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Serum metabolomics of treatment response in myasthenia gravis
OBJECTIVE: High-dose prednisone use, lasting several months or longer, is the primary initial therapy for myasthenia gravis (MG). Upwards of a third of patients do not respond to treatment. Currently no biomarkers can predict clinical responsiveness to corticosteroid treatment. We conducted a discov...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10564178/ https://www.ncbi.nlm.nih.gov/pubmed/37816000 http://dx.doi.org/10.1371/journal.pone.0287654 |
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author | Sikorski, Patricia Li, Yaoxiang Cheema, Mehar Wolfe, Gil I. Kusner, Linda L. Aban, Inmaculada Kaminski, Henry J. |
author_facet | Sikorski, Patricia Li, Yaoxiang Cheema, Mehar Wolfe, Gil I. Kusner, Linda L. Aban, Inmaculada Kaminski, Henry J. |
author_sort | Sikorski, Patricia |
collection | PubMed |
description | OBJECTIVE: High-dose prednisone use, lasting several months or longer, is the primary initial therapy for myasthenia gravis (MG). Upwards of a third of patients do not respond to treatment. Currently no biomarkers can predict clinical responsiveness to corticosteroid treatment. We conducted a discovery-based study to identify treatment responsive biomarkers in MG using sera obtained at study entry to the thymectomy clinical trial (MGTX), an NIH-sponsored randomized, controlled study of thymectomy plus prednisone versus prednisone alone. METHODS: We applied ultra-performance liquid chromatography coupled with electro-spray quadrupole time of flight mass spectrometry to obtain comparative serum metabolomic and lipidomic profiles at study entry to correlate with treatment response at 6 months. Treatment response was assessed using validated outcome measures of minimal manifestation status (MMS), MG-Activities of Daily Living (MG-ADL), Quantitative MG (QMG) score, or a strictly defined composite measure of response. RESULTS: Increased serum levels of phospholipids were associated with treatment response as assessed by QMG, MMS, and the Responders classification, but all measures showed limited overlap in metabolomic profiles, in particular the MG-ADL. A panel including histidine, free fatty acid (13:0), γ-cholestenol and guanosine was highly predictive of the strictly defined treatment response measure. The AUC in Responders’ prediction for these markers was 0.90 irrespective of gender, age, thymectomy or baseline prednisone use. Pathway analysis suggests that xenobiotic metabolism could play a major role in treatment resistance. There was no association with outcome and gender, age, thymectomy or baseline prednisone use. INTERPRETATION: We have defined a metabolomic and lipidomic profile that can now undergo validation as a treatment predictive marker for MG patients undergoing corticosteroid therapy. Metabolomic profiles of outcome measures had limited overlap consistent with their assessing distinct aspects of treatment response and supporting unique biological underpinning for each outcome measure. Interindividual variation in prednisone metabolism may be a determinate of how well patients respond to treatment. |
format | Online Article Text |
id | pubmed-10564178 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105641782023-10-11 Serum metabolomics of treatment response in myasthenia gravis Sikorski, Patricia Li, Yaoxiang Cheema, Mehar Wolfe, Gil I. Kusner, Linda L. Aban, Inmaculada Kaminski, Henry J. PLoS One Research Article OBJECTIVE: High-dose prednisone use, lasting several months or longer, is the primary initial therapy for myasthenia gravis (MG). Upwards of a third of patients do not respond to treatment. Currently no biomarkers can predict clinical responsiveness to corticosteroid treatment. We conducted a discovery-based study to identify treatment responsive biomarkers in MG using sera obtained at study entry to the thymectomy clinical trial (MGTX), an NIH-sponsored randomized, controlled study of thymectomy plus prednisone versus prednisone alone. METHODS: We applied ultra-performance liquid chromatography coupled with electro-spray quadrupole time of flight mass spectrometry to obtain comparative serum metabolomic and lipidomic profiles at study entry to correlate with treatment response at 6 months. Treatment response was assessed using validated outcome measures of minimal manifestation status (MMS), MG-Activities of Daily Living (MG-ADL), Quantitative MG (QMG) score, or a strictly defined composite measure of response. RESULTS: Increased serum levels of phospholipids were associated with treatment response as assessed by QMG, MMS, and the Responders classification, but all measures showed limited overlap in metabolomic profiles, in particular the MG-ADL. A panel including histidine, free fatty acid (13:0), γ-cholestenol and guanosine was highly predictive of the strictly defined treatment response measure. The AUC in Responders’ prediction for these markers was 0.90 irrespective of gender, age, thymectomy or baseline prednisone use. Pathway analysis suggests that xenobiotic metabolism could play a major role in treatment resistance. There was no association with outcome and gender, age, thymectomy or baseline prednisone use. INTERPRETATION: We have defined a metabolomic and lipidomic profile that can now undergo validation as a treatment predictive marker for MG patients undergoing corticosteroid therapy. Metabolomic profiles of outcome measures had limited overlap consistent with their assessing distinct aspects of treatment response and supporting unique biological underpinning for each outcome measure. Interindividual variation in prednisone metabolism may be a determinate of how well patients respond to treatment. Public Library of Science 2023-10-10 /pmc/articles/PMC10564178/ /pubmed/37816000 http://dx.doi.org/10.1371/journal.pone.0287654 Text en © 2023 Sikorski et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Sikorski, Patricia Li, Yaoxiang Cheema, Mehar Wolfe, Gil I. Kusner, Linda L. Aban, Inmaculada Kaminski, Henry J. Serum metabolomics of treatment response in myasthenia gravis |
title | Serum metabolomics of treatment response in myasthenia gravis |
title_full | Serum metabolomics of treatment response in myasthenia gravis |
title_fullStr | Serum metabolomics of treatment response in myasthenia gravis |
title_full_unstemmed | Serum metabolomics of treatment response in myasthenia gravis |
title_short | Serum metabolomics of treatment response in myasthenia gravis |
title_sort | serum metabolomics of treatment response in myasthenia gravis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10564178/ https://www.ncbi.nlm.nih.gov/pubmed/37816000 http://dx.doi.org/10.1371/journal.pone.0287654 |
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