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Edwards A, Zajonz S, Koziol N, Leabo A, Ramsey LB. Leveraging hindsight: A retrospective chart review how-to for genetic counselors. J Genet Couns 2025; 34:e70043. [PMID: 40405647 DOI: 10.1002/jgc4.70043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Revised: 03/26/2025] [Accepted: 04/11/2025] [Indexed: 05/24/2025]
Abstract
Retrospective chart review can be a useful method for a research project in genetic counseling. These projects involve collecting data from routine clinical care, so they come with many benefits and drawbacks. Determining the research question and what data will need to be collected is the first step. Next, gathering the appropriate team to answer the question, discussing individual responsibilities and author order will facilitate the project. The research question must be able to be answered with data collected from routine clinical care, and there must be a sizable population to draw from. Regulatory approval must be obtained, though the regulatory bodies generally consider retrospective chart reviews exempt or expedited, depending on the data collected. There are many data collection tools available, though one must weigh the features and limitations of regulatory compliance as well. We have found it helpful to create a standard operating procedure with detailed notes on where to find the information in the patient's chart, how to interpret the information, and how to enter it into the data collection tool. Training abstractors and cross-checking data are helpful to ensure reproducibility. Once data collection is complete, a data quality check and data cleaning should be performed prior to data analysis. Finally, a manuscript should be prepared with the target journal and audience in mind during writing. Herein we provide lessons learned with a focus on applying these concepts to genetic research.
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Affiliation(s)
- Andrea Edwards
- Allina Health Cancer Institute, Minneapolis, Minnesota, USA
| | - Sarah Zajonz
- Pediatric Specialty Division, Kapi'olani Medical Center for Women and Children, Honolulu, Hawaii, USA
| | - Nicole Koziol
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City, Kansas City, Missouri, USA
| | - Addison Leabo
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City, Kansas City, Missouri, USA
| | - Laura B Ramsey
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City, Kansas City, Missouri, USA
- Department of Pediatrics, University of Missouri - Kansas City, Kansas City, Missouri, USA
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Moore C, Williams E, Dyas R, Halman A, Stenta T, Khatri D, Elliott DA, Lange PW, Caudle KE, Conyers R. CYP2D6 genotype and associated 5-HT 3 receptor antagonist outcomes: A systematic review and meta-analysis. Clin Transl Sci 2025; 18:e70108. [PMID: 39899439 PMCID: PMC11789932 DOI: 10.1111/cts.70108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 11/25/2024] [Accepted: 11/27/2024] [Indexed: 02/05/2025] Open
Abstract
5-hydroxytryptamine-3 (5-HT3) receptor antagonists including ondansetron, tropisetron, dolasetron, palonosetron, granisetron, and ramosetron are commonly used to prevent and treat nausea and vomiting. Most of these medications are at least partially metabolized via the highly polymorphic CYP2D6 enzyme, resulting in variations of metabolism among individuals. Current (2017) international prescribing guidelines for ondansetron/tropisetron use according to genotype provide recommendations for CYP2D6 ultrarapid metabolizers but not intermediate or poor metabolizers. However, multiple studies have been conducted since this guideline was published. This review evaluated all available evidence of an association between CYP2D6 genotype and 5-HT3 receptor antagonist outcomes, including in patients who are CYP2D6 intermediate/poor metabolizers and pediatric-specific studies. In this review, we confirm that CYP2D6 genotype impacts ondansetron response in a postoperative nausea and vomiting setting, which was supported by a meta-analysis. We also highlight the heterogeneity and limitations of included studies as well as provide future directions for pharmacogenomics research.
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Affiliation(s)
- Claire Moore
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
| | - Elizabeth Williams
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
| | - Roxanne Dyas
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
| | - Andreas Halman
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Victorian Clinical Genetics ServicesMurdoch Children's Research InstituteMelbourneVictoriaAustralia
| | - Tayla Stenta
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
| | - Dhrita Khatri
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
| | - David A. Elliott
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
- The Novo Nordisk Foundation Centre for Stem Cell Medicine, ReNEWParkvilleVictoriaAustralia
- Australian Regenerative Medicine InstituteMonash UniversityClaytonVictoriaAustralia
| | - Peter W Lange
- Department of Aged Care and Medicine, The Royal Melbourne Hospital, Melbourne Medical SchoolThe University of MelbourneParkvilleVictoriaAustralia
- Department of Geriatrics and General MedicineWerribee Mercy HospitalWerribeeVictoriaAustralia
| | - Kelly E. Caudle
- Department of Pharmacy and Pharmaceutical SciencesSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Rachel Conyers
- Cancer Therapies, Stem Cell MedicineMurdoch Children's Research InstituteParkvilleVictoriaAustralia
- Department of PaediatricsThe University of MelbourneParkvilleVictoriaAustralia
- The Novo Nordisk Foundation Centre for Stem Cell Medicine, ReNEWParkvilleVictoriaAustralia
- Children's Cancer CentreThe Royal Children's HospitalParkvilleVictoriaAustralia
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Ramsey LB, Prows CA, Tang Girdwood S, Van Driest S. Current Practices in Pharmacogenomics. Pediatr Clin North Am 2023; 70:995-1011. [PMID: 37704356 PMCID: PMC10865383 DOI: 10.1016/j.pcl.2023.05.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/15/2023]
Abstract
Pharmacogenomics, where genomic information is used to tailor medication management, is a strategy to maximize drug efficacy and minimize toxicity. Although pediatric evidence is less robust than for adults, medications influenced by pharmacogenomics are prescribed to children and adolescents. Evidence-based guidelines and drug label annotations are available from the Clinical Pharmacogenetics Implementation Consortium (CPIC) and the Pharmacogenomics Knowledgebase (PharmGKB). Some pediatric health care facilities use pharmacogenomics to provide dosing recommendations to pediatricians. Herein, we use a case-based approach to illustrate the use of pharmacogenomic data in pediatric clinical care and provide resources for finding and using pharmacogenomic guidelines.
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Affiliation(s)
- Laura B Ramsey
- Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA; Division of Research in Patient Services, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA; Department of Pediatrics, University of Cincinnati College of Medicine, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA.
| | - Cynthia A Prows
- Division of Human Genetics, Department of Pediatrics and Center for Professional Excellence, Patient Services, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, 3333 Burnet Avenue, MLC 6018, Cincinnati, OH 45229, USA
| | - Sonya Tang Girdwood
- Department of Pediatrics, University of Cincinnati College of Medicine, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA; Division of Hospital Medicine, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA; Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, MLC 9016, Cincinnati, OH 45529, USA
| | - Sara Van Driest
- Department of Pediatrics, Vanderbilt University Medical Center, 2200 Children's Way, 8232 DOT, Nashville, TN 37205, USA
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Sandritter T, Chevalier R, Abt R, Shakhnovich V. Pharmacogenetic Testing for the Pediatric Gastroenterologist: Actionable Drug-Gene Pairs to Know. Pharmaceuticals (Basel) 2023; 16:889. [PMID: 37375836 DOI: 10.3390/ph16060889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Revised: 06/09/2023] [Accepted: 06/13/2023] [Indexed: 06/29/2023] Open
Abstract
Gastroenterologists represent some of the earlier adopters of precision medicine through pharmacogenetic testing by embracing upfront genotyping for thiopurine S-methyltransferase nucleotide diphosphatase (TPMT) before prescribing 6-mercaptopurine or azathioprine for the treatment of inflammatory bowel disease. Over the last two decades, pharmacogenetic testing has become more readily available for other genes relevant to drug dose individualization. Common medications prescribed by gastroenterologists for conditions other than inflammatory bowel disease now have actionable guidelines, which can improve medication efficacy and safety; however, a clear understanding of how to interpret the results remains a challenge for many clinicians, precluding wide implementation of genotype-guided dosing for drugs other than 6-mercaptopurine and azathioprine. Our goal is to provide a practical tutorial on the currently available pharmacogenetic testing options and a results interpretation for drug-gene pairs important to medications commonly used in pediatric gastroenterology. We focus on evidence-based clinical guidelines published by the Clinical Pharmacogenetics Implementation Consortium (CPIC®) to highlight relevant drug-gene pairs, including proton pump inhibitors and selective serotonin reuptake inhibitors and cytochrome P450 (CYP) 2C19, ondansetron and CYP2D6, 6-mercaptopurine and TMPT and Nudix hydrolase 15 (NUDT15), and budesonide and tacrolimus and CYP3A5.
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Affiliation(s)
- Tracy Sandritter
- Division of Clinical Pharmacology/Medical Toxicology and Therapeutic Innovation, Children's Mercy Hospital, 2401 Gillham Road, Kansas City, MO 64108, USA
- Department of Pharmacy Practice, School of Pharmacy, University of Missouri-Kansas City, Kansas City, MO 64108, USA
| | - Rachel Chevalier
- Division of Gastroenterology, Children's Mercy Hospital, 2401 Gillham Rd., Kansas City, MO 64108, USA
- Department of Pediatrics, School of Medicine, University of Missouri-Kansas City, Kansas City, MO 64108, USA
| | - Rebecca Abt
- ProPharma Group, Overland Park, KS 66210, USA
| | - Valentina Shakhnovich
- Division of Clinical Pharmacology/Medical Toxicology and Therapeutic Innovation, Children's Mercy Hospital, 2401 Gillham Road, Kansas City, MO 64108, USA
- Department of Pediatrics, School of Medicine, University of Missouri-Kansas City, Kansas City, MO 64108, USA
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Merchant S, Prows CA, Yang F, Ding L, MacDonald J, Zhang X, Sadhasivam S, Garcia V, Sturm P, Chidambaran V. Association of CYP2D6 genotype predicted phenotypes with oxycodone requirements and side effects in children undergoing surgery. ANNALS OF TRANSLATIONAL MEDICINE 2022; 10:1262. [PMID: 36618804 PMCID: PMC9816853 DOI: 10.21037/atm-2022-58] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 10/23/2022] [Indexed: 11/21/2022]
Abstract
Background Oxycodone is a commonly used oral opioid in children for treating postoperative pain. Highly polymorphic gene CYP2D6 metabolizes oxycodone into its more potent metabolite, oxymorphone. We hypothesized that altered activity due to CYP2D6 polymorphisms will influence oxycodone requirements {relative oxycodone use [oxycodone morphine equivalents (MEq)/total MEq] to maintain analgesia} (primary outcome) and risk for oxycodone induced side-effects such as respiratory depression (RD) and emesis (secondary outcomes). We also explored the influence of genotype availability and provider guidance on oral opioid prescription patterns. Methods Patients who underwent Nuss procedure and spine fusion with CYP2D6 genotyping results available preoperatively were included. Data on demographics, genotypes, oral opioids, pain scores, RD and emesis were collected. Univariate and multivariable regression for comparison of CYP2D6 genotype predicted poor, ultrarapid, intermediate metabolizers (PM, UM and IM) phenotype with normal metabolizers (NM) for outcomes were performed. Stratified logistic regression was conducted in low (oxycodone/total MEq <0.5) and high (and oxycodone/total MEq >0.5) oxycodone use groups for RD and emesis, with application of firth correction due to quasi-complete separations. Breslow-Day test was used to evaluate odds ratios for prescribing genotype directed opioid between control group (2012-15) (where providers were alerted to genotyping results availability but not directed to use them while prescribing) and genotype directed groups (2016-18) (where providers were directed to use the genotyping results available to them while prescribing oxycodone after surgery). Results Of 193 subjects (age 15.9±0.25 years, 28.5% female, 93.78% White; 101 NM, 76 IM, 10 PM and 6 UM), 77.72% underwent pectus surgery. CYP2D6 phenotype was associated with oxycodone MEq/total MEq requirements (P<0.001). Both PM and UM phenotypes had lower oxycodone requirements compared to NM [-0.316 (SE 0.098), P=0.005 and -0.432 (SE 0.113), P<0.001 respectively]. CYP2D6 phenotype was associated with RD in high use oxycodone group (P=0.018) but not low use oxycodone groups (P=0.634). No phenotype association was found for emesis. Oxycodone was prescribed to 91.24% of NM/IM vs. 66.67% of PM/UM (P=0.129) in control group and 94.64% of NM/IM vs. 28.57% of PM/UM (P<0.001) in the genotype-directed group. PM/UM phenotypes in genotype directed group had a lower chance of being prescribed oxycodone (effect size =-2.775; SE 1.566; P=0.076). Conclusions Our findings suggest CYP2D6 genotypes are associated with oxycodone requirements for analgesia and may influence risk for RD. Genotype availability and guidance likely influence oral opioid prescription pattern after surgery. Our findings are limited by small sample size for UM/PM groups.
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Affiliation(s)
- Soroush Merchant
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Cynthia A. Prows
- Division of Human Genetics, Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Fang Yang
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA;,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Lili Ding
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA;,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | | | - Xue Zhang
- Division of Human Genetics, Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Senthilkumar Sadhasivam
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Victor Garcia
- Division of Pediatric General and Thoracic Surgery, Department of Surgery, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Peter Sturm
- Division of Orthopedic Surgery, Department of Surgery, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Vidya Chidambaran
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
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6
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Black K, Brenn BR, Gaedigk A, Wanderer JP, Van Driest SL. Pediatric CYP2D6 metabolizer status and post-tonsillectomy nausea and vomiting after ondansetron. Clin Transl Sci 2022; 16:269-278. [PMID: 36350309 PMCID: PMC9926081 DOI: 10.1111/cts.13447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 09/28/2022] [Accepted: 10/10/2022] [Indexed: 11/10/2022] Open
Abstract
The goal of this study was to determine whether CYP2D6 metabolizer status within the ondansetron-treated pediatric tonsillectomy population is associated with risk of postoperative nausea and vomiting (PONV) in the post-anesthesia care unit. We conducted a retrospective cohort study of pediatric patients (<18 years) who underwent tonsillectomy and received ondansetron on the day of the procedure. Data were obtained from BioVU, an institutional biobank that links DNA to de-identified electronic health record data. Subjects were tested for 10 CYP2D6 allelic variants and copy number variation, and genotype data translated into CYP2D6 metabolizer status. The cohort included 652 individuals, 105 (16.1%) of whom had PONV. Rates of PONV were similar across groups: ultrarapid metabolizers (UMs), 1 of 9 (11.1%); normal metabolizers (NMs), 64 of 354 (18.1%); intermediate metabolizers (IMs), 33 of 234 (14.1%); poor metabolizers (PMs), 6 of 39 (15.4%); and ambiguous phenotypes, 1 of 16 (6.3%). In multivariable analysis adjusted for age, sex, and time under anesthesia, CYP2D6 metabolizer status was not associated with PONV, with an odds ratio of 1.37 (95% confidence interval 0.9, 2.1) when comparing PM/IM versus NM/UM. In this large pediatric population, no significant differences were detected for PONV based on CYP2D6 metabolizer status. Further investigation is needed to determine mechanisms for ondansetron inefficacy in children.
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Affiliation(s)
- Katherine Black
- Department of Pediatrics, Division of Pediatric Gastroenterology, Hepatology, and NutritionVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - B. Randall Brenn
- Division of Pediatric AnesthesiaShriner's Hospitals for Children‐PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City and Department of PediatricsUniversity of Missouri‐Kansas CityKansas CityMissouriUSA
| | - Jonathan P. Wanderer
- Departments of Anesthesiology and Biomedical InformaticsVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Sara L. Van Driest
- Departments of Pediatrics and Medicine, and the Center for Pediatric Precision MedicineVanderbilt University Medical CenterNashvilleTennesseeUSA
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Tang Girdwood SC, Rossow KM, Van Driest SL, Ramsey LB. Perspectives from the Society for Pediatric Research: pharmacogenetics for pediatricians. Pediatr Res 2022; 91:529-538. [PMID: 33824446 PMCID: PMC8492778 DOI: 10.1038/s41390-021-01499-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Accepted: 03/12/2021] [Indexed: 12/26/2022]
Abstract
This review evaluates the pediatric evidence for pharmacogenetic associations for drugs that are commonly prescribed by or encountered by pediatric clinicians across multiple subspecialties, organized from most to least pediatric evidence. We begin with the pharmacogenetic research that led to the warning of increased risk of death in certain pediatric populations ("ultrarapid metabolizers") who are prescribed codeine after tonsillectomy or adenoidectomy. We review the evidence for genetic testing for thiopurine metabolism, which has become routine in multiple pediatric subspecialties. We discuss the pharmacogenetic research in proton pump inhibitors, for which clinical guidelines have recently been made available. With an increase in the prevalence of behavioral health disorders including attention deficit hyperactivity disorder (ADHD), we review the pharmacogenetic literature on selective serotonin reuptake inhibitors, selective norepinephrine reuptake inhibitors, and ADHD medications. We will conclude this section on the current pharmacogenetic data on ondansetron. We also provide our perspective on how to integrate the current research on pharmacogenetics into clinical care and what further research is needed. We discuss how institutions are managing pharmacogenetic test results and implementing them clinically, and how the electronic health record can be leveraged to ensure testing results are available and taken into consideration when prescribing medications. IMPACT: While many reviews of pharmacogenetics literature are available, there are few focused on pediatrics. Pediatricians across subspecialties will become more comfortable with pharmacogenetics terminology, know resources they can use to help inform their prescribing habits for drugs with known pharmacogenetic associations, and understand the limitations of testing and where further research is needed.
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Affiliation(s)
- Sonya C Tang Girdwood
- Division of Hospital Medicine, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
| | - Katelyn M Rossow
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Sara L Van Driest
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Laura B Ramsey
- Division of Clinical Pharmacology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
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