An NMR-Based Model to Investigate the Metabolic Phenoreversion of COVID-19 Patients throughout a Longitudinal Study

被引:7
|
作者
Gil-Redondo, Ruben [1 ]
Conde, Ricardo [1 ]
Bizkarguenaga, Maider [1 ]
Bruzzone, Chiara [1 ]
Lain, Ana [1 ]
Gonzalez-Valle, Beatriz [1 ]
Iriberri, Milagros [2 ]
Ramos-Acosta, Carlos [3 ]
Anguita, Eduardo [3 ]
Lariz, Juan Ignacio Arriaga [4 ]
Espana Yandiola, Pedro Pablo [5 ]
Moran, Miguel Angel [6 ,7 ]
Ernesto Jimenez-Mercado, Mario [6 ,8 ]
Egia-Mendikute, Leire [9 ]
Seco, Maria Luisa [10 ]
Schaefer, Hartmut [11 ]
Cannet, Claire [11 ]
Spraul, Manfred [11 ]
Palazon, Asis [9 ,12 ]
Embade, Nieves [1 ]
Lu, Shelly C. [13 ]
Wist, Julien [14 ,15 ,16 ]
Nicholson, Jeremy K. [14 ,15 ,17 ,18 ]
Mato, Jose M. [1 ,19 ]
Millet, Oscar [1 ,19 ]
机构
[1] Basque Res & Technol Alliance BRTA, Precis Med & Metab Lab, CIC BioGUNE, Derio 48160, Spain
[2] Hosp Univ Cruces, Pneumol Dept, Baracaldo 48903, Spain
[3] Hosp Clin San Carlos, Fac Med, Dept Med, UCM,Hematol Dept,IML,IdISSC, Madrid 28040, Spain
[4] Hosp Univ Basurto, Pneumol Dept, Bilbao 48013, Spain
[5] Hosp Univ Galdakao Usansolo, Pneumol Dept, Galdakao 48960, Spain
[6] Bioaraba Hlth Res Inst, Vitoria 01009, Spain
[7] Araba Univ Hosp, Internal Med Dept, Osakidetza Basque Hlth Serv, Infect Dis Sect, Vitoria 01009, Spain
[8] Araba Univ Hosp, Emergency Dept, Osakidetza Basque Hlth Serv, Vitoria 01009, Spain
[9] Basque Res & Technol Alliance BRTA, Canc Immunol & Immunotherapy Lab, CIC BioGUNE, Derio 48160, Spain
[10] OSARTEN Kooperatiba Elkartea, Arrasate Mondragon 20500, Spain
[11] Bruker Biospin GmbH, D-76287 Silberstreifen, Rheinstetten, Germany
[12] Basque Fdn Sci, Ikerbasque, Derio 48015, Spain
[13] Cedars Sinai Med Ctr, Karsh Div Gastroenterol & Hepatol, Los Angeles, CA 90048 USA
[14] Murdoch Univ, Australian Natl Phenome Ctr, Harry Perkins Bldg, Perth, WA 6150, Australia
[15] Murdoch Univ, Ctr Computat & Syst Med, Hlth Futures Inst, Harry Perkins Bldg, Perth, WA 6150, Australia
[16] Univ Valle, Chem Dept, Cali 76001, Colombia
[17] Univ Western Australia, Fiona Stanley Hosp, Fac Hlth & Med Sci, Dept Endocrinol & Diabet,Med Sch, Perth, WA 6150, Australia
[18] Imperial Coll London, Fac Med, Inst Global Hlth Innovat, Level 1,Fac Bldg,South Kensington Campus, London SW7 2NA, England
[19] Inst Salud Carlos III, CIBERehd, Madrid 28029, Spain
基金
欧洲研究理事会;
关键词
COVID-19; atherosclerotic risk; metabolomics; lipidomics; inflammation; long COVID;
D O I
10.3390/metabo12121206
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
After SARS-CoV-2 infection, the molecular phenoreversion of the immunological response and its associated metabolic dysregulation are required for a full recovery of the patient. This process is patient-dependent due to the manifold possibilities induced by virus severity, its phylogenic evolution and the vaccination status of the population. We have here investigated the natural history of COVID-19 disease at the molecular level, characterizing the metabolic and immunological phenoreversion over time in large cohorts of hospitalized severe patients (n = 886) and non-hospitalized recovered patients that self-reported having passed the disease (n = 513). Non-hospitalized recovered patients do not show any metabolic fingerprint associated with the disease or immune alterations. Acute patients are characterized by the metabolic and lipidomic dysregulation that accompanies the exacerbated immunological response, resulting in a slow recovery time with a maximum probability of around 62 days. As a manifestation of the heterogeneity in the metabolic phenoreversion, age and severity become factors that modulate their normalization time which, in turn, correlates with changes in the atherogenesis-associated chemokine MCP-1. Our results are consistent with a model where the slow metabolic normalization in acute patients results in enhanced atherosclerotic risk, in line with the recent observation of an elevated number of cardiovascular episodes found in post-COVID-19 cohorts.
引用
收藏
页数:15
相关论文
共 50 条
  • [41] Statins in patients with COVID-19: a retrospective cohort study in Iranian COVID-19 patients
    Payam Peymani
    Tania Dehesh
    Farnaz Aligolighasemabadi
    Mohammadamin Sadeghdoust
    Katarzyna Kotfis
    Mazaher Ahmadi
    Parvaneh Mehrbod
    Pooya Iranpour
    Sanaz Dastghaib
    Ahmad Nasimian
    Amir Ravandi
    Biniam Kidane
    Naseer Ahmed
    Pawan Sharma
    Shahla Shojaei
    Kamran Bagheri Lankarani
    Andrzej Madej
    Nima Rezaei
    Tayyebeh Madrakian
    Marek J. Los
    Hagar Ibrahim Labouta
    Pooneh Mokarram
    Saeid Ghavami
    Translational Medicine Communications, 6 (1)
  • [42] The Metabolic Changes and Immune Profiles in Patients With COVID-19
    He, Bing
    Wang, Jun
    Wang, Yudie
    Zhao, Juan
    Huang, Juan
    Tian, Yu
    Yang, Cheng
    Zhang, Heng
    Zhang, Mingxia
    Gu, Lixing
    Zhou, Xiaocui
    Zhou, Jingjiao
    FRONTIERS IN IMMUNOLOGY, 2020, 11
  • [43] Toxic Metabolic Encephalopathy in Hospitalized Patients with COVID-19
    Frontera, Jennifer A.
    Melmed, Kara
    Fang, Taolin
    Granger, Andre
    Lin, Jessica
    Yaghi, Shadi
    Zhou, Ting
    Lewis, Ariane
    Kurz, Sebastian
    Kahn, D. Ethan
    de Havenon, Adam
    Huang, Joshua
    Czeisler, Barry M.
    Lord, Aaron
    Meropol, Sharon B.
    Troxel, Andrea B.
    Wisniewski, Thomas
    Balcer, Laura
    Galetta, Steven
    NEUROCRITICAL CARE, 2021, 35 (03) : 693 - 706
  • [44] Toxic Metabolic Encephalopathy in Hospitalized Patients with COVID-19
    Jennifer A. Frontera
    Kara Melmed
    Taolin Fang
    Andre Granger
    Jessica Lin
    Shadi Yaghi
    Ting Zhou
    Ariane Lewis
    Sebastian Kurz
    D. Ethan Kahn
    Adam de Havenon
    Joshua Huang
    Barry M. Czeisler
    Aaron Lord
    Sharon B. Meropol
    Andrea B. Troxel
    Thomas Wisniewski
    Laura Balcer
    Steven Galetta
    Neurocritical Care, 2021, 35 : 693 - 706
  • [45] Longitudinal Metabolomics Reveals Ornithine Cycle Dysregulation Correlates With Inflammation and Coagulation in COVID-19 Severe Patients
    Li, Tao
    Ning, Nianzhi
    Li, Bo
    Luo, Deyan
    Qin, Enqiang
    Yu, Wenjing
    Wang, Jianxin
    Yang, Guang
    Nan, Nan
    He, Zhili
    Yang, Ning
    Gong, Saisai
    Li, Jiajia
    Liu, Aixia
    Sun, Yakun
    Li, Zhan
    Jia, Tianye
    Gao, Jie
    Zhang, Wang
    Huang, Yanyu
    Hou, Jun
    Xue, Ying
    Li, Deyu
    Wei, Zhen
    Zhang, Liangyan
    Li, Boan
    Wang, Hui
    FRONTIERS IN MICROBIOLOGY, 2021, 12
  • [46] A Longitudinal Study of the Impact of COVID-19 on Optimism Prediction
    Isato, Ayako
    Aizawa, Yasunori
    Miyamae, Mitsuhiro
    Yamada, Makiko
    PSYCHOLOGICAL REPORTS, 2024,
  • [47] Psychological disturbances of survivors throughout COVID-19 crisis: a qualitative study
    Moradi, Yaser
    Mollazadeh, Farzin
    Karimi, Parivash
    Hosseingholipour, Keyvan
    Baghaei, Rahim
    BMC PSYCHIATRY, 2020, 20 (01)
  • [48] Pulmonary fibrosis in patients with COVID-19: A retrospective study
    Li, Fanglin
    Deng, Jiayi
    Song, Yongqiang
    Wu, Chenfang
    Yu, Bo
    Wang, Guyi
    Li, Jinxiu
    Zhong, Yanjun
    Liang, Fang
    FRONTIERS IN CELLULAR AND INFECTION MICROBIOLOGY, 2022, 12
  • [49] Psychological disturbances of survivors throughout COVID-19 crisis: a qualitative study
    Yaser Moradi
    Farzin Mollazadeh
    Parivash Karimi
    Keyvan Hosseingholipour
    Rahim Baghaei
    BMC Psychiatry, 20
  • [50] Long COVID in Hospitalized COVID-19 Patients: A Retrospective Cohort Study
    Yaksi, Nese
    Teker, Ayse Gulsen
    Imre, Ayfer
    IRANIAN JOURNAL OF PUBLIC HEALTH, 2022, 51 (01) : 88 - 95