1
|
Hodiamont CJ, van den Broek AK, de Vroom SL, Prins JM, Mathôt RAA, van Hest RM. Clinical Pharmacokinetics of Gentamicin in Various Patient Populations and Consequences for Optimal Dosing for Gram-Negative Infections: An Updated Review. Clin Pharmacokinet 2022; 61:1075-1094. [PMID: 35754071 PMCID: PMC9349143 DOI: 10.1007/s40262-022-01143-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/15/2022] [Indexed: 11/04/2022]
Abstract
Gentamicin is an aminoglycoside antibiotic with a small therapeutic window that is currently used primarily as part of short-term empirical combination therapy. Gentamicin dosing schemes still need refinement, especially for subpopulations where pharmacokinetics can differ from pharmacokinetics in the general adult population: obese patients, critically ill patients, paediatric patients, neonates, elderly patients and patients on dialysis. This review summarizes the clinical pharmacokinetics of gentamicin in these patient populations and the consequences for optimal dosing of gentamicin for infections caused by Gram-negative bacteria, highlighting new insights from the last 10 years. In this period, several new population pharmacokinetic studies have focused on these subpopulations, providing insights into the typical values of the most relevant pharmacokinetic parameters, the variability of these parameters and possible explanations for this variability, although unexplained variability often remains high. Both dosing schemes and pharmacokinetic/pharmacodynamic (PK/PD) targets varied widely between these studies. A gentamicin starting dose of 7 mg/kg based on total body weight (or on adjusted body weight in obese patients) appears to be the optimal strategy for increasing the probability of target attainment (PTA) after the first administration for the most commonly used PK/PD targets in adults and children older than 1 month, including critically ill patients. However, evidence that increasing the PTA results in higher efficacy is lacking; no studies were identified that show a correlation between estimated or predicted PK/PD target attainment and clinical success. Although it is unclear if performing therapeutic drug monitoring (TDM) for optimization of the PTA is of clinical value, it is recommended in patients with highly variable pharmacokinetics, including patients from all subpopulations that are critically ill (such as elderly, children and neonates) and patients on intermittent haemodialysis. In addition, TDM for optimization of the dosing interval, targeting a trough concentration of at least < 2 mg/L but preferably < 0.5–1 mg/L, has proven to reduce nephrotoxicity and is therefore recommended in all patients receiving more than one dose of gentamicin. The usefulness of the daily area under the plasma concentration–time curve for predicting nephrotoxicity should be further investigated. Additionally, more research is needed on the optimal PK/PD targets for efficacy in the clinical situations in which gentamicin is currently used, that is, as monotherapy for urinary tract infections or as part of short-term combination therapy.
Collapse
Affiliation(s)
- Caspar J Hodiamont
- Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands.
| | - Annemieke K van den Broek
- Division of Infectious Diseases, Department of Internal Medicine, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Suzanne L de Vroom
- Division of Infectious Diseases, Department of Internal Medicine, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Jan M Prins
- Division of Infectious Diseases, Department of Internal Medicine, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Ron A A Mathôt
- Hospital Pharmacy and Clinical Pharmacology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Reinier M van Hest
- Hospital Pharmacy and Clinical Pharmacology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| |
Collapse
|
2
|
Bergenwall M, Walker SAN, Elligsen M, Iaboni DC, Findlater C, Seto W, Ng E. Optimizing gentamicin conventional and extended interval dosing in neonates using Monte Carlo simulation - a retrospective study. BMC Pediatr 2019; 19:318. [PMID: 31492162 PMCID: PMC6729057 DOI: 10.1186/s12887-019-1676-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 08/19/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Although aminoglycosides are routinely used in neonates, controversy exists regarding empiric dosing regimens. The objectives were to determine gentamicin pharmacokinetics in neonates, and develop initial mg/kg dosing recommendations that optimized target peak and trough concentration attainment for conventional and extended-interval dosing (EID) regimens. METHODS Patient demographics and steady-state gentamicin concentration data were retrospectively collected for 60 neonates with no renal impairment admitted to a level III neonatal intensive care unit. Mean pharmacokinetics were calculated and multiple linear regression was performed to determine significant covariates of clearance (L/h) and volume of distribution (L). Classification and regression tree (CART) analysis identified breakpoints for significant covariates. Monte Carlo Simulation (MCS) was used to determine optimal dosing recommendations for each CART-identified sub-group. RESULTS Gentamicin clearance and volume of distribution were significantly associated with weight at gentamicin initiation. CART-identified breakpoints for weight at gentamicin initiation were: ≤ 850 g, 851-1200 g, and > 1200 g. MCS identified that a conventional dose of gentamicin 3.5 mg/kg given every 48 h or an EID of 8-9 mg/kg administered every 72 h in neonates weighing ≤ 850 g, and every 24 and 48 h, respectively, in neonates weighing 851-1200 g, provided the best probability of attaining conventional (peak: 5-10 mg/L and trough: ≤ 2 mg/L) and EID targets (peak:12-20 mg/L, trough:≤ 0.5 mg/L). Insufficient sample size in the > 1200 g neonatal group precluded further investigation of this weight category. CONCLUSIONS This study provides initial gentamicin dosing recommendations that optimize target attainment for conventional and EID regimens in neonates weighing ≤ 1200 g. Prospective validation and empiric dose optimization for neonates > 1200 g is needed.
Collapse
Affiliation(s)
- Monique Bergenwall
- Department of Pharmacy, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, E-302, Toronto, ON M4N 3M5 Canada
- Present Address: Grandview Medical Centre Family Health Team, 167 Hespeler Rd, Cambridge, ON N1R 3H7 Canada
| | - Sandra A. N. Walker
- Department of Pharmacy, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, E-302, Toronto, ON M4N 3M5 Canada
- Leslie L. Dan Faculty of Pharmacy, University of Toronto, Toronto, ON Canada
- Division of Infectious Diseases, Sunnybrook Health Sciences Centre, Toronto, ON Canada
- Sunnybrook Health Sciences Centre Research Institute, Toronto, ON Canada
| | - Marion Elligsen
- Department of Pharmacy, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, E-302, Toronto, ON M4N 3M5 Canada
| | - Dolores C. Iaboni
- Women and Babies Program, Sunnybrook Health Sciences Centre, Toronto, ON Canada
| | - Carla Findlater
- Women and Babies Program, Sunnybrook Health Sciences Centre, Toronto, ON Canada
| | - Winnie Seto
- Leslie L. Dan Faculty of Pharmacy, University of Toronto, Toronto, ON Canada
- Department of Pharmacy, Hospital for Sick Children, Toronto, ON Canada
| | - Eugene Ng
- Women and Babies Program, Sunnybrook Health Sciences Centre, Toronto, ON Canada
- Department of Paediatrics, University of Toronto, Toronto, ON Canada
| |
Collapse
|
3
|
Sundaram A, Alshaikh B, Dersch-Mills D, Dobry J, Akierman AR, Yusuf K. Extended-interval Dosing of Gentamicin in Premature Neonates Born at <32 Weeks' Gestation and >7 Days of age. Clin Ther 2017; 39:1233-1241. [PMID: 28579209 DOI: 10.1016/j.clinthera.2017.05.343] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2017] [Revised: 05/10/2017] [Accepted: 05/10/2017] [Indexed: 11/27/2022]
Abstract
PURPOSE Extended-interval dosing (EID) regimens of gentamicin have been validated for treating confirmed or suspected early- and late-onset sepsis in preterm infants in the first week of life. Despite the marked changes in volume of distribution and renal clearance in preterm infants after the first few days of life, few studies have validated EID regimens of gentamicin in this population. The objective of the study was to evaluate an EID regimen of gentamicin in infants born at <32 weeks' gestational age and aged >7 days. METHODS This observational study of an EID regimen was conducted in 39 infants. Dosing interval was based on the serum drug concentration at 22 hours after the administration of the first dose of 5 mg/kg. Gentamicin peak (5-12 µg/mL) and trough (<2 µg/mL) levels were compared to those in a historical control group of 39 infants who received traditional-interval dosing (TID) of 2.5 mg/kg of gentamicin with dosing intervals of 8, 12, or 24 hours. FINDINGS There were no differences in birthweight, gestational age at birth, postmenstrual age, weight at the start of gentamicin administration, postnatal age, small for gestational age status, antenatal corticosteroid use, or postnatal indomethacin exposure between the 2 groups. In the EID group, dosing intervals were 24 hours in 30 infants, 36 hours in 6 infants, and 48 hours in 3 infants. Compared with the TID group (n = 39), the EID group had a significantly higher peak level (median, 9.0 vs 4.7 µg/mL) and a significantly lower trough level (median, 0.7 vs 1.1 µg/mL) (both, P < 0.001). On regression analysis, the postmenstrual age was correlated significantly with trough levels in the EID group. There was no adverse effect on renal function in either group. On follow-up, 1 infant in the EID group and 2 infants in the TID group had evidence of sensorineural hearing loss. IMPLICATIONS In infants born at <32 weeks' gestation and >7 days of age, an EID gentamicin regimen, with a dosing interval based on a single concentration measurement at 22 hours after the administration of the first dose, achieved therapeutic peak and trough levels and performed significantly better than did a TID regimen in reaching target peak and trough levels. Larger-scale trials are needed for assessing the clinical efficacy (treatment failure/success) of these regimens.
Collapse
Affiliation(s)
- Arun Sundaram
- Section of Neonatology, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Belal Alshaikh
- Section of Neonatology, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | | | - Jenna Dobry
- Section of Neonatology, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Albert R Akierman
- Section of Neonatology, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Kamran Yusuf
- Section of Neonatology, Department of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
| |
Collapse
|
4
|
Rao SC, Srinivasjois R, Moon K. One dose per day compared to multiple doses per day of gentamicin for treatment of suspected or proven sepsis in neonates. Cochrane Database Syst Rev 2016; 12:CD005091. [PMID: 27921299 PMCID: PMC6464017 DOI: 10.1002/14651858.cd005091.pub4] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Animal studies and trials in older children and adults suggest that a 'one dose per day' regimen of gentamicin is superior to a 'multiple doses per day' regimen. OBJECTIVES To compare the efficacy and safety of one dose per day compared to multiple doses per day of gentamicin in suspected or proven sepsis in neonates. SEARCH METHODS Eligible studies were identified by searching the Cochrane Central Register of Controlled Trials (CENTRAL; 2016, Issue 3) in the Cochrane Library (searched 8 April 2016), MEDLINE (1966 to 8 April 2016), Embase (1980 to 8 April 2016), and CINAHL (December 1982 to 8 April 2016). SELECTION CRITERIA All randomised or quasi-randomised controlled trials comparing one dose per day ('once a day') compared to multiple doses per day ('multiple doses a day') of gentamicin to newborn infants. DATA COLLECTION AND ANALYSIS Data collection and analysis was performed according to the standards of the Cochrane Neonatal Review Group. MAIN RESULTS Eleven RCTs were included (N = 574) and 28 excluded. All except one study enrolled infants of more than 32 weeks' gestation. Limited information suggested that infants in both 'once a day' as well as 'multiple doses a day' regimens showed adequate clearance of sepsis (typical RR 1.00, 95% CI 0.84 to 1.19; typical RD 0.00, 95% CI -0.19 to 0.19; 3 trials; N = 37). 'Once a day' gentamicin regimen was associated with fewer failures to attain peak level of at least 5 µg/ml (typical RR 0.22, 95% CI 0.11 to 0.47; typical RD -0.13, 95% CI -0.19 to -0.08; number needed to treat for an additional beneficial outcome (NNTB) = 8; 9 trials; N = 422); and fewer failures to achieve trough levels of 2 µg/ml or less (typical RR 0.38, 95% CI 0.27 to 0.55; typical RD -0.22, 95% CI -0.29 to -0.15; NNTB = 4; 11 trials; N = 503). 'Once a day' gentamicin achieved higher peak levels (MD 2.58, 95% CI 2.26 to 2.89; 10 trials; N = 440) and lower trough levels (MD -0.57, 95% CI -0.69 to -0.44; 10 trials; N = 440) than 'multiple doses a day' regimen. There was no significant difference in ototoxicity between two groups (typical RR 1.69, 95% CI 0.18 to 16.25; typical RD 0.01, 95% CI -0.04 to 0.05; 5 trials; N = 214). Nephrotoxicity was not noted with either of the treatment regimens. Overall, the quality of evidence was considered to be moderate on GRADE analysis, given the small sample size and unclear/high risk of bias in some of the domains in a few of the included studies. AUTHORS' CONCLUSIONS There is insufficient evidence from the currently available RCTs to conclude whether a 'once a day' or a 'multiple doses a day' regimen of gentamicin is superior in treating proven neonatal sepsis. However, data suggest that pharmacokinetic properties of a 'once a day' gentamicin regimen are superior to a 'multiple doses a day' regimen in that it achieves higher peak levels while avoiding toxic trough levels. There was no change in nephrotoxicity or auditory toxicity. Based on the assessment of pharmacokinetics, a 'once a day regimen' may be superior in treating sepsis in neonates of more than 32 weeks' gestation.
Collapse
Affiliation(s)
- Shripada C Rao
- King Edward Memorial Hospital for Women and Princess Margaret Hospital for ChildrenCentre for Neonatal Research and EducationPerth, Western AustraliaAustralia6008
| | - Ravisha Srinivasjois
- University of Western Australia, Joondalup Health CampusNeonatology and PaediatricsJoondalupWAAustralia
| | - Kwi Moon
- Princess Margaret Hospital for ChildrenPerthAustralia
| | | |
Collapse
|
5
|
|
6
|
Antimicrobial Agent Dosing in Infants. Clin Ther 2016; 38:1948-60. [DOI: 10.1016/j.clinthera.2016.06.017] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Revised: 06/29/2016] [Accepted: 06/30/2016] [Indexed: 11/19/2022]
|
7
|
Extended-interval gentamicin administration in neonates: a simplified approach. J Perinatol 2016; 36:660-5. [PMID: 26986995 DOI: 10.1038/jp.2016.37] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Revised: 02/02/2016] [Accepted: 02/03/2016] [Indexed: 01/26/2023]
Abstract
OBJECTIVE Gentamicin dosing is highly variable and remains complicated in the neonatal population. Traditional dosing in our unit resulted in an excessive number of elevated trough serum gentamicin levels. We hypothesized that one uniform gentamicin dose for neonates of all gestational ages will reduce the incidence of elevated trough levels from 50 to 10%. STUDY DESIGN Our prospective, randomized, controlled trial enrolled eligible neonates into two groups, according to gestational age (⩽34 6/7 (group I) and >35 0/7 weeks (group II)). Patients in the study arm received a dose of gentamicin 5 mg kg(-1) intravenous (i.v.) every 36 h, whereas patients in the control arm received traditional dosage. Patients were monitored for resolution of infection, serum gentamicin levels and adverse effects. We confirmed our findings in a follow-up study. Fisher's exact and Mann-Whitney tests were used for statistical analysis. RESULTS We enrolled 96 neonates, 50 in group I (n=25 per arm) and 46 in group II (n=23 per arm). Elevated trough levels were reduced by 66% in group I (P=0.61) and 100% in group II (P=0.0015). In the study arm of both groups, 48/49 neonates had Cmin serum gentamicin concentration (SGC) <2 mg l(-1) and the majority had a trough SGC <1 mg l(-1) (P<0.0001). The study dose resulted in maximum gentamicin levels in the goal range and a 50% reduction in dosage modifications. There were no treatment failures or adverse effects. Our follow-up study phase confirmed these results. CONCLUSION A standardized gentamicin dosage of 5 mg kg(-1) i.v. every 36 h to neonates of all gestational ages was safe and resulted in SGCs in goal therapeutic ranges. The implications of this simplified gentamicin dosage are to reduce health-care costs by less frequent dosing of gentamicin and reducing medication errors in physician prescribing from complicated dosing schemes.
Collapse
|
8
|
Salehifar E, Rafati MR. Extended-Interval Dosing of Aminoglycosides in Pediatrics: A Narrative Review. JOURNAL OF PEDIATRICS REVIEW 2015. [DOI: 10.17795/jpr-2652] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
|
9
|
Bedford Russell AR, Kumar R. Early onset neonatal sepsis: diagnostic dilemmas and practical management. Arch Dis Child Fetal Neonatal Ed 2015; 100:F350-4. [PMID: 25425652 DOI: 10.1136/archdischild-2014-306193] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Accepted: 11/05/2014] [Indexed: 11/03/2022]
Abstract
Early onset neonatal sepsis is persistently associated with poor outcomes, and incites clinical practice based on the fear of missing a treatable infection in a timely fashion. Unnecessary exposure to antibiotics is also hazardous. Diagnostic dilemmas are discussed in this review, and suggestions offered for practical management while awaiting a more rapidly available 'gold standard' test; in an ideal world, this test would be 100% sensitive and 100% specific for the presence of organisms.
Collapse
Affiliation(s)
| | - R Kumar
- Neonatal Unit, Birmingham Women's NICU, Birmingham, UK
| |
Collapse
|
10
|
Dersch-Mills D, Akierman A, Alshaikh B, Sundaram A, Yusuf K. Performance of a dosage individualization table for extended interval gentamicin in neonates beyond the first week of life. J Matern Fetal Neonatal Med 2015; 29:1451-6. [DOI: 10.3109/14767058.2015.1051021] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
|
11
|
Gentamicin trough levels using a simplified extended-interval dosing regimen in preterm and term newborns. Eur J Pediatr 2015; 174:669-73. [PMID: 25388408 DOI: 10.1007/s00431-014-2450-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2014] [Revised: 10/20/2014] [Accepted: 10/23/2014] [Indexed: 10/24/2022]
Abstract
UNLABELLED To evaluate a simplified gentamicin extended-interval dosing regimen in a large cohort of preterm and term newborns, we conducted a retrospective cohort study over a 4-year period. All inborn newborns who received gentamicin for the first episode of suspected or proven sepsis were eligible. Newborns received 4 mg/kg gentamicin intravenously 24-hourly, except for those at <28 weeks of gestation who received gentamicin 36-hourly. Trough levels were taken before the third dose and considered non-toxic if ≤2 μg/mL. Infants were analysed in gestational age subgroups: <28 weeks, 28-31 weeks, 32-35 weeks, 36-39 weeks and ≥40 weeks. Newborns who received indomethacin co-medication were analysed separately. Nine hundred ninety-three newborns, gestational age range 23(+2)-42(+1) weeks, birth weight range 397-5936 g, were included. The median (interquartile range (IQR)) gentamicin trough level for all newborns was 1.3 μg/mL (0.8-1.7). Ninety per cent of newborns had non-toxic trough levels. The incidence of trough levels >2 μg/mL was between 2.2 and 9.7 % in all subgroups except for infants born at 28-31 weeks of gestation, where 21.7 % of trough levels were >2 μg/mL. Indomethacin co-medication significantly increased the median gentamicin trough level in preterm infants at <32 weeks of gestation. CONCLUSION This study demonstrates that simplified gentamicin dosage regimens are feasible. Prospective evaluations are required to establish safety profiles.
Collapse
|
12
|
Roberts JK, Stockmann C, Constance JE, Stiers J, Spigarelli MG, Ward RM, Sherwin CMT. Pharmacokinetics and Pharmacodynamics of Antibacterials, Antifungals, and Antivirals Used Most Frequently in Neonates and Infants. Clin Pharmacokinet 2014; 53:581-610. [DOI: 10.1007/s40262-014-0147-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
|
13
|
Lulic-Botica M, Sheer T, Edwards D, Thomas RL, Natarajan G. Impact of small-for-gestational age (SGA) status on gentamicin pharmacokinetics in neonates. J Clin Pharmacol 2013; 54:39-45. [DOI: 10.1002/jcph.190] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2013] [Accepted: 09/17/2013] [Indexed: 11/10/2022]
Affiliation(s)
- Mirjana Lulic-Botica
- Department of Pharmacy; Hutzel Women's Hospital; Detroit MI USA
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences; Wayne State University; Detroit MI USA
| | - Terri Sheer
- Department of Pharmacy; Hutzel Women's Hospital; Detroit MI USA
| | - David Edwards
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences; Wayne State University; Detroit MI USA
| | - Ronald L. Thomas
- Division of Biostatistics; Children's Hospital of Michigan; Detroit MI USA
| | - Girija Natarajan
- Division of Neonatology; Children's Hospital of Michigan; Wayne State University; Detroit MI USA
| |
Collapse
|