Metabolomics Meets Clinics: A Multivariate Analysis of Plasma and Urine Metabolic Signatures in Pulmonary Arterial Hypertension

被引:4
作者
Wawrzyniak, Renata [1 ]
Gresner, Peter [2 ]
Lewicka, Ewa [3 ]
Macioszek, Szymon [1 ]
Furga, Artur [4 ]
Zieba, Boz'ena [5 ]
J. Markuszewski, Michal [1 ]
Darowska-Kugacka, Alicja [3 ]
机构
[1] Med Univ Gdansk, Dept Biopharmaceut & Pharmacodynam, PL-80416 Gdansk, Poland
[2] Med Univ Gdansk, Intercollegiate Fac Biotechnol, Lab Translat Oncol, PL-80211 Gdansk, Poland
[3] Med Univ Gdansk, Dept Cardiol & Electrotherapy, PL-80210 Gdansk, Poland
[4] Med Univ Gdansk, Invas Med Ctr, Dept Gen Endocrine & Transplant Surg, PL-80214 Gdansk, Poland
[5] Med Univ Gdansk, Dept Cardiol 1, PL-80214 Gdansk, Poland
关键词
metabolomics; pulmonary arterial hypertension; plasma; urine; multivariate analysis; BLOOD-PRESSURE; BIOENERGETICS; CHOLESTEROL; CATECHOL; HYPOXIA;
D O I
10.1021/acs.jproteome.3c00255
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Pulmonary arterial hypertension (PAH) is a severe, multifactorial, and frequently misdiagnosed disorder. The aim of this observational study was to compare the plasma and urine metabolomic profiles of PAH patients and healthy control subjects. Plasma and urine metabolomic profiles were analyzed using the GC-MS technique. Correlations between metabolite levels and clinical parameters among PAH patients, as well as the between-group differences, were evaluated. The linear discriminant analysis model, which allows for subject classification in terms of PAH with the highest possible precision, was developed and proposed. Plasma pyruvic acid, cholesterol, threonine, urine 3-(3-hydroxyphenyl)-3-hydroxypropanoic acid, butyric acid, 1,2-benzenediol, glucoheptonic acid, and 2-oxo-glutaric acid were found to build a relatively accurate classification model for PAH patients. The model reached an accuracy of 91% and significantly improved subject classification (OR = 119 [95% CI: 20.3-698.3], p < 0.0001). Five metabolites were detected in urine that provide easily available and noninvasive tests as compared to right heart catheterization. The selected panel of metabolites has potential for early recognition of patients with dyspnea and faster referral to a reference center.
引用
收藏
页码:2795 / 2804
页数:10
相关论文
共 45 条
  • [1] The effect of catechol on human peripheral blood mononuclear cells (in vitro study)
    Bukowska, Bozena
    Michalowicz, Jaromir
    Marczak, Agnieszka
    [J]. ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY, 2015, 39 (01) : 187 - 193
  • [2] The Quest for Metabolic Biomarkers of Pulmonary Hypertension
    Calvo, Enrique
    Garcia-Alvarez, Ana
    Vazquez, Jesus
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2016, 67 (02) : 190 - 192
  • [3] New prognostic markers in pulmonary arterial hypertension: CRP to albumin ratio and uric acid
    Cerik, Idris Bugra
    Dindas, Ferhat
    Koyun, Emin
    Dereli, Seckin
    Sahin, Anil
    Turgut, Okan Onur
    Gul, Ibrahim
    [J]. CLINICAL BIOCHEMISTRY, 2022, 100 : 22 - 28
  • [4] Metabolomics reveals metabolite changes of patients with pulmonary arterial hypertension in China
    Chen, Chenyang
    Luo, Fei
    Wu, Panyun
    Huang, Yiyuan
    Das, Avash
    Chen, Shenglan
    Chen, Jingyuan
    Hu, Xinqun
    Li, Fei
    Fang, Zhenfei
    Zhou, Shenhua
    [J]. JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2020, 24 (04) : 2484 - 2496
  • [5] Hypolipemiant Actions and Possible Cardioprotective Effects of Valine and Leucine: An Experimental Study
    Cojocaru, Elena
    Leon-Constantin, Maria Magdalena
    Ungureanu, Carmen
    Trandafirescu, Mioara Florentina
    Mastaleru, Alexandra
    Trandafir, Laura Mihaela
    Petrariu, Florin Dumitru
    Badulescu, Oana Viola
    Filip, Nina
    [J]. MEDICINA-LITHUANIA, 2021, 57 (03):
  • [6] Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry
    Dunn, Warwick B.
    Broadhurst, David
    Begley, Paul
    Zelena, Eva
    Francis-McIntyre, Sue
    Anderson, Nadine
    Brown, Marie
    Knowles, Joshau D.
    Halsall, Antony
    Haselden, John N.
    Nicholls, Andrew W.
    Wilson, Ian D.
    Kell, Douglas B.
    Goodacre, Royston
    [J]. NATURE PROTOCOLS, 2011, 6 (07) : 1060 - 1083
  • [7] Metabolomics - the link between genotypes and phenotypes
    Fiehn, O
    [J]. PLANT MOLECULAR BIOLOGY, 2002, 48 (1-2) : 155 - 171
  • [8] Hypoxia Inducible-Factor1α Regulates the Metabolic Shift of Pulmonary Hypertensive Endothelial Cells
    Fijalkowska, Iwona
    Xu, Weiling
    Comhair, Suzy A. A.
    Janocha, Allison J.
    Mavrakis, Lori A.
    Krishnamachary, Balaji
    Zhen, Lijie
    Mao, Thianzi
    Richter, Amy
    Erzurum, Serpil C.
    Tuder, Rubin M.
    [J]. AMERICAN JOURNAL OF PATHOLOGY, 2010, 176 (03) : 1130 - 1138
  • [9] The application of 'omics' to pulmonary arterial hypertension
    Harbaum, Lars
    Rhodes, Christopher J.
    Otero-Nunez, Pablo
    Wharton, John
    Wilkins, Martin R.
    [J]. BRITISH JOURNAL OF PHARMACOLOGY, 2021, 178 (01) : 108 - 120
  • [10] Mechanisms responsible for regulation of branched-chain amino acid catabolism
    Harris, RA
    Joshi, M
    Jeoung, NH
    [J]. BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2004, 313 (02) : 391 - 396