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Comparing clinical outcomes of piperacillin-tazobactam administration and dosage strategies in critically ill adult patients: a systematic review and meta-analysis

Abstract

Background

Recently, continuous administration of piperacillin-tazobactam has been proposed as a valuable alternative to traditional intermittent administration especially in critically ill patients. However, antibiotic dosing remains a challenge for clinicians as antibiotic dosing regimens are usually determined in non-critically ill hospitalized adult patients. The aim was to conduct a systematic review to identify and highlight studies comparing clinical outcomes of piperacillin tazobactam dosing regimens, continuous/prolonged infusion vs intermittent infusion in critically ill patients. Meta-analyses were performed to assess the overall effect of dosing regimen on clinical efficacy.

Methods

Studies were identified systematically through searches of PubMed and Science Direct, in compliance with PRISMA guidelines. Following the systematic literature review, meta-analyses were performed using Review Manager.

Results

Twenty-three studies were included in the analysis involving 3828 critically ill adult participants in total (continuous/prolonged infusion = 2197 and intermittent infusion = 1631) from geographically diverse regions. Continuous/prolonged resulted in significantly: higher clinical cure rates (Odds Ratio 1.56, 95% Confidence Interval 1.28–1.90, P = 0 .0001), lower mortality rates (Odds Ratio 0.68, 95% Confidence Interval 0.55–0.84, P = 0 .0003), higher microbiological success rates (Odds Ratio 1.52, 95% Confidence Interval 1.10–2.11, P = 0.01) and decreasing the length of hospital stay (Mean Difference − 1.27, 95% Confidence Interval − 2.45—0.08, P = 0.04) in critically ill patients.

Conclusion

Results from this study show that there is a significant level of evidence that clinical outcome in critically ill patients is improved in patients receiving piperacillin-tazobactam via continuous/prolonged infusion. However, more rigorous scientific studies in critically ill patients are warranted to reach a sufficient level of evidence and promote further implementation of C/PI as a dosing strategy.

Peer Review reports

Background

Recently, continuous administration of piperacillin-tazobactam has been proposed as a valuable alternative to traditional intermittent administration especially in critically ill patients. However, correct antibiotic dosing remains a challenge for clinicians as antibiotic dosing regimens are usually determined in non-critically ill hospitalized adult patients. Patient that are in intensive care units (ICU) differ from other hospitalized patients in terms of pathophysiology and disease severity; these factors not only affect metabolism but also drug pharmacokinetics/pharmacodynamics (PK/PD) behaviour. Critically ill patients also have an increased risk (5–10 times more likely) of having or developing infections and infectious complications than those in general wards [1].

Dosing strategies that have been validated in patient populations that are non-critically ill fail to consider the substantial changes in organ function that occur with critical illness [2]. Augmented renal clearance of antibiotics is increasingly reported in critically ill patients. Antibiotic dosing concentrations will vary greatly within intensive care patients with normal kidney function or renal failure as the pharmacokinetic target attainment is dependent on kidney function [3]. Given the enhanced renal elimination reported in critically ill patients, antimicrobial dosing requires extensive consideration due to important clinical consequences as accurate and timely drug exposure is essential for clinical success. The augmented renal clearance is possibly associated with the (1) immune response to infection, (2) inflammation to fluid loading and, (3) use of vasoactive medications. An increase in both cardiac output and blood flow is therefore observed, leading to enhanced glomerular filtration that results in sub-therapeutic piperacillin-tazobactam concentrations due to substantial drug elimination [4].

The optimisation of antimicrobial agents is a relatively unexplored area where further research is needed. Continuous infusions (CI) and prolonged infusions (PI) of piperacillin-tazobactam has been directly linked to improved clinical outcome displaying capabilities such as lowering the possibility of resistance and decreasing mortality [2, 5, 6]. The aim here is to systematically review the literature comparing the clinical outcome of piperacillin tazobactam dosing regimens, continuous/prolonged infusion C/PI and II.

Methods

Literature search

A systematic review of the literature was conducted [7,8,9,10]; references published between 1998 and 2019 were acknowledged through searches on PubMed and Science Direct, in compliance with PRISMA guidelines. Search terms used were: (penicillin OR penicillins OR piperacillin OR tazobactam OR piperacillin-tazobactam OR piperacillin/tazobactam) AND (intermittent OR bolus OR short OR prolonged OR extended OR continuous) AND (infusion OR duration OR administration OR interval OR dosing) AND (intensive care OR ICU OR critically ill OR critical care OR septic shock OR sepsis OR severe sepsis).

However, like any database, their coverage is not complete, therefore the authors retrieved additional articles using supplementary approaches such as manual searching of journals, Google Scholar and checking reference lists of articles to identify additional text. A full review of published studies was implemented addressing and comparing clinical outcome of IV piperacillin-tazobactam dosing regimens administered to infected critically ill patients. The last search was on the 1st of August 2019 [PROSPERO registration number: CRD42019117303].

Study selection

Initially, all articles reporting comparative outcomes of critically ill patients treated with C/PI versus II piperacillin-tazobactam were considered eligible. The eligibility criteria were separated into two components: study characteristics and report characteristics. Study eligibility criteria included the types of a) studies, b) participants, c) interventions and d) outcome measures; these measures are presented in Table 1. Report eligibility criteria included: publications written in English language, study status is “published” and inclusion of both old and new data. Exclusion criteria included: Pharmacoeconomic studies, non-human subjects, non-adult subjects, non-critically ill subjects, non-English language studies and pilot studies. Systematic reviews, meta-analysis and editorials were also excluded.

Table 1 Showing eligibility criteria for study selection process

Data analysis

A data extraction form was developed based on Cochrane data extraction template. The information extracted from each of the included studies consisted of:

  1. 1.

    Characteristics of participants (didn’t necessarily comprise characteristics such as age and sex however, includes characteristics such as the disease patient is diagnosed with and the method of diagnosis) and the eligibility criteria (inclusion and exclusion measures);

  2. 2.

    The type of intervention – mode of administration, continuous vs intermittent dosing (including the drug, dose, duration of infusion and frequency);

  3. 3.

    Type of outcome measure (including clinical outcome and clinical efficacy in terms of clinical cure).

One reviewer extracted the following data from included studies (S.F); the second and third reviewers verified the relevance of the extracted information (S.N-G and S.B). Variances in opinions were resolved by discussion between the three reviewers.

Risk of Bias and study quality assessment

Methodological assessment of included RCTs was undertaken using the Cochrane risk of bias tool. Two reviewers individually assessed the risk of bias (S.F and S.N-G) with disagreements resolved by a third reviewer (S.B). Six domains of bias were assessed including: (1) random sequence generation, (2) allocation concealment, (3) blinding of participants and personnel, (4) incomplete outcome data, (5) selective reporting and (6) other biases. Publication bias was evaluated using funnel plots.

The methodological quality of included RCT’s was assessed with the Jadad Scale [11] that evaluated the trial’s randomisation, double blinding and reports of withdrawals and dropouts. An overall score of 0–5 points was assigned, where an overall score of three and above was regarded as adequate trial quality.

The Newcastle-Ottawa Scale is a quality assessment tool for selection, comparability and outcome assessment used to assess the quality of included observational studies (retrospective and prospective) [12]. Studies scoring more than six stars are considered as being good quality.

No studies were excluded on the basis of quality assessment however their quality scores were taken into account when describing results.

Statistical analysis

Meta-analysis was performed using Review Manager for Windows Version 5.3 to compare the clinical efficacy of C/PI vs II in terms of clinical cure, mortality, microbiological cure rates, adverse events and length of hospital stay. Pooled odds ratio (OR) and 95% confidence intervals (C.I) were calculated for dichotomous data, taking into account all outcomes from included studies. Pooled mean difference (MD) and 95% C.I were calculated for continuous data. Statistical heterogeneity was assessed by employing χ2 test and I2 statistic. The presence of heterogeneity between studies was assessed by χ2 test (P < 0.10 indicates significant heterogeneity) and the extent of the inconsistencies was considered using I2 statistic (I2 > 70% indicates considerable heterogeneity). The pooled outcomes were calculated using Mantel-Haenszel fixed effect model when there was no significant heterogeneity otherwise the random effects model was chosen. ‘Emergence of resistance’ was narratively reviewed instead of statistical analysis considering the few sample sizes included.

Results

Search results

The search of PubMed and Science Direct provided 199 citations. Of these, 154 studies were excluded following review of the abstracts, as they did not meet the inclusion criteria. Twenty articles were discarded after reviewing the full article due to the following reasons: non-human (n = 2), on non-critically ill (n = 10) and children (n = 8) subjects. A further four studies were eliminated due to the focus being on pharmacoeconomics and renal replacement therapy.

An additional two studies that met the inclusion criteria were acknowledged through checking references of relevant studies. Twenty-three studies met the described inclusion criteria and were included in the systematic review [13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]. The article selection process is illustrated in Fig. 1 and selected studies comparing clinical outcome between CI and II of piperacillin are listed in Table 2. Characteristics of included studies comprising of demographic characteristics, C/PI and II dosage, drug regimen treatment results as well as study outcomes and suggestions were extracted from all studies and summarised (Table 2). Out of the twenty-three studies included, only an abstract (and no full article) could be obtained for four of the studies [19, 20, 25, 26].

Fig. 1
figure 1

Flow diagram illustrating the selection process for included studies

Table 2 Characteristics of studies comparing outcomes for continuous versus intermittent infusions of piperacillin-tazobactam

Definitions

‘Clinical cure’ was defined as ‘the complete resolution of clinical signs and symptoms of infection, with no new signs or symptoms associated with the original infection’ [32, 36].

‘Microbiological cure’ was defined as ‘the eradication and presumed eradication of organisms at the infection site’ [36].

‘Adverse events’ were defined as ‘any unexpected medical occurrences in patients administered piperacillin-tazobactam caused by either the drug or dosing regimen being received’ [36].

Study characteristics

The type of studies included in the systematic review and meta-analysis were RCT’s (n = 10), observational cohort studies (n = 12; retrospective n = 10, prospective n = 2) and a Quasi-experimental study (non-randomised trial) (n = 1).

Study quality

The quality of the majority of RCT’s included was moderate to high (Table 3). According to the Jadad scale, seven out of ten RCT’s (70%) obtained a score of three and above. The studies by Ye [20] and Lu [26] had a score of one and two respectively due to retrieval of only the abstract (full text unavailable). Rafati [15] received a score of two as the article did not describe randomisation method and study was not blinded. All observational studies assessed using the Newcastle Ottawa Scale scored eight or nine stars and recognised as being of high quality (Table 4).

Table 3 Quality assessment of randomised control trials in meta-analysis based on the Jadad Scale
Table 4 Quality assessment of observational studies based on the Newcastle-Ottawa Scale

Meta-analysis of included studies

Clinical cure

Seventeen of the included studies reported clinical cure rates (Table 2) [6, 13,14,15, 18,19,20,21, 23, 24, 26,27,28,29, 31,32,33]. Patients that received C/PI had a statistically significantly higher clinical cure rate compared to those who received treatment via II (2535 patients; OR 1.56, 95% C.I 1.28–1.90, P = 0 .0001; Fig. 2). No significant heterogeneity was found among the studies (I2 = 41%, P = 0.04). The symmetrical funnel plot obtained indicates the absence of publication bias (Fig. 3).

Fig. 2
figure 2

Forest plot representing the odds ratio of clinically cured patients from the C/PI and II patients in included studies

Fig. 3
figure 3

Forest plot representing the odds ratio of mortality patients from C/PI and II patients in included studies

Despite methodological differences among selected studies, patients receiving C/PI displayed higher clinical cure rates compared with patients receiving II; overall, clinical cure rate was 79.62 and 69.26% for C/PI and II respectively. Pooling results from the 17 studies that reported clinical cure showed that the odds of clinical cure was higher in patients receiving C/PI. The pooled OR shows that C/PI piperacillin-tazobactam was 1.56 (95% C.I 1.28–1.90, P = 0 .0001), indicating clinical cure rates are 34% higher than in II with the true population effect between 72 and 10%.

Mortality

Eighteen of the included studies reported patient mortality rates (Table 2) [13,14,15,16,17,18, 20, 21, 24, 27,28,29,30,31,32,33,34, 37]. Statistically significantly fewer mortality rates were found among patients receiving C/PI compared with patients receiving conventional II (3100 patients; OR 0.68, 95% C.I 0.55–0.84, P = 0 .0003; Fig. 4). No significant heterogeneity was found among the studies (I2 = 0%, P = 0.56). The symmetrical funnel plot obtained indicates the low possibility of publication bias (Fig. 5).

Fig. 4
figure 4

Symmetric funnel plot indicating the absence of publication bias in terms of clinical cure

Fig. 5
figure 5

Symmetric funnel plot indicating the absence of publication bias in terms of patient mortality

Results obtained from meta-analysis suggested that C/PI piperacillin-tazobactam resulted in significantly lower mortality rates. Overall, ICU mortality rate was 12.46 and 18.13% for C/PI and II respectively. Combining results from 18 studies that reported mortality, the pooled OR shows that C/PI piperacillin-tazobactam was 0.68 (95% C.I 0.55–0.84), indicating lower mortality rates compared with conventional II. This was statistically significant (P = 0.0003) with the true population effect between 84 and 55%.

Microbiological cure

Seven of the included studies reported microbiological cure rates [13, 14, 19, 20, 23, 27, 33]. Lau et al. [14] found no statistically significant difference between the dosing regimens however, higher microbiological success was seen in patients receiving II. In contrast, Abdul-Aziz et al. [33] found C/PI piperacillin-tazobactam had significantly higher microbiological cure rates compared with II. Pooling of the outcomes of seven studies that reported microbiological cure rates showed that patients receiving C/PI had significantly higher microbiological success rates (920 patients; OR 1.52, 95% C.I 1.10–2.11, P = 0.01; Fig. 6). No significant heterogeneity was found among studies (I2 = 0%, P = 0.48). The symmetrical funnel plot obtained demonstrates the absence of publication bias (Fig. 7).

Fig. 6
figure 6

Forest plot representing the odds ratio of microbiologically cured patients from the C/PI and II patients in included studies

Fig. 7
figure 7

Symmetric funnel plot indicating the absence of publication bias in terms of microbiological cure

The pooled OR shows that C/PI piperacillin-tazobactam was 1.52 (95% C.I 1.10–2.11), indicating C/PI piperacillin-tazobactam achieved higher microbiological cure rates compared to conventional II. Overall, microbiological cure rates were 74.83 and 61.89% for C/PI and II respectively. This was statistically significant (P = 0.01).

Adverse events

Six of the included studies reported adverse events [13, 14, 31,32,33,34]. Participants enrolled in three of these studies experienced adverse event [14, 31, 32]. Lau et al’s [14], Bao et al. [32] and Schmees et al. [31] observed treatment-related adverse events in patients receiving both C/PI and II; CI: 16.9% vs II:13.6%, CI: 47.5% vs II:53.8%, CI: 76% vs II:92%, respectively. Boa [32] reported serious adverse events in 9 patients (PI:5 vs II:4), including renal failure, Tachycardia and confusion.

The average occurrence of adverse events was 13.3% for C/PI and 13.4% for II, respectively. Participants in the other three studies did not experience adverse events [13, 33, 34]. Data obtained from studies showed no significant difference between the two infusion strategies (935 patients; OR 0.85, 95% C.I 0.50–1.42, P = 0.53; Fig. 8). No significant heterogeneity was found among studies (I2 = 25%, P = 0.26).

Fig. 8
figure 8

Forest plot representing the MD of length of hospital stay in C/PI and II groups in included studies

Although adverse events were not observed in the study by Grants et al. [13], dosing and administrative errors arose where one patient was administered 13.5 g piperacillin-tazobactam dose over a 30 min II rather than a 24-h CI. Cortina et al. [29] reported that the most common side effects experienced by patients were gastrointestinal and allergic reactions but the number of patients that experienced these was not reported. The meta-analysis demonstrated that no adverse events that are directly associated to the dosing regimens occurred. C/PI resulted in a lower percentage of adverse events however, the difference between the two groups did not reach statistical significance (935 patients; OR 0.85, 95% C.I 0.50–1.42, P = 0.53; Fig. 8).

Length of hospital stay

Fifteen of the included studies reported length of hospital stay [13,14,15,16, 18, 23, 24, 26, 29,30,31, 33,34,35, 38]. Pooling of studies showed that patients receiving C/PI had a significantly shorter length of hospital stay (2101 patients; Mean Difference − 1.27, 95% C.I -2.45—0.08, P = 0.04; Fig. 9) The meta-analysis suggests there is a significant reduction in the length of hospital stay in patients receiving C/PI compared to those receiving II. Moderate heterogeneity among studies evaluating ‘length of hospital stay’ (I2 = 65%, P = 0.0003) was observed. This is likely due to clinical heterogeneity in the design and outcomes of the included studies. The length of hospital stay was an independent risk factor for mortality, however the influence of mortality on the length of hospital stay could not be evaluated.

Fig. 9
figure 9

Forest plot representing the odds ratio of adverse events experienced by patients from the C/PI and II groups in included studies

Emergence of resistance

Data regarding the emergence of resistance was reported in four of the included studies [13, 14, 17, 18]. Two resistant pathogens were isolated in one study [13] however, resistant strains were not isolated in three studies [14, 17, 18] following the initiation of piperacillin-tazobactam treatment. Three studies reported that no resistant pathogen was isolated following the initiation of piperacillin-tazobactam treatment. In the study conducted by Grant et al. [13], two resistant strains were isolated from patients receiving CI piperacillin-tazobactam.

Risk of Bias

The majority of RCT’s and prospective studies assessed were judged to have a low risk of bias for random sequence generation, allocation concealment, incomplete outcome data, selective reporting and other biases. However, evaluations of blinding of participants and personnel parameter was judged to have a high or unclear risk of bias (Fig. 10).

Fig. 10
figure 10

a Risk of bias summary of included RCT’s: displaying details about each risk of bias item for each trial. Green (+) indicates ‘low risk’, red (−) indicates ‘high risk’ and yellow (?) indicates ‘unclear risk’. b Risk of bias assessment displaying judgements about each risk of bias item presented as percentages across all RCT’s

Discussion

To the best of our knowledge, this systematic review and meta-analysis is the largest study describing clinical outcomes of severely ill patients treated with either C/PI or II piperacillin-tazobactam. The selected studies involved 3828 critically ill adult participants in total (C/PI = 2197 and II = 1631) from geographically diverse regions.

It is the first meta-analysis that shows C/PI resulted in significantly: (1) higher clinical cure rates (2) lower mortality rates (3) higher microbiological success rates and (4) decreasing the length of hospital stay specifically in critically ill patients. In all the studies, the primary outcome assessed was clinical efficacy. The current study differs from previously published systematic reviews and meta-analyses [4, 36, 39,40,41,42,43,44] as it specifically focuses on use of piperacillin-tazobactam in critically ill ICU patients. The present systematic review and meta-analysis identified a significant clinical cure, mortality, microbiological cure and length of hospital stay benefit for C/PI across all included studies.

In theory, C/PI of piperacillin-tazobactam is a broadly recognised strategy to optimize antibiotic therapy, where concentrations remain above the MIC for a higher percentage of time. Studies have demonstrated that the amount of time in which the free or non-protein bound antibiotic concentration exceeds the MIC (fT > MIC) of the organism is the best predictor of clinical and microbiologic response for β-lactams [45, 46]. However, data to backup this developing practice have been sparse [43]. Twenty-three published studies comparing C/PI and II of piperacillin-tazobactam fit the inclusion criteria (Table 2).

Outcomes of the current study correlate and expand upon previously published reviews including several analyses comparing clinical efficacy of dosing regimens for beta-lactams generally [39,40,41,42]. These studies pointed towards a more favourable outcome of C/PI for improved clinical cure and resolution of illness. Falagas et al. 2013 [40] and Vardakas el al 2018 reviewed outcomes of C/PI and II beta-lactams. There was a significant reduction in mortality rates among patients receiving C/PI in both studies. Roberts et al. 2016 [42] observed higher clinical rates and reduced mortality in C/PI patients and Lal et al. 2016 [39] found C/PI to reduce clinical failure rates.

Finding in this study are consistent with published reviews focused specifically on piperacillin-tazobactam [4, 36, 43, 44]. Yusuf el at 2014 [4] reviewed literature comparing the effectiveness of C/PI and II administration of piperacillin-tazobactam. They documented C/PI improved clinical cure, mortality and length of hospital stay in comparison to II. Yang et al. 2015/6 [36, 44] observed similar beneficial effects of C/PI in their systematic reviews. Recently, Rhodes et al. 2017 [43] evaluated a wide range of severely ill patients, from hospitalised patients to critically ill patients admitted to ICU. C/PI piperacillin-tazobactam is associated with improved clinical outcome and significantly reduced mortality rates.

Several observations were encountered from reviewing this data which led to reduced comparability among studies. First, clinical heterogeneity was present as selected studies comparing C/PI and II in terms of clinical outcomes have confounding factors including patient sample size, study settings, study design, quality, intervention and outcomes. Second, information regarding monotherapy and combination antibiotic therapy were not reported in the included studies. This reduces the validity of conclusions on C/PI, as agents used possess different antimicrobial spectrum, and drug-drug interactions were unknown hence not considered. Third, assessing safety was challenging due to under-reporting of adverse events. Higher serum concentrations in C/PI patients over a longer period could potentially result in an increased number of adverse events. Fourth, a large number of included studies were RCT’s (10/23; 43.5%) with small sample size. Small sample size may result in bias and the probability of small study effects contributing to the favourable outcome for C/PI. However, meta-analyses including small and large studies did not indicate significant discrepancies and similar outcomes were observed with fixed and random effect models. Fifth, duration of piperacillin-tazobactam administration and dosing is not homogenised between studies. CI was administered over the entire dosing interval and the duration of a PI between studies ranged between 3 and 4 h which is in line with proposed guidelines (2–4 h). Traditional II durations between studies ranged between 20 and 30 min (usually 30–60 min) [47]. Heterogeneity of dosing was also noted. In 7/23 studies piperacillin-tazobactam treatment was initiated with a loading dose to ensure rapid achievement of therapeutic concentrations. Also, the total daily dose administered differed between CI, PI and II, providing an additional confounding factor as to whether the duration of infusion or total daily dose attributed to clinical outcome (Table 2). Finally, it wasn’t apparent how critically ill the patients within studies were as only four studies reported SOFA scores.

Findings of this meta-analysis should be interpreted in view of certain limitations. First, throughout this review, PI and CI were combined and referred to as C/PI, thus, it is unclear which of the two dosing strategies is most effective for critically ill patients. Additionally, all studies were evaluated for quality and risk of bias and based on the overall assessment of these two factors no studies were excluded (Tables 3, 4 and Fig. 10). Also, a medical librarian was not involved in this study.

Conclusion

In conclusion, C/PI of piperacillin-tazobactam in critically ill patients was associated with (1) higher clinical cure rates (2) lower mortality rates, (3) higher microbiological success rates and, (4) decreasing the length of hospital stay in critically ill ICU patients. No reduction in ‘adverse events’ and ‘emergence of resistance’ has been demonstrated. Results obtained in this study show that clinical outcome in critically ill patients is significantly better in those receiving C/PI. However, the superiority of the benefits and outcome gains achieved with C/PI administration in comparison to II is difficult to deduce as studies selected show considerable heterogeneity in terms of: (1) type of isolated bacteria, (2) piperacillin-tazobactam dose, (3) MIC of pathogen, (4) patient renal function, (5) duration of hospital stay and (6) outcome definitions. More rigorous scientific studies in critically ill patients are warranted to reach a sufficient level of evidence to promote the widespread adoption and further implementation of C/PI piperacillin-tazobactam.

Availability of Data and Materials

Data generated or analysed during this study are either included in this published article or are available from the corresponding author on reasonable request.

Abbreviations

C.I:

Confidence Interval

CI:

Continuous Infusion

C/PI:

Continuous/Prolonged Infusion

ICU:

Intensive Care Unit

II:

Intermittent Infusion

MD:

Mean Difference

MIC:

Minimal Inhibitory Concentration

OR:

Odds Ratio

PD:

Pharmacodynamics

PI:

Prolonged Infusion

PK:

Pharmacokinetics

RCT:

Randomised Controlled Trials

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S.N.G. contributed to the design and implementation of the research. S.F., S.N.G. and S.B. contributed to the writing of the manuscript. S.F. extracted data from included studies; S.N.G. and S.B. checked the extracted information. S.F. performed meta-analysis. S.N.G and S.B. provided critical feedback on analysis and manuscript. The author(s) read and approved the final manuscript.

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Fawaz, S., Barton, S. & Nabhani-Gebara, S. Comparing clinical outcomes of piperacillin-tazobactam administration and dosage strategies in critically ill adult patients: a systematic review and meta-analysis. BMC Infect Dis 20, 430 (2020). https://doi.org/10.1186/s12879-020-05149-6

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