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Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID

Long-COVID symptoms remain incompletely defined due to a large heterogeneity in the populations studied, case definitions, and settings of care. The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and c...

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Published in:BMC Medicine 2024, Vol.22 (1)
Main Authors: Floridia, Marco, Giuliano, Marina, Weimer, Liliana Elena, Ciardi, Maria Rosa, Agostoni, Piergiuseppe, Palange, Paolo, Rovere Querini, Patrizia, Zucco, Silvia, Tosato, Matteo, Lo Forte, Aldo, Bonfanti, Paolo, Lacedonia, Donato, Barisione, Emanuela, Figliozzi, Stefano, Andreozzi, Paola, Damiano, Cecilia, Pricci, Flavia, Onder, Graziano, Grisetti, Tiziana, Grassi, Tiziana, Tiple, Dorina, Villa, Marika, Polizzi, Cosimo, Galati, Fabio, Pasculli, Patrizia, Colazzo, Francesca, Mattavelli, Irene, Salvioni, Elisabetta, Pellegrino, Daniela, Bezzio, Marco, Olmati, Federica, Sanna, Arianna, Schifano, Arianna, Angelone, Dario, Fabozzi, Antonio, Santoro, Simona, Fumagalli, Anna, Merolla, Aurora, Canti, Valentina, Ruggiero, Maria Pia, Messina, Marco, Biganzoli, Marina, Buonsenso, Danilo, Ianniello, Alice, Galluzzo, Vincenzo, Macculi, Laura, Bottaro, Valeria Maria, Bonaffini, Luca, Spolti, Anna, Squillace, Nicola, Campanino, Terence, Alo?, Teresita, Tagliabue, Elena, Testerini, Federica, Miglionico, Marzia, Barbitta, Antonia, Cenciarelli, Chiara, Pagnanelli, Gianluca, Piccinni, Giuseppe, Gnerre, Paola, Parodi, Lionello, Monaco, Eugenia, Buscaglia, Sandra, Visconti, Antonella, Loso, Kwelusukila, Martino, Giuseppe Pio, Bitti, Giuseppina, Postacchini, Laura, Cognigni, Antonella, di Rosolini, Maria Antonietta, Mavilla, Sergio, Toraldo, Domenico Maurizio, Vagheggini, Guido, Bardi, Giulio, Levantino, Giuseppa, Stefan, Cristina, Parati, Gianfranco, Perger, Elisa, Gianfranceschi, Enrico, Pozzoli, Francesca, De Leo, Pasqualina, Grignolo, Sara, Monari, Caterina, Bianchi, Leila, Galli, Luisa, Surace, Lorenzo, Falbo, Elisabetta, Boni, Silvia, Battello, Claudia, Baghiris, Caterina, Serviddio, Gaetano
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container_title BMC Medicine
container_volume 22
creator Floridia, Marco
Giuliano, Marina
Weimer, Liliana Elena
Ciardi, Maria Rosa
Agostoni, Piergiuseppe
Palange, Paolo
Rovere Querini, Patrizia
Zucco, Silvia
Tosato, Matteo
Lo Forte, Aldo
Bonfanti, Paolo
Lacedonia, Donato
Barisione, Emanuela
Figliozzi, Stefano
Andreozzi, Paola
Damiano, Cecilia
Pricci, Flavia
Onder, Graziano
Grisetti, Tiziana
Grassi, Tiziana
Tiple, Dorina
Villa, Marika
Polizzi, Cosimo
Galati, Fabio
Pasculli, Patrizia
Colazzo, Francesca
Mattavelli, Irene
Salvioni, Elisabetta
Pellegrino, Daniela
Bezzio, Marco
Olmati, Federica
Sanna, Arianna
Schifano, Arianna
Angelone, Dario
Fabozzi, Antonio
Santoro, Simona
Fumagalli, Anna
Merolla, Aurora
Canti, Valentina
Ruggiero, Maria Pia
Messina, Marco
Biganzoli, Marina
Buonsenso, Danilo
Ianniello, Alice
Galluzzo, Vincenzo
Macculi, Laura
Bottaro, Valeria Maria
Bonaffini, Luca
Spolti, Anna
Squillace, Nicola
Campanino, Terence
Alo?, Teresita
Tagliabue, Elena
Testerini, Federica
Miglionico, Marzia
Barbitta, Antonia
Cenciarelli, Chiara
Pagnanelli, Gianluca
Piccinni, Giuseppe
Gnerre, Paola
Parodi, Lionello
Monaco, Eugenia
Buscaglia, Sandra
Visconti, Antonella
Loso, Kwelusukila
Martino, Giuseppe Pio
Bitti, Giuseppina
Postacchini, Laura
Cognigni, Antonella
di Rosolini, Maria Antonietta
Mavilla, Sergio
Toraldo, Domenico Maurizio
Vagheggini, Guido
Bardi, Giulio
Levantino, Giuseppa
Stefan, Cristina
Parati, Gianfranco
Perger, Elisa
Gianfranceschi, Enrico
Pozzoli, Francesca
De Leo, Pasqualina
Grignolo, Sara
Monari, Caterina
Bianchi, Leila
Galli, Luisa
Surace, Lorenzo
Falbo, Elisabetta
Boni, Silvia
Battello, Claudia
Baghiris, Caterina
Serviddio, Gaetano
description Long-COVID symptoms remain incompletely defined due to a large heterogeneity in the populations studied, case definitions, and settings of care. The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and cases, the functional status compared to pre-infection, and the impact on working activity. Multicentre cohort study with a collection of both retrospective and prospective data. Demographics, comorbidities, severity and timing of acute COVID, subjective functional status, working activity and presence of 30 different symptoms were collected using a shortened version of the WHO Post COVID-19 Case Report Form. The impact on working activity was assessed in multivariable logistic regression models. Clustering of symptoms was analysed by hierarchical clustering and the clustering of cases by two-step automatic clustering. The study evaluated 1297 individuals (51.5% women) from 30 clinical centres. Men and women had different profiles in terms of comorbidities, vaccination status, severity and timing of acute SARS-CoV-2 infection. Fatigue (55.9%) and dyspnea (47.2%) were the most frequent symptoms. Women reported more symptoms (3.6 vs. 3.1, p < 0.001), with a significantly higher prevalence of memory loss, difficult concentration, cough, palpitation or tachycardia, dermatological abnormalities, brain fog, headache and visual disturbances. Dyspnea was more common in men. In the cluster analysis of the 19 more common symptoms, five aggregations were found: four two-symptom clusters (smell and taste reduction; anxiety and depressed mood; joint pain or swelling and muscle pain; difficult concentration and memory loss) and one six-symptom cluster (brain fog, equilibrium/gait disturbances, headache, paresthesia, thoracic pain, and palpitations/tachycardia). In a multivariable analysis, headache, dyspnea, difficult concentration, disturbances of equilibrium or gait, visual disturbances and muscular pain were associated with reduced or interrupted working activity. Clustering of cases defined two clusters, with distinct characteristics in terms of phase and severity of acute infection, age, sex, number of comorbidities and symptom profile. The findings provide further evidence that Long-COVID is a heterogeneous disease with manifestations that differ by sex, phase of the pandemic and severity of acute disease, and support the possibility that multiple pathways lead to differ
doi_str_mv 10.1186/s12916-024-03746-9
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The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and cases, the functional status compared to pre-infection, and the impact on working activity. Multicentre cohort study with a collection of both retrospective and prospective data. Demographics, comorbidities, severity and timing of acute COVID, subjective functional status, working activity and presence of 30 different symptoms were collected using a shortened version of the WHO Post COVID-19 Case Report Form. The impact on working activity was assessed in multivariable logistic regression models. Clustering of symptoms was analysed by hierarchical clustering and the clustering of cases by two-step automatic clustering. The study evaluated 1297 individuals (51.5% women) from 30 clinical centres. Men and women had different profiles in terms of comorbidities, vaccination status, severity and timing of acute SARS-CoV-2 infection. Fatigue (55.9%) and dyspnea (47.2%) were the most frequent symptoms. Women reported more symptoms (3.6 vs. 3.1, p &lt; 0.001), with a significantly higher prevalence of memory loss, difficult concentration, cough, palpitation or tachycardia, dermatological abnormalities, brain fog, headache and visual disturbances. Dyspnea was more common in men. In the cluster analysis of the 19 more common symptoms, five aggregations were found: four two-symptom clusters (smell and taste reduction; anxiety and depressed mood; joint pain or swelling and muscle pain; difficult concentration and memory loss) and one six-symptom cluster (brain fog, equilibrium/gait disturbances, headache, paresthesia, thoracic pain, and palpitations/tachycardia). In a multivariable analysis, headache, dyspnea, difficult concentration, disturbances of equilibrium or gait, visual disturbances and muscular pain were associated with reduced or interrupted working activity. Clustering of cases defined two clusters, with distinct characteristics in terms of phase and severity of acute infection, age, sex, number of comorbidities and symptom profile. 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Guido</creatorcontrib><creatorcontrib>Bardi, Giulio</creatorcontrib><creatorcontrib>Levantino, Giuseppa</creatorcontrib><creatorcontrib>Stefan, Cristina</creatorcontrib><creatorcontrib>Parati, Gianfranco</creatorcontrib><creatorcontrib>Perger, Elisa</creatorcontrib><creatorcontrib>Gianfranceschi, Enrico</creatorcontrib><creatorcontrib>Pozzoli, Francesca</creatorcontrib><creatorcontrib>De Leo, Pasqualina</creatorcontrib><creatorcontrib>Grignolo, Sara</creatorcontrib><creatorcontrib>Monari, Caterina</creatorcontrib><creatorcontrib>Bianchi, Leila</creatorcontrib><creatorcontrib>Galli, Luisa</creatorcontrib><creatorcontrib>Surace, Lorenzo</creatorcontrib><creatorcontrib>Falbo, Elisabetta</creatorcontrib><creatorcontrib>Boni, Silvia</creatorcontrib><creatorcontrib>Battello, Claudia</creatorcontrib><creatorcontrib>Baghiris, Caterina</creatorcontrib><creatorcontrib>Serviddio, Gaetano</creatorcontrib><title>Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID</title><title>BMC Medicine</title><description>Long-COVID symptoms remain incompletely defined due to a large heterogeneity in the populations studied, case definitions, and settings of care. The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and cases, the functional status compared to pre-infection, and the impact on working activity. Multicentre cohort study with a collection of both retrospective and prospective data. Demographics, comorbidities, severity and timing of acute COVID, subjective functional status, working activity and presence of 30 different symptoms were collected using a shortened version of the WHO Post COVID-19 Case Report Form. The impact on working activity was assessed in multivariable logistic regression models. Clustering of symptoms was analysed by hierarchical clustering and the clustering of cases by two-step automatic clustering. The study evaluated 1297 individuals (51.5% women) from 30 clinical centres. Men and women had different profiles in terms of comorbidities, vaccination status, severity and timing of acute SARS-CoV-2 infection. Fatigue (55.9%) and dyspnea (47.2%) were the most frequent symptoms. Women reported more symptoms (3.6 vs. 3.1, p &lt; 0.001), with a significantly higher prevalence of memory loss, difficult concentration, cough, palpitation or tachycardia, dermatological abnormalities, brain fog, headache and visual disturbances. Dyspnea was more common in men. In the cluster analysis of the 19 more common symptoms, five aggregations were found: four two-symptom clusters (smell and taste reduction; anxiety and depressed mood; joint pain or swelling and muscle pain; difficult concentration and memory loss) and one six-symptom cluster (brain fog, equilibrium/gait disturbances, headache, paresthesia, thoracic pain, and palpitations/tachycardia). In a multivariable analysis, headache, dyspnea, difficult concentration, disturbances of equilibrium or gait, visual disturbances and muscular pain were associated with reduced or interrupted working activity. Clustering of cases defined two clusters, with distinct characteristics in terms of phase and severity of acute infection, age, sex, number of comorbidities and symptom profile. The findings provide further evidence that Long-COVID is a heterogeneous disease with manifestations that differ by sex, phase of the pandemic and severity of acute disease, and support the possibility that multiple pathways lead to different clinical manifestations.</description><subject>Care and treatment</subject><subject>Causes of</subject><subject>Comorbidity</subject><subject>Diagnosis</subject><subject>Fatigue</subject><subject>Shortness of 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Ltd</general><scope/></search><sort><creationdate>20241114</creationdate><title>Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID</title><author>Floridia, Marco ; Giuliano, Marina ; Weimer, Liliana Elena ; Ciardi, Maria Rosa ; Agostoni, Piergiuseppe ; Palange, Paolo ; Rovere Querini, Patrizia ; Zucco, Silvia ; Tosato, Matteo ; Lo Forte, Aldo ; Bonfanti, Paolo ; Lacedonia, Donato ; Barisione, Emanuela ; Figliozzi, Stefano ; Andreozzi, Paola ; Damiano, Cecilia ; Pricci, Flavia ; Onder, Graziano ; Grisetti, Tiziana ; Grassi, Tiziana ; Tiple, Dorina ; Villa, Marika ; Polizzi, Cosimo ; Galati, Fabio ; Pasculli, Patrizia ; Colazzo, Francesca ; Mattavelli, Irene ; Salvioni, Elisabetta ; Pellegrino, Daniela ; Bezzio, Marco ; Olmati, Federica ; Sanna, Arianna ; Schifano, Arianna ; Angelone, Dario ; Fabozzi, Antonio ; Santoro, Simona ; Fumagalli, Anna ; Merolla, Aurora ; Canti, Valentina ; Ruggiero, Maria Pia ; Messina, Marco ; Biganzoli, Marina ; Buonsenso, Danilo ; Ianniello, Alice ; Galluzzo, Vincenzo ; Macculi, Laura ; Bottaro, Valeria Maria ; Bonaffini, Luca ; Spolti, Anna ; Squillace, Nicola ; Campanino, Terence ; Alo?, Teresita ; Tagliabue, Elena ; Testerini, Federica ; Miglionico, Marzia ; Barbitta, Antonia ; Cenciarelli, Chiara ; Pagnanelli, Gianluca ; Piccinni, Giuseppe ; Gnerre, Paola ; Parodi, Lionello ; Monaco, Eugenia ; Buscaglia, Sandra ; Visconti, Antonella ; Loso, Kwelusukila ; Martino, Giuseppe Pio ; Bitti, Giuseppina ; Postacchini, Laura ; Cognigni, Antonella ; di Rosolini, Maria Antonietta ; Mavilla, Sergio ; Toraldo, Domenico Maurizio ; Vagheggini, Guido ; Bardi, Giulio ; Levantino, Giuseppa ; Stefan, Cristina ; Parati, Gianfranco ; Perger, Elisa ; Gianfranceschi, Enrico ; Pozzoli, Francesca ; De Leo, Pasqualina ; Grignolo, Sara ; Monari, Caterina ; Bianchi, Leila ; Galli, Luisa ; Surace, Lorenzo ; Falbo, Elisabetta ; Boni, Silvia ; Battello, Claudia ; Baghiris, Caterina ; Serviddio, Gaetano</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-gale_infotracmisc_A8161535623</frbrgroupid><rsrctype>reports</rsrctype><prefilter>reports</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Care and treatment</topic><topic>Causes of</topic><topic>Comorbidity</topic><topic>Diagnosis</topic><topic>Fatigue</topic><topic>Shortness of breath</topic><toplevel>online_resources</toplevel><creatorcontrib>Floridia, Marco</creatorcontrib><creatorcontrib>Giuliano, Marina</creatorcontrib><creatorcontrib>Weimer, Liliana Elena</creatorcontrib><creatorcontrib>Ciardi, Maria Rosa</creatorcontrib><creatorcontrib>Agostoni, Piergiuseppe</creatorcontrib><creatorcontrib>Palange, Paolo</creatorcontrib><creatorcontrib>Rovere Querini, Patrizia</creatorcontrib><creatorcontrib>Zucco, Silvia</creatorcontrib><creatorcontrib>Tosato, Matteo</creatorcontrib><creatorcontrib>Lo Forte, Aldo</creatorcontrib><creatorcontrib>Bonfanti, 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Caterina</creatorcontrib><creatorcontrib>Serviddio, Gaetano</creatorcontrib></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Floridia, Marco</au><au>Giuliano, Marina</au><au>Weimer, Liliana Elena</au><au>Ciardi, Maria Rosa</au><au>Agostoni, Piergiuseppe</au><au>Palange, Paolo</au><au>Rovere Querini, Patrizia</au><au>Zucco, Silvia</au><au>Tosato, Matteo</au><au>Lo Forte, Aldo</au><au>Bonfanti, Paolo</au><au>Lacedonia, Donato</au><au>Barisione, Emanuela</au><au>Figliozzi, Stefano</au><au>Andreozzi, Paola</au><au>Damiano, Cecilia</au><au>Pricci, Flavia</au><au>Onder, Graziano</au><au>Grisetti, Tiziana</au><au>Grassi, Tiziana</au><au>Tiple, Dorina</au><au>Villa, Marika</au><au>Polizzi, Cosimo</au><au>Galati, Fabio</au><au>Pasculli, Patrizia</au><au>Colazzo, Francesca</au><au>Mattavelli, Irene</au><au>Salvioni, Elisabetta</au><au>Pellegrino, Daniela</au><au>Bezzio, Marco</au><au>Olmati, Federica</au><au>Sanna, Arianna</au><au>Schifano, Arianna</au><au>Angelone, Dario</au><au>Fabozzi, Antonio</au><au>Santoro, Simona</au><au>Fumagalli, Anna</au><au>Merolla, Aurora</au><au>Canti, Valentina</au><au>Ruggiero, Maria Pia</au><au>Messina, Marco</au><au>Biganzoli, Marina</au><au>Buonsenso, Danilo</au><au>Ianniello, Alice</au><au>Galluzzo, Vincenzo</au><au>Macculi, Laura</au><au>Bottaro, Valeria Maria</au><au>Bonaffini, Luca</au><au>Spolti, Anna</au><au>Squillace, Nicola</au><au>Campanino, Terence</au><au>Alo?, Teresita</au><au>Tagliabue, Elena</au><au>Testerini, Federica</au><au>Miglionico, Marzia</au><au>Barbitta, Antonia</au><au>Cenciarelli, Chiara</au><au>Pagnanelli, Gianluca</au><au>Piccinni, Giuseppe</au><au>Gnerre, Paola</au><au>Parodi, Lionello</au><au>Monaco, Eugenia</au><au>Buscaglia, Sandra</au><au>Visconti, Antonella</au><au>Loso, Kwelusukila</au><au>Martino, Giuseppe Pio</au><au>Bitti, Giuseppina</au><au>Postacchini, Laura</au><au>Cognigni, Antonella</au><au>di Rosolini, Maria Antonietta</au><au>Mavilla, Sergio</au><au>Toraldo, Domenico Maurizio</au><au>Vagheggini, Guido</au><au>Bardi, Giulio</au><au>Levantino, Giuseppa</au><au>Stefan, Cristina</au><au>Parati, Gianfranco</au><au>Perger, Elisa</au><au>Gianfranceschi, Enrico</au><au>Pozzoli, Francesca</au><au>De Leo, Pasqualina</au><au>Grignolo, Sara</au><au>Monari, Caterina</au><au>Bianchi, Leila</au><au>Galli, Luisa</au><au>Surace, Lorenzo</au><au>Falbo, Elisabetta</au><au>Boni, Silvia</au><au>Battello, Claudia</au><au>Baghiris, Caterina</au><au>Serviddio, Gaetano</au><format>book</format><genre>unknown</genre><ristype>RPRT</ristype><atitle>Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID</atitle><jtitle>BMC Medicine</jtitle><date>2024-11-14</date><risdate>2024</risdate><volume>22</volume><issue>1</issue><issn>1741-7015</issn><eissn>1741-7015</eissn><abstract>Long-COVID symptoms remain incompletely defined due to a large heterogeneity in the populations studied, case definitions, and settings of care. The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and cases, the functional status compared to pre-infection, and the impact on working activity. Multicentre cohort study with a collection of both retrospective and prospective data. Demographics, comorbidities, severity and timing of acute COVID, subjective functional status, working activity and presence of 30 different symptoms were collected using a shortened version of the WHO Post COVID-19 Case Report Form. The impact on working activity was assessed in multivariable logistic regression models. Clustering of symptoms was analysed by hierarchical clustering and the clustering of cases by two-step automatic clustering. The study evaluated 1297 individuals (51.5% women) from 30 clinical centres. Men and women had different profiles in terms of comorbidities, vaccination status, severity and timing of acute SARS-CoV-2 infection. Fatigue (55.9%) and dyspnea (47.2%) were the most frequent symptoms. Women reported more symptoms (3.6 vs. 3.1, p &lt; 0.001), with a significantly higher prevalence of memory loss, difficult concentration, cough, palpitation or tachycardia, dermatological abnormalities, brain fog, headache and visual disturbances. Dyspnea was more common in men. In the cluster analysis of the 19 more common symptoms, five aggregations were found: four two-symptom clusters (smell and taste reduction; anxiety and depressed mood; joint pain or swelling and muscle pain; difficult concentration and memory loss) and one six-symptom cluster (brain fog, equilibrium/gait disturbances, headache, paresthesia, thoracic pain, and palpitations/tachycardia). In a multivariable analysis, headache, dyspnea, difficult concentration, disturbances of equilibrium or gait, visual disturbances and muscular pain were associated with reduced or interrupted working activity. Clustering of cases defined two clusters, with distinct characteristics in terms of phase and severity of acute infection, age, sex, number of comorbidities and symptom profile. The findings provide further evidence that Long-COVID is a heterogeneous disease with manifestations that differ by sex, phase of the pandemic and severity of acute disease, and support the possibility that multiple pathways lead to different clinical manifestations.</abstract><pub>BioMed Central Ltd</pub><doi>10.1186/s12916-024-03746-9</doi></addata></record>
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1741-7015
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source NCBI_PubMed Central(免费); Publicly Available Content Database
subjects Care and treatment
Causes of
Comorbidity
Diagnosis
Fatigue
Shortness of breath
title Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID
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