Ana Maria Sandri's research while affiliated with Pontifícia Universidade Católica do Rio Grande do Sul and other places

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Publications (10)


A population pharmacokinetic model of polymyxin B based on prospective clinical data to inform dosing in hospitalised patients
  • Article

May 2023

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107 Reads

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5 Citations

Clinical Microbiology and Infection

Patrick O. Hanafin

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Andrea Kwa

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Alexandre P. Zavascki

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[...]

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Objectives: To develop a population pharmacokinetic (PK) model with data from the largest polymyxin B-treated patient population studied to date to optimise its dosing in hospitalised patients. Methods: Hospitalised patients receiving intravenous polymyxin B for ≥48h were enrolled. Blood samples were collected at steady-state and drug concentrations were analysed by LC-MS/MS. Population PK analysis and Monte Carlo simulations were performed to determine the probability of target attainment (PTA). Results: One hundred and forty-two patients received intravenous polymyxin B (1.33-6 mg/kg/day), providing 681 plasma samples. Twenty-four patients were on renal replacement therapy (RRT), including 13 on continuous veno-venous hemodiafiltration (CVVHDF). A two-compartment model adequately described the PK with body weight as a covariate on volume of distribution that affected Cmax, but it did not impact clearance or exposure. Creatinine clearance (CrCL) was a statistically significant covariate on clearance, although clinically relevant variations of dose-normalized drug exposure were not observed across a wide CrCL range. The model described higher clearance in CVVHDF patients than in non-CVVHDF patients. Maintenance doses of ≥2.5 mg/kg/day or ≥150 mg/day had a PTA≥90% (for non-pulmonary infections target) at steady state for MICs≤2mg/L. The PTA at steady state for CVVHDF patients was lower. Conclusions: Fixed loading and maintenance doses of polymyxin B seemed to be more appropriate than weight-based dosing regimens in patients weighing 45-90kg. Higher doses may be needed in patients on CVVHDF. Substantial variability in polymyxin B clearance and volume of distribution was found, suggesting that therapeutic drug monitoring may be indicated.

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Observed versus predicted PK. The observed polymyxin B concentration (mg/L) is plotted against the population‐predicted polymyxin B concentration (mg/L) for each of the seven models (denoted M1 through M7). Data points are depicted as blue circles and the line of unity as a black line. A locally estimated scatterplot smoothing–transformed line (red) depicts the local trends of the data.
Prediction errors. Boxplots of the prediction error (x‐axis) for each model (y‐axis). Solid vertical line represents 0% prediction error. Dashed vertical lines represent ±30% prediction error. Notches on the boxplots represent the 95% confidence intervals of the median prediction error for each model (denoted M1 through M7). Black dots represent prediction errors that are beyond 1.5‐fold of the interquartile range.
Prediction‐corrected visual predictive checks of the simulations. A total of 1000 Monte Carlo simulations of the pharmacokinetics of polymyxin B for each model (denoted M1 through M7) were run using the external validation data set. The 5th, 50th, and 95th percentiles of prediction‐corrected simulated data and prediction‐corrected observed data over time are plotted relative to the most recent polymyxin B dose. The prediction‐corrected observed data are represented by gray dots. Confidence intervals of the 5th, 50th, and 95th percentiles of the prediction‐corrected observed data are represented by red lines. Confidence intervals of the 5th, 50th, and 95th percentiles of the prediction‐corrected simulated data are represented by blue lines. The 90% prediction interval around each prediction‐corrected simulated confidence interval are represented by the blue‐shaded regions
Pharmacokinetic (PK) profile comparison. A median dose regimen of 75 mg 2‐h infusions of polymyxin B every 12 h for 3 days was simulated in each model (denoted M1 through M7) in a standardized patient. PK was simulated to steady state after the sixth dose on day 3. PK curves represent the population‐predicted value without variability for each model. The number of PK samples collected per patient are parenthesized for each model. Points represent the sampling scheme from each study design as described in the literature. The predicted maximum (peak) plasma drug concentration range for one‐compartment (left) and two‐compartment (right) models with the given dose regimen and sampling scheme are 3.11–5.53 mg/L and 4.28–5.60 mg/L, respectively. The predicted area under the plasma concentration–time curve of the simulated concentration profile over the dose interval range for one‐compartment (left) and two‐compartment (right) models were 17.7–74.0 mg/L∙h and 19.7–28.6 mg/L∙h, respectively
Assessing the predictive performance of population pharmacokinetic models for intravenous polymyxin B in critically ill patients
  • Article
  • Full-text available

November 2021

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146 Reads

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18 Citations

CPT: Pharmacometrics & Systems Pharmacology

CPT: Pharmacometrics & Systems Pharmacology

Polymyxin B (PMB) has reemerged as a last‐line therapy for infections caused by multidrug‐resistant gram‐negative pathogens, but dosing is challenging because of its narrow therapeutic window and pharmacokinetic (PK) variability. Population PK (POPPK) models based on suitably powered clinical studies with appropriate sampling strategies that take variability into consideration can inform PMB dosing to maximize efficacy and minimize toxicity and resistance. Here we reviewed published PMB POPPK models and evaluated them using an external validation data set (EVD) of patients who are critically ill and enrolled in an ongoing clinical study to assess their utility. Seven published POPPK models were employed using the reported model equations, parameter values, covariate relationships, interpatient variability, parameter covariance, and unexplained residual variability in NONMEM (Version 7.4.3). The predictive ability of the models was assessed using prediction‐based and simulation‐based diagnostics. Patient characteristics and treatment information were comparable across studies and with the EVD (n = 40), but the sampling strategy was a main source of PK variability across studies. All models visually and statistically underpredicted EVD plasma concentrations, but the two‐compartment models more accurately described the external data set. As current POPPK models were inadequately predictive of the EVD, creation of a new POPPK model based on an appropriately powered clinical study with an informed PK sampling strategy would be expected to improve characterization of PMB PK and identify covariates to explain interpatient variability. Such a model would support model‐informed precision dosing frameworks, which are urgently needed to improve PMB treatment efficacy, limit resistance, and reduce toxicity in patients who are critically ill.

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Figure 1: Distribution of the new VRE cases in the ICUs (straight line) and hospital wards (dotted line) from 2000 to 2009. 
Table 2 : VRE distribution according to the units of hospitalization. 
Table 3 : VRE distribution according to patients' age. 
VRE distribution according to the materials used for bacterial identification. 
Vancomycin resistant Enterococcus spp (VRE): Follow up during 9 years in a Tertiary Teaching Hospital in Southern Brazil

January 2014

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82 Reads

Clinical & Biomedical Research

Introduction: Infection with vancomycin-resistant Enterococcus spp (VRE) has been a worldwide problem since mid 1980's and, in Brazil, since 1996. This study was conducted to evaluate the experience with VRE in our institution. Methods: A prospective cohort study from 2000 to 2009 was conducted at Hospital São Lucas da PUCRS. All hospitalized patients with VRE positive culture were included and followed from their diagnosis until they were negative for VRE or their discharge. Only the first admission for each VRE positive patient was included. Pulsed field gel electrophoresis (PFGE) was performed to determine how VRE had spread. Results: A total of 315 cases of VRE were identified, 224 of which were isolated from rectal swabs. Vancomycin-resistant/ampicilin susceptible Enterococcus faecalis were identified in 312 isolates. PFGE was performed in 47 VRE isolates that presented an indistinguishable migratory profile. The median length of hospital stay and length of stay before VRE isolation were 46 days and 21 days, respectively; 52% of the patients were aged 60 and above. The annual distribution of the new VRE cases showed a clear decrease from 2000 to 2009. Discussion: This study shows a substantial VRE colonization (71%) with a homogenous pattern that emphasizes its transversal spread. Predominance of E. faecalis differs from the literature which largely describes a higher prevalence of vancomycin-resistant Enterococcus faecium . The follow up of VRE during 9 years in our institution highlighted the importance of continuous surveillance to prevent outbreaks in our hospital.



Figure 1. Plasma concentration-time profiles of polymyxin B in 24 patients. Concentrations from the 2 patients undergoing continuous venovenous hemodialysis [11] are shown by filled symbols.
Table 1 . Patient Characteristics
Figure 3. Individual polymyxin B clearance estimates versus creatinine clearance. Polymyxin B clearance was either unscaled (L/hour, left panel) or scaled by total body weight (L/hour/kg, right panel). Open circles represent patients not on hemodialysis, the filled diamond represents the continuous venovenous hemodialysis (CVVHD) patient who weighed 250 kg, and the filled triangle the lean CVVHD patient.
Table 3 . Polymyxin B Exposure for 6 Different Dosage Regimens on the First and Fourth Day of Treatment Based on Monte Carlo Simula- tions a
Figure 4. Relationship between the percentage of the total daily dose of polymyxin B undergoing renal tubular reabsorption and creatinine clearance.
Population Pharmacokinetics of Intravenous Polymyxin B in Critically Ill Patients: Implications for Selection of Dosage Regimens

May 2013

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722 Reads

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372 Citations

Clinical Infectious Diseases

Background: Polymyxin B is a last-line therapy for multidrug-resistant gram-negative bacteria. There is a dearth of pharmacokinetic data to guide dosing in critically ill patients. Methods: Twenty-four critically ill patients were enrolled and blood/urine samples were collected over a dosing interval at steady state. Polymyxin B concentrations were measured by liquid chromatography-tandem mass spectrometry. Population pharmacokinetic analysis and Monte Carlo simulations were conducted. Results: Twenty-four patients aged 21-87 years received intravenous polymyxin B (0.45-3.38 mg/kg/day). Two patients were on continuous hemodialysis, and creatinine clearance in the other patients was 10-143 mL/min. Even with very diverse demographics, the total body clearance of polymyxin B when scaled by total body weight (population mean, 0.0276 L/hour/kg) showed remarkably low interindividual variability (32.4% coefficient of variation). Polymyxin B was predominantly nonrenally cleared with median urinary recovery of 4.04%. Polymyxin B total body clearance did not show any relationship with creatinine clearance (r(2) = 0.008), APACHE II score, or age. Median unbound fraction in plasma was 0.42. Monte Carlo simulations revealed the importance of initiating therapeutic regimens with a loading dose. Conclusions: Our study showed that doses of intravenous polymyxin B are best scaled by total body weight. Importantly, dosage selection of this drug should not be based on renal function.


Figure 1. Concentrations of polymyxin B in plasma and dialysate over 12 h in the two patients receiving CVVHD.  
Pharmacokinetics of polymyxin B in patients on continuous venovenous haemodialysis

November 2012

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93 Reads

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68 Citations

Journal of Antimicrobial Chemotherapy

Objectives: To evaluate the pharmacokinetics of polymyxin B in patients on continuous venovenous haemodialysis (CVVHD) after intravenous administration of unadjusted dosage regimens. Patients and methods: Two critically ill patients had eight blood samples collected during a 12 h interval on days 8 and 10 of polymyxin B therapy. Dialysate was collected every hour during the 12 h dosing interval. Polymyxin B binding in plasma was determined by rapid equilibrium dialysis. Concentrations of polymyxin B in plasma and dialysate samples were quantified using a validated ultra-performance liquid chromatography-tandem mass spectrometry assay. Results: Respective maximum plasma concentrations in patients 1 and 2 were 8.62 and 4.38 mg/L; total body clearances (scaled linearly by body weight) were 0.043 and 0.027 L/h/kg, respectively, of which 12.2% and 5.62% were dialysis clearance, respectively. The corresponding volumes of distribution of polymyxin B at steady state were 0.50 and 0.34 L/kg, respectively, and protein binding in pooled plasma samples was 74.1% and 48.8%, respectively. Conclusions: Our findings indicate that the recommended polymyxin B doses should not be reduced for patients on CVVHD.



Outbreak of Carbapenem-Resistant Providencia stuartii in an Intensive Care Unit

June 2012

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315 Reads

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35 Citations

Infection Control and Hospital Epidemiology

Outbreaks by carbapenem-resistant Providencia stuartii (CRPS) are rarely described. Clinical characteristics of patients with CRPS in an intensive care unit and resistance mechanisms were investigated. Carbapenemase production and/or outer membrane alterations were not detected; only CTX-M-2 and AmpC hyperproduction were noted. The outbreak was ultimately controlled in a 3-month period.


Reduction in Incidence of Nosocomial Methicillin‐Resistant Staphylococcus aureus (MRSA) Infection in an Intensive Care Unit: Role of Treatment With Mupirocin Ointment and Chlorhexidine Baths for Nasal Carriers of MRSA •

March 2006

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103 Reads

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119 Citations

Infection Control and Hospital Epidemiology

After the introduction of routine treatment for every nasal carrier of methicillin-resistant Staphylococcus aureus, active follow-up surveillance for nosocomial methicillin-resistant S. aureus infection was conducted for 5 years in an intensive care unit of a tertiary-care teaching hospital. There was a significant decrease in the incidence of nosocomial methicillin-resistant S. aureus infection during the later years of follow-up. Decolonization of nasal carriers of methicillin-resistant S. aureus is probably associated with such findings.


Citations (8)


... In Chinese patients, Monte Carlo simulation suggested the optimal polymyxin B regimen with a loading dose of 2.5 mg/kg regardless of kidney function, followed by a fixed maintenance dose of 60 mg q12h in patients with impaired kidney function or 1.25 mg/kg q12h in those with normal kidney function [45]. Recently, Hanafin et al. [46] suggested that fixed loading and maintenance doses of polymyxin B may be more appropriate than weight-based regimens in patients weighing 45-90 kg, and higher doses may be required if a patient is on continuous renal replacement therapy. More data is needed in the pharmacokinetics of polymyxins to ensure safe and effective dosing. ...

Reference:

Prevention and management of antibiotic associated acute kidney injury in critically ill patients: new insights
A population pharmacokinetic model of polymyxin B based on prospective clinical data to inform dosing in hospitalised patients
  • Citing Article
  • May 2023

Clinical Microbiology and Infection

... Additionally, considering the variation among different centers, evaluating the accuracy and applicability of these models is essential [29][30][31][32]. Furthermore, previous studies have indicated the current established PMB PopPK models poorly predicted the external evaluation population [33][34][35]. This may be caused by the heterogeneity of the included population in different centers, and the number of patients included in these evaluation studies was relatively small, ranging from 13 to 40. ...

Assessing the predictive performance of population pharmacokinetic models for intravenous polymyxin B in critically ill patients
CPT: Pharmacometrics & Systems Pharmacology

CPT: Pharmacometrics & Systems Pharmacology

... Please cite this article in press as: Rigatto None the less, since the actual body weight of patients on dialysis is above their dry body weight, this extra weight caused by additional body fluid might have some influence on the volume of distribution of PMB and this should be further investigated in pharmacokinetic studies with such patients. In addition, issues regarding the best dosage scaling (actual or lean body weight), especially in extremes of weight, is still a matter of debate [15,16]. There are no PMB population pharmacokinetic studies in patients on RRT, so the best dosage scaling approach in these patients may be even more challenging. ...

Reply to Pai
  • Citing Article
  • September 2013

Clinical Infectious Diseases

... A comprehensive understanding of the significant variability in the pharmacokinetic profile of PMB assists in the development of individualization dosing strategies [4,5,13,14]. Accordingly, several previous studies have been performed to characterize PMB pharmacokinetics, including the development of the PopPK models to quantify and explain inter-individual variability (IIV) for dose individualization in patients [14][15][16][17][18][19][20][21][22][23][24][25][26][27][28]. These studies have identified various covariates (e.g., total body weight [TBW], creatinine clearance [CrCL]) that influence PMB clearance (CL) and volume of distribution (V), however, the included covariates only partially explain the observed IIV and interoccasion variability (IOV) [16,19,23,24,27]. ...

Population Pharmacokinetics of Intravenous Polymyxin B in Critically Ill Patients: Implications for Selection of Dosage Regimens

Clinical Infectious Diseases

... Polymyxin B PK in continuous veno-venous hemofiltration (CVVH) was recently described in two studies, which demonstrated a significantly higher clearance and lower exposure on CVVH compared to offtherapy [19,20]. In contrast, in two patients receiving continuous veno-venous hemodialysis (CVVHD), no significant effect was demonstrated [21]. Given the scarcity of data and conflicting results in regard to polymyxin B PK in patients with renal dysfunction and patients, undergoing CRRT, additional studies are required to understand the necessity for dosage adjustments and potential applications for therapeutic drug monitoring. ...

Pharmacokinetics of polymyxin B in patients on continuous venovenous haemodialysis

Journal of Antimicrobial Chemotherapy

... The homogenates of the liver and lung were co-cultured with VERO cells, not found cytopathic compared to the negative control (C). related to the species of this genus remains rare (29). In addition, Kluyvera ascorbata has a vital meaning due to its severity, such as severe sepsis, septic shock, and urinary tract infection (30,31). ...

Detection of bla(KPC-2) in a carbapenem-resistant Kluyvera georgiana

Journal of Antimicrobial Chemotherapy

... P. stuartii is characterised by intrinsic resistance to aminopenicillins, early generation cephalosporins, colistin and tigecycline as well as its ability to acquire antimicrobial resistance (AMR) genes [4][5][6][7], including those associated with resistance to last-resort antibiotics, such as carbapenems. In addition, P. stuartii has been shown to cause hospital outbreaks and infections worldwide [5][6][7][9][10][11][12], further highlighting its public health relevance. ...

Outbreak of Carbapenem-Resistant Providencia stuartii in an Intensive Care Unit

Infection Control and Hospital Epidemiology

... 22 Sandri et al. have described, in nasal carriage of MRSA patients, a significant decrease in the incidence of nosocomial MRSA infection after 2% nasal mupirocin and CHG bathing in an ICU in relation to the preintervention period. 23 Another quasi-experimental study, in a hematopoietic stem cell transplantation (HSCT) unit, with nine years of follow up, evaluated the impact of CHG bathing. VRE colonization and infection rates were reduced in the post-intervention period; however, MDR Gram-negative pathogens increased. ...

Reduction in Incidence of Nosocomial Methicillin‐Resistant Staphylococcus aureus (MRSA) Infection in an Intensive Care Unit: Role of Treatment With Mupirocin Ointment and Chlorhexidine Baths for Nasal Carriers of MRSA •
  • Citing Article
  • March 2006

Infection Control and Hospital Epidemiology