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
  • [21] Longitudinal study of theory-based predictors of COVID-19 vaccination
    Rabin, Carolyn
    PSYCHOLOGY HEALTH & MEDICINE, 2024, 29 (01) : 153 - 162
  • [22] Sense of Coherence and COVID-19: A Longitudinal Study
    Danioni, Francesca
    Sorgente, Angela
    Barni, Daniela
    Canzi, Elena
    Ferrari, Laura
    Ranieri, Sonia
    Iafrate, Raffaella
    Regalia, Camillo
    Rosnati, Rosa
    Lanz, Margherita
    JOURNAL OF PSYCHOLOGY, 2021, 155 (07) : 657 - 677
  • [23] Metagenomics Approaches to Investigate the Gut Microbiome of COVID-19 Patients
    Sehli, Sofia
    Allali, Imane
    Chahboune, Rajaa
    Bakri, Youssef
    Al Idrissi, Najib
    Hamdi, Salsabil
    Nejjari, Chakib
    Amzazi, Saaid
    Ghazal, Hassan
    BIOINFORMATICS AND BIOLOGY INSIGHTS, 2021, 15
  • [24] Uneven metabolic and lipidomic profiles in recovered COVID-19 patients as investigated by plasma NMR metabolomics
    Bizkarguenaga, Maider
    Bruzzone, Chiara
    Gil-Redondo, Ruben
    SanJuan, Itxaso
    Martin-Ruiz, Itziar
    Barriales, Diego
    Palacios, Ainhoa
    Pasco, Samuel T.
    Gonzalez-Valle, Beatriz
    Lain, Ana
    Herrera, Lara
    Azkarate, Aida
    Angel Vesga, Miguel
    Eguizabal, Cristina
    Anguita, Juan
    Embade, Nieves
    Mato, Jose M.
    Millet, Oscar
    NMR IN BIOMEDICINE, 2022, 35 (02)
  • [25] 1H NMR-based metabolomic study of metabolic profiling for the urine of kidney stone patients
    Xiaolu Duan
    Tao Zhang
    Lili Ou
    Zhenzhen Kong
    Wenqi Wu
    Guohua Zeng
    Urolithiasis, 2020, 48 : 27 - 35
  • [26] 1H NMR-based metabolomic study of metabolic profiling for the urine of kidney stone patients
    Duan, Xiaolu
    Zhang, Tao
    Ou, Lili
    Kong, Zhenzhen
    Wu, Wenqi
    Zeng, Guohua
    UROLITHIASIS, 2020, 48 (01) : 27 - 35
  • [27] Changes in the Clinical Practice of Mental Health Service Providers Throughout the COVID-19 Pandemic: Longitudinal Questionnaire Study
    Gotra, Milena
    Lindberg, Katharine
    Jasinski, Nicholas
    Scarisbrick, David
    Reilly, Shannon
    Perle, Jonathan
    Miller, Liv
    Mahoney III, James
    JMIR FORMATIVE RESEARCH, 2024, 8
  • [28] Characteristics and Prevalence of Sequelae after COVID-19: A Longitudinal Cohort Study
    Lee, Se Ju
    Baek, Yae Jee
    Lee, Su Hwan
    Kim, Jung Ho
    Ahn, Jin Young
    Kim, Jooyun
    Jeon, Ji Hoon
    Seok, Hyeri
    Choi, Won Suk
    Park, Dae Won
    Choi, Yunsang
    Song, Kyoung-Ho
    Kim, Eu Suk
    Bin Kim, Hong
    Ko, Jae-Hoon
    Peck, Kyong Ran
    Choi, Jae-Phil
    Kim, Jun Hyoung
    Kim, Hee-Sung
    Jeong, Hye Won
    Choi, Jun Yong
    INFECTION AND CHEMOTHERAPY, 2025, 57 (01) : 72 - 80
  • [29] Longitudinal study on immunologic, lipoproteomic, and inflammatory responses indicates the safety of sequential COVID-19 vaccination
    Lang, Jurissa
    Bernal, Andres
    Wist, Julien
    Egan, Siobhon
    Bong, Sze How
    Millet, Oscar
    Ryan, Monique
    Lee, Aude-Claire
    Hall, Drew
    Nitschke, Philipp
    Masuda, Reika
    Imrie, Allison
    Holmes, Elaine
    Nicholson, Jeremy
    Loo, Ruey Leng
    JOURNAL OF MOLECULAR MEDICINE-JMM, 2025, : 421 - 433
  • [30] Remdesivir associated sinus bradycardia in patients with COVID-19: A prospective longitudinal study
    Hajimoradi, Maryam
    Kashani, Babak Sharif
    Dastan, Farzaneh
    Aghdasi, Sina
    Abedini, Atefeh
    Naghashzadeh, Farah
    Mohamadifar, Arezoo
    Keshmiri, Mohammad Sadegh
    Noorali, Sima
    Lookzadeh, Somayeh
    Alizadeh, Niloufar
    Siri, Mohammad Amin
    Tavasolpanahi, Mohammadali
    Abdolmohammadi, Yazdan
    Shafaghi, Masoud
    Rouhani, Zahra Sadat
    Shafaghi, Shadi
    FRONTIERS IN PHARMACOLOGY, 2023, 13