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Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration
BACKGROUND: Recombinant human erythropoietin (rHuEpo) can improve human performance and is therefore frequently abused by athletes. As a result, the World Anti-Doping Agency (WADA) introduced the Athlete Biological Passport (ABP) as an indirect method to detect blood doping. Despite this progress, c...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5688496/ https://www.ncbi.nlm.nih.gov/pubmed/29143667 http://dx.doi.org/10.1186/s12864-017-4191-7 |
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author | Wang, Guan Durussel, Jérôme Shurlock, Jonathan Mooses, Martin Fuku, Noriyuki Bruinvels, Georgie Pedlar, Charles Burden, Richard Murray, Andrew Yee, Brendan Keenan, Anne McClure, John D. Sottas, Pierre-Edouard Pitsiladis, Yannis P. |
author_facet | Wang, Guan Durussel, Jérôme Shurlock, Jonathan Mooses, Martin Fuku, Noriyuki Bruinvels, Georgie Pedlar, Charles Burden, Richard Murray, Andrew Yee, Brendan Keenan, Anne McClure, John D. Sottas, Pierre-Edouard Pitsiladis, Yannis P. |
author_sort | Wang, Guan |
collection | PubMed |
description | BACKGROUND: Recombinant human erythropoietin (rHuEpo) can improve human performance and is therefore frequently abused by athletes. As a result, the World Anti-Doping Agency (WADA) introduced the Athlete Biological Passport (ABP) as an indirect method to detect blood doping. Despite this progress, challenges remain to detect blood manipulations such as the use of microdoses of rHuEpo. METHODS: Forty-five whole-blood transcriptional markers of rHuEpo previously derived from a high-dose rHuEpo administration trial were used to assess whether microdoses of rHuEpo could be detected in 14 trained subjects and whether these markers may be confounded by exercise (n = 14 trained subjects) and altitude training (n = 21 elite runners and n = 4 elite rowers, respectively). Differential gene expression analysis was carried out following normalisation and significance declared following application of a 5% false discovery rate (FDR) and a 1.5 fold-change. Adaptive model analysis was also applied to incorporate these markers for the detection of rHuEpo. RESULTS: ALAS2, BCL2L1, DCAF12, EPB42, GMPR, SELENBP1, SLC4A1, TMOD1 and TRIM58 were differentially expressed during and throughout the post phase of microdose rHuEpo administration. The CD247 and TRIM58 genes were significantly up- and down-regulated, respectively, immediately following exercise when compared with the baseline both before and after rHuEpo/placebo. No significant gene expression changes were found 30 min after exercise in either rHuEpo or placebo groups. ALAS2, BCL2L1, DCAF12, SLC4A1, TMOD1 and TRIM58 tended to be significantly expressed in the elite runners ten days after arriving at altitude and one week after returning from altitude (FDR > 0.059, fold-change varying from 1.39 to 1.63). Following application of the adaptive model, 15 genes showed a high sensitivity (≥ 93%) and specificity (≥ 71%), with BCL2L1 and CSDA having the highest sensitivity (93%) and specificity (93%). CONCLUSIONS: Current results provide further evidence that transcriptional biomarkers can strengthen the ABP approach by significantly prolonging the detection window and improving the sensitivity and specificity of blood doping detection. Further studies are required to confirm, and if necessary, integrate the confounding effects of altitude training on blood doping. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4191-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5688496 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-56884962017-11-22 Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration Wang, Guan Durussel, Jérôme Shurlock, Jonathan Mooses, Martin Fuku, Noriyuki Bruinvels, Georgie Pedlar, Charles Burden, Richard Murray, Andrew Yee, Brendan Keenan, Anne McClure, John D. Sottas, Pierre-Edouard Pitsiladis, Yannis P. BMC Genomics Research BACKGROUND: Recombinant human erythropoietin (rHuEpo) can improve human performance and is therefore frequently abused by athletes. As a result, the World Anti-Doping Agency (WADA) introduced the Athlete Biological Passport (ABP) as an indirect method to detect blood doping. Despite this progress, challenges remain to detect blood manipulations such as the use of microdoses of rHuEpo. METHODS: Forty-five whole-blood transcriptional markers of rHuEpo previously derived from a high-dose rHuEpo administration trial were used to assess whether microdoses of rHuEpo could be detected in 14 trained subjects and whether these markers may be confounded by exercise (n = 14 trained subjects) and altitude training (n = 21 elite runners and n = 4 elite rowers, respectively). Differential gene expression analysis was carried out following normalisation and significance declared following application of a 5% false discovery rate (FDR) and a 1.5 fold-change. Adaptive model analysis was also applied to incorporate these markers for the detection of rHuEpo. RESULTS: ALAS2, BCL2L1, DCAF12, EPB42, GMPR, SELENBP1, SLC4A1, TMOD1 and TRIM58 were differentially expressed during and throughout the post phase of microdose rHuEpo administration. The CD247 and TRIM58 genes were significantly up- and down-regulated, respectively, immediately following exercise when compared with the baseline both before and after rHuEpo/placebo. No significant gene expression changes were found 30 min after exercise in either rHuEpo or placebo groups. ALAS2, BCL2L1, DCAF12, SLC4A1, TMOD1 and TRIM58 tended to be significantly expressed in the elite runners ten days after arriving at altitude and one week after returning from altitude (FDR > 0.059, fold-change varying from 1.39 to 1.63). Following application of the adaptive model, 15 genes showed a high sensitivity (≥ 93%) and specificity (≥ 71%), with BCL2L1 and CSDA having the highest sensitivity (93%) and specificity (93%). CONCLUSIONS: Current results provide further evidence that transcriptional biomarkers can strengthen the ABP approach by significantly prolonging the detection window and improving the sensitivity and specificity of blood doping detection. Further studies are required to confirm, and if necessary, integrate the confounding effects of altitude training on blood doping. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4191-7) contains supplementary material, which is available to authorized users. BioMed Central 2017-11-14 /pmc/articles/PMC5688496/ /pubmed/29143667 http://dx.doi.org/10.1186/s12864-017-4191-7 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Wang, Guan Durussel, Jérôme Shurlock, Jonathan Mooses, Martin Fuku, Noriyuki Bruinvels, Georgie Pedlar, Charles Burden, Richard Murray, Andrew Yee, Brendan Keenan, Anne McClure, John D. Sottas, Pierre-Edouard Pitsiladis, Yannis P. Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title | Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title_full | Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title_fullStr | Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title_full_unstemmed | Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title_short | Validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rHuEpo) administration |
title_sort | validation of whole-blood transcriptome signature during microdose recombinant human erythropoietin (rhuepo) administration |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5688496/ https://www.ncbi.nlm.nih.gov/pubmed/29143667 http://dx.doi.org/10.1186/s12864-017-4191-7 |
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