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Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome
BACKGROUND: The autonomic nervous system (ANS) is a complex network where sympathetic and parasympathetic domains interact inside and outside of the network. Correlation-based network analysis (NA) is a novel approach enabling the quantification of these interactions. The aim of this study is to ass...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9517969/ https://www.ncbi.nlm.nih.gov/pubmed/36169757 http://dx.doi.org/10.1007/s10072-022-06423-y |
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author | Novak, Peter Giannetti, Matthew P. Weller, Emily Hamilton, Matthew J. Mukerji, Shibani S. Alabsi, Haitham S. Systrom, David Marciano, Sadie P. Felsenstein, Donna Mullally, William J. Pilgrim, David M. Castells, Mariana |
author_facet | Novak, Peter Giannetti, Matthew P. Weller, Emily Hamilton, Matthew J. Mukerji, Shibani S. Alabsi, Haitham S. Systrom, David Marciano, Sadie P. Felsenstein, Donna Mullally, William J. Pilgrim, David M. Castells, Mariana |
author_sort | Novak, Peter |
collection | PubMed |
description | BACKGROUND: The autonomic nervous system (ANS) is a complex network where sympathetic and parasympathetic domains interact inside and outside of the network. Correlation-based network analysis (NA) is a novel approach enabling the quantification of these interactions. The aim of this study is to assess the applicability of NA to assess relationships between autonomic, sensory, respiratory, cerebrovascular, and inflammatory markers on post-acute sequela of COVID-19 (PASC) and postural tachycardia syndrome (POTS). METHODS: In this retrospective study, datasets from PASC (n = 15), POTS (n = 15), and matched controls (n = 11) were analyzed. Networks were constructed from surveys (autonomic and sensory), autonomic tests (deep breathing, Valsalva maneuver, tilt, and sudomotor test) results using heart rate, blood pressure, cerebral blood flow velocity (CBFv), capnography, skin biopsies for assessment of small fiber neuropathy (SFN), and various inflammatory markers. Networks were characterized by clusters and centrality metrics. RESULTS: Standard analysis showed widespread abnormalities including reduced orthostatic CBFv in 100%/88% (PASC/POTS), SFN 77%/88%, mild-to-moderate dysautonomia 100%/100%, hypocapnia 87%/100%, and elevated inflammatory markers. NA showed different signatures for both disorders with centrality metrics of vascular and inflammatory variables playing prominent roles in differentiating PASC from POTS. CONCLUSIONS: NA is suitable for a relationship analysis between autonomic and nonautonomic components. Our preliminary analyses indicate that NA can expand the value of autonomic testing and provide new insight into the functioning of the ANS and related systems in complex disease processes such as PASC and POTS. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10072-022-06423-y. |
format | Online Article Text |
id | pubmed-9517969 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-95179692022-09-29 Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome Novak, Peter Giannetti, Matthew P. Weller, Emily Hamilton, Matthew J. Mukerji, Shibani S. Alabsi, Haitham S. Systrom, David Marciano, Sadie P. Felsenstein, Donna Mullally, William J. Pilgrim, David M. Castells, Mariana Neurol Sci Original Article BACKGROUND: The autonomic nervous system (ANS) is a complex network where sympathetic and parasympathetic domains interact inside and outside of the network. Correlation-based network analysis (NA) is a novel approach enabling the quantification of these interactions. The aim of this study is to assess the applicability of NA to assess relationships between autonomic, sensory, respiratory, cerebrovascular, and inflammatory markers on post-acute sequela of COVID-19 (PASC) and postural tachycardia syndrome (POTS). METHODS: In this retrospective study, datasets from PASC (n = 15), POTS (n = 15), and matched controls (n = 11) were analyzed. Networks were constructed from surveys (autonomic and sensory), autonomic tests (deep breathing, Valsalva maneuver, tilt, and sudomotor test) results using heart rate, blood pressure, cerebral blood flow velocity (CBFv), capnography, skin biopsies for assessment of small fiber neuropathy (SFN), and various inflammatory markers. Networks were characterized by clusters and centrality metrics. RESULTS: Standard analysis showed widespread abnormalities including reduced orthostatic CBFv in 100%/88% (PASC/POTS), SFN 77%/88%, mild-to-moderate dysautonomia 100%/100%, hypocapnia 87%/100%, and elevated inflammatory markers. NA showed different signatures for both disorders with centrality metrics of vascular and inflammatory variables playing prominent roles in differentiating PASC from POTS. CONCLUSIONS: NA is suitable for a relationship analysis between autonomic and nonautonomic components. Our preliminary analyses indicate that NA can expand the value of autonomic testing and provide new insight into the functioning of the ANS and related systems in complex disease processes such as PASC and POTS. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10072-022-06423-y. Springer International Publishing 2022-09-28 2022 /pmc/articles/PMC9517969/ /pubmed/36169757 http://dx.doi.org/10.1007/s10072-022-06423-y Text en © Fondazione Società Italiana di Neurologia 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Novak, Peter Giannetti, Matthew P. Weller, Emily Hamilton, Matthew J. Mukerji, Shibani S. Alabsi, Haitham S. Systrom, David Marciano, Sadie P. Felsenstein, Donna Mullally, William J. Pilgrim, David M. Castells, Mariana Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title | Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title_full | Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title_fullStr | Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title_full_unstemmed | Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title_short | Network autonomic analysis of post-acute sequelae of COVID-19 and postural tachycardia syndrome |
title_sort | network autonomic analysis of post-acute sequelae of covid-19 and postural tachycardia syndrome |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9517969/ https://www.ncbi.nlm.nih.gov/pubmed/36169757 http://dx.doi.org/10.1007/s10072-022-06423-y |
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