1
|
Lederer ED, Sobh MM, Brier ME, Gaweda AE. Application of artificial intelligence to chronic kidney disease mineral bone disorder. Clin Kidney J 2024; 17:sfae143. [PMID: 38899159 PMCID: PMC11184350 DOI: 10.1093/ckj/sfae143] [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: 12/29/2023] [Indexed: 06/21/2024] Open
Abstract
The global derangement of mineral metabolism that accompanies chronic kidney disease (CKD-MBD) is a major driver of the accelerated mortality for individuals with kidney disease. Advances in the delivery of dialysis, in the composition of phosphate binders, and in the therapies directed towards secondary hyperparathyroidism have failed to improve the cardiovascular event profile in this population. Many obstacles have prevented progress in this field including the incomplete understanding of pathophysiology, the lack of clinical targets for early stages of chronic kidney disease, and the remarkably wide diversity in clinical manifestations. We describe in this review a novel approach to CKD-MBD combining mathematical modelling of biologic processes with machine learning artificial intelligence techniques as a tool for the generation of new hypotheses and for the development of innovative therapeutic approaches to this syndrome. Clinicians need alternative targets of therapy, tools for risk profile assessment, and new therapies to address complications early in the course of disease and to personalize therapy to each individual. The complexity of CKD-MBD suggests that incorporating artificial intelligence techniques into the diagnostic, therapeutic, and research armamentarium could accelerate the achievement of these goals.
Collapse
Affiliation(s)
- Eleanor D Lederer
- VA North Texas Health Care Services, Dallas TX, USA
- Department of Medicine and Charles and Jane Pak Center for Mineral Metabolism and Clinical Research, UT Southwestern Medical Center, Dallas, TX, USA
- Department of Medicine, University of Louisville Health Sciences Center, Louisville, KY, USA
| | - Mahmoud M Sobh
- Nephrology and Internal Medicine, Mansoura University, Mansoura, Egypt
| | - Michael E Brier
- Department of Medicine, University of Louisville Health Sciences Center, Louisville, KY, USA
- Robley Rex VA Medical Center, Louisville, KY, USA
| | - Adam E Gaweda
- Department of Medicine, University of Louisville Health Sciences Center, Louisville, KY, USA
- Robley Rex VA Medical Center, Louisville, KY, USA
| |
Collapse
|
2
|
Capossela L, Ferretti S, D’Alonzo S, Di Sarno L, Pansini V, Curatola A, Chiaretti A, Gatto A. Bone Disorders in Pediatric Chronic Kidney Disease: A Literature Review. BIOLOGY 2023; 12:1395. [PMID: 37997994 PMCID: PMC10669025 DOI: 10.3390/biology12111395] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 10/23/2023] [Accepted: 10/30/2023] [Indexed: 11/25/2023]
Abstract
Intense changes in mineral and bone metabolism are frequent in chronic kidney disease (CKD) and represent an important cause of morbidity and reduced quality of life. These disorders have conventionally been defined as renal osteodystrophy and classified based on bone biopsy, but due to a lack of bone biopsy data and validated radiological methods to evaluate bone morphology in children, it has been challenging to effectively assess renal osteodystrophy in pediatric CKD; the consequence has been the suboptimal management of bone disorders in children. CKD-mineral and bone disorder (CKD-MBD) is a new expression used to describe a systemic disorder of mineral and bone metabolism as a result of CKD. CKD-MBD is a triad of biochemical imbalances in calcium, phosphate, parathyroid hormone, and vitamin D; bone deformities and soft tissue calcification. This literature review aims to explore the pathogenesis, diagnostic approach, and treatment of CKD-MBD in children and the effects of renal osteodystrophy on growing skeleton, with a specific focus on the biological basis of this peculiar condition.
Collapse
Affiliation(s)
- Lavinia Capossela
- Institute of Pediatrics, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica Sacro Cuore, 00168 Rome, Italy; (S.F.); (L.D.S.); (A.C.)
| | - Serena Ferretti
- Institute of Pediatrics, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica Sacro Cuore, 00168 Rome, Italy; (S.F.); (L.D.S.); (A.C.)
| | - Silvia D’Alonzo
- Nephrology Unit, Department of Medical and Surgical Sciences, Fondazione Policlinico Universitario A. Gemelli IRCSS, 00168 Rome, Italy;
| | - Lorenzo Di Sarno
- Institute of Pediatrics, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica Sacro Cuore, 00168 Rome, Italy; (S.F.); (L.D.S.); (A.C.)
| | - Valeria Pansini
- Institute of Pediatrics, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (V.P.); (A.C.); (A.G.)
| | - Antonietta Curatola
- Institute of Pediatrics, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (V.P.); (A.C.); (A.G.)
| | - Antonio Chiaretti
- Institute of Pediatrics, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica Sacro Cuore, 00168 Rome, Italy; (S.F.); (L.D.S.); (A.C.)
| | - Antonio Gatto
- Institute of Pediatrics, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (V.P.); (A.C.); (A.G.)
| |
Collapse
|
3
|
Santos F, Díaz-Anadón L, Ordóñez FA, Haffner D. Bone Disease in CKD in Children. Calcif Tissue Int 2021; 108:423-438. [PMID: 33452890 DOI: 10.1007/s00223-020-00787-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 12/04/2020] [Indexed: 01/03/2023]
Abstract
This manuscript discusses mineral and bone disorders of chronic kidney disease (MBD-CKD) in pediatric patients with special emphasis on the underlying pathophysiology, the causes and clinical profile of growth retardation, the alterations in the growth plate, the strategies to optimize growth and the medical recommendations for prevention and treatment.
Collapse
Affiliation(s)
- Fernando Santos
- Division of Pediatric Nephrology, Hospital, Universitario Central de Asturias, Avda de Roma s/n, 33011, Oviedo, Asturias, Spain.
- Department of Medicine, University of Oviedo, Oviedo, Asturias, Spain.
| | - Lucas Díaz-Anadón
- Division of Pediatric Nephrology, Hospital, Universitario Central de Asturias, Avda de Roma s/n, 33011, Oviedo, Asturias, Spain
| | - Flor A Ordóñez
- Division of Pediatric Nephrology, Hospital, Universitario Central de Asturias, Avda de Roma s/n, 33011, Oviedo, Asturias, Spain
| | - Dieter Haffner
- Department of Pediatric Kidney, Liver and Metabolic Diseases, Hannover Medical School, Hannover, Germany
| |
Collapse
|
4
|
Warady BA, Ng E, Bloss L, Mo M, Schaefer F, Bacchetta J. Cinacalcet studies in pediatric subjects with secondary hyperparathyroidism receiving dialysis. Pediatr Nephrol 2020; 35:1679-1697. [PMID: 32367309 PMCID: PMC7385021 DOI: 10.1007/s00467-020-04516-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 02/18/2020] [Accepted: 02/21/2020] [Indexed: 12/16/2022]
Abstract
BACKGROUND Secondary hyperparathyroidism (sHPT), a complication of chronic kidney disease (CKD) characterized by persistently elevated parathyroid hormone (PTH), alterations in calcium-phosphorus homeostasis, and vitamin D metabolism, affects 50% of children receiving dialysis. A significant proportion of these children develop CKD-mineral and bone disorder (CKD-MBD), associated with an increased risk of fractures and vascular calcification. The standard of care for sHPT in children includes vitamin D sterols, calcium supplementation, and phosphate binders. Several agents are approved for sHPT treatment in adults undergoing dialysis, including vitamin D analogs and calcimimetics, with limited information on their safety and efficacy in children. The calcimimetic cinacalcet is approved for use in adults with sHPT on dialysis, but is not approved for pediatric use outside Europe. METHODS This review provides dosing, safety, and efficacy information from Amgen-sponsored cinacalcet pediatric trials and data from non-Amgen sponsored clinical studies. RESULTS The Amgen cinacalcet pediatric clinical development program consisted of two Phase 3 randomized studies, one Phase 3 single arm extension study, one open-label Phase 2 study, and two open-label Phase 1 studies. Effects of cinacalcet on PTH varied across studies. Overall, 7.4 to 57.1% of subjects who received cinacalcet in an Amgen clinical trial attained PTH levels within recommended target ranges and 22.2 to 70.6% observed a ≥ 30% reduction in PTH. In addition, significant reductions in PTH were demonstrated in all non-Amgen-supported studies. CONCLUSIONS To help inform the pediatric nephrology community, this manuscript contains the most comprehensive review of cinacalcet usage in pediatric CKD patients to date.
Collapse
Affiliation(s)
- Bradley A Warady
- Division of Pediatric Nephrology, Children's Mercy Kansas City, Kansas City, MO, USA.
| | - Eric Ng
- Amgen Inc., Thousand Oaks, CA, USA
| | | | - May Mo
- Amgen Inc., Thousand Oaks, CA, USA
| | | | - Justine Bacchetta
- Department of Pediatric Nephrology, Rheumatology and Dermatology, Femme Mère Enfant Hospital, Bron, France
| |
Collapse
|
5
|
An open-label, single-dose study to evaluate the safety, tolerability, pharmacokinetics, and pharmacodynamics of cinacalcet in pediatric subjects aged 28 days to < 6 years with chronic kidney disease receiving dialysis. Pediatr Nephrol 2019; 34:145-154. [PMID: 30141180 PMCID: PMC6244811 DOI: 10.1007/s00467-018-4054-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Revised: 08/07/2018] [Accepted: 08/10/2018] [Indexed: 01/27/2023]
Abstract
BACKGROUND Calcimimetics, shown to control biochemical parameters of secondary hyperparathyroidism (SHPT), have well-established safety and pharmacokinetic profiles in adult end-stage renal disease subjects treated with dialysis; however, such studies are limited in pediatric subjects. METHODS In this study, the safety, tolerability, pharmacokinetics (PK), and pharmacodynamics (PD) of cinacalcet were evaluated in children with chronic kidney disease (CKD) and SHPT receiving dialysis. Twelve subjects received a single dose of cinacalcet (0.25 mg/kg) orally or by nasogastric or gastric tube. Subjects were randomized to one of two parathyroid hormone (PTH) and serum calcium sampling sequences: [(1) 2, 8, 48 h; or (2) 2, 12, 48 h] and assessed for 72 h after dosing. RESULTS Median plasma cinacalcet tmax was 1 h (range 0.5-4.0 h); mean (SD) Cmax and AUClast were 2.83 (1.98) ng/mL and 11.8 (8.74) h*ng/mL, respectively; mean (SD) half-life (t1/2) was 3.70 (2.57) h. Dose adjustments, based upon body weight (mg/kg), minimized the effects of age, body weight, body surface area, and body mass index on cinacalcet PK. Reductions in serum PTH levels from baseline were observed at 2 to 8 h post-dose (median 10.8 and 29.6%, respectively), returned towards baseline by 12-72 h and were inversely related to changes in the plasma cinacalcet PK profile. Single-dose cinacalcet was well-tolerated with no unexpected safety findings and a PK/PD, safety profile similar to adults. CONCLUSIONS In conclusion, a single 0.25 mg/kg dose of cinacalcet was evaluated to be a safe starting dose in these children aged < 6 years.
Collapse
|
6
|
Kosk D, Kramer H, Luke A, Camacho P, Bovet P, Rhule JP, Forrester T, Wolf M, Sempos C, Melamed ML, Dugas LR, Cooper R, Durazo-Arvizu R. Dietary factors and fibroblast growth factor-23 levels in young adults with African ancestry. J Bone Miner Metab 2017; 35:666-674. [PMID: 27942978 PMCID: PMC5711483 DOI: 10.1007/s00774-016-0804-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2016] [Accepted: 10/31/2016] [Indexed: 11/30/2022]
Abstract
Fibroblast growth factor-23 (FGF23), a phosphaturic hormone secreted mainly by osteocytes, maintains serum phosphate levels within a tight range by promoting phosphaturia. Previous studies have mainly focused on the link between FGF23 levels and dietary intake of phosphate, but other dietary factors may also influence FGF23 levels. This cross-sectional study pooled three populations of young adults with African ancestry (452 in Chicago, IL, USA; 477 in Victoria, Seychelles; and 482 in Kumasi, Ghana) with estimated glomerular filtration rate >80 ml/min/1.73 m2 to examine the association of dietary factors based on two 24-h recalls with FGF23 levels measured using a C-terminal assay. Linear regression was used to examine the association between log-transformed FGF23 levels and quartiles of calorie-adjusted dietary factors with adjustment for covariates. In the pooled sample of 1411 study participants, the mean age was 35.2 (6.2) years and 45.3% were male. Median plasma C-terminal FGF23 values in relative units (RU)/ml were 59.5 [interquartile range (IQR) 44.1, 85.3] in the USA, 43.2 (IQR 33.1, 57.9) in Seychelles, and 34.0 (IQR 25.2, 50.4) in Ghana. With adjustment for covariates, increasing quartiles of calcium and animal protein and decreasing quartiles of vegetable protein, fiber, and magnesium intake were associated with significantly higher FGF23 levels compared to the lowest quartile. After further adjustment for dietary factors, significant trends in FGF23 levels were noted only for quartiles of calcium, fiber, and magnesium intake (P < 0.001). Dietary factors other than phosphate are associated with FGF23 levels in young adults.
Collapse
Affiliation(s)
- Dominique Kosk
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA
| | - Holly Kramer
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA.
- Division of Nephrology and Hypertension, Department of Public Health Sciences and Medicine, Loyola University Chicago, Maywood, IL, USA.
| | - Amy Luke
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA
| | - Pauline Camacho
- Division of Endocrinology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Pascal Bovet
- Institute of Social and Preventive Medicine, Lausanne University Hospital, Lausanne, Switzerland
- Ministry of Health, Victoria, Republic of Seychelles
| | - Jacob Plange Rhule
- Department of Physiology, School of Medical Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
| | - Terrence Forrester
- University of West Indies Solutions for Developing Countries, University of the West Indies Mona, Kingston, Jamaica
| | - Myles Wolf
- Division of Nephrology and Hypertension, Department of Medicine, Center for Translational Metabolism and Health, Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Chris Sempos
- National Institutes of Health Office of Dietary Supplements, Bethesda, MD, USA
| | - Michal L Melamed
- Department of Medicine and Epidemiology and Population Health, Albert Einstein College of Medicine/Montefiore Medical Center, Bronx, NY, USA
| | - Lara R Dugas
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA
| | - Richard Cooper
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA
| | - Ramon Durazo-Arvizu
- Department of Public Health Sciences, Loyola University Chicago, 2160 First Avenue, Maywood, IL, 60153, USA
| |
Collapse
|
7
|
Sheng N, Ma J, Ding W, Zhang Y. Cluster analysis for family management of Chinese children with chronic kidney diseases. J Health Psychol 2017; 25:755-765. [PMID: 28956462 DOI: 10.1177/1359105317733322] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
This study aimed to identify patterns of family management and its predictors based on the perception of the care experience from 339 caregivers of Chinese children with chronic kidney disease in multiple medical centers. Each caregiver completed the Family Management Measure questionnaires. Cluster analysis generated five patterns: effective (12.7%), impaired (14.5%), burdensome (21.2%), disorganized (27.7%), and concerning (23.9%). Multinomial logistic regression indicated that child's age, disease duration, family income, and paternal employment predicted cluster membership. Findings assist healthcare providers to distinguish families that need more help and the areas in which to intervene to promote families' overall coping and adaptation.
Collapse
Affiliation(s)
- Nan Sheng
- Shanghai Jiao Tong University, China
| | - Jiali Ma
- Shanghai Jiao Tong University, China
| | | | | |
Collapse
|
8
|
Deviations from the expected relationship between serum FGF23 and other markers in children with CKD: a cross-sectional study. BMC Nephrol 2017; 18:204. [PMID: 28659167 PMCID: PMC5490085 DOI: 10.1186/s12882-017-0623-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2016] [Accepted: 06/19/2017] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND High levels of fibroblast growth factor-23 (FGF23) are associated with mortality. In chronic kidney disease (CKD), FGF23 levels rise as renal function declines. We analyzed the contribution of laboratory values to the variance of FGF23 levels in relationship to a curve of expected FGF23 levels for a given GFR. METHODS Following approval by the research ethics boards, we measured FGF23, CysC eGFR, creatinine, urea, albumin, calcium, phosphate, vitamin D metabolites, PTH, alkaline phosphatase, CRP, and venous gases in 141 pediatric CKD patients (45, 37, 32, 13 and 14 CKD stages I, II, III, IV, and V, respectively). Data were expressed as median (25th, 75th percentile). RESULTS FGF23 correlated significantly with CysC, CysC eGFR, PTH, 1.25 (OH)2 vitamin D, phosphate, and pH. The correlation of the latter three remained significant in the multivariate analysis. We calculated a formula for the expected FGF23 value for a given level of eGFR which reads Y = 1295 * e-0.07247*X + 38.35. Deviation by more than 20% from the curve also depended on phosphate, 1.25 (OH)2 vitamin D and pH. CONCLUSIONS Our data emphasize the importance of phosphate and 1.25 (OH)2 vitamin D levels. The impact of acidosis on FGF23 warrants further studies.
Collapse
|
9
|
Holmlund-Suila E, Viljakainen H, Ljunggren Ö, Hytinantti T, Andersson S, Mäkitie O. Fibroblast Growth Factor 23 Concentrations Reflect Sex Differences in Mineral Metabolism and Growth in Early Infancy. Horm Res Paediatr 2017; 85:232-41. [PMID: 26943634 DOI: 10.1159/000443988] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2015] [Accepted: 01/11/2016] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND The role of fibroblast growth factor 23 (FGF23) in the regulation of mineral homeostasis in early life is inadequately understood. We aimed to explore the effects of vitamin D supplementation on serum FGF23 and to elucidate longitudinal changes in FGF23, in addition to studying its association with mineral metabolism in early infancy. METHODS Altogether 113 healthy infants received vitamin D3 10, 30 or 40 µg/day from age 0.5 to 3.0 months. Cord blood at birth and capillary blood samples at 3 months were analyzed for serum 25-hydroxyvitamin D, parathyroid hormone, phosphate, calcium and intact and C-terminal FGF23. RESULTS In repeated-measures ANCOVA, intact FGF23 concentration increased with time (p < 0.001) and C-terminal FGF23 decreased (p < 0.001). At 3 months, girls had a higher concentration of intact FGF23 (51 vs. 26 pg/ml, p < 0.001) and a greater increase over time (x0394;FGF23 intact 45 vs. 16 pg/ml, p = 0.001) than boys. Vitamin D did not affect serum intact or C-terminal FGF23 concentrations. Girls showed a positive correlation between phosphate and intact FGF23 (p = 0.004), whereas in boys phosphate and C-terminal FGF23 correlated inversely (p = 0.006). CONCLUSIONS A substantial sex-related difference in intact FGF23 concentration exists during early infancy, possibly related to differences in skeletal growth between boys and girls.
Collapse
Affiliation(s)
- Elisa Holmlund-Suila
- Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | | | | | | | | | | |
Collapse
|
10
|
Post-Renal Transplantation Bone Health in Children Evaluated by Means of Quantitative Ultrasound and Densitometry. Transplant Proc 2016; 48:635-8. [PMID: 27110019 DOI: 10.1016/j.transproceed.2016.02.025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
BACKGROUND Patients with end-stage renal disease develop bone mineral disease, which is not always resolved after a successful renal transplantation; moreover, some of the immunosuppressants used to prevent graft rejection may affect bone health. The aim of this study was to evaluate bone health in post-renal transplantation children with the use of quantitative ultrasound (QUS) and dual-energy X-ray absorptiometry (DXA). METHODS A descriptive study was performed in children >3 months after renal transplantation and with stable function of graft. Radial QUS and DXA (lumbar spine and total body less head (TBLH) were performed on the same day. RESULTS A total of 35 patients were included. Mean age was 13.9 ± 3.9 years. Ten subjects had total bone density score <2 (28.5%), 4 a lumbar spine (L1-L4) Z-score of <2 (11.4%) as well as TBLH <2, and 6 subjects had a radial QUS Z-score of <2 (17.1%), and only 2 of them had concomitant Z-score <2 with the use of DXA. There was a positive non-significant correlation between TBLH and radial QUS Z-scores (Pearson r = 0.317; P = .016) and a positive significant correlation of DXA lumbar spine and radial QUS Z-scores (Pearson r = 0.452; P = .014). CONCLUSIONS Despite a good correlation between TBLH and QUS Z-scores, there are subjects that can be considered normal by QUS and have osteopenia by TBLH DXA and vice versa; this could be due to the different bone areas evaluated.
Collapse
|
11
|
|
12
|
Bacchetta J. FGF23 in chronic kidney disease: are we lost in translation? BONEKEY REPORTS 2016; 5:770. [PMID: 26793303 DOI: 10.1038/bonekey.2015.140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Justine Bacchetta
- Centre de Référence des Maladies Rénales Rares, Service de Néphrologie Rhumatologie Dermatologie Pédiatriques, Hôpital Femme Mère Enfant, Hospices Civils de Lyon, Bron, France; INSERM 1033, LYOS, Lyon, France; Faculté de Médecine Lyon Est, Université de Lyon, Lyon, France
| |
Collapse
|