Urinary GC–MS steroid metabotyping in treated children with congenital adrenal hyperplasia
Treatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined. Cluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography–mass spect...
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Published in | Metabolism, clinical and experimental Vol. 112; p. 154354 |
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Language | English |
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01.11.2020
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ISSN | 0026-0495 1532-8600 1532-8600 |
DOI | 10.1016/j.metabol.2020.154354 |
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Abstract | Treatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined.
Cluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography–mass spectrometry (GC–MS) for treatment monitoring of children with CAH.
We evaluated 24-h urinary steroid metabolome analyses of 109 prepubertal children aged 7.0 ± 1.6 years with classic CAH due to 21-hydroxylase deficiency treated with hydrocortisone and fludrocortisone. 24-h urinary steroid metabolite excretions were transformed into CAH-specific z-scores. Subjects were divided into groups (metabotypes) by k-means clustering algorithm. Urinary steroid metabolome and clinical data of patients of each metabotype were analyzed.
Four unique metabotypes were generated. Metabotype 1 (N = 21 (19%)) revealed adequate metabolic control with low cortisol metabolites (mean: −0.57z) and suppressed androgen and 17α-hydroxyprogesterone (17OHP) metabolites (−0.79z). Metabotype 2 (N = 23 (21%)) showed overtreatment consisting of a constellation of elevated urinary cortisol metabolites (0.62z) and low metabolites of androgens and 17OHP (−0.75z). Metabotype 3 (N = 32 (29%)) demonstrated undertreated patients with low cortisol metabolites (−0.69z) and elevated metabolites of androgens and 17OHP (0.50z). Metabotype 4 (N = 33 (30%)) presented patients with treatment failure reflected by unsuppressed androgen- and 17OHP metabolites (0.71z) despite elevated urinary cortisol metabolites (0.39z).
Metabotyping, which means grouping metabolically similar individuals, helps to monitor treatment of children with CAH using GC–MS urinary steroid metabolome analysis. This method allows classification in adequately-, over-, or undertreated children as well as identification of patients with treatment failure.
•Treatment monitoring of children with CAH is not well defined•Cluster analysis of their urinary steroid metabolome obtained four unique metabotypes•Metabotyping allows classification in adequately-, over-, or undertreated patients•Metabotyping additionally identifies patients with treatment failure |
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AbstractList | Treatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined.
Cluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography–mass spectrometry (GC–MS) for treatment monitoring of children with CAH.
We evaluated 24-h urinary steroid metabolome analyses of 109 prepubertal children aged 7.0 ± 1.6 years with classic CAH due to 21-hydroxylase deficiency treated with hydrocortisone and fludrocortisone. 24-h urinary steroid metabolite excretions were transformed into CAH-specific z-scores. Subjects were divided into groups (metabotypes) by k-means clustering algorithm. Urinary steroid metabolome and clinical data of patients of each metabotype were analyzed.
Four unique metabotypes were generated. Metabotype 1 (N = 21 (19%)) revealed adequate metabolic control with low cortisol metabolites (mean: −0.57z) and suppressed androgen and 17α-hydroxyprogesterone (17OHP) metabolites (−0.79z). Metabotype 2 (N = 23 (21%)) showed overtreatment consisting of a constellation of elevated urinary cortisol metabolites (0.62z) and low metabolites of androgens and 17OHP (−0.75z). Metabotype 3 (N = 32 (29%)) demonstrated undertreated patients with low cortisol metabolites (−0.69z) and elevated metabolites of androgens and 17OHP (0.50z). Metabotype 4 (N = 33 (30%)) presented patients with treatment failure reflected by unsuppressed androgen- and 17OHP metabolites (0.71z) despite elevated urinary cortisol metabolites (0.39z).
Metabotyping, which means grouping metabolically similar individuals, helps to monitor treatment of children with CAH using GC–MS urinary steroid metabolome analysis. This method allows classification in adequately-, over-, or undertreated children as well as identification of patients with treatment failure.
•Treatment monitoring of children with CAH is not well defined•Cluster analysis of their urinary steroid metabolome obtained four unique metabotypes•Metabotyping allows classification in adequately-, over-, or undertreated patients•Metabotyping additionally identifies patients with treatment failure Treatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined.BACKGROUNDTreatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined.Cluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography-mass spectrometry (GC-MS) for treatment monitoring of children with CAH.OBJECTIVECluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography-mass spectrometry (GC-MS) for treatment monitoring of children with CAH.We evaluated 24-h urinary steroid metabolome analyses of 109 prepubertal children aged 7.0 ± 1.6 years with classic CAH due to 21-hydroxylase deficiency treated with hydrocortisone and fludrocortisone. 24-h urinary steroid metabolite excretions were transformed into CAH-specific z-scores. Subjects were divided into groups (metabotypes) by k-means clustering algorithm. Urinary steroid metabolome and clinical data of patients of each metabotype were analyzed.METHODSWe evaluated 24-h urinary steroid metabolome analyses of 109 prepubertal children aged 7.0 ± 1.6 years with classic CAH due to 21-hydroxylase deficiency treated with hydrocortisone and fludrocortisone. 24-h urinary steroid metabolite excretions were transformed into CAH-specific z-scores. Subjects were divided into groups (metabotypes) by k-means clustering algorithm. Urinary steroid metabolome and clinical data of patients of each metabotype were analyzed.Four unique metabotypes were generated. Metabotype 1 (N = 21 (19%)) revealed adequate metabolic control with low cortisol metabolites (mean: -0.57z) and suppressed androgen and 17α-hydroxyprogesterone (17OHP) metabolites (-0.79z). Metabotype 2 (N = 23 (21%)) showed overtreatment consisting of a constellation of elevated urinary cortisol metabolites (0.62z) and low metabolites of androgens and 17OHP (-0.75z). Metabotype 3 (N = 32 (29%)) demonstrated undertreated patients with low cortisol metabolites (-0.69z) and elevated metabolites of androgens and 17OHP (0.50z). Metabotype 4 (N = 33 (30%)) presented patients with treatment failure reflected by unsuppressed androgen- and 17OHP metabolites (0.71z) despite elevated urinary cortisol metabolites (0.39z).RESULTSFour unique metabotypes were generated. Metabotype 1 (N = 21 (19%)) revealed adequate metabolic control with low cortisol metabolites (mean: -0.57z) and suppressed androgen and 17α-hydroxyprogesterone (17OHP) metabolites (-0.79z). Metabotype 2 (N = 23 (21%)) showed overtreatment consisting of a constellation of elevated urinary cortisol metabolites (0.62z) and low metabolites of androgens and 17OHP (-0.75z). Metabotype 3 (N = 32 (29%)) demonstrated undertreated patients with low cortisol metabolites (-0.69z) and elevated metabolites of androgens and 17OHP (0.50z). Metabotype 4 (N = 33 (30%)) presented patients with treatment failure reflected by unsuppressed androgen- and 17OHP metabolites (0.71z) despite elevated urinary cortisol metabolites (0.39z).Metabotyping, which means grouping metabolically similar individuals, helps to monitor treatment of children with CAH using GC-MS urinary steroid metabolome analysis. This method allows classification in adequately-, over-, or undertreated children as well as identification of patients with treatment failure.CONCLUSIONMetabotyping, which means grouping metabolically similar individuals, helps to monitor treatment of children with CAH using GC-MS urinary steroid metabolome analysis. This method allows classification in adequately-, over-, or undertreated children as well as identification of patients with treatment failure. Treatment of children with classic congenital adrenal hyperplasia (CAH) is a difficult balance between hypercortisolism and hyperandrogenism. Biochemical monitoring of treatment is not well defined. Cluster analysis of the urinary steroid metabolome obtained by targeted gas chromatography-mass spectrometry (GC-MS) for treatment monitoring of children with CAH. We evaluated 24-h urinary steroid metabolome analyses of 109 prepubertal children aged 7.0 ± 1.6 years with classic CAH due to 21-hydroxylase deficiency treated with hydrocortisone and fludrocortisone. 24-h urinary steroid metabolite excretions were transformed into CAH-specific z-scores. Subjects were divided into groups (metabotypes) by k-means clustering algorithm. Urinary steroid metabolome and clinical data of patients of each metabotype were analyzed. Four unique metabotypes were generated. Metabotype 1 (N = 21 (19%)) revealed adequate metabolic control with low cortisol metabolites (mean: -0.57z) and suppressed androgen and 17α-hydroxyprogesterone (17OHP) metabolites (-0.79z). Metabotype 2 (N = 23 (21%)) showed overtreatment consisting of a constellation of elevated urinary cortisol metabolites (0.62z) and low metabolites of androgens and 17OHP (-0.75z). Metabotype 3 (N = 32 (29%)) demonstrated undertreated patients with low cortisol metabolites (-0.69z) and elevated metabolites of androgens and 17OHP (0.50z). Metabotype 4 (N = 33 (30%)) presented patients with treatment failure reflected by unsuppressed androgen- and 17OHP metabolites (0.71z) despite elevated urinary cortisol metabolites (0.39z). Metabotyping, which means grouping metabolically similar individuals, helps to monitor treatment of children with CAH using GC-MS urinary steroid metabolome analysis. This method allows classification in adequately-, over-, or undertreated children as well as identification of patients with treatment failure. |
ArticleNumber | 154354 |
Author | Wudy, Stefan A. Pons-Kühnemann, Jörn Hartmann, Michaela F. Kamrath, Clemens |
Author_xml | – sequence: 1 givenname: Clemens surname: Kamrath fullname: Kamrath, Clemens organization: Division of Pediatric Endocrinology & Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University, Giessen, Germany – sequence: 2 givenname: Michaela F. surname: Hartmann fullname: Hartmann, Michaela F. organization: Division of Pediatric Endocrinology & Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University, Giessen, Germany – sequence: 3 givenname: Jörn surname: Pons-Kühnemann fullname: Pons-Kühnemann, Jörn organization: Medical Statistics, Institute of Medical Informatics, Justus Liebig University, Giessen, Germany – sequence: 4 givenname: Stefan A. surname: Wudy fullname: Wudy, Stefan A. email: stefan.wudy@paediat.med.uni-giessen.de organization: Division of Pediatric Endocrinology & Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University, Giessen, Germany |
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Keywords | DHEA Urinary steroid metabolome PT LLD F 21-DF PTO 6-OH-F P THE THF a-C a-Cl b-C Metabotyping Treatment monitoring GC–MS sPLS-DA Metabolic control ROC 11OH-AN CAH IQR AN ET 21OHD PD 11-O-AN 17HP b-Cl 5-THF Congenital adrenal hyperplasia 17OHP FC 20-DHF |
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SubjectTerms | Adrenal Hyperplasia, Congenital - drug therapy Adrenal Hyperplasia, Congenital - urine Anti-Inflammatory Agents - therapeutic use Child Child, Preschool Congenital adrenal hyperplasia Female Fludrocortisone - therapeutic use Gas Chromatography-Mass Spectrometry GC–MS Humans Hydrocortisone - therapeutic use Male Metabolic control Metabolome - physiology Metabotyping Retrospective Studies Treatment monitoring Urinary steroid metabolome |
Title | Urinary GC–MS steroid metabotyping in treated children with congenital adrenal hyperplasia |
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