Cargando…

Endotypes of primary osteoarthritis identified by plasma metabolomics analysis

OBJECTIVE: To identify endotypes of osteoarthritis (OA) by a metabolomics analysis. METHODS: Study participants included hip/knee OA patients and controls. Fasting plasma samples were metabolomically profiled. Common factor analysis and K-means clustering were applied to the metabolomics data to ide...

Descripción completa

Detalles Bibliográficos
Autores principales: Werdyani, Salem, Liu, Ming, Zhang, Hongwei, Sun, Guang, Furey, Andrew, Randell, Edward W, Rahman, Proton, Zhai, Guangju
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8213424/
https://www.ncbi.nlm.nih.gov/pubmed/33159799
http://dx.doi.org/10.1093/rheumatology/keaa693
_version_ 1783709844503527424
author Werdyani, Salem
Liu, Ming
Zhang, Hongwei
Sun, Guang
Furey, Andrew
Randell, Edward W
Rahman, Proton
Zhai, Guangju
author_facet Werdyani, Salem
Liu, Ming
Zhang, Hongwei
Sun, Guang
Furey, Andrew
Randell, Edward W
Rahman, Proton
Zhai, Guangju
author_sort Werdyani, Salem
collection PubMed
description OBJECTIVE: To identify endotypes of osteoarthritis (OA) by a metabolomics analysis. METHODS: Study participants included hip/knee OA patients and controls. Fasting plasma samples were metabolomically profiled. Common factor analysis and K-means clustering were applied to the metabolomics data to identify the endotypes of OA patients. Logistic regression was utilized to identify the most significant metabolites contributing to the endotypes. Clinical and epidemiological factors were examined in relation to the identified OA endotypes. RESULTS: Six hundred and fifteen primary OA patients and 237 controls were included. Among the 186 metabolites measured, 162 passed the quality control analysis. The 615 OA patients were classified in three clusters (A, 66; B, 200; and C, 349). Patients in cluster A had a significantly higher concentration of butyrylcarnitine (C4) than other clusters and controls (all P < 0.0002). Elevated C4 is thought to be related to muscle weakness and wasting. Patients in cluster B had a significantly lower arginine concentration than other clusters and controls (all P < 7.98 × 10(−11)). Cluster C patients had a significantly lower concentration of lysophosphatidylcholine (with palmitic acid), which is a pro-inflammatory bioactive compound, than other clusters and controls (P < 3.79 × 10(−6)). Further, cluster A had a higher BMI and prevalence of diabetes than other clusters (all P ≤ 0.0009), and also a higher prevalence of coronary heart disease than cluster C (P = 0.04). Cluster B had a higher prevalence of coronary heart disease than cluster C (P = 0.003) whereas cluster C had a higher prevalence of osteoporosis (P = 0.009). CONCLUSION: Our data suggest three possible clinically actionable endotypes in primary OA: muscle weakness, arginine deficit and low inflammatory OA.
format Online
Article
Text
id pubmed-8213424
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-82134242021-06-21 Endotypes of primary osteoarthritis identified by plasma metabolomics analysis Werdyani, Salem Liu, Ming Zhang, Hongwei Sun, Guang Furey, Andrew Randell, Edward W Rahman, Proton Zhai, Guangju Rheumatology (Oxford) Clinical Science OBJECTIVE: To identify endotypes of osteoarthritis (OA) by a metabolomics analysis. METHODS: Study participants included hip/knee OA patients and controls. Fasting plasma samples were metabolomically profiled. Common factor analysis and K-means clustering were applied to the metabolomics data to identify the endotypes of OA patients. Logistic regression was utilized to identify the most significant metabolites contributing to the endotypes. Clinical and epidemiological factors were examined in relation to the identified OA endotypes. RESULTS: Six hundred and fifteen primary OA patients and 237 controls were included. Among the 186 metabolites measured, 162 passed the quality control analysis. The 615 OA patients were classified in three clusters (A, 66; B, 200; and C, 349). Patients in cluster A had a significantly higher concentration of butyrylcarnitine (C4) than other clusters and controls (all P < 0.0002). Elevated C4 is thought to be related to muscle weakness and wasting. Patients in cluster B had a significantly lower arginine concentration than other clusters and controls (all P < 7.98 × 10(−11)). Cluster C patients had a significantly lower concentration of lysophosphatidylcholine (with palmitic acid), which is a pro-inflammatory bioactive compound, than other clusters and controls (P < 3.79 × 10(−6)). Further, cluster A had a higher BMI and prevalence of diabetes than other clusters (all P ≤ 0.0009), and also a higher prevalence of coronary heart disease than cluster C (P = 0.04). Cluster B had a higher prevalence of coronary heart disease than cluster C (P = 0.003) whereas cluster C had a higher prevalence of osteoporosis (P = 0.009). CONCLUSION: Our data suggest three possible clinically actionable endotypes in primary OA: muscle weakness, arginine deficit and low inflammatory OA. Oxford University Press 2020-11-07 /pmc/articles/PMC8213424/ /pubmed/33159799 http://dx.doi.org/10.1093/rheumatology/keaa693 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of the British Society for Rheumatology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Clinical Science
Werdyani, Salem
Liu, Ming
Zhang, Hongwei
Sun, Guang
Furey, Andrew
Randell, Edward W
Rahman, Proton
Zhai, Guangju
Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title_full Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title_fullStr Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title_full_unstemmed Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title_short Endotypes of primary osteoarthritis identified by plasma metabolomics analysis
title_sort endotypes of primary osteoarthritis identified by plasma metabolomics analysis
topic Clinical Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8213424/
https://www.ncbi.nlm.nih.gov/pubmed/33159799
http://dx.doi.org/10.1093/rheumatology/keaa693
work_keys_str_mv AT werdyanisalem endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT liuming endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT zhanghongwei endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT sunguang endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT fureyandrew endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT randelledwardw endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT rahmanproton endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis
AT zhaiguangju endotypesofprimaryosteoarthritisidentifiedbyplasmametabolomicsanalysis