resistant Staphylococcus aureus and multidrug-resistance (MDR) Pseudomonas aeruginosa isolated in the post-AXDX arm and more vancomycin-resistant enterococci in the pre-AXDX arm.
Organism . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . |
---|---|---|
Total organisms isolated | 487 | 430 |
Gram-positive, by isolate | 155 (31.8) | 143 (33.3) |
CoNS | 45 (9.2) | 39 (9.1) |
Staphylococcus aureus | 36 (7.4) | 45 (10.5) |
Enterococcus spp. | 27 (5.5) | 18 (4.2) |
Streptococcus spp. | 32 (6.6) | 35 (8.1) |
Other, gram-positive | 15 (3.1) | 6 (1.4) |
Gram-negative, by isolate | 328 (67.4) | 276 (64.2) |
Acinetobacter baumannii | 2 (0.4) | 1 (0.2) |
Citrobacter spp. | 5 (1.0) | 4 (0.9) |
Escherichia coli | 140 (28.8) | 123 (28.6) |
Enterobacter spp. | 21 (4.3) | 22 (5.1) |
Klebsiella spp. | 53 (10.9) | 53 (12.3) |
Proteus spp. | 10 (2.1) | 9 (2.1) |
Pseudomonas aeruginosa | 33 (6.8) | 27 (6.3) |
Serratia marcescens | 13 (2.7) | 6 (1.4) |
Other, gram-negative | 51 (10.5) | 31 (7.2) |
Yeast, by isolate | 4 (0.8) | 11 (2.6) |
AXDX off-panel organism isolated | 86 (17.7) | 62 (14.4) |
Polymicrobial blood culture | 58 (13.3) | 47 (11.2) |
Proportion of blood cultures with all organisms on AXDX identification/ antimicrobial susceptibility testing panel | 360/435 (82.8) | 365/419 (87.1) |
MDR in blood culture isolatesa | 54(12.4) | 69(16.5) |
Methicillin-resistant S. aureus | 9/36(25.0) | 20/45(44.4) |
Vancomycin-resistant enterococci | 7/27 (25.9) | 2/18 (11.1) |
Extended-spectrum cephalosporin-resistant Enterobacterales | 36/242 (14.9) | 35/217 (16.1) |
MDR Acinetobacter spp. | 1/2 | 0/1 |
MDR P. aeruginosa | 1/33 (0.5) | 11/27 (40.7) |
Organism . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . |
---|---|---|
Total organisms isolated | 487 | 430 |
Gram-positive, by isolate | 155 (31.8) | 143 (33.3) |
CoNS | 45 (9.2) | 39 (9.1) |
Staphylococcus aureus | 36 (7.4) | 45 (10.5) |
Enterococcus spp. | 27 (5.5) | 18 (4.2) |
Streptococcus spp. | 32 (6.6) | 35 (8.1) |
Other, gram-positive | 15 (3.1) | 6 (1.4) |
Gram-negative, by isolate | 328 (67.4) | 276 (64.2) |
Acinetobacter baumannii | 2 (0.4) | 1 (0.2) |
Citrobacter spp. | 5 (1.0) | 4 (0.9) |
Escherichia coli | 140 (28.8) | 123 (28.6) |
Enterobacter spp. | 21 (4.3) | 22 (5.1) |
Klebsiella spp. | 53 (10.9) | 53 (12.3) |
Proteus spp. | 10 (2.1) | 9 (2.1) |
Pseudomonas aeruginosa | 33 (6.8) | 27 (6.3) |
Serratia marcescens | 13 (2.7) | 6 (1.4) |
Other, gram-negative | 51 (10.5) | 31 (7.2) |
Yeast, by isolate | 4 (0.8) | 11 (2.6) |
AXDX off-panel organism isolated | 86 (17.7) | 62 (14.4) |
Polymicrobial blood culture | 58 (13.3) | 47 (11.2) |
Proportion of blood cultures with all organisms on AXDX identification/ antimicrobial susceptibility testing panel | 360/435 (82.8) | 365/419 (87.1) |
MDR in blood culture isolatesa | 54(12.4) | 69(16.5) |
Methicillin-resistant S. aureus | 9/36(25.0) | 20/45(44.4) |
Vancomycin-resistant enterococci | 7/27 (25.9) | 2/18 (11.1) |
Extended-spectrum cephalosporin-resistant Enterobacterales | 36/242 (14.9) | 35/217 (16.1) |
MDR Acinetobacter spp. | 1/2 | 0/1 |
MDR P. aeruginosa | 1/33 (0.5) | 11/27 (40.7) |
Data are presented as n (%) of patients, unless specified otherwise.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; CoNS, coagulase-negative staphylococci; MDR, multidrug resistant.
The isolation of a MDR organism includes vancomycin-resistant enterococci, methicillin-resistant S. aureus, extended-spectrum cephalosporin-resistant Enterobacterales, and P. aeruginosa and Acinetobacter species nonsusceptible to at least 1 agent in ≥3 antimicrobial categories as described by Magiorakos et al [18]. (i) Extended-spectrum cephalosporin-resistant Enterobacterales defined as intermediate or resistant to a third-generation cephalosporin. (ii) Carbapenem-resistant Enterobacterales defined as intermediate or resistant to imipenem, doripenem, ertapenem (R only), or meropenem. If the sensitivity test indicated the specimen was resistant to any of those medications, the specimen was categorized as “carbapenem nonsusceptible.”
Other organisms in the pre-AXDX arm: Gram-positive: Abiotrophia defectiva, Actinomyces odontolyticus, Anaerococcus prevotii, Bacillus spp., Clostridium spp. (3), Corynebacterium spp. (3), Finegoldia magna, Nocardia farcinica, Paenibacillus spp., Peptoniphilus harei, Peptostreptococcus spp. Gram-negative: Acinetobacter spp. [non-baumannii] (4), Aeromonas spp. (2), Alcaligenes xylosoxidans, anaerobic gram-negative rod [unable to further identify], Bacteroides spp. (7), Elizabethkingae meningiosepticum group, Flavobacterium meningosepticum (2), Fusobacterium spp. (4), Haemophilus spp. (4), Moraxella spp. (2), Morganella morganii (3), Pantoea spp. (2), Prevotella spp. (2), Pseudomonas spp. [non-aeruginosa] (2), Salmonella spp. (4), Sphingomonas paucimobilis (1), Stenotrophomonas maltophilia (6), Veillonella spp. (2), Vibrio spp.
Other organisms in the post-AXDX arm: Gram-positive: Bacillus spp. (3), Corynebacterium spp., Finegoldia magna, Lactobacillus spp. Gram-negative: Achromobacter xyloxidans, Bacteroides spp. (12), Chryseobacterium indologenes, Fusobacterium spp. (2), Haemophilus spp. (2), Morganella morganii, Pantoea spp. (2), Pasteurella multocida, Prevotella spp. (2), Pseudomonas spp. [non-aeruginosa], Salmonella spp. (3), Sphingomonas paucimobilis, Stenotrophomonas maltophilia (2).
Organism . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . |
---|---|---|
Total organisms isolated | 487 | 430 |
Gram-positive, by isolate | 155 (31.8) | 143 (33.3) |
CoNS | 45 (9.2) | 39 (9.1) |
Staphylococcus aureus | 36 (7.4) | 45 (10.5) |
Enterococcus spp. | 27 (5.5) | 18 (4.2) |
Streptococcus spp. | 32 (6.6) | 35 (8.1) |
Other, gram-positive | 15 (3.1) | 6 (1.4) |
Gram-negative, by isolate | 328 (67.4) | 276 (64.2) |
Acinetobacter baumannii | 2 (0.4) | 1 (0.2) |
Citrobacter spp. | 5 (1.0) | 4 (0.9) |
Escherichia coli | 140 (28.8) | 123 (28.6) |
Enterobacter spp. | 21 (4.3) | 22 (5.1) |
Klebsiella spp. | 53 (10.9) | 53 (12.3) |
Proteus spp. | 10 (2.1) | 9 (2.1) |
Pseudomonas aeruginosa | 33 (6.8) | 27 (6.3) |
Serratia marcescens | 13 (2.7) | 6 (1.4) |
Other, gram-negative | 51 (10.5) | 31 (7.2) |
Yeast, by isolate | 4 (0.8) | 11 (2.6) |
AXDX off-panel organism isolated | 86 (17.7) | 62 (14.4) |
Polymicrobial blood culture | 58 (13.3) | 47 (11.2) |
Proportion of blood cultures with all organisms on AXDX identification/ antimicrobial susceptibility testing panel | 360/435 (82.8) | 365/419 (87.1) |
MDR in blood culture isolatesa | 54(12.4) | 69(16.5) |
Methicillin-resistant S. aureus | 9/36(25.0) | 20/45(44.4) |
Vancomycin-resistant enterococci | 7/27 (25.9) | 2/18 (11.1) |
Extended-spectrum cephalosporin-resistant Enterobacterales | 36/242 (14.9) | 35/217 (16.1) |
MDR Acinetobacter spp. | 1/2 | 0/1 |
MDR P. aeruginosa | 1/33 (0.5) | 11/27 (40.7) |
Organism . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . |
---|---|---|
Total organisms isolated | 487 | 430 |
Gram-positive, by isolate | 155 (31.8) | 143 (33.3) |
CoNS | 45 (9.2) | 39 (9.1) |
Staphylococcus aureus | 36 (7.4) | 45 (10.5) |
Enterococcus spp. | 27 (5.5) | 18 (4.2) |
Streptococcus spp. | 32 (6.6) | 35 (8.1) |
Other, gram-positive | 15 (3.1) | 6 (1.4) |
Gram-negative, by isolate | 328 (67.4) | 276 (64.2) |
Acinetobacter baumannii | 2 (0.4) | 1 (0.2) |
Citrobacter spp. | 5 (1.0) | 4 (0.9) |
Escherichia coli | 140 (28.8) | 123 (28.6) |
Enterobacter spp. | 21 (4.3) | 22 (5.1) |
Klebsiella spp. | 53 (10.9) | 53 (12.3) |
Proteus spp. | 10 (2.1) | 9 (2.1) |
Pseudomonas aeruginosa | 33 (6.8) | 27 (6.3) |
Serratia marcescens | 13 (2.7) | 6 (1.4) |
Other, gram-negative | 51 (10.5) | 31 (7.2) |
Yeast, by isolate | 4 (0.8) | 11 (2.6) |
AXDX off-panel organism isolated | 86 (17.7) | 62 (14.4) |
Polymicrobial blood culture | 58 (13.3) | 47 (11.2) |
Proportion of blood cultures with all organisms on AXDX identification/ antimicrobial susceptibility testing panel | 360/435 (82.8) | 365/419 (87.1) |
MDR in blood culture isolatesa | 54(12.4) | 69(16.5) |
Methicillin-resistant S. aureus | 9/36(25.0) | 20/45(44.4) |
Vancomycin-resistant enterococci | 7/27 (25.9) | 2/18 (11.1) |
Extended-spectrum cephalosporin-resistant Enterobacterales | 36/242 (14.9) | 35/217 (16.1) |
MDR Acinetobacter spp. | 1/2 | 0/1 |
MDR P. aeruginosa | 1/33 (0.5) | 11/27 (40.7) |
Data are presented as n (%) of patients, unless specified otherwise.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; CoNS, coagulase-negative staphylococci; MDR, multidrug resistant.
The isolation of a MDR organism includes vancomycin-resistant enterococci, methicillin-resistant S. aureus, extended-spectrum cephalosporin-resistant Enterobacterales, and P. aeruginosa and Acinetobacter species nonsusceptible to at least 1 agent in ≥3 antimicrobial categories as described by Magiorakos et al [18]. (i) Extended-spectrum cephalosporin-resistant Enterobacterales defined as intermediate or resistant to a third-generation cephalosporin. (ii) Carbapenem-resistant Enterobacterales defined as intermediate or resistant to imipenem, doripenem, ertapenem (R only), or meropenem. If the sensitivity test indicated the specimen was resistant to any of those medications, the specimen was categorized as “carbapenem nonsusceptible.”
Other organisms in the pre-AXDX arm: Gram-positive: Abiotrophia defectiva, Actinomyces odontolyticus, Anaerococcus prevotii, Bacillus spp., Clostridium spp. (3), Corynebacterium spp. (3), Finegoldia magna, Nocardia farcinica, Paenibacillus spp., Peptoniphilus harei, Peptostreptococcus spp. Gram-negative: Acinetobacter spp. [non-baumannii] (4), Aeromonas spp. (2), Alcaligenes xylosoxidans, anaerobic gram-negative rod [unable to further identify], Bacteroides spp. (7), Elizabethkingae meningiosepticum group, Flavobacterium meningosepticum (2), Fusobacterium spp. (4), Haemophilus spp. (4), Moraxella spp. (2), Morganella morganii (3), Pantoea spp. (2), Prevotella spp. (2), Pseudomonas spp. [non-aeruginosa] (2), Salmonella spp. (4), Sphingomonas paucimobilis (1), Stenotrophomonas maltophilia (6), Veillonella spp. (2), Vibrio spp.
Other organisms in the post-AXDX arm: Gram-positive: Bacillus spp. (3), Corynebacterium spp., Finegoldia magna, Lactobacillus spp. Gram-negative: Achromobacter xyloxidans, Bacteroides spp. (12), Chryseobacterium indologenes, Fusobacterium spp. (2), Haemophilus spp. (2), Morganella morganii, Pantoea spp. (2), Pasteurella multocida, Prevotella spp. (2), Pseudomonas spp. [non-aeruginosa], Salmonella spp. (3), Sphingomonas paucimobilis, Stenotrophomonas maltophilia (2).
The median (interquartile range) time to PBC from the time of blood culture collection was similar between arms (pre-AXDX 15.3 vs post-AXDX 15.0 hours). Time from PBC to organism identification was 22.3 hours shorter in the post-AXDX arm than in the pre-AXDX arm (median 2.5 vs 24.8 hours; P<.0001; Supplementary Table 3). AST was 31.6 hours shorter in the post-AXDX arm than in the pre-AXDX arm (median 7.9 vs 39.5 hours; P<.0001).
Antimicrobial Measures
TTOT (Figure 1) was significantly shorter in the post-AXDX arm (pre-AXDX 40.9 vs post-AXDX 23.7 hours; P<.0001). TTOT was also improved in the post-AXDX arm when patients were stratified according to severity of illness, intensive care unit residence, receipt of vasopressors, and immune status (Table 3). However, in those patients with off-panel organisms, the median TTOT were not different between pre-AXDX (53.8 hours) and post-AXDX (48.0 hours; P=.47) arms.
. | Time to Optimal Therapy . | 30-Day Mortality . | ||||
---|---|---|---|---|---|---|
Patients . | Pre-AXDX (n=187) . | Post-AXDX (n=228) . | P Value . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
All | 40.9 (19.4–58.4) | 23.7 (10.3–37.8) | <.0001 | 38 (8.7) | 25 (6.0) | .12 |
Pitt bacteremia score ≥4 | 40.9 (19.3–49.8) | 23.0 (10.2–35.9) | .01 | 17 (22.7) | 16 (18.6) | .53 |
Pitt bacteremia score <4 | 40.5 (19.7–59.6) | 24.7 (10.3–38.3) | <.0001 | 21 (5.8) | 9 (2.7) | .04 |
In ICU at time of blood culture positivity | 41.4 (19.8–58.3) | 24.2 (11.1–34.0) | .0005 | 27 (16.8) | 16 (11.4) | .18 |
Not in ICU at time of blood culture positivity | 39.2 (18.8–58.5) | 23.4 (10.2–41.7) | <.0001 | 11 (4.0) | 9 (3.2) | .62 |
Immunosuppressed | 42.8 (20.7–68.0) | 25.2 (10.1–45.3) | .002 | 14 (10.4) | 11 (8.6) | .62 |
Not immunosuppressed | 40.1 (18.8–54.7) | 23.0 (10.3–34.8) | <.0001 | 24 (8.0) | 14 (4.8) | .11 |
Receiving IV vasopressors | 37.6 (14.4–55.0) | 20.8 (11.1–42.3) | .29 | 17 (23.3) | 10 (17.0) | .37 |
Not receiving IV vasopressors | 40.9 (23.1–58.5) | 24.0 (10.2–36.6) | <.0001 | 21 (5.8) | 15 (4.2) | .31 |
Concurrent infection requiring antimicrobial therapy | 38.2 (15.2–50.2) | 19 (6.7–37.1) | .11 | 6 (8.0) | 4 (5.3) | .53 |
No concurrent infection requiring antimicrobial therapy | 41.7 (22.8–61.3) | 24.4 (10.7–38.2) | <.0001 | 32 (8.9) | 21 (6.1) | .20 |
On-panel organism(s) | 39.2 (18.0–55.5) | 21.5 (10.2–35.4) | <.0001 | 28 (7.8) | 22 (6.0) | .35 |
Off-panel organism(s) | 53.8 (31.3–71.5) | 48.0 (33.1–64.1) | .47 | 10 (13.3) | 3 (5.6) | .13 |
Monomicrobial culture result | 40.9 (22.7–58.4) | 23.8 (10.3–36.7) | <.0001 | 31 (8.2) | 22 (5.9) | .22 |
Polymicrobial culture result | 43.0 (8.6–58.0) | 17.9 (6.0–60.2) | .47 | 7 (12.1) | 3 (6.4) | .32 |
Effective therapy at time of blood culture positivity | 42.5 (28.5–59.6) | 27.7 (14.5–27.7) | <.0001 | 24 (7.1) | 16 (5.3) | .33 |
Ineffective therapy at time of blood culture positivity | 36.9 (13.1–54.3) | 12.4 (5.7–31.2) | <.0001 | 13 (14.4) | 9 (8.0) | .14 |
. | Time to Optimal Therapy . | 30-Day Mortality . | ||||
---|---|---|---|---|---|---|
Patients . | Pre-AXDX (n=187) . | Post-AXDX (n=228) . | P Value . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
All | 40.9 (19.4–58.4) | 23.7 (10.3–37.8) | <.0001 | 38 (8.7) | 25 (6.0) | .12 |
Pitt bacteremia score ≥4 | 40.9 (19.3–49.8) | 23.0 (10.2–35.9) | .01 | 17 (22.7) | 16 (18.6) | .53 |
Pitt bacteremia score <4 | 40.5 (19.7–59.6) | 24.7 (10.3–38.3) | <.0001 | 21 (5.8) | 9 (2.7) | .04 |
In ICU at time of blood culture positivity | 41.4 (19.8–58.3) | 24.2 (11.1–34.0) | .0005 | 27 (16.8) | 16 (11.4) | .18 |
Not in ICU at time of blood culture positivity | 39.2 (18.8–58.5) | 23.4 (10.2–41.7) | <.0001 | 11 (4.0) | 9 (3.2) | .62 |
Immunosuppressed | 42.8 (20.7–68.0) | 25.2 (10.1–45.3) | .002 | 14 (10.4) | 11 (8.6) | .62 |
Not immunosuppressed | 40.1 (18.8–54.7) | 23.0 (10.3–34.8) | <.0001 | 24 (8.0) | 14 (4.8) | .11 |
Receiving IV vasopressors | 37.6 (14.4–55.0) | 20.8 (11.1–42.3) | .29 | 17 (23.3) | 10 (17.0) | .37 |
Not receiving IV vasopressors | 40.9 (23.1–58.5) | 24.0 (10.2–36.6) | <.0001 | 21 (5.8) | 15 (4.2) | .31 |
Concurrent infection requiring antimicrobial therapy | 38.2 (15.2–50.2) | 19 (6.7–37.1) | .11 | 6 (8.0) | 4 (5.3) | .53 |
No concurrent infection requiring antimicrobial therapy | 41.7 (22.8–61.3) | 24.4 (10.7–38.2) | <.0001 | 32 (8.9) | 21 (6.1) | .20 |
On-panel organism(s) | 39.2 (18.0–55.5) | 21.5 (10.2–35.4) | <.0001 | 28 (7.8) | 22 (6.0) | .35 |
Off-panel organism(s) | 53.8 (31.3–71.5) | 48.0 (33.1–64.1) | .47 | 10 (13.3) | 3 (5.6) | .13 |
Monomicrobial culture result | 40.9 (22.7–58.4) | 23.8 (10.3–36.7) | <.0001 | 31 (8.2) | 22 (5.9) | .22 |
Polymicrobial culture result | 43.0 (8.6–58.0) | 17.9 (6.0–60.2) | .47 | 7 (12.1) | 3 (6.4) | .32 |
Effective therapy at time of blood culture positivity | 42.5 (28.5–59.6) | 27.7 (14.5–27.7) | <.0001 | 24 (7.1) | 16 (5.3) | .33 |
Ineffective therapy at time of blood culture positivity | 36.9 (13.1–54.3) | 12.4 (5.7–31.2) | <.0001 | 13 (14.4) | 9 (8.0) | .14 |
Data points were evaluated at 96 hours after blood culture positivity and are reported as median (interquartile range), unless specified otherwise. Significant differences are highlighted in bold.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; ICU, intensive care unit; IV, intravenous.
. | Time to Optimal Therapy . | 30-Day Mortality . | ||||
---|---|---|---|---|---|---|
Patients . | Pre-AXDX (n=187) . | Post-AXDX (n=228) . | P Value . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
All | 40.9 (19.4–58.4) | 23.7 (10.3–37.8) | <.0001 | 38 (8.7) | 25 (6.0) | .12 |
Pitt bacteremia score ≥4 | 40.9 (19.3–49.8) | 23.0 (10.2–35.9) | .01 | 17 (22.7) | 16 (18.6) | .53 |
Pitt bacteremia score <4 | 40.5 (19.7–59.6) | 24.7 (10.3–38.3) | <.0001 | 21 (5.8) | 9 (2.7) | .04 |
In ICU at time of blood culture positivity | 41.4 (19.8–58.3) | 24.2 (11.1–34.0) | .0005 | 27 (16.8) | 16 (11.4) | .18 |
Not in ICU at time of blood culture positivity | 39.2 (18.8–58.5) | 23.4 (10.2–41.7) | <.0001 | 11 (4.0) | 9 (3.2) | .62 |
Immunosuppressed | 42.8 (20.7–68.0) | 25.2 (10.1–45.3) | .002 | 14 (10.4) | 11 (8.6) | .62 |
Not immunosuppressed | 40.1 (18.8–54.7) | 23.0 (10.3–34.8) | <.0001 | 24 (8.0) | 14 (4.8) | .11 |
Receiving IV vasopressors | 37.6 (14.4–55.0) | 20.8 (11.1–42.3) | .29 | 17 (23.3) | 10 (17.0) | .37 |
Not receiving IV vasopressors | 40.9 (23.1–58.5) | 24.0 (10.2–36.6) | <.0001 | 21 (5.8) | 15 (4.2) | .31 |
Concurrent infection requiring antimicrobial therapy | 38.2 (15.2–50.2) | 19 (6.7–37.1) | .11 | 6 (8.0) | 4 (5.3) | .53 |
No concurrent infection requiring antimicrobial therapy | 41.7 (22.8–61.3) | 24.4 (10.7–38.2) | <.0001 | 32 (8.9) | 21 (6.1) | .20 |
On-panel organism(s) | 39.2 (18.0–55.5) | 21.5 (10.2–35.4) | <.0001 | 28 (7.8) | 22 (6.0) | .35 |
Off-panel organism(s) | 53.8 (31.3–71.5) | 48.0 (33.1–64.1) | .47 | 10 (13.3) | 3 (5.6) | .13 |
Monomicrobial culture result | 40.9 (22.7–58.4) | 23.8 (10.3–36.7) | <.0001 | 31 (8.2) | 22 (5.9) | .22 |
Polymicrobial culture result | 43.0 (8.6–58.0) | 17.9 (6.0–60.2) | .47 | 7 (12.1) | 3 (6.4) | .32 |
Effective therapy at time of blood culture positivity | 42.5 (28.5–59.6) | 27.7 (14.5–27.7) | <.0001 | 24 (7.1) | 16 (5.3) | .33 |
Ineffective therapy at time of blood culture positivity | 36.9 (13.1–54.3) | 12.4 (5.7–31.2) | <.0001 | 13 (14.4) | 9 (8.0) | .14 |
. | Time to Optimal Therapy . | 30-Day Mortality . | ||||
---|---|---|---|---|---|---|
Patients . | Pre-AXDX (n=187) . | Post-AXDX (n=228) . | P Value . | Pre-AXDX (n=435) . | Post-AXDX (n=419) . | P Value . |
All | 40.9 (19.4–58.4) | 23.7 (10.3–37.8) | <.0001 | 38 (8.7) | 25 (6.0) | .12 |
Pitt bacteremia score ≥4 | 40.9 (19.3–49.8) | 23.0 (10.2–35.9) | .01 | 17 (22.7) | 16 (18.6) | .53 |
Pitt bacteremia score <4 | 40.5 (19.7–59.6) | 24.7 (10.3–38.3) | <.0001 | 21 (5.8) | 9 (2.7) | .04 |
In ICU at time of blood culture positivity | 41.4 (19.8–58.3) | 24.2 (11.1–34.0) | .0005 | 27 (16.8) | 16 (11.4) | .18 |
Not in ICU at time of blood culture positivity | 39.2 (18.8–58.5) | 23.4 (10.2–41.7) | <.0001 | 11 (4.0) | 9 (3.2) | .62 |
Immunosuppressed | 42.8 (20.7–68.0) | 25.2 (10.1–45.3) | .002 | 14 (10.4) | 11 (8.6) | .62 |
Not immunosuppressed | 40.1 (18.8–54.7) | 23.0 (10.3–34.8) | <.0001 | 24 (8.0) | 14 (4.8) | .11 |
Receiving IV vasopressors | 37.6 (14.4–55.0) | 20.8 (11.1–42.3) | .29 | 17 (23.3) | 10 (17.0) | .37 |
Not receiving IV vasopressors | 40.9 (23.1–58.5) | 24.0 (10.2–36.6) | <.0001 | 21 (5.8) | 15 (4.2) | .31 |
Concurrent infection requiring antimicrobial therapy | 38.2 (15.2–50.2) | 19 (6.7–37.1) | .11 | 6 (8.0) | 4 (5.3) | .53 |
No concurrent infection requiring antimicrobial therapy | 41.7 (22.8–61.3) | 24.4 (10.7–38.2) | <.0001 | 32 (8.9) | 21 (6.1) | .20 |
On-panel organism(s) | 39.2 (18.0–55.5) | 21.5 (10.2–35.4) | <.0001 | 28 (7.8) | 22 (6.0) | .35 |
Off-panel organism(s) | 53.8 (31.3–71.5) | 48.0 (33.1–64.1) | .47 | 10 (13.3) | 3 (5.6) | .13 |
Monomicrobial culture result | 40.9 (22.7–58.4) | 23.8 (10.3–36.7) | <.0001 | 31 (8.2) | 22 (5.9) | .22 |
Polymicrobial culture result | 43.0 (8.6–58.0) | 17.9 (6.0–60.2) | .47 | 7 (12.1) | 3 (6.4) | .32 |
Effective therapy at time of blood culture positivity | 42.5 (28.5–59.6) | 27.7 (14.5–27.7) | <.0001 | 24 (7.1) | 16 (5.3) | .33 |
Ineffective therapy at time of blood culture positivity | 36.9 (13.1–54.3) | 12.4 (5.7–31.2) | <.0001 | 13 (14.4) | 9 (8.0) | .14 |
Data points were evaluated at 96 hours after blood culture positivity and are reported as median (interquartile range), unless specified otherwise. Significant differences are highlighted in bold.
Abbreviations: AXDX, Accelerate PhenoTest BC Kit; ICU, intensive care unit; IV, intravenous.

Kaplan-Meier analysis of the time from blood culture positivity to optimal antimicrobial therapy. Log-rank P<.0001. Abbreviation: AXDX, Accelerate PhenoTest BC Kit.
The difference in TTOT was slightly greater among the 3 centers (hospitals B, C, and D in the Supplementary Material) that had expanded AS activities following implementation of AXDX (difference, 18.7 hours; pre-AXDX 39.0 [19.7–54.3] vs post-AXDX 20.3 hours [10.0–33.5]; P<.0001) than the 2 centers (hospitals A and E) that did not have expanded AS activities (difference, 13.1 hours; pre-AXDX 44.1 [18.8–68.1] vs post-AXDX 31.0 hours [15.1–52.6]; P=.03). The 2 centers (hospitals A and B) that implemented AXDX testing for GPB and GNB had a slightly greater difference in TTOT (difference, 19.4 hours; pre-AXDX 42.0 [22.8–-60.2] vs post-AXDX 23.6 hours [9.9–36.7]; P<.0001) than the 3 centers that implemented AXDX testing for only GNB (difference, 14.8 hours; pre-AXDX 38.6 [17.1–52.9] vs post-AXDX 23.8 hours [10.3–41.6]; P=.0002).
A total of 415 patients (n=187 pre-AXDX; n=228 post-AXDX) received OAT in the 96 hours after PBC. The proportion of patients who received OAT prior to PBC (36.7% pre-AXDX; 32.5% post-AXDX) and the proportion of patients who received OAT more than 96 hours after PBC (7.1% pre-AXDX; 4.5% post-AXDX) were not different between arms. The proportion of patients who never received OAT was higher in the pre-AXDX arm vs the post-AXDX arm (13.1% vs 8.6%; P=.03). To assess the impact of excluding patients who did not receive OAT during the 0–96 hour time window after PBC, a sensitivity analysis was performed that assigned a time of 0 hours to patients who received OAT before PBC and a time of 96 hours to patients who did not received OAT. The difference in TTOT (pre-AXDX 27.7 [0–76] vs post-AXDX 12.4 hours [0–42.5]; difference, 15.3 hours; P=.02) was similar. The percentage of patients who received OAT was significantly higher in the post-AXDX arm at 24 hours (pre-AXDX 48.7% vs post-AXDX 59.9%; P=.001), 48 hours (pre-AXDX 63.5% vs post-AXDX 77.3%; P<.0001), 72 hours (pre-AXDX 74.5% vs post-AXDX 84.0%; P=.0006), and 96 hours (pre-AXDX 79.8% vs post-AXDX 86.9%; P=.005).
Time to first antimicrobial modification (Figure 2) occurred 11.3 hours earlier in the post-AXDX arm. Time to first gram-positive antimicrobial modification, time to first gram-negative antimicrobial modification, and time to first deescalation were faster in the post-AXDX arm than in the pre-AXDX arm (Table 4). Time to first escalation was not different between arms. Antimicrobial modifications were also significantly faster in the post-AXDX arm when the analysis was restricted to only patients with GNB (Supplementary Table 4).
. | Alla . | . | . | Gram-Negativeb . | . | . |
---|---|---|---|---|---|---|
Endpoint . | Pre-AXDX . | Post-AXDX . | P Value . | Pre-AXDX . | Post-AXDX . | P Value . |
Antimicrobial modificationc | ||||||
Time to first antimicrobial modificationd | 24.2 (7.3–46.2) | 13.9 (5.0–31.1) | <.0001 | 22.8 (7.0–45.3) | 13.6 (5.8–30.9) | .01 |
Time to first gram-positive antimicrobial modificatione | 30.1 (11.2–52.8) | 18.3 (6.7–41.8) | .0013 | 28.1 (10.5–51.7) | 18.6 (9.4–42.1) | .11 |
Time to first gram-negative antimicrobial modificationf | 34.6 (9.2–53.4) | 18.6 (8.2–36.8) | <.0001 | 30.2 (7.6–52.8) | 16.7 (8.6–35.2) | .003 |
Time to first antimicrobial escalationg | 9.5 (3.4–28.9) | 9.0 (3.7–18.4) | .22 | 9.5 (3.7–31.6) | 9.6 (3.9–18.4) | .44 |
Time to first antimicrobial deescalationh | 36.0 (17.1–54.5) | 27.2 (13.5–43.6) | .0004 | 34.5 (16.6–52.8) | 25.4 (12.0–42.5) | .003 |
Time to effective therapyi | 13.3 (3.1–35.9) | 6.7 (3.1–16.2) | .02 | 13.7 (3.3–38.1) | 10.0 (3.6–18.6) | .10 |
Clinical outcome | ||||||
30-day mortality | 38 (8.7) | 25 (6.0) | .12 | 25 (8.3) | 19 (6.7) | .47 |
Post-blood culture length of stay, median (interquartile range), days | 7.0 (4.0–12.4) | 6.5 (3.7–12.0) | .43 | 6.4 (3.7–11.7) | 5.4 (3.4–9.7) | .03 |
Acute kidney injury (aged ≥18 years) | 92 (23.2) | 78 (21.1) | .49 | 64 (22.7) | 57 (21.6) | .76 |
14-day renal replacement therapy | 15 (3.5) | 9 (2.2) | .25 | 10 (3.3) | 5 (1.8) | .24 |
30-day Clostridioides difficile infection (day 3–30) | 3 (0.7) | 4 (1.0) | .67 | 0 | 1 (0.4) | .48 |
Acquisition of new multidrug-resistant organisms within 30 days | 22 (5.1) | 15 (3.6) | .29 | 17 (5.7) | 9 (3.2) | .15 |
Readmission within 30 days | 76 (19.4) | 91 (23.8) | .14 | 52 (18.6) | 51 (19.4) | .82 |
Readmission within 30 days from bacteremia | 15 (3.8) | 16 (4.2) | .68 | 7 (2.5) | 11 (4.2) | .54 |
. | Alla . | . | . | Gram-Negativeb . | . | . |
---|---|---|---|---|---|---|
Endpoint . | Pre-AXDX . | Post-AXDX . | P Value . | Pre-AXDX . | Post-AXDX . | P Value . |
Antimicrobial modificationc | ||||||
Time to first antimicrobial modificationd | 24.2 (7.3–46.2) | 13.9 (5.0–31.1) | <.0001 | 22.8 (7.0–45.3) | 13.6 (5.8–30.9) | .01 |
Time to first gram-positive antimicrobial modificatione | 30.1 (11.2–52.8) | 18.3 (6.7–41.8) | .0013 | 28.1 (10.5–51.7) | 18.6 (9.4–42.1) | .11 |
Time to first gram-negative antimicrobial modificationf | 34.6 (9.2–53.4) | 18.6 (8.2–36.8) | <.0001 | 30.2 (7.6–52.8) | 16.7 (8.6–35.2) | .003 |
Time to first antimicrobial escalationg | 9.5 (3.4–28.9) | 9.0 (3.7–18.4) | .22 | 9.5 (3.7–31.6) | 9.6 (3.9–18.4) | .44 |
Time to first antimicrobial deescalationh | 36.0 (17.1–54.5) | 27.2 (13.5–43.6) | .0004 | 34.5 (16.6–52.8) | 25.4 (12.0–42.5) | .003 |
Time to effective therapyi | 13.3 (3.1–35.9) | 6.7 (3.1–16.2) | .02 | 13.7 (3.3–38.1) | 10.0 (3.6–18.6) | .10 |
Clinical outcome | ||||||
30-day mortality | 38 (8.7) | 25 (6.0) | .12 | 25 (8.3) | 19 (6.7) | .47 |
Post-blood culture length of stay, median (interquartile range), days | 7.0 (4.0–12.4) | 6.5 (3.7–12.0) | .43 | 6.4 (3.7–11.7) | 5.4 (3.4–9.7) | .03 |
Acute kidney injury (aged ≥18 years) | 92 (23.2) | 78 (21.1) | .49 | 64 (22.7) | 57 (21.6) | .76 |
14-day renal replacement therapy | 15 (3.5) | 9 (2.2) | .25 | 10 (3.3) | 5 (1.8) | .24 |
30-day Clostridioides difficile infection (day 3–30) | 3 (0.7) | 4 (1.0) | .67 | 0 | 1 (0.4) | .48 |
Acquisition of new multidrug-resistant organisms within 30 days | 22 (5.1) | 15 (3.6) | .29 | 17 (5.7) | 9 (3.2) | .15 |
Readmission within 30 days | 76 (19.4) | 91 (23.8) | .14 | 52 (18.6) | 51 (19.4) | .82 |
Readmission within 30 days from bacteremia | 15 (3.8) | 16 (4.2) | .68 | 7 (2.5) | 11 (4.2) | .54 |
All data are reported as n (%), unless specified otherwise. Significant differences are highlighted in bold.
The isolation of a multidrug-resistant organism includes vancomycin-resistant enterococci, methicillin-resistant Staphylococcus aureus, extended-spectrum cephalosporin-resistant Enterobacterales, and Pseudomonas aeruginosa and Acinetobacter species nonsusceptible to at least 1 agent in ≥3 antimicrobial categories as described by Magiorakos et al [18]. (i) Extended-spectrum cephalosporin-resistant Enterobacterales defined as intermediate or resistant to a third-generation cephalosporin. (ii) Carbapenem-resistant Enterobacterales defined as intermediate or resistant to imipenem, doripenem, ertapenem (R only), or meropenem. If the susceptibility test indicated the specimen was resistant to any of those medications, the specimen was categorized as “carbapenem nonsusceptible.”
Abbreviation: AXDX, Accelerate PhenoTest BC Kit.
n=435 for pre-AXDX and 419 for post-AXDX, unless specified otherwise.
n=301 for pre-AXDX and 282 for post-AXDX, unless specified otherwise.
All antimicrobial modifications data are reported as median (interquartile range), hours
Evaluated among patients who had an antimicrobial modification during the first 96 hours after blood culture positivity (n=693).
Evaluated among patients who had a gram-positive antimicrobial modification during the first 96 hours after blood culture positivity (n=383).
Evaluated among patients who had a gram-negative antimicrobial modification during the first 96 hours after blood culture positivity (n=578).
Evaluated among patients who had an antimicrobial escalation during the first 96 hours after blood culture positivity (n=307).
Evaluated among patients who had an antimicrobial deescalation during the first 96 hours after blood culture positivity (n=581).
Evaluated among patients on ineffective therapy at time of blood culture positivity (n=203).
. | Alla . | . | . | Gram-Negativeb . | . | . |
---|---|---|---|---|---|---|
Endpoint . | Pre-AXDX . | Post-AXDX . | P Value . | Pre-AXDX . | Post-AXDX . | P Value . |
Antimicrobial modificationc | ||||||
Time to first antimicrobial modificationd | 24.2 (7.3–46.2) | 13.9 (5.0–31.1) | <.0001 | 22.8 (7.0–45.3) | 13.6 (5.8–30.9) | .01 |
Time to first gram-positive antimicrobial modificatione | 30.1 (11.2–52.8) | 18.3 (6.7–41.8) | .0013 | 28.1 (10.5–51.7) | 18.6 (9.4–42.1) | .11 |
Time to first gram-negative antimicrobial modificationf | 34.6 (9.2–53.4) | 18.6 (8.2–36.8) | <.0001 | 30.2 (7.6–52.8) | 16.7 (8.6–35.2) | .003 |
Time to first antimicrobial escalationg | 9.5 (3.4–28.9) | 9.0 (3.7–18.4) | .22 | 9.5 (3.7–31.6) | 9.6 (3.9–18.4) | .44 |
Time to first antimicrobial deescalationh | 36.0 (17.1–54.5) | 27.2 (13.5–43.6) | .0004 | 34.5 (16.6–52.8) | 25.4 (12.0–42.5) | .003 |
Time to effective therapyi | 13.3 (3.1–35.9) | 6.7 (3.1–16.2) | .02 | 13.7 (3.3–38.1) | 10.0 (3.6–18.6) | .10 |
Clinical outcome | ||||||
30-day mortality | 38 (8.7) | 25 (6.0) | .12 | 25 (8.3) | 19 (6.7) | .47 |
Post-blood culture length of stay, median (interquartile range), days | 7.0 (4.0–12.4) | 6.5 (3.7–12.0) | .43 | 6.4 (3.7–11.7) | 5.4 (3.4–9.7) | .03 |
Acute kidney injury (aged ≥18 years) | 92 (23.2) | 78 (21.1) | .49 | 64 (22.7) | 57 (21.6) | .76 |
14-day renal replacement therapy | 15 (3.5) | 9 (2.2) | .25 | 10 (3.3) | 5 (1.8) | .24 |
30-day Clostridioides difficile infection (day 3–30) | 3 (0.7) | 4 (1.0) | .67 | 0 | 1 (0.4) | .48 |
Acquisition of new multidrug-resistant organisms within 30 days | 22 (5.1) | 15 (3.6) | .29 | 17 (5.7) | 9 (3.2) | .15 |
Readmission within 30 days | 76 (19.4) | 91 (23.8) | .14 | 52 (18.6) | 51 (19.4) | .82 |
Readmission within 30 days from bacteremia | 15 (3.8) | 16 (4.2) | .68 | 7 (2.5) | 11 (4.2) | .54 |
. | Alla . | . | . | Gram-Negativeb . | . | . |
---|---|---|---|---|---|---|
Endpoint . | Pre-AXDX . | Post-AXDX . | P Value . | Pre-AXDX . | Post-AXDX . | P Value . |
Antimicrobial modificationc | ||||||
Time to first antimicrobial modificationd | 24.2 (7.3–46.2) | 13.9 (5.0–31.1) | <.0001 | 22.8 (7.0–45.3) | 13.6 (5.8–30.9) | .01 |
Time to first gram-positive antimicrobial modificatione | 30.1 (11.2–52.8) | 18.3 (6.7–41.8) | .0013 | 28.1 (10.5–51.7) | 18.6 (9.4–42.1) | .11 |
Time to first gram-negative antimicrobial modificationf | 34.6 (9.2–53.4) | 18.6 (8.2–36.8) | <.0001 | 30.2 (7.6–52.8) | 16.7 (8.6–35.2) | .003 |
Time to first antimicrobial escalationg | 9.5 (3.4–28.9) | 9.0 (3.7–18.4) | .22 | 9.5 (3.7–31.6) | 9.6 (3.9–18.4) | .44 |
Time to first antimicrobial deescalationh | 36.0 (17.1–54.5) | 27.2 (13.5–43.6) | .0004 | 34.5 (16.6–52.8) | 25.4 (12.0–42.5) | .003 |
Time to effective therapyi | 13.3 (3.1–35.9) | 6.7 (3.1–16.2) | .02 | 13.7 (3.3–38.1) | 10.0 (3.6–18.6) | .10 |
Clinical outcome | ||||||
30-day mortality | 38 (8.7) | 25 (6.0) | .12 | 25 (8.3) | 19 (6.7) | .47 |
Post-blood culture length of stay, median (interquartile range), days | 7.0 (4.0–12.4) | 6.5 (3.7–12.0) | .43 | 6.4 (3.7–11.7) | 5.4 (3.4–9.7) | .03 |
Acute kidney injury (aged ≥18 years) | 92 (23.2) | 78 (21.1) | .49 | 64 (22.7) | 57 (21.6) | .76 |
14-day renal replacement therapy | 15 (3.5) | 9 (2.2) | .25 | 10 (3.3) | 5 (1.8) | .24 |
30-day Clostridioides difficile infection (day 3–30) | 3 (0.7) | 4 (1.0) | .67 | 0 | 1 (0.4) | .48 |
Acquisition of new multidrug-resistant organisms within 30 days | 22 (5.1) | 15 (3.6) | .29 | 17 (5.7) | 9 (3.2) | .15 |
Readmission within 30 days | 76 (19.4) | 91 (23.8) | .14 | 52 (18.6) | 51 (19.4) | .82 |
Readmission within 30 days from bacteremia | 15 (3.8) | 16 (4.2) | .68 | 7 (2.5) | 11 (4.2) | .54 |
All data are reported as n (%), unless specified otherwise. Significant differences are highlighted in bold.
The isolation of a multidrug-resistant organism includes vancomycin-resistant enterococci, methicillin-resistant Staphylococcus aureus, extended-spectrum cephalosporin-resistant Enterobacterales, and Pseudomonas aeruginosa and Acinetobacter species nonsusceptible to at least 1 agent in ≥3 antimicrobial categories as described by Magiorakos et al [18]. (i) Extended-spectrum cephalosporin-resistant Enterobacterales defined as intermediate or resistant to a third-generation cephalosporin. (ii) Carbapenem-resistant Enterobacterales defined as intermediate or resistant to imipenem, doripenem, ertapenem (R only), or meropenem. If the susceptibility test indicated the specimen was resistant to any of those medications, the specimen was categorized as “carbapenem nonsusceptible.”
Abbreviation: AXDX, Accelerate PhenoTest BC Kit.
n=435 for pre-AXDX and 419 for post-AXDX, unless specified otherwise.
n=301 for pre-AXDX and 282 for post-AXDX, unless specified otherwise.
All antimicrobial modifications data are reported as median (interquartile range), hours
Evaluated among patients who had an antimicrobial modification during the first 96 hours after blood culture positivity (n=693).
Evaluated among patients who had a gram-positive antimicrobial modification during the first 96 hours after blood culture positivity (n=383).
Evaluated among patients who had a gram-negative antimicrobial modification during the first 96 hours after blood culture positivity (n=578).
Evaluated among patients who had an antimicrobial escalation during the first 96 hours after blood culture positivity (n=307).
Evaluated among patients who had an antimicrobial deescalation during the first 96 hours after blood culture positivity (n=581).
Evaluated among patients on ineffective therapy at time of blood culture positivity (n=203).

Kaplan-Meier analysis of the time from blood culture positivity to first antimicrobial modification. Log-rank P<.0001. Abbreviation: AXDX, Accelerate PhenoTest BC Kit.
Among patients who were on ineffective empirical antimicrobial therapy, time to effective therapy and TTOT were faster in the post-AXDX arm (Tables 3 and 4).
Clinical End Points
There was no statistical difference in 30-day mortality (pre-AXDX 8.7% vs post-AXDX 6.0%; P=.12) between arms. A sensitivity analysis of patient and infecting organism characteristics that are known to influence mortality was performed because the study did not meet power based on prespecified mortality estimates (Table 3). Post-culture length of stay (LOS) was shorter in the post-AXDX arm vs the pre-AXDX arm among patients with GNB but did not differ between arms in the overall population (Table 4).
DISCUSSION
These real-world data from 5 diverse centers across the United States demonstrate the impact a direct, from-PBC phenotypic assay can have on the management of patients with BSIs. Compared with a historical control arm, several measures of antimicrobial utilization and clinical care were improved following implementation of AXDX, notably, a 17.2-hour reduction in TTOT, a 10.3-hour shorter time to first antimicrobial modification, and an 8.8-hour reduction in time to first antimicrobial deescalation. Among patients who did not receive effective empirical antimicrobial therapy, implementation of AXDX facilitated a reduction in the time to effective antimicrobial therapy, an important determinant of outcomes and one of the few modifiable risk factors for morbidity and mortality [12, 13]. Collectively, these findings highlight that the effects of early ID/AST on the care of patients with BSIs were substantial and widespread in this large, pragmatic, multicenter study.
TTOT was significantly shorter in the post-AXDX arm in the overall population and in nearly all subgroups, such as critical illness and immunosuppression that are well known to influence antimicrobial prescribing practices. Clinicians may be hesitant to deescalate antimicrobial therapy in many of these populations during the early course of infection due to clinical uncertainty and concern for patient deterioration [3, 14, 15]. In the current study, the observed reduction in TTOT was independent of organism-related factors, as evident by the approximately 17-hour difference observed in the overall study population as well as subgroup analyses of GPB and GNB, emphasizing the essential role early AST played in the antimicrobial decision-making process. This point is further demonstrated by the lack of difference in TTOT between arms among patients with off-panel organisms, for which there is no early AST provided in the post-AXDX arm. Thus, the use of the AXDX system was associated with rapid optimization of antimicrobial therapy based on early ID/AST, with the impact not confined to any specific patient populations or care settings.
No significant difference in mortality was observed between the study arms despite the post-AXDX arm receiving OAT more quickly. This result may not be unexpected for a few reasons. First, our study did not meet power based on prespecified mortality estimates that were used. Specifically, the 30-day mortality rate observed in the pre-AXDX arm was substantially lower (8.7%) than the rates from the published literature that was used (approximately 16%) to determine the sample size of this study [1, 2, 11]. In this study, patients had to survive for ≥48 hours after PBC, which could have led to lower mortality than reported in some of the reference literature. Recent studies that have attempted to understand the impact of AXDX on mortality have also observed pre-AXDX 30-day mortality rates lower than the expected 16%. In Randomized Trial Evaluating Clinical Impact of RAPid IDentification and Susceptibility Testing for Gram-negative Bacteremia (RAPIDS-GN), a RCT evaluating the clinical impact of AXDX in patients with GNB, an 8% mortality rate in their pre-AXDX arm was observed [4]. Babowicz et al observed a pre-AXDX 30-day mortality rate of 12.7% among patients with GNB in a single-center, quasiexperimental study evaluating the implementation of BACT/ALERT VIRTUO in conjunction with AXDX [9]. The relatively low rates of MDR organisms and broad-spectrum antimicrobials widely used in septic patients in the studied centers likely resulted in a high proportion of patients on effective therapy and therefore a relatively low mortality overall, which is consistent with our observations. Second, the inconsistent mortality findings between the RAPIDS-GN (no mortality difference between study arms) and Babowicz et al (reduced hazard ratio for 30-day mortality in post-AXDX) studies highlights the implications that the studied population has on the relationship between early ID/AST and mortality. RAPIDS-GN included all GNB, whereas Babowicz et al included GNB from patients with sepsis. However, neither study had sufficient power to test for a difference in mortality between arms or were not designed to do so. While additional data will be needed to further understand the impact of early ID/AST on mortality, the current study design and relatively low rates of antimicrobial resistance (approximately 15%; Table 2) prove challenging to accurately assess the outcome of mortality due to population heterogeneity and baseline differences between the arms such as the incidence of metastatic tumor. Such imbalances are highly likely to occur given that the goal of this study was to understand the impact of AXDX in a real-world setting rather than the more selected population that is typically enrolled in randomized trials.
Potential insight into the impact of AXDX in getting patients onto faster effective antimicrobials can be observed by focusing on patients initially on ineffective antimicrobial therapy. Kadri et al evaluated the impact of inappropriate empiric therapy based on discordant in vitro susceptibilities in approximately 21000 patients with BSIs and demonstrated a strong correlation between ineffective therapy and mortality (odds ratio, 1.46; 95% confidence interval, 1.43–2.40; P<.0001) [12]. Twenty-four percent of patients (n=203) in the current study received initial ineffective therapy. Within this subgroup, a mortality rate of 14.4% was observed in the pre-AXDX arm compared with 8% in the post-AXDX arm. This difference may be attributed to the shortened duration of ineffective therapy as well as the 24-hour improvement in OAT. While statistical significance was not observed for mortality within this subgroup (P=.14), the relative difference between arms is likely of clinical significance.
While overall secondary clinical end points were not statistically different, the impact of early ID/AST results on the care of patients with BSIs was evident in subgroup analyses. There was a 1-day reduction in LOS observed for patients with GNB in the post-AXDX arm, further supporting the LOS savings that has been observed in this population among other single-center studies [5–7].
While the main intervention studied in these data was the use of AXDX, it is important to note that all sites had AS programs in place that have been previously demonstrated to greatly enhance the impact of diagnostics [3, 16, 17]. At some of the study sites (Supplementary Table 1), additional AS processes were implemented in the post-AXDX arm, including use of real-time notification of AXDX results in some instances, which resulted in a slightly greater difference in TTOT between arms than study sites that did not implement additional AS processes. While the implications of this slightly greater difference in TTOT are unknown, Dare et al found that the addition of real-time notification did not further improve study outcomes beyond those observed with implementation of AXDX with routine monitoring of PBC and intervention [7].
A few strengths and limitations of these data should be noted. First, TTOT was investigator-defined at each site by a practicing clinical pharmacist or infectious diseases physician through manual evaluation of each antimicrobial to make the assessment of OAT. This allows for varying clinical practices as there is no universally accepted definition for OAT that crosses all patient populations. Similarly, the clinical laboratory methods used for processing PBC differed from site to site in the pre-AXDX arm, including the use of various instruments and workflows. The benefits of this approach include the ability to assess varying blood culture practices and diagnostic assays; however, this also introduces additional heterogeneity. The patient populations at the sites likely varied as institutions ranged from large community and/or academic medical centers to specialty care institutions. While this can be considered a strength, it did result in some imbalances between groups in terms of patient and isolate characteristics, such as the considerable differences in rates of certain MDR organisms, which could have implications on some of the study end points. Randomization as part of the study design would have likely helped to alleviate some of these imbalances between the 2 arms, making the quasiexperimental design of this study a limitation. The current study included all PBCs that would have received AXDX testing and did not exclude off-panel organisms, which is likely a more real-world representation of workflow processes and overall patient impact. This allowed us to assess the impact of AXDX across a large patient population but also contributed to the large amount of variability that was observed as well.
This multicenter, real-world study suggests early ID/AST via AXDX has a significant impact on optimizing antimicrobial utilization and outcomes for patients with BSIs. While challenging to demonstrate definitively, the value of early antimicrobial optimization is likely associated with widespread patient and societal benefits such as limiting the emergence of antimicrobial resistance and reduced harm from unnecessary antimicrobial exposures. As antimicrobial resistance rates increase throughout society and the new antimicrobial pipeline atrophies, the rapid institution of optimal antimicrobial therapy to patients with serious bacterial infections is likely to become increasingly impactful.
Supplementary Data
Supplementary materials are available at Clinical Infectious Diseases online. Consisting of data provided by the authors to benefit the reader, the posted materials are not copyedited and are the sole responsibility of the authors, so questions or comments should be addressed to the corresponding author.
Notes
Financial support. This work was supported by Accelerate Diagnostics, Inc (research grant support for current study to each participating institution).
References
Author notes
A. A. B. and S. H. M. contributed equally to this work.
Potential conflicts of interest. A. A. B., S. H. M., and R. M. H. are current/former employees of Accelerate Diagnostics, Inc and were involved in the design, execution, analysis, and reporting of the research. M. A. M. and T. L. W. report receiving consulting fees and/or honoraria from Accelerate Diagnostics, Inc outside the submitted work. R. M. H. reports receiving consulting fees from Accelerate Diagnostics, Inc and Specific Diagnostics outside the submitted work and has stock or stock options from Accelerate Diagnostics, Inc. D. R. C. reports speaker’s bureau fees from Merck outside the submitted work. B. F. reports grants from Cepheid and consulting fees from Peak Diagnostics outside the submitted work. A. A. B. and S. H. M. report stock or stock options from Accelerate Diagnostics, Inc. M. A. M. reports participation on a data safety monitoring board or advisory board for Accelerate Diagnostics, Inc. All other authors report no potential conflicts. All authors have submitted the ICMJE Form for Disclosure of Potential Conflicts of Interest. Conflicts that the editors consider relevant to the content of the manuscript have been disclosed.