Age-related changes in plasma biomarkers and their association with mortality in COVID-19
Coronavirus disease 2019 (COVID-19)-induced mortality occurs predominantly in older patients. Several immunomodulating therapies seem less beneficial in these patients. The biological substrate behind these observations is unknown. The aim of this study was to obtain insight into the association bet...
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Veröffentlicht in: | The European respiratory journal 2023-07, Vol.62 (1), p.2300011 |
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creator | Michels, Erik H A Appelman, Brent de Brabander, Justin van Amstel, Rombout B E Chouchane, Osoul van Linge, Christine C A Schuurman, Alex R Reijnders, Tom D Y Sulzer, Titia A L Klarenbeek, Augustijn M Douma, Renée A Bos, Lieuwe D J Wiersinga, W Joost Peters-Sengers, Hessel van der Poll, Tom van Agtmael, Michiel Algera, Anne Geke Appelman, Brent van Baarle, Floor Beudel, Martijn Bogaard, Harm Jan Bomers, Marije Bonta, Peter Bos, Lieuwe Botta, Michela de Brabander, Justin de Bree, Godelieve de Bruin, Sanne Bugiani, Marianna Bulle, Esther Buis, David T P Chouchane, Osoul Cloherty, Alex Dijkstra, Mirjam Dongelmans, Dave A Dujardin, Romein W G Elbers, Paul Fleuren, Lucas Geerlings, Suzanne Geijtenbeek, Theo Girbes, Armand Goorhuis, Bram Grobusch, Martin P Hagens, Laura Hamann, Jorg Harris, Vanessa Hemke, Robert Hermans, Sabine M Heunks, Leo Hollmann, Markus Horn, Janneke Hovius, Joppe W de Jong, Hanna K de Jong, Menno D Koning, Rutger Lemkes, Bregje Lim, Endry H T van Mourik, Niels Nellen, Jeaninne Nossent, Esther J Olie, Sabine Paulus, Frederique Peters, Edgar Pina-Fuentes, Dan A I van der Poll, Tom Preckel, Bennedikt Prins, Jan M Raasveld, Jorinde Reijnders, Tom de Rotte, Maurits C F J Schinkel, Michiel Schultz, Marcus J Schrauwen, Femke A P Schuurman, Alex Schuurmans, Jaap Sigaloff, Kim Slim, Marleen A Smeele, Patrick Smit, Marry Stijnis, Cornelis S Stilma, Willemke Teunissen, Charlotte Thoral, Patrick Tsonas, Anissa M Tuinman, Pieter R van der Valk, Marc Veelo, Denise P Volleman, Carolien de Vries, Heder Vught, Lonneke A van Vugt, Michèle Wouters, Dorien Zwinderman, A H Koos Brouwer, Matthijs C Wiersinga, W Joost Vlaar, Alexander P J van de Beek, Diederik |
description | Coronavirus disease 2019 (COVID-19)-induced mortality occurs predominantly in older patients. Several immunomodulating therapies seem less beneficial in these patients. The biological substrate behind these observations is unknown. The aim of this study was to obtain insight into the association between ageing, the host response and mortality in patients with COVID-19.
We determined 43 biomarkers reflective of alterations in four pathophysiological domains: endothelial cell and coagulation activation, inflammation and organ damage, and cytokine and chemokine release. We used mediation analysis to associate ageing-driven alterations in the host response with 30-day mortality. Biomarkers associated with both ageing and mortality were validated in an intensive care unit and external cohort.
464 general ward patients with COVID-19 were stratified according to age decades. Increasing age was an independent risk factor for 30-day mortality. Ageing was associated with alterations in each of the host response domains, characterised by greater activation of the endothelium and coagulation system and stronger elevation of inflammation and organ damage markers, which was independent of an increase in age-related comorbidities. Soluble tumour necrosis factor receptor 1, soluble triggering receptor expressed on myeloid cells 1 and soluble thrombomodulin showed the strongest correlation with ageing and explained part of the ageing-driven increase in 30-day mortality (proportion mediated: 13.0%, 12.9% and 12.6%, respectively).
Ageing is associated with a strong and broad modification of the host response to COVID-19, and specific immune changes likely contribute to increased mortality in older patients. These results may provide insight into potential age-specific immunomodulatory targets in COVID-19. |
doi_str_mv | 10.1183/13993003.00011-2023 |
format | Article |
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Appelman, Brent ; de Brabander, Justin ; van Amstel, Rombout B E ; Chouchane, Osoul ; van Linge, Christine C A ; Schuurman, Alex R ; Reijnders, Tom D Y ; Sulzer, Titia A L ; Klarenbeek, Augustijn M ; Douma, Renée A ; Bos, Lieuwe D J ; Wiersinga, W Joost ; Peters-Sengers, Hessel ; van der Poll, Tom ; van Agtmael, Michiel ; Algera, Anne Geke ; Appelman, Brent ; van Baarle, Floor ; Beudel, Martijn ; Bogaard, Harm Jan ; Bomers, Marije ; Bonta, Peter ; Bos, Lieuwe ; Botta, Michela ; de Brabander, Justin ; de Bree, Godelieve ; de Bruin, Sanne ; Bugiani, Marianna ; Bulle, Esther ; Buis, David T P ; Chouchane, Osoul ; Cloherty, Alex ; Dijkstra, Mirjam ; Dongelmans, Dave A ; Dujardin, Romein W G ; Elbers, Paul ; Fleuren, Lucas ; Geerlings, Suzanne ; Geijtenbeek, Theo ; Girbes, Armand ; Goorhuis, Bram ; Grobusch, Martin P ; Hagens, Laura ; Hamann, Jorg ; Harris, Vanessa ; Hemke, Robert ; Hermans, Sabine M ; Heunks, Leo ; Hollmann, Markus ; Horn, Janneke ; Hovius, Joppe W ; de Jong, Hanna K ; de Jong, Menno D ; Koning, Rutger ; Lemkes, Bregje ; Lim, Endry H T ; van Mourik, Niels ; Nellen, Jeaninne ; Nossent, Esther J ; Olie, Sabine ; Paulus, Frederique ; Peters, Edgar ; Pina-Fuentes, Dan A I ; van der Poll, Tom ; Preckel, Bennedikt ; Prins, Jan M ; Raasveld, Jorinde ; Reijnders, Tom ; de Rotte, Maurits C F J ; Schinkel, Michiel ; Schultz, Marcus J ; Schrauwen, Femke A P ; Schuurman, Alex ; Schuurmans, Jaap ; Sigaloff, Kim ; Slim, Marleen A ; Smeele, Patrick ; Smit, Marry ; Stijnis, Cornelis S ; Stilma, Willemke ; Teunissen, Charlotte ; Thoral, Patrick ; Tsonas, Anissa M ; Tuinman, Pieter R ; van der Valk, Marc ; Veelo, Denise P ; Volleman, Carolien ; de Vries, Heder ; Vught, Lonneke A ; van Vugt, Michèle ; Wouters, Dorien ; Zwinderman, A H Koos ; Brouwer, Matthijs C ; Wiersinga, W Joost ; Vlaar, Alexander P J ; van de Beek, Diederik</creator><creatorcontrib>Michels, Erik H A ; Appelman, Brent ; de Brabander, Justin ; van Amstel, Rombout B E ; Chouchane, Osoul ; van Linge, Christine C A ; Schuurman, Alex R ; Reijnders, Tom D Y ; Sulzer, Titia A L ; Klarenbeek, Augustijn M ; Douma, Renée A ; Bos, Lieuwe D J ; Wiersinga, W Joost ; Peters-Sengers, Hessel ; van der Poll, Tom ; van Agtmael, Michiel ; Algera, Anne Geke ; Appelman, Brent ; van Baarle, Floor ; Beudel, Martijn ; Bogaard, Harm Jan ; Bomers, Marije ; Bonta, Peter ; Bos, Lieuwe ; Botta, Michela ; de Brabander, Justin ; de Bree, Godelieve ; de Bruin, Sanne ; Bugiani, Marianna ; Bulle, Esther ; Buis, David T P ; Chouchane, Osoul ; Cloherty, Alex ; Dijkstra, Mirjam ; Dongelmans, Dave A ; Dujardin, Romein W G ; Elbers, Paul ; Fleuren, Lucas ; Geerlings, Suzanne ; Geijtenbeek, Theo ; Girbes, Armand ; Goorhuis, Bram ; Grobusch, Martin P ; Hagens, Laura ; Hamann, Jorg ; Harris, Vanessa ; Hemke, Robert ; Hermans, Sabine M ; Heunks, Leo ; Hollmann, Markus ; Horn, Janneke ; Hovius, Joppe W ; de Jong, Hanna K ; de Jong, Menno D ; Koning, Rutger ; Lemkes, Bregje ; Lim, Endry H T ; van Mourik, Niels ; Nellen, Jeaninne ; Nossent, Esther J ; Olie, Sabine ; Paulus, Frederique ; Peters, Edgar ; Pina-Fuentes, Dan A I ; van der Poll, Tom ; Preckel, Bennedikt ; Prins, Jan M ; Raasveld, Jorinde ; Reijnders, Tom ; de Rotte, Maurits C F J ; Schinkel, Michiel ; Schultz, Marcus J ; Schrauwen, Femke A P ; Schuurman, Alex ; Schuurmans, Jaap ; Sigaloff, Kim ; Slim, Marleen A ; Smeele, Patrick ; Smit, Marry ; Stijnis, Cornelis S ; Stilma, Willemke ; Teunissen, Charlotte ; Thoral, Patrick ; Tsonas, Anissa M ; Tuinman, Pieter R ; van der Valk, Marc ; Veelo, Denise P ; Volleman, Carolien ; de Vries, Heder ; Vught, Lonneke A ; van Vugt, Michèle ; Wouters, Dorien ; Zwinderman, A H Koos ; Brouwer, Matthijs C ; Wiersinga, W Joost ; Vlaar, Alexander P J ; van de Beek, Diederik ; Amsterdam UMC COVID-19 Biobank Study Group ; Amsterdam UMC COVID-19 Biobank Study Group</creatorcontrib><description>Coronavirus disease 2019 (COVID-19)-induced mortality occurs predominantly in older patients. Several immunomodulating therapies seem less beneficial in these patients. The biological substrate behind these observations is unknown. The aim of this study was to obtain insight into the association between ageing, the host response and mortality in patients with COVID-19.
We determined 43 biomarkers reflective of alterations in four pathophysiological domains: endothelial cell and coagulation activation, inflammation and organ damage, and cytokine and chemokine release. We used mediation analysis to associate ageing-driven alterations in the host response with 30-day mortality. Biomarkers associated with both ageing and mortality were validated in an intensive care unit and external cohort.
464 general ward patients with COVID-19 were stratified according to age decades. Increasing age was an independent risk factor for 30-day mortality. Ageing was associated with alterations in each of the host response domains, characterised by greater activation of the endothelium and coagulation system and stronger elevation of inflammation and organ damage markers, which was independent of an increase in age-related comorbidities. Soluble tumour necrosis factor receptor 1, soluble triggering receptor expressed on myeloid cells 1 and soluble thrombomodulin showed the strongest correlation with ageing and explained part of the ageing-driven increase in 30-day mortality (proportion mediated: 13.0%, 12.9% and 12.6%, respectively).
Ageing is associated with a strong and broad modification of the host response to COVID-19, and specific immune changes likely contribute to increased mortality in older patients. These results may provide insight into potential age-specific immunomodulatory targets in COVID-19.</description><identifier>ISSN: 0903-1936</identifier><identifier>EISSN: 1399-3003</identifier><identifier>DOI: 10.1183/13993003.00011-2023</identifier><identifier>PMID: 37080568</identifier><language>eng</language><publisher>England: European Respiratory Society</publisher><subject>Aged ; Aging ; Biomarkers ; COVID-19 ; Cytokines ; Humans ; Inflammation ; Original</subject><ispartof>The European respiratory journal, 2023-07, Vol.62 (1), p.2300011</ispartof><rights>Copyright ©The authors 2023.</rights><rights>Copyright ©The authors 2023. 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c406t-2195133acc50d002c2a00e814eafbae197929df5fb92faedce8bd316100b6c153</citedby><cites>FETCH-LOGICAL-c406t-2195133acc50d002c2a00e814eafbae197929df5fb92faedce8bd316100b6c153</cites><orcidid>0000-0001-8145-2444 ; 0000-0003-2911-4549 ; 0000-0003-3145-864X ; 0000-0001-9322-1117 ; 0000-0002-4560-8410</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37080568$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Michels, Erik H A</creatorcontrib><creatorcontrib>Appelman, Brent</creatorcontrib><creatorcontrib>de Brabander, Justin</creatorcontrib><creatorcontrib>van Amstel, 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P</creatorcontrib><creatorcontrib>Hagens, Laura</creatorcontrib><creatorcontrib>Hamann, Jorg</creatorcontrib><creatorcontrib>Harris, Vanessa</creatorcontrib><creatorcontrib>Hemke, Robert</creatorcontrib><creatorcontrib>Hermans, Sabine M</creatorcontrib><creatorcontrib>Heunks, Leo</creatorcontrib><creatorcontrib>Hollmann, Markus</creatorcontrib><creatorcontrib>Horn, Janneke</creatorcontrib><creatorcontrib>Hovius, Joppe W</creatorcontrib><creatorcontrib>de Jong, Hanna K</creatorcontrib><creatorcontrib>de Jong, Menno D</creatorcontrib><creatorcontrib>Koning, Rutger</creatorcontrib><creatorcontrib>Lemkes, Bregje</creatorcontrib><creatorcontrib>Lim, Endry H T</creatorcontrib><creatorcontrib>van Mourik, Niels</creatorcontrib><creatorcontrib>Nellen, Jeaninne</creatorcontrib><creatorcontrib>Nossent, Esther J</creatorcontrib><creatorcontrib>Olie, Sabine</creatorcontrib><creatorcontrib>Paulus, Frederique</creatorcontrib><creatorcontrib>Peters, Edgar</creatorcontrib><creatorcontrib>Pina-Fuentes, Dan A I</creatorcontrib><creatorcontrib>van der Poll, Tom</creatorcontrib><creatorcontrib>Preckel, Bennedikt</creatorcontrib><creatorcontrib>Prins, Jan M</creatorcontrib><creatorcontrib>Raasveld, Jorinde</creatorcontrib><creatorcontrib>Reijnders, Tom</creatorcontrib><creatorcontrib>de Rotte, Maurits C F J</creatorcontrib><creatorcontrib>Schinkel, Michiel</creatorcontrib><creatorcontrib>Schultz, Marcus J</creatorcontrib><creatorcontrib>Schrauwen, Femke A P</creatorcontrib><creatorcontrib>Schuurman, Alex</creatorcontrib><creatorcontrib>Schuurmans, Jaap</creatorcontrib><creatorcontrib>Sigaloff, Kim</creatorcontrib><creatorcontrib>Slim, Marleen A</creatorcontrib><creatorcontrib>Smeele, Patrick</creatorcontrib><creatorcontrib>Smit, Marry</creatorcontrib><creatorcontrib>Stijnis, Cornelis S</creatorcontrib><creatorcontrib>Stilma, Willemke</creatorcontrib><creatorcontrib>Teunissen, Charlotte</creatorcontrib><creatorcontrib>Thoral, Patrick</creatorcontrib><creatorcontrib>Tsonas, Anissa M</creatorcontrib><creatorcontrib>Tuinman, Pieter R</creatorcontrib><creatorcontrib>van der Valk, Marc</creatorcontrib><creatorcontrib>Veelo, Denise P</creatorcontrib><creatorcontrib>Volleman, Carolien</creatorcontrib><creatorcontrib>de Vries, Heder</creatorcontrib><creatorcontrib>Vught, Lonneke A</creatorcontrib><creatorcontrib>van Vugt, Michèle</creatorcontrib><creatorcontrib>Wouters, Dorien</creatorcontrib><creatorcontrib>Zwinderman, A H Koos</creatorcontrib><creatorcontrib>Brouwer, Matthijs C</creatorcontrib><creatorcontrib>Wiersinga, W Joost</creatorcontrib><creatorcontrib>Vlaar, Alexander P J</creatorcontrib><creatorcontrib>van de Beek, Diederik</creatorcontrib><creatorcontrib>Amsterdam UMC COVID-19 Biobank Study Group</creatorcontrib><creatorcontrib>Amsterdam UMC COVID-19 Biobank Study Group</creatorcontrib><title>Age-related changes in plasma biomarkers and their association with mortality in COVID-19</title><title>The European respiratory journal</title><addtitle>Eur Respir J</addtitle><description>Coronavirus disease 2019 (COVID-19)-induced mortality occurs predominantly in older patients. Several immunomodulating therapies seem less beneficial in these patients. The biological substrate behind these observations is unknown. The aim of this study was to obtain insight into the association between ageing, the host response and mortality in patients with COVID-19.
We determined 43 biomarkers reflective of alterations in four pathophysiological domains: endothelial cell and coagulation activation, inflammation and organ damage, and cytokine and chemokine release. We used mediation analysis to associate ageing-driven alterations in the host response with 30-day mortality. Biomarkers associated with both ageing and mortality were validated in an intensive care unit and external cohort.
464 general ward patients with COVID-19 were stratified according to age decades. Increasing age was an independent risk factor for 30-day mortality. Ageing was associated with alterations in each of the host response domains, characterised by greater activation of the endothelium and coagulation system and stronger elevation of inflammation and organ damage markers, which was independent of an increase in age-related comorbidities. Soluble tumour necrosis factor receptor 1, soluble triggering receptor expressed on myeloid cells 1 and soluble thrombomodulin showed the strongest correlation with ageing and explained part of the ageing-driven increase in 30-day mortality (proportion mediated: 13.0%, 12.9% and 12.6%, respectively).
Ageing is associated with a strong and broad modification of the host response to COVID-19, and specific immune changes likely contribute to increased mortality in older patients. These results may provide insight into potential age-specific immunomodulatory targets in 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journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Michels, Erik H A</au><au>Appelman, Brent</au><au>de Brabander, Justin</au><au>van Amstel, Rombout B E</au><au>Chouchane, Osoul</au><au>van Linge, Christine C A</au><au>Schuurman, Alex R</au><au>Reijnders, Tom D Y</au><au>Sulzer, Titia A L</au><au>Klarenbeek, Augustijn M</au><au>Douma, Renée A</au><au>Bos, Lieuwe D J</au><au>Wiersinga, W Joost</au><au>Peters-Sengers, Hessel</au><au>van der Poll, Tom</au><au>van Agtmael, Michiel</au><au>Algera, Anne Geke</au><au>Appelman, Brent</au><au>van Baarle, Floor</au><au>Beudel, Martijn</au><au>Bogaard, Harm Jan</au><au>Bomers, Marije</au><au>Bonta, Peter</au><au>Bos, Lieuwe</au><au>Botta, Michela</au><au>de Brabander, Justin</au><au>de Bree, Godelieve</au><au>de Bruin, Sanne</au><au>Bugiani, Marianna</au><au>Bulle, Esther</au><au>Buis, David T P</au><au>Chouchane, Osoul</au><au>Cloherty, Alex</au><au>Dijkstra, Mirjam</au><au>Dongelmans, Dave A</au><au>Dujardin, Romein W G</au><au>Elbers, Paul</au><au>Fleuren, Lucas</au><au>Geerlings, Suzanne</au><au>Geijtenbeek, Theo</au><au>Girbes, Armand</au><au>Goorhuis, Bram</au><au>Grobusch, Martin P</au><au>Hagens, Laura</au><au>Hamann, Jorg</au><au>Harris, Vanessa</au><au>Hemke, Robert</au><au>Hermans, Sabine M</au><au>Heunks, Leo</au><au>Hollmann, Markus</au><au>Horn, Janneke</au><au>Hovius, Joppe W</au><au>de Jong, Hanna K</au><au>de Jong, Menno D</au><au>Koning, Rutger</au><au>Lemkes, Bregje</au><au>Lim, Endry H T</au><au>van Mourik, Niels</au><au>Nellen, Jeaninne</au><au>Nossent, Esther J</au><au>Olie, Sabine</au><au>Paulus, Frederique</au><au>Peters, Edgar</au><au>Pina-Fuentes, Dan A I</au><au>van der Poll, Tom</au><au>Preckel, Bennedikt</au><au>Prins, Jan M</au><au>Raasveld, Jorinde</au><au>Reijnders, Tom</au><au>de Rotte, Maurits C F J</au><au>Schinkel, Michiel</au><au>Schultz, Marcus J</au><au>Schrauwen, Femke A P</au><au>Schuurman, Alex</au><au>Schuurmans, Jaap</au><au>Sigaloff, Kim</au><au>Slim, Marleen A</au><au>Smeele, Patrick</au><au>Smit, Marry</au><au>Stijnis, Cornelis S</au><au>Stilma, Willemke</au><au>Teunissen, Charlotte</au><au>Thoral, Patrick</au><au>Tsonas, Anissa M</au><au>Tuinman, Pieter R</au><au>van der Valk, Marc</au><au>Veelo, Denise P</au><au>Volleman, Carolien</au><au>de Vries, Heder</au><au>Vught, Lonneke A</au><au>van Vugt, Michèle</au><au>Wouters, Dorien</au><au>Zwinderman, A H Koos</au><au>Brouwer, Matthijs C</au><au>Wiersinga, W Joost</au><au>Vlaar, Alexander P J</au><au>van de Beek, Diederik</au><aucorp>Amsterdam UMC COVID-19 Biobank Study Group</aucorp><aucorp>Amsterdam UMC COVID-19 Biobank Study Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Age-related changes in plasma biomarkers and their association with mortality in COVID-19</atitle><jtitle>The European respiratory journal</jtitle><addtitle>Eur Respir J</addtitle><date>2023-07-01</date><risdate>2023</risdate><volume>62</volume><issue>1</issue><spage>2300011</spage><pages>2300011-</pages><issn>0903-1936</issn><eissn>1399-3003</eissn><abstract>Coronavirus disease 2019 (COVID-19)-induced mortality occurs predominantly in older patients. Several immunomodulating therapies seem less beneficial in these patients. The biological substrate behind these observations is unknown. The aim of this study was to obtain insight into the association between ageing, the host response and mortality in patients with COVID-19.
We determined 43 biomarkers reflective of alterations in four pathophysiological domains: endothelial cell and coagulation activation, inflammation and organ damage, and cytokine and chemokine release. We used mediation analysis to associate ageing-driven alterations in the host response with 30-day mortality. Biomarkers associated with both ageing and mortality were validated in an intensive care unit and external cohort.
464 general ward patients with COVID-19 were stratified according to age decades. Increasing age was an independent risk factor for 30-day mortality. Ageing was associated with alterations in each of the host response domains, characterised by greater activation of the endothelium and coagulation system and stronger elevation of inflammation and organ damage markers, which was independent of an increase in age-related comorbidities. Soluble tumour necrosis factor receptor 1, soluble triggering receptor expressed on myeloid cells 1 and soluble thrombomodulin showed the strongest correlation with ageing and explained part of the ageing-driven increase in 30-day mortality (proportion mediated: 13.0%, 12.9% and 12.6%, respectively).
Ageing is associated with a strong and broad modification of the host response to COVID-19, and specific immune changes likely contribute to increased mortality in older patients. These results may provide insight into potential age-specific immunomodulatory targets in COVID-19.</abstract><cop>England</cop><pub>European Respiratory Society</pub><pmid>37080568</pmid><doi>10.1183/13993003.00011-2023</doi><orcidid>https://orcid.org/0000-0001-8145-2444</orcidid><orcidid>https://orcid.org/0000-0003-2911-4549</orcidid><orcidid>https://orcid.org/0000-0003-3145-864X</orcidid><orcidid>https://orcid.org/0000-0001-9322-1117</orcidid><orcidid>https://orcid.org/0000-0002-4560-8410</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0903-1936 |
ispartof | The European respiratory journal, 2023-07, Vol.62 (1), p.2300011 |
issn | 0903-1936 1399-3003 |
language | eng |
recordid | cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10151455 |
source | MEDLINE; EZB-FREE-00999 freely available EZB journals |
subjects | Aged Aging Biomarkers COVID-19 Cytokines Humans Inflammation Original |
title | Age-related changes in plasma biomarkers and their association with mortality in COVID-19 |
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