The biomarkers' landscape of post-COVID-19 patients can suggest selective clinical interventions

被引:5
作者
Paris, Debora [1 ]
Palomba, Letizia [2 ]
Albertini, Maria Cristina [2 ]
Tramice, Annabella [1 ]
Motta, Lorenzo [3 ,7 ]
Giammattei, Eleonora [2 ]
Ambrosino, Pasquale [4 ]
Maniscalco, Mauro [5 ,6 ]
Motta, Andrea [1 ]
机构
[1] Natl Res Council Italy, Inst Biomol Chem, I-80078 Naples, Italy
[2] Carlo Bo Univ, Dept Biomol Sci, I-61029 Urbino, Italy
[3] Osped S Maria Misericordia, Neuroradiol Unit, I-45100 Rovigo, Italy
[4] Ist Clin Sci Maugeri IRCCS, Directorate Telese Terme Inst, I-82037 Telese Terme, Benevento, Italy
[5] Ist Clin Sci Maugeri IRCCS, Pulm Rehabil Unit, Telese Terme Inst, I-82037 Telese Terme, Benevento, Italy
[6] Univ Naples Federico II, Dept Clin Med & Surg, Sect Resp Dis, I-80131 Naples, Italy
[7] IRCCS Ist Sci Neurol Padiglione G, Via Altura 3, I-40139 Bologna, Italy
关键词
INFLAMMATION; MIRNA; STANDARDIZATION; SYMPTOMS; COVID-19; INJURY; GENE;
D O I
10.1038/s41598-023-49601-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In COVID-19 clinical symptoms can persist even after negativization also in individuals who have had mild or moderate disease. We here investigated the biomarkers that define the post-COVID-19 clinical state analyzing the exhaled breath condensate (EBC) of 38 post COVID-19 patients and 38 sex and age-matched healthy controls via nuclear magnetic resonance (NMR)-based metabolomics. Predicted gene-modulated microRNAs (miRNAs) related to COVID-19 were quantified from EBC of 10 patients and 10 controls. Finally, clinical parameters from all post-COVID-19 patients were correlated with metabolomic data. Post-COVID-19 patients and controls showed different metabolic phenotype ("metabotype"). From the metabolites, by using enrichment analysis we identified miRNAs that resulted up-regulated (hsa-miR146a-5p) and down-regulated (hsa-miR-126-3p and hsa-miR-223-3p) in post-COVID-19. Taken together, our multiomics data indicate that post-COVID-19 patients before rehabilitation are characterized by persistent inflammation, dysregulation of liver, endovascular thrombotic and pulmonary processes, and physical impairment, which should be the primary clinical targets to contrast the post-acute sequelae of COVID-19.
引用
收藏
页数:15
相关论文
共 101 条
[1]   Inflammation and intussusceptive angiogenesis in COVID-19: everything in and out of flow [J].
Ackermann, Maximilian ;
Mentzer, Steven J. ;
Kolb, Martin ;
Jonigk, Danny .
EUROPEAN RESPIRATORY JOURNAL, 2020, 56 (05)
[2]   Pulmonary Vascular Endothelialitis, Thrombosis, and Angiogenesis in Covid-19 [J].
Ackermann, Maximilian ;
Verleden, Stijn E. ;
Kuehnel, Mark ;
Haverich, Axel ;
Welte, Tobias ;
Laenger, Florian ;
Vanstapel, Arno ;
Werlein, Christopher ;
Stark, Helge ;
Tzankov, Alexandar ;
Li, William W. ;
Li, Vincent W. ;
Mentzer, Steven J. ;
Jonigk, Danny .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 383 (02) :120-128
[3]   A Machine Learning Approach to Predict the Rehabilitation Outcome in Convalescent COVID-19 Patients [J].
Adamo, Sarah ;
Ambrosino, Pasquale ;
Ricciardi, Carlo ;
Accardo, Mariasofia ;
Mosella, Marco ;
Cesarelli, Mario ;
d'Addio, Giovanni ;
Maniscalco, Mauro .
JOURNAL OF PERSONALIZED MEDICINE, 2022, 12 (03)
[4]   Differentially-regulated miRNAs in COVID-19: A systematic review [J].
Ahmad, Waqar ;
Gull, Bushra ;
Baby, Jasmin ;
Panicker, Neena G. ;
Khader, Thanumol A. ;
Akhlaq, Shaima ;
Rizvi, Tahir A. ;
Mustafa, Farah .
REVIEWS IN MEDICAL VIROLOGY, 2023, 33 (04)
[5]   Metabolic Signatures of Lung Cancer in Sputum and Exhaled Breath Condensate Detected by H-1 Magnetic Resonance Spectroscopy: A Feasibility Study [J].
Ahmed, Naseer ;
Bezabeh, Tedros ;
Ijare, Omkar B. ;
Myers, Renelle ;
Alomran, Reem ;
Aliani, Michel ;
Nugent, Zoann ;
Banerji, Shantanu ;
Kim, Julian ;
Qing, Gefei ;
Bshouty, Zoheir .
MAGNETIC RESONANCE INSIGHTS, 2016, 9 :29-35
[6]   COVID-19 and coagulation: bleeding and thrombotic manifestations of SARS-CoV-2 infection [J].
Al-Samkari, Hanny ;
Leaf, Rebecca S. Karp ;
Dzik, Walter H. ;
Carlson, Jonathan C. T. ;
Fogerty, Annemarie E. ;
Waheed, Anem ;
Goodarzi, Katayoon ;
Bendapudi, Pavan K. ;
Bornikova, Larissa ;
Gupta, Shruti ;
Leaf, David E. ;
Kuter, David J. ;
Rosovsky, Rachel P. .
BLOOD, 2020, 136 (04) :489-500
[7]   Persistent Endothelial Dysfunction in Post-Acute COVID-19 Syndrome: A Case-Control Study [J].
Ambrosino, Pasquale ;
Calcaterra, Ilenia ;
Molino, Antonio ;
Moretta, Pasquale ;
Lupoli, Roberta ;
Spedicato, Giorgio Alfredo ;
Papa, Antimo ;
Motta, Andrea ;
Maniscalco, Mauro ;
Di Minno, Matteo Nicola Dario .
BIOMEDICINES, 2021, 9 (08)
[8]   FFAR2-FFAR3 receptor heteromerization modulates short-chain fatty acid sensing [J].
Ang, Zhiwei ;
Xiong, Ding ;
Wu, Min ;
Ding, Jeak Ling .
FASEB JOURNAL, 2018, 32 (01) :289-+
[9]  
[Anonymous], 2022, New data shows long Covid is keeping as many as 4 million people out of work
[10]   Role of microRNAs in COVID-19 with implications for therapeutics [J].
Arghiani, Nahid ;
Nissan, Tracy ;
Matin, Maryam M. .
BIOMEDICINE & PHARMACOTHERAPY, 2021, 144