key: cord-0929312-5y4c11rb authors: Kyriazopoulou, Evdoxia; Giamarellos-Bourboulis, Evangelos J. title: Antimicrobial Stewardship Using Biomarkers: Accumulating Evidence for the Critically Ill date: 2022-03-09 journal: Antibiotics (Basel) DOI: 10.3390/antibiotics11030367 sha: 1c033a94e6322ad8be487411ad7ae72d00c89415 doc_id: 929312 cord_uid: 5y4c11rb This review aims to summarize current progress in the management of critically ill, using biomarkers as guidance for antimicrobial treatment with a focus on antimicrobial stewardship. Accumulated evidence from randomized clinical trials (RCTs) and observational studies in adults for the biomarker-guided antimicrobial treatment of critically ill (mainly sepsis and COVID-19 patients) has been extensively searched and is provided. Procalcitonin (PCT) is the best studied biomarker; in the majority of randomized clinical trials an algorithm of discontinuation of antibiotics with decreasing PCT over serial measurements has been proven safe and effective to reduce length of antimicrobial treatment, antibiotic-associated adverse events and long-term infectious complications like infections by multidrug-resistant organisms and Clostridioides difficile. Other biomarkers, such as C-reactive protein and presepsin, are already being tested as guidance for shorter antimicrobial treatment, but more research is needed. Current evidence suggests that biomarkers, mainly procalcitonin, should be implemented in antimicrobial stewardship programs even in the COVID-19 era, when, although bacterial coinfection rate is low, antimicrobial overconsumption remains high. Early and appropriate antimicrobial treatment remains key for sepsis management [1] . It is, however, sometimes difficult even for the most experienced physician to rule-out an infection in the critically ill and withhold antibiotics. The appropriate duration of treatment for severe infections is also not fully described. Current sepsis guidelines recommend a shorter rather than longer duration of antimicrobial treatment, but the definite duration remains at the discretion of the treating physician [2] . Doubts and fear for relapse have led to injudicious broad-spectrum and unnecessarily long antimicrobial treatment adding up to the emergence of antimicrobial resistance. In 2019, about 5 million deaths have been associated with bacterial antimicrobial resistance, underlying the urgent need for tight infection control and robust antimicrobial stewardship programs [3] . A biomarker should be easily measured and interpreted as an indicator of biological or pharmacologic responses to a therapeutic intervention [4] . The optimal sepsis biomarker should be sensitive and specific enough to rule in/out diagnosis, predict unfavorable outcomes and evaluate the host's response to treatment in order to encourage escalation or de-escalation; this is a strategy called "biomarker-guided treatment" [5] . More than one hundred biomarkers have been studied for sepsis management [6] . However, the only biomarker developed to guide antimicrobial treatment based on evidence coming from randomized clinical trials (RCTs) is procalcitonin (PCT). PCT is a precursor of the thyroid gland hormone calcitonin, and it is increased in the circulation during bacterial infection as a product of cells of mesenchymal origin. This review aims to present cumulative evidence 9 .7%, p = 0.004 * retrospective before-after study; ** prospective before-after study; *** patient-historical control study. Abbreviations: CAP-community-acquired pneumonia; COPD-chronic obstructive pulmonary disease; CI-confidence interval; ED-emergency department; HCAP-healthcare-associated pneumonia; ICU-intensive care unit; LOT-length of therapy; LRTI-lower respiratory tract infection; PCT-procalcitonin; SOC-standard-of-care. Critically ill and sepsis patients are the next most commonly studied population for benefit following PCT-guidance [32] [33] [34] [35] [36] [37] [38] [39] [40] [41] [42] [43] [44] [45] [46] [47] [48] [49] [50] [51] . The efficacy of existing trials is summarized in Table 2 . The majority of participants suffered from LRTI and intra-abdominal or urinary infections were less common. The majority of RCTs were conducted before Sepsis-3 implementation. One concern is that specific subgroups of patients, like pregnant and immunosuppressed, have been excluded from participation. Most of trials conclude that a PCT strategy reduces antimicrobial treatment duration without increase in adverse events and unfavorable outcomes. The PRORATA trial was the first large study evaluating PCT-guidance in ICU patients with suspicion of bacterial infection [36] . Three hundred and seven patients were randomized to PCT-guided treatment and 314 to SOC. For those in the PCT group, an algorithm of both initiation and cessation of antimicrobials was applied. When serum PCT was 0.5 ng/mL or more, physicians were encouraged to start antimicrobials and continue treatment until levels became less than 0.5 ng/mL in serial measurements or they decreased by at least 80% of the baseline value. The same algorithm was followed for every secondary infection episode until day 28 or discharge. The trial ended in a significant decrease in antimicrobial treatment duration from 14.3 days in SOC to 11.6 in PCT group (p < 0.0001). Mortality, relapse, and re-infection rate was similar between the two groups. There was however a trend for higher mortality with PCT-guidance after 60 days. The largest SAPS trial so far incorporated this knowledge and was designed to evaluate a stopping algorithm based on serial PCT measurements [44] . In the PCT group, physicians were encouraged to stop antimicrobials when PCT was less than 0.5 ng/mL on two consecutive days or PCT decreased by at least 80% of the baseline value. Mean antimicrobial duration was 5 days for 761 patients allocated to PCT group compared to 7 days for 785 patients allocated to SOC (p < 0.0001). Surprisingly, SAPS investigators came across a novel, interesting finding; PCT-guidance reduced both 28-day (19.6% vs. 25%, p: 0.0122) and 1-year mortality (34.8% vs. 40.9%, p: 0.0158). The recently published PROGRESS trial was the first trial conducted after the introduction of the Sepsis-3 definitions using the same stopping rule for antimicrobials as the SAPS trial [48] . PROGRESS was designed to provide an explanation of the findings of the SAPS trial on mortality. As a consequence, the primary endpoint of PROGRESS was the effect of long-term infectious complications in the critically ill, i.e., the incidence of new infection by multi-drug resistant organisms (MDRO) and Clostridioides difficile and mortality associated with baseline infection by MDRO or C. difficile. The incidence of these long-term complications after six months was 7.2% in the PCT and 15.3% in the SOC group (p: 0.045). Alongside this benefit, PCT guidance, decreased the length of antimicrobial treatment (5 vs. 7 days; p < 0.0001); and decreased 28-day mortality (15.2% vs. 28.2%; p: 0.02) among the 125 patients allocated in the PCT group compared to 131 patients allocated in the SOC group. The incidence of antibiotic-associated adverse events was strikingly decreased using PCT-guidance, in particular diarrhea and acute kidney injury (AKI); in the SOC arm, 36.6% of patients presented diarrhea and 17.6% AKI, compared to 19.2% (p: 0.002) and 7.2% (p: 0.01) in the PCT-guidance arm, respectively. Interestingly, the incidence of gut colonization by MDRO and C. difficile was similar between the two groups but the risk for clinical infection was significantly higher in colonized patients in the SOC but not in the PCT arm. These results indicate that long-term antibiotic exposure in the SOC arm could either affect the integrity of the mucosal barrier or modulate the composition of the gut microbiota resulting in the increased incidence of infections by MDRO and C. difficile. Two trials similar in design to PROGRESS, are ongoing in France. The MultiCov trial (NCT04334850) is randomizing patients with severe COVID-19 into PCT-guided treatment or SOC. PCT-guidance is accompanied by sampling of respiratory secretions with multiplex PCR to identify bacterial pathogens [52] . The main aim of the study is to show a reduction in antibiotic exposure in the era of COVID-19 having as primary endpoint the number of antibiotic-free days until day 28 and among secondary outcomes the rate of colonization and/or infection by MDRO or C. difficile [53] . The MULTI-CAP trial randomizes patients with severe community-acquired pneumonia in the ICU to a combined PCT/multiplex respiratory PCR arm versus SOC; primary endpoint is antibiotic-free days until day 28. The benefit disclosed by the larger ProHOSP and SAPS trial was further corroborated by smaller studies from developing countries [49] [50] [51] and meta-analyses [54] [55] [56] [57] [58] [59] [60] [61] [62] . A first meta-analysis was published in 2018 including a total of 4482 ICU patients and subanalyzing patients meeting Sepsis-3 criteria [58] . PCT-guidance reduced 28-day mortality (OR 0.89; 95% CI: 0.80-0.99; p: 0.03) and mean duration of antibiotic treatment (−1.19 days; 95% CI: −1.73 to −0.66; p < 0.0001). Meta-analyses also confirmed reduction of antimicrobial treatment by PCT-guidance in special populations, such as patients with bacteremia [63] , renal failure [64] , or among the elderly [65] . Interestingly, some meta-analyses support that PCT-guidance is associated with decreased antimicrobial consumption and mortality only if cessation algorithms are applied [58] . A summary of published meta-analyses evaluating PCT-guidance is presented in Table 3 [54-66]. Abbreviations: CI-confidence interval; GFR-glomerular filtration rate; IPD-individual patient data; NA-non applicable; OR-odds ratio; PCT-procalcitonin; RR-risk ratio. Evidence supporting PCT-guidance for antimicrobial stewardship in critically ill patients, as already discussed, is from RCTs with different degrees of compliance to the PCT rule applied in each RCT, ranging from 44% up to 97%. It has not yet been clear if low adherence to PCT algorithms interferes with results and affects antimicrobial duration and mortality. Results of RCTs may not be in alignment with real-world data. Treating physicians participating in a RCT are influenced in decision making as they may feel under observation from the Sponsor or trial coordinators; this is namely the "Hawthorne effect" [67] . With this in mind, real-world evidence is mandatory. Soon after ProHOSP trial has been published, real world data supported compliance of physicians with the suggested algorithm as high as 72.5% [68] . Several implementation trials have investigated the effect of PCT-guidance in antimicrobial stewardship programs [69] [70] [71] [72] [73] [74] [75] [76] [77] . Main conclusions of these trials include (i) reduction in antimicrobial consumption; (ii) reduction in length of stay; (iii) reduction in hospitalization cost; and (iv) no difference in infection-relapse of rehospitalization rate. Best implementation of the biomarker in real-world settings requires constant education of treating physicians for rightful use [78, 79] . Other biomarkers have been also tested in antibiotic stewardship programs like serum C-reactive protein (CRP), serum presepsin, and interleukin (IL)-1β/IL-18 in bronchoalveolar lavage (BAL). In a former trial, CRP was compared to PCT for the early stop of antibiotics. Discontinuation of antibiotics in the PCT arm was advised by more than 90% baseline decreases (n = 49) and in the CRP arm by more than 50% baseline decreases or values less than 25 mg/L (n = 45) [41] . Both strategies were non-inferior in terms of length of treatment, relapse rate, and ICU length of stay. A recent trial compared in a 1:1:1 randomization pattern, the clinical effectiveness of CRP-guided stop of antibiotics with fixed 7-and 14-day antibiotic durations in 504 hospitalized patients with gram-negative bacteremia [80] . Median antibiotic duration in the CRP group was seven days; clinical failure between the three arms of treatment was non-inferior. In another open-label RCT, CRP-guided antimicrobial treatment was compared to SOC in 130 ICU patients with sepsis and/or septic shock [81] . In the CRP arm, the biomarker was measured after five days from start of antibiotics and antibiotics were stopped when CRP decrease more than 50% or when it was found less than 35 mg/L. This strategy did reduce antibiotic duration or 28-day mortality. Presepsin is the soluble form of CD14 (sCD14), an anchored glycoprotein expressed on monocytes and macrophages, serving as a receptor for bacterial lipopolysaccharide (LPS) [82] . Compared to CRP and PCT, presepsin appears advantageous in sepsis diagnosis, as it rises early, already in the first two hours after an infection. Recently, Xiao et al., conducted a prospective, multicenter, not randomized trial in China, comparing presepsinguidance to SOC in sepsis [83] . In the presepsin group, physicians were advised to stop the antibiotics by serum concentrations lower than 350 pg/mL or any baseline decrease more than 80%. Antibiotic adjustment was encouraged when the blood presepsin concentration did not decline. Although the primary outcome (days without antibiotics at day 28) was achieved, mortality did not differ between treatment arms. In a recent trial conducted in the United Kingdom, 210 ICU patients with suspicion of ventilator-associated pneumonia (VAP) were allocated to a biomarker-guided approach (n: 104) or SOC (n: 106) [84] . In the biomarker-guided recommendation group measurements of IL-1β and IL-18 were performed in the bronchoalveolar lavage (BAL), and if concentrations were below a previously validated cutoff, clinicians were advised that VAP was unlikely and withheld antibiotics. The primary outcome was antibiotic-free days in the seven days following BAL; the trial did not achieve this endpoint. In December 2019, a novel coronavirus, namely SARS-CoV-2, spread rapidly around the globe causing millions of cases of pneumonia leading to a rapid increase in hospitalizations and deaths. Patients presenting with COVID-19 pneumonia share common features with bacterial pneumonia (fever, cough, dyspnea, infiltrates in chest X-ray, and elevated inflammation markers) making the differential diagnosis troublesome. In severe cases, COVID-19 may resemble bacterial sepsis leading to multiorgan failure and requiring organ support in the ICU [85] . Although data are very heterogenous, unlike other viral respiratory diseases, bacterial co-infection at the time of hospital admission is rare in COVID-19; this may occur during hospital and/or ICU stay. A recent systematic review reports a rate of 8% of COVID-19 bacterial coinfection; surprisingly, the proportion of patients receiving antimicrobials is as high as 72% [86] . In such case, biomarkers, mainly PCT, may be useful in reducing unnecessary antimicrobial consumption. A number of small case-series support that PCT is not elevated in COVID-19 patients, in contrast to other inflammation markers like CRP and ferritin [87] [88] [89] . The largest of these observational studies, conducted in New York, reports that only 16.9% of patients have PCT levels 0.5 ng/mL or more at hospital admission [90] and such high levels are associated with development of critical disease, admission in the ICU and increased risk for death [91] [92] [93] . A recent meta-analysis of 10 cohort studies including a total of 7716 patients estimated a pooled risk of 1.77 (95% CI, 1.38 to 2.29) for severe and critical COVID-19 by elevated PCT levels at admission, although results are highly heterogenous (I 2 :85.6%) [94] . Similarly, rise in PCT is associated with secondary bacterial infections, such as VAP and bacteremia [91, [95] [96] [97] . PCT levels less than 0.25 ng/mL have been suggested as an optimal cut-off to rule out bacterial co-infection (negative predictive value 81%) and levels more than 1 ng/mL as optimal cutoff to rule in bacterial co-infection (positive predictive value 93%) [95] . It is questionable if pre-treatment with dexamethasone and tocilizumab in these patients is limiting the diagnostic performance of biomarkers. Kooistra et al. studied 190 ICU patients with COVID-19 having received different immunomodulatory agents and concluded that after treatment with dexamethasone and/or tocilizumab, CRP levels remain suppressed in case of a secondary bacterial infection but that the kinetics of PCT were not affected [98] . Thus, it is reasonable that CRP, which is elevated by the COVID-19-driven hyperinflammation and is suppressed by the immunomodulatory treatment does not represent the optimal biomarker to screen for bacterial complications in critically ill COVID-19. In contrast, PCT may inform about the early diagnosis of bacterial superinfection. Real world data of PCT-guidance in COVID-19 support its use for a judicious antimicrobial approach. In a small retrospective cohort of 48 patients, median duration of antimicrobials was shorter if at least one PCT measurement was performed [99] . Similar results were also reported by Calderon et al. [100] . Williams et al. implemented a PCT guideline in the first 48 h after hospital admission of COVID-19 patients to withhold antibiotics with PCT less than 25 ng/mL [101] . Adherence to the guideline was high (77%). This strategy ended in lower defined daily doses (DDDs) per day alive, lower 28-day mortality, lower intubation, and ICU-admission rate. Staub et al. reported an increase in the antimicrobial usage during the COVID-19 pandemic compared with the pre-COVID era, but this usage decreased again after implementation of a guidance team using biomarkers [102] . A summary of PCT trials in COVID-19 patients is provided in Table 4 . In contrast with a plethora of RCTs evaluating PCT-guidance in sepsis, such highquality data are missing for COVID-19. MultiCov is an ongoing RCT in France, evaluating PCT-guided treatment in combination with FilmArray syndromic diagnostics compared to SOC to prove a benefit in the number of antibiotic-free days, mortality, rate of bacterial superinfection and rate of colonization/infection by MDRO and/or C. difficile (NCT04334850) [52] . Results of the trial will be of great interest to guide appropriate antimicrobial administration in the COVID-19 era. To address the aim of this review and to present recent evidence in biomarker-guidance in the critically ill with emphasis on antimicrobial stewardship, the authors searched independently "Pubmed" and the database "clinicaltrials.gov" under the terms: "sepsis", "COVID-19", "infection", "critically ill", "intensive care unit", "biomarker guidance", "guided treatment", "procalcitonin", and "c-reactive protein" about randomized clinical trials and observational studies conducted in humans aged equal to or older than 18 years old, published in English, with emphasis on trials published in the last decade (2012-2022). The literature search yielded 11,791 records; after removal of duplicates and records with irrelevant titles, 611 were screened in full-text by the reviewers. After applying exclusion criteria, 102 studies were finally analyzed (Figure 1 ). Biomarkers, mainly procalcitonin, may guide antimicrobial treatment with safety in two directions; (i) improve patient outcomes by reduction in antibiotic-associated adverse events and (ii) globally reduce the high burden of antimicrobial resistance. Procalcitoninguidance of antimicrobial treatment for the critically ill decreases the length of antimicrobial treatment, the length of stay (Hospital/ICU), and the cost of hospitalization and in parallel, the strategy improves both short-and long-term outcomes including mortality and rate of secondary infections by MDRO and C. difficile. In the COVID-19 era, data suggest a crucial role of the biomarker to reduce unnecessary antimicrobial overuse. Thus, biomarkers should be incorporated in antimicrobial stewardship programs and physicians' education is key for their appropriate application in every day clinical practice. Biomarkers, mainly procalcitonin, may guide antimicrobial treatment with safety in two directions; (i) improve patient outcomes by reduction in antibiotic-associated adverse events and (ii) globally reduce the high burden of antimicrobial resistance. Procalcitoninguidance of antimicrobial treatment for the critically ill decreases the length of antimicrobial treatment, the length of stay (Hospital/ICU), and the cost of hospitalization and in parallel, the strategy improves both short-and long-term outcomes including mortality and rate of secondary infections by MDRO and C. difficile. In the COVID-19 era, data suggest a crucial role of the biomarker to reduce unnecessary antimicrobial overuse. Thus, biomarkers should be incorporated in antimicrobial stewardship programs and physicians' education is key for their appropriate application in every day clinical practice. Conflicts of Interest: E.J.G.-B. has received honoraria from Abbott CH, bioMérieux, Brahms GmbH, GSK, InflaRx GmbH, Sobi and XBiotech Inc; independent educational grants from Abbott CH, AxisShield, bioMérieux Inc, InflaRx GmbH, Johnson & Johnson, MSD, Sobi and XBiotech Inc.; and funding from the Horizon2020 Marie-Curie Project European Sepsis Academy (granted to the National and Kapodistrian University of Athens), and the Horizon 2020 European Grants ImmunoSep and RISCinCOVID (granted to the Hellenic Institute for the Study of Sepsis). E.K. reports no conflicts of interest. Duration of hypotension before initiation of effective antimicrobial therapy is the critical determinant of survival in human septic shock Surviving sepsis campaign: International guidelines for management of sepsis and septic shock 2021 Global burden of bacterial antimicrobial resistance in 2019: A systematic analysis Biomarkers and surrogate endpoints: Preferred definitions and conceptual framework Clinical application of sepsis biomarkers Sepsis biomarkers: A review Effect of procalcitonin-guided treatment on antibiotic use and outcome in lower respiratory tract infections: Cluster-randomised, single-blinded intervention trial Procalcitonin guidance of antibiotic therapy in community-acquired pneumonia: A randomized trial Antibiotic treatment of exacerbations of COPD: A randomized, controlled trial comparing procalcitonin-guidance with standard therapy Procalcitoninguided antibiotic use vs a standard approach for acute respiratory tract infections in primary care Antibiotic treatment interruption of suspected lower respiratory tract infections based on a single procalcitonin measurement at hospital admission-A randomized trial Effect of procalcitonin-based guidelines vs standard guidelines on antibiotic use in lower respiratory tract infections: The ProHOSP randomized controlled trial Procalcitonin guidance and reduction of antibiotic use in acute respiratory tract infection Procalcitonin guidance for reduction of antibiotic use in low-risk outpatients with community-acquired pneumonia Procalcitonin guided antibiotic therapy of acute exacerbations of asthma: A randomized controlled trial Hashizume, I. Procalcitonin-guided antibiotic therapy in aspiration pneumonia and an assessment of the continuation of oral intake Procalcitonin guidance for reduction of antibiotic use in patients hospitalized with severe acute exacerbations of asthma: A randomized controlled study with 12-month follow-up Antibiotic treatment of severe exacerbations of chronic obstructive pulmonary disease with procalcitonin: A randomized noninferiority trial Serum procalcitonin measurement and viral testing to guide antibiotic use for respiratory infections in hospitalized adults: A randomized controlled trial Point-of-care procalcitonin test to reduce antibiotic exposure in patients hospitalized with acute exacerbation of COPD The randomized controlled STRAWINSKI trial: Procalcitonin-guided antibiotic therapy after stroke Impact of procalcitonin guidance on management of adults hospitalized with chronic obstructive pulmonary disease exacerbations Procalcitonin algorithm to guide initial antibiotic therapy in acute exacerbations of COPD admitted to the ICU: A randomized multicenter study Procalcitonin-guided use of antibiotics for lower respiratory tract infection Procalcitonin-guided antibiotic therapy in patients with fever in a general emergency department population: A multicentre non-inferiority randomized clinical trial (HiTEMP study) Procalcitonin-guided antibiotic therapy reduces antibiotic use for lower respiratory tract infections in a united states medical center: Results of a clinical trial Guideline-based clinical assessment versus procalcitonin-guided antibiotic use in pneumonia: A pragmatic randomized trial Procalcitonin-guided antibiotic discontinuation might shorten the duration of antibiotic treatment without increasing pneumonia recurrence Improve management of acute heart failure with ProcAlCiTonin in EUrope: Results of the randomized clinical trial IMPACT EU Biomarkers in Cardiology (BIC)18 Diagnosis and treatment of adults with community-acquired pneumonia, an official clinical practice guideline of the American thoracic society and infectious diseases society of America FDA News Release: FDA Clears Test to Help Manage Antibiotic Treatment for Lower Respiratory Tract Infections and Sepsis Use of procalcitonin to shorten antibiotic treatment duration in septic patients: A randomized trial Procalcitonin (PCT)-guided algorithm reduces length of antibiotic treatment in surgical intensive care patients with severe sepsis: Results of a prospective randomized study Procalcitonin to guide duration of antibiotic therapy in intensive care patients: A randomized prospective controlled trial Procalcitonin for reduced antibiotic exposure in ventilator-associated pneumonia: A randomised study Use of procalcitonin to reduce patients' exposure to antibiotics in intensive care units (PRORATA trial): A multicentre randomised controlled trial Procalcitonin-guided interventions against infections to increase early appropriate antibiotics and improve survival in the intensive care unit: A randomized trial Procalcitonin usefulness for the initiation of antibiotic treatment in intensive care unit patients Procalcitonin is a good tool to guide duration of antibiotic therapy in patients with severe acute pancreatitis. A randomized prospective single-center controlled trial Clinical and economic impact of procalcitonin to shorten antimicrobial therapy in septic patients with proven bacterial infection in an intensive care setting Procalcitonin versus C-reactive protein for guiding antibiotic therapy in sepsis: A randomized trial Procalcitonin levels to guide antibiotic therapy in adults with non-microbiologically proven apparent severe sepsis: A randomised controlled trial Procalcitonin algorithm in critically ill adults with undifferentiated infection or suspected sepsis. A randomized controlled trial Efficacy and safety of procalcitonin guidance in reducing the duration of antibiotic treatment in critically ill patients: A randomised, controlled, open-label trial Effect of sodium selenite administration and procalcitonin-guided therapy on mortality in patients with severe sepsis or septic shock: A randomized clinical trial Procalcitonin-guided treatment on duration of antibiotic therapy and cost in septic patients (PRODA): A multi-center randomized controlled trial Adhering to the procalcitonin algorithm allows antibiotic therapy to be shortened in patients with ventilator-associated pneumonia Procalcitonin to reduce long-term infection-associated adverse events in sepsis. A randomized trial Procalcitonin-guided antibiotic therapy for suspected and confirmed sepsis of patients in a surgical trauma ICU: A prospective, two period cross-over, interventional study Efficacy and safety of the point-of-care procalcitonin test for determining the antibiotic treatment duration in patients with ventilator-associated pneumonia in the intensive care unit: A randomised controlled trial Serum procalcitonin as a biomarker to determine the duration of antibiotic therapy in adult patients with sepsis and septic shock in intensive care units: A prospective study Use of a Respiratory Multiplex PCR and Procalcitonin to Reduce Antibiotics Exposure in Patients with Severe Confirmed COVID-19 Pneumonia (MultiCov) Combined use of a broad-panel respiratory multiplex PCR and procalcitonin to reduce duration of antibiotics exposure in patients with severe community-acquired pneumonia (MULTI-CAP): A multicentre, parallel-group, open-label, individual randomised trial conducted in French intensive care units Effectiveness and safety of procalcitonin evaluation for reducing mortality in adults with sepsis, severe sepsis or septic shock Procalcitonin-guided antibiotic therapy in intensive care unit patients: A systematic review and meta-analysis Effect of procalcitonin-guided antibiotic treatment on mortality in acute respiratory infections: A patient level meta-analysis Effect of procalcitonin-guided antibiotic treatment on clinical outcomes in intensive care unit patients with infection and sepsis patients: A patient-level meta-analysis of randomized trials Systematic review and meta-analysis of procalcitonin-guidance versus usual care for antimicrobial management in critically ill patients: Focus on subgroups based on antibiotic initiation, cessation, or mixed strategies Efficacy and safety of procalcitonin guidance in patients with suspected or confirmed sepsis: A systematic review and metaanalysis Procalcitonin-guided antibiotic discontinuation and mortality in critically ill adults: A systematic review and meta-analysis Ineffectiveness of procalcitonin-guided antibiotic therapy in severely critically ill patients: A meta-analysis Effect of antibiotic discontinuation strategies on mortality and infectious complications in critically ill septic patients: A meta-analysis and trial sequential analysis Procalcitonin-guided antibiotic treatment in patients with positive blood cultures: A patient-level meta-analysis of randomized trials Association of kidney function with effectiveness of procalcitonin-guided antibiotic treatment: A patient-level meta-analysis from randomized controlled trials Duration of antibiotic treatment using procalcitonin-guided treatment algorithms in older patients: A patient-level meta-analysis from randomized controlled trials Clinical impact of procalcitonin-based algorithms for duration of antibiotic treatment in critically ill adult patients with sepsis: A meta-analysis of randomized clinical trials Additional real-world evidence supporting procalcitonin as an effective tool to improve antibiotic management and cost of the critically ill patient Effectiveness of a procalcitonin algorithm to guide antibiotic therapy in respiratory tract infections outside of study conditions: A post-study survey Antibiotic consumption after implementation of a procalcitonin-guided antimicrobial stewardship programme in surgical patients admitted to an intensive care unit: A retrospective before-and-after analysis Impact of procalcitonin guidance with an educational program on management of adults hospitalized with pneumonia Effect of procalcitonin testing on health-care utilization and costs in critically ill patients in the United States Impact of procalcitonin levels combined with active intervention on antimicrobial stewardship in a community hospital Analysis to determine cost-effectiveness of procalcitonin-guided antibiotic use in adult patients with suspected bacterial infection and sepsis Procalcitonin testing to guide antibiotic therapy for the treatment of sepsis in intensive care settings and for suspected bacterial infection in emergency department settings: A systematic review and cost-effectiveness analysis A real-world assessment of procalcitonin combined with antimicrobial stewardship in a community ICU Impact of procalcitonin-guided antibiotic management on antibiotic exposure and outcomes: Real-world evidence Real-world use of procalcitonin and other biomarkers among sepsis hospitalizations in the United States: A retrospective, observational study Embracing procalcitonin for antimicrobial stewardship Hospital physicians' experiences with procalcitonin-Implications for antimicrobial stewardship; a qualitative study Effect of C-reactive protein-guided antibiotic treatment duration, 7-day treatment, or 14-day treatment on 30-day clinical failure rate in patients with uncomplicated gram-negative bacteremia: A randomized clinical trial Duration of antibiotic therapy in critically ill patients: A randomized controlled trial of a clinical and C-reactive protein-based protocol versus an evidence-based best practice strategy without biomarkers Usefulness of presepsin (sCD14-ST) measurements as a marker for the diagnosis and severity of sepsis that satisfied diagnostic criteria of systemic inflammatory response syndrome Potential value of presepsin guidance in shortening antibiotic therapy in septic patients: A multicenter, prospective cohort trial Biomarker-guided antibiotic stewardship in suspected ventilator-associated pneumonia (VAPrapid2): A randomised controlled trial and process evaluation Coronavirus disease 2019 as cause of viral sepsis: A systematic review and meta-analysis Bacterial and fungal coinfection in individuals with coronavirus: A rapid review to support COVID-19 antimicrobial prescribing Characteristics and outcomes of 21 critically ill patients with COVID-19 in Washington state Clinical characteristics of 138 hospitalized patients with 2019 Novel coronavirus-infected pneumonia in Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: A retrospective cohort study Baseline procalcitonin as a predictor of bacterial infection and clinical outcomes in COVID-19: A case-control study C-reactive protein-guided use of procalcitonin in COVID-19 Early procalcitonin to predict mortality in critically ill COVID-19 patients: A multicentric cohort study Elevated procalcitonin is positively associated with the severity of COVID-19: A meta-analysis based on 10 cohort studies Biomarkers for antimicrobial stewardship: A reappraisal in COVID-19 times? Procalcitonin increase is associated with the development of critical care-acquired infections in COVID-19 ARDS C-reactive protein and procalcitonin for antimicrobial stewardship in COVID-19 Dexamethasone and tocilizumab treatment considerably reduces the value of C-reactive protein and procalcitonin to detect secondary bacterial infections in COVID-19 patients Single-centre experience of using procalcitonin to guide antibiotic therapy in COVID-19 intensive care patients Evaluation of procalcitonin-guided antimicrobial stewardship in patients admitted to hospital with COVID-19 pneumonia Evaluation of procalcitonin as a contribution to antimicrobial stewardship in SARS-CoV-2 infection: A retrospective cohort study Analysis of a high-prescribing state's 2016 outpatient antibiotic prescriptions: Implications for outpatient antimicrobial stewardship interventions