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Morales JF, Muse R, Podichetty JT, Burton J, David S, Lang P, Schmidt S, Romero K, O'Doherty I, Martin F, Campbell‐Thompson M, Haller MJ, Atkinson MA, Kim S. Disease progression joint model predicts time to type 1 diabetes onset: Optimizing future type 1 diabetes prevention studies. CPT Pharmacometrics Syst Pharmacol 2023; 12:1016-1028. [PMID: 37186151 PMCID: PMC10349195 DOI: 10.1002/psp4.12973] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/07/2023] [Accepted: 04/11/2023] [Indexed: 05/17/2023] Open
Abstract
Clinical trials seeking type 1 diabetes prevention are challenging in terms of identifying patient populations likely to progress to type 1 diabetes within limited (i.e., short-term) trial durations. Hence, we sought to improve such efforts by developing a quantitative disease progression model for type 1 diabetes. Individual-level data obtained from the TrialNet Pathway to Prevention and The Environmental Determinants of Diabetes in the Young natural history studies were used to develop a joint model that links the longitudinal glycemic measure to the timing of type 1 diabetes diagnosis. Baseline covariates were assessed using a stepwise covariate modeling approach. Our study focused on individuals at risk of developing type 1 diabetes with the presence of two or more diabetes-related autoantibodies (AAbs). The developed model successfully quantified how patient features measured at baseline, including HbA1c and the presence of different AAbs, alter the timing of type 1 diabetes diagnosis with reasonable accuracy and precision (<30% RSE). In addition, selected covariates were statistically significant (p < 0.0001 Wald test). The Weibull model best captured the timing to type 1 diabetes diagnosis. The 2-h oral glucose tolerance values assessed at each visit were included as a time-varying biomarker, which was best quantified using the sigmoid maximum effect function. This model provides a framework to quantitatively predict and simulate the time to type 1 diabetes diagnosis in individuals at risk of developing the disease and thus, aligns with the needs of pharmaceutical companies and scientists seeking to advance therapies aimed at interdicting the disease process.
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Affiliation(s)
- Juan Francisco Morales
- Department of Pharmaceutics, Center for Pharmacometrics and Systems Pharmacology, College of PharmacyUniversity of FloridaFloridaOrlandoUSA
| | | | | | | | | | | | - Stephan Schmidt
- Department of Pharmaceutics, Center for Pharmacometrics and Systems Pharmacology, College of PharmacyUniversity of FloridaFloridaOrlandoUSA
| | | | | | | | - Martha Campbell‐Thompson
- Department of Pathology, Immunology, and Laboratory MedicineDiabetes Institute, College of Medicine, University of FloridaFloridaGainesvilleUSA
| | - Michael J. Haller
- Department of PediatricsDiabetes Institute, College of Medicine, University of FloridaFloridaGainesvilleUSA
| | - Mark A. Atkinson
- Department of Pathology, Immunology, and Laboratory MedicineDiabetes Institute, College of Medicine, University of FloridaFloridaGainesvilleUSA
- Department of PediatricsDiabetes Institute, College of Medicine, University of FloridaFloridaGainesvilleUSA
| | - Sarah Kim
- Department of Pharmaceutics, Center for Pharmacometrics and Systems Pharmacology, College of PharmacyUniversity of FloridaFloridaOrlandoUSA
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Potter KJ, Racine F, Bonhoure A, Boudreau V, Bélanger N, Coriati A, Shohoudi A, Lavoie A, Senior PA, Mailhot G, Rabasa-Lhoret R. A glycosylated hemoglobin A1c above 6% (42 mmol/mol) is associated with a high risk of developing Cystic Fibrosis-Related Diabetes and a lower probability of weight gain in both adults and children with Cystic Fibrosis. DIABETES & METABOLISM 2023; 49:101455. [PMID: 37271306 DOI: 10.1016/j.diabet.2023.101455] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 05/17/2023] [Accepted: 05/24/2023] [Indexed: 06/06/2023]
Abstract
OBJECTIVES The classical glycosylated hemoglobin A1c threshold of 6.5% is an insensitive screening test for cystic fibrosis-related diabetes (CFRD). We sought to identify CF-specific A1C thresholds associated with 1) risk of progression to CFRD and 2) changes in body mass index (BMI) and forced expiratory volume (FEV1). METHODS We studied the cross sectional and longitudinal associations between A1c, BMI, and FEV1 in 2 cohorts of 223 children (followed for up to 8 years) and 289 adults (followed for a mean of 7.5 ± 4.3 years) with CF but without diabetes at baseline and undergoing regular assessments including Oral Glucose Tolerance Test (OGTT). RESULTS For the onset of OGTT-defined CFRD optimal A1c threshold was 5.9% in adults (sensitivity: 67% and specificity: 71%) and 5.7% for children (sensitivity: 60% and specificity: 47%). Kaplan-Meier analysis of progression to CFRD according to baseline A1C showed increased the risk of developing CFRD for A1c ≥ 6.0% in adults (P = 0.002) and ≥ 5.5% in children (p = 0.012). Temporal changes in BMI and FEV1 according to baseline A1C in adults were assessed with a linear mixed-effect model, BMI significantly increased over time in subjects with a baseline A1c < 6%, but those with a A1C ≥ 6.0% gained significantly less weight over time (P = 0.05). There was no difference in FEV1 according to baseline A1c category. CONCLUSION An A1C above 6% may be associated with a high risk of developing CFRD and a lower probability of weight gain in both adults and children with CF.
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Affiliation(s)
- Kathryn J Potter
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Florence Racine
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Research Center, CHU Sainte-Justine, Montréal, Québec, Canada
| | - Anne Bonhoure
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Valérie Boudreau
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Noémie Bélanger
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Adèle Coriati
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Azadeh Shohoudi
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Annick Lavoie
- Cystic Fibrosis Clinic, Centre hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Peter A Senior
- Alberta Diabetes Institute, University of Alberta, Edmonton, Alberta, Canada
| | - Geneviève Mailhot
- Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Research Center, CHU Sainte-Justine, Montréal, Québec, Canada
| | - Rémi Rabasa-Lhoret
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Department of Medicine, Faculty of Medicine, Division of Nutrition and Endocrinology, Université de Montréal, Montréal, Québec, Canada; Cystic Fibrosis Clinic, Centre hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada.
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Potter KJ, Boudreau V, Bonhoure A, Tremblay F, Lavoie A, Carricart M, Senior PA, Rabasa-Lhoret R. Insulinogenic index and early phase insulin secretion predict increased risk of worsening glucose tolerance and of cystic fibrosis-related diabetes. J Cyst Fibros 2023; 22:50-58. [PMID: 36028423 DOI: 10.1016/j.jcf.2022.07.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 07/23/2022] [Accepted: 07/25/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVE Measures of stimulated insulin secretion are emerging as important predictors of diabetes mellitus in at-risk populations. We analyzed the utility of clinical estimates of insulin secretion in a prospective cohort at risk for cystic fibrosis-related diabetes (CFRD). METHODS We divided the profiles of 189 people with CF (pwCF) followed longitudinally in the Montreal CF cohort (mean follow up 6.6 ± 1.2 years) according to quartiles of the insulinogenic index (IGI; (I30-I0)/(G30-G0)); area under the curve for insulin normalized for glucose (AUCins/glu), and HOMA-B at baseline to compare clinical characteristics and risk of CFRD according to quartiles for each measure. We also compared characteristics of 40 pwCF found to have de novo CFRD at baseline. RESULTS At baseline, IGI and AUCins/glu were lower in subjects with de novo CFRD and those who later developed CFRD than those who never developed CFRD (p < 0.0001 for each). Subjects with the lowest quartiles of IGI, AUCins/glu, and AUCins/glu 0-30 had increased risk of developing CFRD by Kaplan-Meier analysis (p = 0.0244, p = 0.0024, and p = 0.0338, respectively). There was no significant difference in risk between quartiles of HOMA-B. Subjects in the lowest quartile of IGI showed a significant increase in 2-hour OGTT glucose and AUCglu between the initial and final study visits (p = 0.0027 and p = 0.0044, respectively). CONCLUSION IGI is easily measured in a clinical setting and needs to be validated in prospective studies as a potential tool to improve risk stratification in CFRD with direct relevance to pathogenesis.
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Affiliation(s)
- Kathryn J Potter
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Valérie Boudreau
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Anne Bonhoure
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - François Tremblay
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Cystic Fibrosis Clinic, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Annick Lavoie
- Cystic Fibrosis Clinic, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Maité Carricart
- Cystic Fibrosis Clinic, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Peter A Senior
- Division of Endocrinology, University of Alberta, Edmonton, Alberta, Canada
| | - Rémi Rabasa-Lhoret
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Division of Experimental Medicine, Faculty of Medicine, McGill University, Montréal, Québec, Canada; Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Cystic Fibrosis Clinic, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada.
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Ode KL, Ballman M, Battezzati A, Brennan A, Chan CL, Hameed S, Ismail HM, Kelly A, Moran AM, Rabasa-Lhoret R, Saxby NA, Craig ME. ISPAD Clinical Practice Consensus Guidelines 2022: Management of cystic fibrosis-related diabetes in children and adolescents. Pediatr Diabetes 2022; 23:1212-1228. [PMID: 36537525 PMCID: PMC10108242 DOI: 10.1111/pedi.13453] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/07/2022] [Indexed: 12/24/2022] Open
Affiliation(s)
- Katie Larson Ode
- University of Iowa Stead Family Children's Hospital, University of Iowa, Iowa City, Iowa, USA
| | - Manfred Ballman
- University Medicine Rostock, Rostock, Mecklenburg-Vorpommern, Germany
| | - Alberto Battezzati
- International Center for the Assessment of Nutritional Status, DeFENS, University of Milan, Milan, Italy
| | - Amanda Brennan
- Manchester Adult Cystic Fibrosis Centre, Manchester University NHS Foundation Trust, Manchester, UK
| | - Christine L Chan
- University of Colorado Anschutz Medical Campus, Children's Hospital Colorado, Aurora, Colorado, USA
| | - Shihab Hameed
- Sydney Children's Hospital, Randwick and Royal North Shore Hospital, St. Leonards, New South Wales, Australia.,School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia.,Pediatric Endocrinology, University of Sydney, Camperdown, Australia
| | - Heba M Ismail
- Department of Pediatrics, Pediatric Endocrinology, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Andrea Kelly
- Department of Pediatrics, The University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Division of Endocrinology, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Antoinette M Moran
- Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota, USA
| | - Remi Rabasa-Lhoret
- Division of Experiemental Medicine, Montreal Clinical Research institute, Montreal, Canada
| | - Nichole A Saxby
- Women's and Children's Services, Royal Hobart Hospital, Hobart, Tasmania, Australia
| | - Maria E Craig
- The Children's Hospital at Westmead, University of Sydney, Sydney, New South Wales, Australia.,School of Women's and Children's Health, University of NSW, Sydney, New South Wales, Australia
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Prentice BJ, Potter KJ, Coriati A, Boudreau V, Rusnell L, Kherani T, Senior PA, Hameed S, Rabasa-Lhoret R. Cystic Fibrosis-Related Diabetes: Clinical approach and knowledge gaps. Paediatr Respir Rev 2022:S1526-0542(22)00067-7. [PMID: 36376223 DOI: 10.1016/j.prrv.2022.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 10/03/2022] [Indexed: 11/13/2022]
Abstract
Cystic Fibrosis-Related Diabetes (CFRD) is a unique type of diabetes mellitus that shares some features with both type 1 and type 2 diabetes. Yet, its distinguishing feature of acute pulmonary complications associated with hyperglycemia and the catabolic metabolism associated with a relative insulin deficiency poses challenges to the application of traditional definitions and treatments for diabetes mellitus. People with CF (pwCF) undergo rigorous annual screening starting at age 10, a process that is challenging for patients and limited by sensitivity, specificity, and reproducibility. As pwCF continue to live longer, over 50% are expected to develop CFRD over their lifetime, including up to 20% of adolescents. Increasing numbers of people with CFRD will make this disease increasingly relevant to diabetes practitioners. Evidence-guided practice in CFRD care is limited by small and short studies. Our current understanding of CFRD may change significantly with the recent introduction of CF Transmembrane Regulator (CFTR) modulator medications. This review will explore current challenges in the diagnosis and management of CFRD, specifically highlighting knowledge gaps in the pathophysiology of CFRD, optimal screening methods, priorities for research and provide guidance with regards to screening, diagnosis, and treatment.
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Affiliation(s)
- Bernadette J Prentice
- Discipline of Pediatrics, School of Women's and Children's Health, Faculty of Medicine, University of New South Wales, Sydney, New South Wales, Australia; Respiratory Department, Sydney Children's Hospital, Randwick, Sydney, New South Wales, Australia
| | - Kathryn J Potter
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Adèle Coriati
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada
| | - Valérie Boudreau
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Leah Rusnell
- Department of Pediatric Respirology, Stollery Children's Hospital, Edmonton, Alberta, Canada
| | - Tamizan Kherani
- Department of Pediatric Respirology, Stollery Children's Hospital, Edmonton, Alberta, Canada
| | - Peter A Senior
- Alberta Diabetes Institute, University of Alberta, Edmonton, Alberta, Canada
| | - Shihab Hameed
- School of Women's and Children's Health, University of New South Wales, Sydney, Randwick, Australia; Faculty of Medicine, University of Sydney, Sydney, Australia; Dept of Endocrinology, Sydney Children's Hospital, Randwick, Australia; Dept of Paediatric Endocrinology Royal North Shore Hospital, Sydney, Australia
| | - Rémi Rabasa-Lhoret
- Montreal Clinical Research Institute (IRCM), Montréal, Québec, Canada; Department of Nutrition, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Division of Experimental Medicine, Faculty of Medicine, McGill University, Montréal, Québec, Canada; Department of Medicine, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada; Cystic Fibrosis Clinic, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada.
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Weiss L, Ronsin O, Reynaud Q, Abely M, Mely L, Burgel PR, Beltrand J, Kessler L. Clinical practice versus guidelines for the screening of cystic fibrosis-related diabetes: A French survey from the 47 centers. J Clin Transl Endocrinol 2022; 28:100298. [PMID: 35433271 PMCID: PMC9010626 DOI: 10.1016/j.jcte.2022.100298] [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: 11/02/2021] [Revised: 03/12/2022] [Accepted: 03/31/2022] [Indexed: 11/22/2022] Open
Abstract
A French survey of clinical practices with the participation of all CF centers. Most CF centers used OGTT and CGM for CFRD screening. OGTT was conducted before 10 years of age in 73% of pediatric centers. One third of centers propose OGTT to sufficient pancreatic patients. 69% of centers realized CGM in case of glucose tolerance abnormalities at OGTT.
This study aimed to analyze clinical practices concerning cystic fibrosis-related diabetes (CFRD) screening in France. A web-based questionnaire was distributed between December 1, 2020 and January 31, 2021 among 47 cystic fibrosis centers including pediatric, adult, and mixed units. In accordance with guidelines, 92.8% of CF centers performed annual oral glucose tolerance tests (OGTT). Overall, 86.3% of CF centers performed 1- and 2-hour blood glucose determinations following OGTT. The OGTT was conducted before 10 years of age in 73% of pediatric centers. Continuous glucose monitoring (CGM) and laboratory glycated hemoglobin were employed for CFRD screening in 86.5% and 50% of centers, respectively. CGM was carried out in 69% of centers after glucose tolerance abnormalities had been detected in OGTT. Most CF centers used OGTT and CGM for CFRD screening. Studies are required to assess CGM usefulness as a validated tool in CFRD screening.
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Affiliation(s)
- Laurence Weiss
- Pediatric Cystic Fibrosis Center, University Hospital of Strasbourg, France
| | - Olivia Ronsin
- Adult Cystic Fibrosis Center, University Hospital Timone, Marseille, France
| | - Quitterie Reynaud
- Adult Cystic Fibrosis Center, Department of Internal Medicine Hospices Civils Lyon, France
| | - Michel Abely
- Pediatric Cystic Fibrosis Center, American Memorial Hospital, Reims, France
| | - Laurent Mely
- Cystic Fibrosis Center, Renée Sabran Hospital, Giens, France
| | - Pierre-Régis Burgel
- Respiratory Medicine and Cystic Fibrosis National Reference Center, Cochin Hospital, Assistance Publique Hôpitaux de Paris, Paris, France
- Université de Paris, Institut Cochin, Inserm U1016, Paris, France
| | - Jacques Beltrand
- Pediatric Endocrinology, Gynecology and Diabetes, Hôpital Necker Enfants-Malades, Assistance Publique Hôpitaux de Paris, Université de Paris, Paris, France
- Inserm U1016, Institut Cochin, Paris, France
| | - Laurence Kessler
- Department of Diabetology, Adult Cystic Fibrosis Center, University Hospital Strasbourg, France
- Inserm UMR 1260, Regenerative Nanomedicine, University of Strasbourg, France
- Corresponding author at: Service d’Endocrinologie, Diabète et Nutrition, Hôpitaux Universitaires de Strasbourg, Hôpital Civil, UMR Inserm 1260, Nano medicine Regenerative, 1 place de l'Hôpital, Fr-67000 Strasbourg, France.
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Kasim N, Khare S, Sandouk Z, Chan C. Impaired glucose tolerance and indeterminate glycemia in cystic fibrosis. J Clin Transl Endocrinol 2021; 26:100275. [PMID: 34868882 PMCID: PMC8626567 DOI: 10.1016/j.jcte.2021.100275] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 10/22/2021] [Accepted: 11/11/2021] [Indexed: 11/30/2022] Open
Abstract
Oral glucose tolerance testing is used for screening, diagnosis, and risk stratification of cystic fibrosis related diabetes. Abnormal glucose tolerance in cystic fibrosis has prognostic utility with regards to progression towards overt diabetes, pulmonary function, weight loss, and mortality. Further research is needed to delineate the significance of impaired glucose tolerance and indeterminate glycemia within the CF population. Lower thresholds for indeterminate glycemia may be needed within the cystic fibrosis population.
Oral glucose tolerance testing (OGTT) is the primary method to screen for and diagnose cystic fibrosis-related diabetes (CFRD). Diagnostic thresholds as currently defined are based on microvascular complications seen in type 2 diabetes. Abnormal glucose tolerance (AGT) refers to OGTT glucose elevations outside the normal range and encompasses both impaired and indeterminate glucose tolerance. Current guidelines define impaired glucose tolerance (IGT) as a 2-hour glucose of 140–199 mg/dL (7.8–11 mmol/L) and indeterminate glucose tolerance (INDET) as any mid-OGTT glucose ≥ 200 mg/dL (11.1 mmol/L) with a normal fasting and 2 h glucose. There is growing evidence that AGT also has associations with CF-centered outcomes including pulmonary decline, hospitalizations, and weight loss. Here we aim to review the historical emergence of glucose tolerance testing, review relevance to risk stratification for CFRD, discuss alternate cutoffs for identifying AGT earlier, and highlight the need for larger, future studies to inform our understanding of the implications of IGT and INDET on CF health.
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Affiliation(s)
- Nader Kasim
- Division of Pediatric Endocrinology and Diabetes, Helen Devos Children’s Hospital, Grand Rapids, MI, USA
- Corresponding author at: 35 Michigan St. NE, Suite 1800, Grand Rapids, MI 49546, USA.
| | - Swapnil Khare
- Department of Endocrinology, Diabetes and Metabolism, Indiana University, Indianapolis, IN, USA
| | - Zahre Sandouk
- Metabolism, Endocrinology and Nutrition Division, Internal Medicine Department, University of Michigan, Ann Arbor, MI, USA
| | - Christine Chan
- Department of Pediatrics, Division of Endocrinology, Children’s Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
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