Francisco Pérez-Cózar, Paloma Cal-Sabater, Paulina Rybakowska, Elisa Arribas-Rodríguez, Aida Fiz-López, Antonio García-Blesa, Juan Hernández, Sara Gutiérrez, Pablo Tellería, Cristina Novoa, Silvia Rojo Rello, Ángel De Prado, Cándido Pérez, Rosa Sedano, Marta Domínguez-Gil, María Jesús Peñarrubia, Daan K. J. Pieren, José A. Garrote, Eduardo Arranz, José María Eiros, Eduardo Tamayo, Antonio Orduña, Cécile A.C.M. van Els, Carlos Dueñas, Concepción Marañón, David Bernardo, Sara Cuesta-Sancho
{"title":"covid -19后和流感后患者高维免疫表型揭示急性呼吸道感染后持续和特异性免疫特征","authors":"Francisco Pérez-Cózar, Paloma Cal-Sabater, Paulina Rybakowska, Elisa Arribas-Rodríguez, Aida Fiz-López, Antonio García-Blesa, Juan Hernández, Sara Gutiérrez, Pablo Tellería, Cristina Novoa, Silvia Rojo Rello, Ángel De Prado, Cándido Pérez, Rosa Sedano, Marta Domínguez-Gil, María Jesús Peñarrubia, Daan K. J. Pieren, José A. Garrote, Eduardo Arranz, José María Eiros, Eduardo Tamayo, Antonio Orduña, Cécile A.C.M. van Els, Carlos Dueñas, Concepción Marañón, David Bernardo, Sara Cuesta-Sancho","doi":"10.1002/jmv.70435","DOIUrl":null,"url":null,"abstract":"<p>Long-term consequences of SARS-CoV-2 infection are unknown since recovered individuals can experience symptoms and latent viral reactivation for months. Indeed, acute post-infection sequelae have also been observed in other respiratory viral infections, including influenza. To characterize post-COVID-19 and post-influenza induced alterations to the cellular immunome, peripheral blood mononuclear cells (PBMCs) were obtained from patients 3 months after recovery from COVID-19 (<i>n</i> = 93) or influenza (<i>n</i> = 25), and from pre-pandemic healthy controls (<i>n</i> = 25). PBMCs were characterized using a 40-plex mass cytometry panel. Principal component analysis (PCA), classification models, and K-means clustering were subsequently applied. PCA identified distinct immune profiles between cohorts, with both post-COVID and post-flu patients displaying an altered chemokine receptor expression compared to pre-pandemic healthy controls. These alterations were more prominent in post-COVID patients since they exhibited highly increased expression of chemokine receptors CXCR3 and CCR6 by various lymphoid populations, while post-influenza patients mainly showed a decrease in CCR4 expression by naïve T cells, monocytes, and conventional dendritic cells. Classification models using immunophenotyping data confirm the three groups, while K-means clustering revealed two subgroups among post-COVID patients, with younger patients showing more pronounced immune alterations in the chemokine receptor profile, independently of long COVID symptoms. In conclusion, post-COVID and post-influenza patients exhibit distinct and unique persistent immune alterations. Understanding these altered immune profiles can guide targeted therapies for post-COVID syndrome and highlight differences in immune recovery from various respiratory infections.</p>","PeriodicalId":16354,"journal":{"name":"Journal of Medical Virology","volume":"97 6","pages":""},"PeriodicalIF":6.8000,"publicationDate":"2025-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/jmv.70435","citationCount":"0","resultStr":"{\"title\":\"High-Dimensional Immunophenotyping of Post-COVID-19 and Post-Influenza Patients Reveals Persistent and Specific Immune Signatures After Acute Respiratory Infection\",\"authors\":\"Francisco Pérez-Cózar, Paloma Cal-Sabater, Paulina Rybakowska, Elisa Arribas-Rodríguez, Aida Fiz-López, Antonio García-Blesa, Juan Hernández, Sara Gutiérrez, Pablo Tellería, Cristina Novoa, Silvia Rojo Rello, Ángel De Prado, Cándido Pérez, Rosa Sedano, Marta Domínguez-Gil, María Jesús Peñarrubia, Daan K. J. Pieren, José A. Garrote, Eduardo Arranz, José María Eiros, Eduardo Tamayo, Antonio Orduña, Cécile A.C.M. van Els, Carlos Dueñas, Concepción Marañón, David Bernardo, Sara Cuesta-Sancho\",\"doi\":\"10.1002/jmv.70435\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Long-term consequences of SARS-CoV-2 infection are unknown since recovered individuals can experience symptoms and latent viral reactivation for months. Indeed, acute post-infection sequelae have also been observed in other respiratory viral infections, including influenza. To characterize post-COVID-19 and post-influenza induced alterations to the cellular immunome, peripheral blood mononuclear cells (PBMCs) were obtained from patients 3 months after recovery from COVID-19 (<i>n</i> = 93) or influenza (<i>n</i> = 25), and from pre-pandemic healthy controls (<i>n</i> = 25). PBMCs were characterized using a 40-plex mass cytometry panel. Principal component analysis (PCA), classification models, and K-means clustering were subsequently applied. PCA identified distinct immune profiles between cohorts, with both post-COVID and post-flu patients displaying an altered chemokine receptor expression compared to pre-pandemic healthy controls. These alterations were more prominent in post-COVID patients since they exhibited highly increased expression of chemokine receptors CXCR3 and CCR6 by various lymphoid populations, while post-influenza patients mainly showed a decrease in CCR4 expression by naïve T cells, monocytes, and conventional dendritic cells. Classification models using immunophenotyping data confirm the three groups, while K-means clustering revealed two subgroups among post-COVID patients, with younger patients showing more pronounced immune alterations in the chemokine receptor profile, independently of long COVID symptoms. In conclusion, post-COVID and post-influenza patients exhibit distinct and unique persistent immune alterations. 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High-Dimensional Immunophenotyping of Post-COVID-19 and Post-Influenza Patients Reveals Persistent and Specific Immune Signatures After Acute Respiratory Infection
Long-term consequences of SARS-CoV-2 infection are unknown since recovered individuals can experience symptoms and latent viral reactivation for months. Indeed, acute post-infection sequelae have also been observed in other respiratory viral infections, including influenza. To characterize post-COVID-19 and post-influenza induced alterations to the cellular immunome, peripheral blood mononuclear cells (PBMCs) were obtained from patients 3 months after recovery from COVID-19 (n = 93) or influenza (n = 25), and from pre-pandemic healthy controls (n = 25). PBMCs were characterized using a 40-plex mass cytometry panel. Principal component analysis (PCA), classification models, and K-means clustering were subsequently applied. PCA identified distinct immune profiles between cohorts, with both post-COVID and post-flu patients displaying an altered chemokine receptor expression compared to pre-pandemic healthy controls. These alterations were more prominent in post-COVID patients since they exhibited highly increased expression of chemokine receptors CXCR3 and CCR6 by various lymphoid populations, while post-influenza patients mainly showed a decrease in CCR4 expression by naïve T cells, monocytes, and conventional dendritic cells. Classification models using immunophenotyping data confirm the three groups, while K-means clustering revealed two subgroups among post-COVID patients, with younger patients showing more pronounced immune alterations in the chemokine receptor profile, independently of long COVID symptoms. In conclusion, post-COVID and post-influenza patients exhibit distinct and unique persistent immune alterations. Understanding these altered immune profiles can guide targeted therapies for post-COVID syndrome and highlight differences in immune recovery from various respiratory infections.
期刊介绍:
The Journal of Medical Virology focuses on publishing original scientific papers on both basic and applied research related to viruses that affect humans. The journal publishes reports covering a wide range of topics, including the characterization, diagnosis, epidemiology, immunology, and pathogenesis of human virus infections. It also includes studies on virus morphology, genetics, replication, and interactions with host cells.
The intended readership of the journal includes virologists, microbiologists, immunologists, infectious disease specialists, diagnostic laboratory technologists, epidemiologists, hematologists, and cell biologists.
The Journal of Medical Virology is indexed and abstracted in various databases, including Abstracts in Anthropology (Sage), CABI, AgBiotech News & Information, National Agricultural Library, Biological Abstracts, Embase, Global Health, Web of Science, Veterinary Bulletin, and others.