Journal article

Peer group normalization and urine to blood context in steroid metabolomics: The case of CAH and obesity


Authors listVitkin, Edward; Ben-Dor, Amir; Shmoish, Michael; Hartmann, Michaela F.; Yakhini, Zohar; Wudy, Stefan A.; Hochberg, Ze'ev

Publication year2014

Pages83-89

JournalSteroids

Volume number88

ISSN0039-128X

eISSN1878-5867

DOI Linkhttps://doi.org/10.1016/j.steroids.2014.07.003

PublisherElsevier


Abstract

Traditional interpretation of GC MS output involved the semi-quantitative estimation of outstanding low or high specific metabolites and the ratio between metabolites. Here, we utilize a systems biology approach to steroid metabolomics of a complex steroid-related disorder, using an all-inclusive analysis of the steroidal pathway in the form of a subject steroidal fingerprint and disease signature, providing novel methods of normalization and visualization.

The study compares 324 normal children to pure enzymatic deficiency in 27 untreated 21-hydroxylase CAH patients and to complex disease in 70 children with obesity. Steroid profiles were created by quantitative data generated by GC MS analyses. A novel peer-group normalization method defined each individual subject's control group in a multi-dimensional space of metadata parameters. Classical steroid pathway visualization was enhanced by adding urinary end-product sub-nodes and by color coding of semi-quantitative metabolic concentrations and enzymatic activities.

Unbiased automated data analysis confirmed the common knowledge for CAH the inferred 17-hydroxyprogesterone was up-regulated and the inferred 21-hydroxylase enzyme activity was down-regulated. In childhood obesity, we observe a general decrease of both glucocorticoid and mineralocorticoid metabolites, increased androgens, up-regulation of 17,20-lyase, 17-OHase and 11 beta-HSD1 activity and down-regulation of 21-OHase enzymatic activity.

Our study proved novel normalization and visualization techniques are to be useful in identifying subject fingerprint and disease signature in enzymatic deficiency and insufficiency, while demonstrating hypothesis generation in a complex disease such as childhood obesity. (C) 2014 Elsevier Inc. All rights reserved.




Citation Styles

Harvard Citation styleVitkin, E., Ben-Dor, A., Shmoish, M., Hartmann, M., Yakhini, Z., Wudy, S., et al. (2014) Peer group normalization and urine to blood context in steroid metabolomics: The case of CAH and obesity, Steroids, 88, pp. 83-89. https://doi.org/10.1016/j.steroids.2014.07.003

APA Citation styleVitkin, E., Ben-Dor, A., Shmoish, M., Hartmann, M., Yakhini, Z., Wudy, S., & Hochberg, Z. (2014). Peer group normalization and urine to blood context in steroid metabolomics: The case of CAH and obesity. Steroids. 88, 83-89. https://doi.org/10.1016/j.steroids.2014.07.003



Keywords


Congenital adrenal hyperplasiaData normalizationData visualizationGas chromatography-mass spectroscopySteroid metabolomics

Last updated on 2025-21-05 at 18:36