INTRODUCTION
The production of β-lactamases is a commonly encountered mechanism of resistance in Gram-negative bacteria (
1). In health care settings, extended-spectrum-β-lactamase (ESBL)-producing
Enterobacteriaceae are of particular concern. The CDC has estimated that ESBL-producing
Enterobacteriaceae account for 19% of health care-related infections annually; infections implicated by these bacteria are also associated with increased mortality and cost of care (
2). ESBLs limit treatment options because they hydrolyze most β-lactams, including penicillins and third-generation cephalosporins (e.g., ceftazidime). Currently, carbapenems are the mainstay therapy for ESBL-producing
Enterobacteriaceae infections, but their widespread use may have contributed to the rapid dissemination of carbapenem resistance (
3). Consequently, there is growing interest in alternatives to carbapenem therapy, such as piperacillin-tazobactam and other β-lactam/β-lactamase inhibitor combinations (
4).
Piperacillin-tazobactam is a β-lactam/β-lactamase inhibitor combination widely used in clinical practice. Piperacillin is a semisynthetic ureidopenicillin with antibiotic activity against both Gram-positive and Gram-negative pathogens (
5). When administered alone, piperacillin is susceptible to inactivation by β-lactamases. To circumvent this problem, it is coadministered with tazobactam, a penicillanic acid β-lactamase inhibitor. While tazobactam lacks appreciable intrinsic antimicrobial activity, it helps to preserve the activity of piperacillin in the presence of both narrow and extended-spectrum (such as TEM-, SHV-, and CTX-M-type) β-lactamases (
5,
6). Several clinical studies have suggested that piperacillin-tazobactam might be as efficacious as carbapenem therapy against ESBL-producing
Enterobacteriaceae (
7–10). Nonetheless, the utility of piperacillin-tazobactam in this context remains controversial in view of reports of treatment failure and poor characterization of the pharmacokinetics/pharmacodynamics (PK/PD) of the combination (
11,
12).
Pharmacokinetic/pharmacodynamic indices, such as the maximum concentration of drug in serum divided by the MIC (
Cmax/MIC), the area under the 24-h concentration-time curve divided by the MIC (AUC/MIC), and the free time above the MIC (
fT>MIC) are commonly used to characterize killing profiles for various antibiotics. β-Lactams such as piperacillin are described as exhibiting time-dependent killing, and thus their efficacy is closely correlated to
fT>MIC (
13). While older inhibitors (such as tazobactam) lack intrinsic antimicrobial activity, they alter susceptibility (MIC) to the partner β-lactam in a concentration-dependent manner over the dosing interval. As a result, the conventional approach for establishing PK/PD indices is not directly applicable to these β-lactam/β-lactamase inhibitor combinations. Additionally, the rationale for clinically dosing piperacillin-tazobactam in a fixed ratio of 8:1 (piperacillin to tazobactam) remains unclear.
Our laboratory previously proposed a modeling framework to account for the effect of β-lactamase inhibitors by using a novel PK/PD index, the time above instantaneous MIC (T>MICi) (
14). Extending from this framework, the objective of this study was to discern the efficacy of alternative dosing strategies of piperacillin-tazobactam against ESBL-producing
Enterobacteriaceae. Given the variability of clinical responses to piperacillin-tazobactam, we hypothesized that the conventional fixed dosing ratio might not be ideal against a diverse group of ESBL-producing
Enterobacteriaceae. We anticipate that the outcomes of this study may provide insights to evaluate efficacy targets for β-lactam/β-lactamase inhibitor combinations and to guide rational dosing decisions.
DISCUSSION
Limited options for the treatment of ESBL-producing
Enterobacteriaceae infections have prompted growing interest in reevaluating β-lactam/β-lactamase inhibitor combinations. ESBL enzymes are inhibited
in vitro by β-lactamase inhibitors, such as tazobactam. Thus, ESBL producers may be susceptible to the combination of piperacillin with tazobactam. However,
in vitro susceptibility may not always correlate to clinical efficacy, especially for severe nosocomial infections. This is due (at least in part) to technical limitations in susceptibility testing. Currently, MIC testing recommendations involve use of a single inhibitor concentration (e.g., 4 μg/ml of tazobactam), which lacks adequate correlation to the fluctuating inhibitor concentrations observed
in vivo. Reservations regarding the use of combinations like piperacillin-tazobactam also stem from observations of reduced bactericidal activity in the presence of high inocula (>1 × 10
7 CFU/ml) (
15). Similarly, overexpression of β-lactamases by some
Enterobacteriaceae at the standard inoculum may also overcome the inhibitor, and hence conventional dosing may not reliably achieve efficacious drug exposures. Additionally, characterization of inhibitor activity and subsequent dose optimization remain a challenge because traditional PK/PD indices are not directly applicable. For these reasons, there is a dire need for a more robust platform to optimize the dosing of β-lactam/β-lactamase inhibitor combinations.
Several clinical studies have highlighted discrepancies with the classical concerns regarding β-lactam/β-lactamase inhibitor combinations. In a pivotal
post hoc analysis of bloodstream infections due to ESBL-producing
Escherichia coli, piperacillin-tazobactam and amoxicillin-clavulanic acid were comparable in efficacy to carbapenems when isolates were susceptible
in vitro (
10). It is, however, noteworthy that a majority of the bloodstream infections were secondary to urinary or biliary infections, which are considered to be low-inoculum infections. These findings were supported by a recent meta-analysis of ESBL-producing
Enterobacteriaceae bloodstream infections (of different sources), in which there was no statistically significant difference in mortality between patients treated with carbapenems and β-lactam/β-lactamase inhibitor combinations (
16). Nonetheless, there was apparent variability in response to β-lactam/β-lactamase inhibitor therapy based on the type of pathogen and severity of illness.
To resolve the inconsistencies between observed
in vitro effects and clinical outcomes, Nicasio et al. delineated the PK/PD index that best predicts the efficacy of tazobactam as the time above a threshold concentration (%time>threshold) (
17). This threshold signified a critical concentration at which enzyme inhibition was maximized, and was shown to rise with increasing enzyme transcription levels. Notably, these findings suggested a need to customize tazobactam exposures (based on differences in enzyme expression) to achieve efficacy targets. However, by overlooking inhibitor effects below and above this critical value, this approach was subject to inherent limitations similar to those of the current paradigm. Other investigators have used a semimechanistic model to describe the combined activities of aztreonam-avibactam, another β-lactam/β-lactamase inhibitor combination. In their approach, Sy et al. incorporated data from time-kill studies to develop a model that characterized bacterial killing with varying β-lactamase inhibitor and β-lactam concentrations (
18). Although informative, this model is limited in its application, since its implementation is dependent on time-kill data that is not readily available in clinical settings. Additionally, the model validations were limited to only 24 h, and thus the effect of β-lactam/β-lactamase inhibitor exposures during an extended time frame (beyond that of the initial experimentation) was not explored.
In our previous work, we captured the fluctuations in pathogen susceptibility associated with intermittent dosing of a β-lactamase inhibitor (
14). A similar trend in pathogen susceptibilities was observed for tazobactam and the isolates in this study. Modeling of the susceptibility reversibility profiles revealed unique characteristics related to inhibitor affinity and the maximum inhibition achievable for each unique inhibitor-pathogen combination. Based on conventional susceptibility breakpoints, Kp3, KpK91, and Kp2301 were all resistant to piperacillin-tazobactam, and thus clinical dosing regimens would be expected to yield inadequate exposures. However, we demonstrated that each isolate responded distinctly to escalating tazobactam exposures, and a tailored tazobactam dosing approach could facilitate meeting the efficacy target. For instance, Kp3 and KpK91 shared an identical piperacillin MIC (using 4 μg/ml of tazobactam), and hence would be expected to respond similarly to piperacillin-tazobactam. However, a more nuanced effect was observed and could be attributed to differences in
Imax values. Consequently, growth suppression was achieved with a more aggressive dosing approach for Kp3, but it was unattainable for KpK91 (using ≤4 g tazobactam). Consistent with our expectations, the efficacy threshold was also unattainable for Kp2301, due to high level of enzymatic activity, as reflected by the comparatively high IC
50 for this isolate. With EcF65, our model further illustrated the shortcomings of predicting efficacy with a fixed tazobactam concentration. Although regarded as susceptible by current interpretation criteria, our findings indicated that dosing with 4 g piperacillin and 0.5 g tazobactam every 8 h would be inadequate against this isolate. Instead, a higher tazobactam exposure (equivalent to 1.0 g) was needed to achieve the efficacy target.
Our approach is novel for the following two reasons: (i) we attempted to address the drawbacks in conventional susceptibility testing with limited efficacy predictions, and (ii) we explored the adequacy of the standard 8:1 dosing ratio of piperacillin to tazobactam for different scenarios. Instead of characterizing the activity of piperacillin-tazobactam based on a single tazobactam concentration, we described this relationship more comprehensively using a range of concentrations. This approach was more informative, as it better reflected the changing β-lactamase inhibitor concentrations observed in vivo. It resulted in a more robust model framework in assessing the efficacy of various piperacillin-tazobactam dosing regimens against commonly encountered clinical isolates of Klebsiella pneumoniae and E. coli that produced ESBL enzymes. Our proof-of-concept data illustrated that a fixed dosing ratio may not be appropriate in all scenarios, and we advocate the development of multiple piperacillin-tazobactam dose ratio formulations, as seen with amoxicillin-clavulanic acid.
There were several limitations to our study. First, our model only focused on ESBL-mediated resistance, and the effects of additional mechanisms of resistance (including porin deficiency) in our isolates were not explored. Our proposed method is most relevant in strains for which the production of β-lactamases contributes significantly to the observed resistance phenotype. If other mechanisms of resistance coexist alongside the production of β-lactamases, optimized dosing of the β-lactamase inhibitor alone may not enhance the efficacy of the β-lactam. The hollow-fiber studies were limited to 72 h, and thus the predictive value of the model for longer durations of exposure is unknown. Additionally, since we only investigated the effect of piperacillin-tazobactam exposure on a moderate inoculum (∼1 × 106 CFU/ml), the impact on a high inoculum remains unclear. Given our limited sample size, our model warrants further validation against a larger collection of clinical isolates. Last, since the study was confined to combining escalating tazobactam exposures with a fixed piperacillin backbone regimen, further investigations are required to determine generalizability to other dosing options (e.g., prolonged/continuous piperacillin infusion or escalating piperacillin exposures with a fixed tazobactam backbone regimen) and β-lactam/β-lactamase inhibitor combinations. Future studies will evaluate whether a threshold for efficacy may be proposed across bacterial strains harboring other β-lactamases, and for other β-lactam/β-lactamase inhibitor combinations. Evaluation of the safety of elevated tazobactam dosing in humans should also be undertaken.
In summary, we demonstrated that the efficacy of a β-lactam/β-lactamase inhibitor combination could be correlated to the concentration-response relationship between the inhibitor and the ESBL-producing bacteria using a modified PK/PD index. This platform is relatively easy to implement clinically and may be instrumental to the optimal dosing of old and newer β-lactam/β-lactamase inhibitor combinations.