Clinical phenotypes and quality of life to define post-COVID-19 syndrome: a cluster analysis of the multinational, prospective ORCHESTRA cohort.

COVID-19 Long-term sequelae Post-COVID syndrome Prediction model SARS-CoV-2

Journal

EClinicalMedicine
ISSN: 2589-5370
Titre abrégé: EClinicalMedicine
Pays: England
ID NLM: 101733727

Informations de publication

Date de publication:
Aug 2023
Historique:
received: 03 05 2023
revised: 30 06 2023
accepted: 30 06 2023
pubmed: 1 9 2023
medline: 1 9 2023
entrez: 1 9 2023
Statut: epublish

Résumé

Lack of specific definitions of clinical characteristics, disease severity, and risk and preventive factors of post-COVID-19 syndrome (PCS) severely impacts research and discovery of new preventive and therapeutics drugs. This prospective multicenter cohort study was conducted from February 2020 to June 2022 in 5 countries, enrolling SARS-CoV-2 out- and in-patients followed at 3-, 6-, and 12-month from diagnosis, with assessment of clinical and biochemical features, antibody (Ab) response, Variant of Concern (VoC), and physical and mental quality of life (QoL). Outcome of interest was identification of risk and protective factors of PCS by clinical phenotype, setting, severity of disease, treatment, and vaccination status. We used SF-36 questionnaire to assess evolution in QoL index during follow-up and unsupervised machine learning algorithms (principal component analysis, PCA) to explore symptom clusters. Severity of PCS was defined by clinical phenotype and QoL. We also used generalized linear models to analyse the impact of PCS on QoL and associated risk and preventive factors. CT registration number: NCT05097677. Among 1796 patients enrolled, 1030 (57%) suffered from at least one symptom at 12-month. PCA identified 4 clinical phenotypes: chronic fatigue-like syndrome (CFs: fatigue, headache and memory loss, 757 patients, 42%), respiratory syndrome (REs: cough and dyspnoea, 502, 23%); chronic pain syndrome (CPs: arthralgia and myalgia, 399, 22%); and neurosensorial syndrome (NSs: alteration in taste and smell, 197, 11%). Determinants of clinical phenotypes were different (all comparisons p < 0.05): being female increased risk of CPs, NSs, and CFs; chronic pulmonary diseases of REs; neurological symptoms at SARS-CoV-2 diagnosis of REs, NSs, and CFs; oxygen therapy of CFs and REs; and gastrointestinal symptoms at SARS-CoV-2 diagnosis of CFs. Early treatment of SARS-CoV-2 infection with monoclonal Ab (all clinical phenotypes), corticosteroids therapy for mild/severe cases (NSs), and SARS-CoV-2 vaccination (CPs) were less likely to be associated to PCS (all comparisons p < 0.05). Highest reduction in QoL was detected in REs and CPs (43.57 and 43.86 vs 57.32 in PCS-negative controls, p < 0.001). Female sex (p < 0.001), gastrointestinal symptoms (p = 0.034) and renal complications (p = 0.002) during the acute infection were likely to increase risk of severe PCS (QoL <50). Vaccination and early treatment with monoclonal Ab reduced the risk of severe PCS (p = 0.01 and p = 0.03, respectively). Our study provides new evidence suggesting that PCS can be classified by clinical phenotypes with different impact on QoL, underlying possible different pathogenic mechanisms. We identified factors associated to each clinical phenotype and to severe PCS. These results might help in designing pathogenesis studies and in selecting high-risk patients for inclusion in therapeutic and management clinical trials. The study received funding from the Horizon 2020 ORCHESTRA project, grant 101016167; from the Netherlands Organisation for Health Research and Development (ZonMw), grant 10430012010023; from Inserm, REACTing (REsearch & ACtion emergING infectious diseases) consortium and the French Ministry of Health, grant PHRC 20-0424.

Sections du résumé

Background UNASSIGNED
Lack of specific definitions of clinical characteristics, disease severity, and risk and preventive factors of post-COVID-19 syndrome (PCS) severely impacts research and discovery of new preventive and therapeutics drugs.
Methods UNASSIGNED
This prospective multicenter cohort study was conducted from February 2020 to June 2022 in 5 countries, enrolling SARS-CoV-2 out- and in-patients followed at 3-, 6-, and 12-month from diagnosis, with assessment of clinical and biochemical features, antibody (Ab) response, Variant of Concern (VoC), and physical and mental quality of life (QoL). Outcome of interest was identification of risk and protective factors of PCS by clinical phenotype, setting, severity of disease, treatment, and vaccination status. We used SF-36 questionnaire to assess evolution in QoL index during follow-up and unsupervised machine learning algorithms (principal component analysis, PCA) to explore symptom clusters. Severity of PCS was defined by clinical phenotype and QoL. We also used generalized linear models to analyse the impact of PCS on QoL and associated risk and preventive factors. CT registration number: NCT05097677.
Findings UNASSIGNED
Among 1796 patients enrolled, 1030 (57%) suffered from at least one symptom at 12-month. PCA identified 4 clinical phenotypes: chronic fatigue-like syndrome (CFs: fatigue, headache and memory loss, 757 patients, 42%), respiratory syndrome (REs: cough and dyspnoea, 502, 23%); chronic pain syndrome (CPs: arthralgia and myalgia, 399, 22%); and neurosensorial syndrome (NSs: alteration in taste and smell, 197, 11%). Determinants of clinical phenotypes were different (all comparisons p < 0.05): being female increased risk of CPs, NSs, and CFs; chronic pulmonary diseases of REs; neurological symptoms at SARS-CoV-2 diagnosis of REs, NSs, and CFs; oxygen therapy of CFs and REs; and gastrointestinal symptoms at SARS-CoV-2 diagnosis of CFs. Early treatment of SARS-CoV-2 infection with monoclonal Ab (all clinical phenotypes), corticosteroids therapy for mild/severe cases (NSs), and SARS-CoV-2 vaccination (CPs) were less likely to be associated to PCS (all comparisons p < 0.05). Highest reduction in QoL was detected in REs and CPs (43.57 and 43.86 vs 57.32 in PCS-negative controls, p < 0.001). Female sex (p < 0.001), gastrointestinal symptoms (p = 0.034) and renal complications (p = 0.002) during the acute infection were likely to increase risk of severe PCS (QoL <50). Vaccination and early treatment with monoclonal Ab reduced the risk of severe PCS (p = 0.01 and p = 0.03, respectively).
Interpretation UNASSIGNED
Our study provides new evidence suggesting that PCS can be classified by clinical phenotypes with different impact on QoL, underlying possible different pathogenic mechanisms. We identified factors associated to each clinical phenotype and to severe PCS. These results might help in designing pathogenesis studies and in selecting high-risk patients for inclusion in therapeutic and management clinical trials.
Funding UNASSIGNED
The study received funding from the Horizon 2020 ORCHESTRA project, grant 101016167; from the Netherlands Organisation for Health Research and Development (ZonMw), grant 10430012010023; from Inserm, REACTing (REsearch & ACtion emergING infectious diseases) consortium and the French Ministry of Health, grant PHRC 20-0424.

Identifiants

pubmed: 37654668
doi: 10.1016/j.eclinm.2023.102107
pii: S2589-5370(23)00284-5
pmc: PMC10466236
doi:

Banques de données

ClinicalTrials.gov
['NCT05097677']

Types de publication

Journal Article

Langues

eng

Pagination

102107

Investigateurs

Mariana Nunes Pinho Guedes (MN)
Gaia Maccarrone (G)
Maria Diletta Pezzani (MD)
Marcella Sibani (M)
Ruth Joanna Davies (RJ)
Stefania Vitali (S)
Giorgia Franchina (G)
Giorgia Tomassini (G)
Concetta Sciammarella (C)
Riccardo Cecchetto (R)
Davide Gibellini (D)
Chiara Konishi De Toffoli (CK)
Giulia Rosini (G)
Chiara Perlini (C)
Marco Meroi (M)
Filippo Cioli Puviani (F)
Daniele Fasan (D)
Claudio Micheletto (C)
Stefania Montemezzi (S)
Nicolò Cardobi (N)
Gianluca Vantini (G)
Gloria Mazzali (G)
Giovanni Stabile (G)
Maddalena Marcanti (M)
Marco Pattaro Zonta (MP)
Deborah Calì (D)
Anna Mason (A)
Cinzia Perlini (C)
Paolo Gisondi (P)
Maria Mongardi (M)
Simona Sorbello (S)
Karin I Wold (KI)
María F Vincenti-González (MF)
Alida Cm Veloo (AC)
Valerie Pr Harmsma (VP)
Daniele Pantano (D)
Margriet van der Meer (M)
Lilli Gard (L)
Erley F Lizarazo (EF)
Marjolein Knoester (M)
Alex W Friedrich (AW)
Hubert Gm Niesters (HG)
Pierluigi Viale (P)
Domenico Marzolla (D)
Federica Cosentino (F)
Michela Di Chiara (M)
Giacomo Fornaro (G)
Cecilia Bonazzetti (C)
Beatrice Tazza (B)
Alice Toschi (A)
Oana Vetamanu (O)
Maria Eugenia Giacomini (ME)
Fabio Trapani (F)
Lorenzo Marconi (L)
Luciano Attard (L)
Sara Tedeschi (S)
Liliana Gabrielli (L)
Tiziana Lazzarotto (T)
Paula Olivares (P)
Javier Castilla (J)
Javier Vélez (J)
Virginia Almadana (V)
Lucía Martín-Barrera (L)
Ana Belén Martín-Gutiérrez (AB)
David Gutiérrez-Campos (D)
Marta Fernández-Regaña (M)
Ana Silva-Campos (A)
Patricia Fernández-Riejos (P)
M Isabel García-Sánchez (MI)
Carla V Giuliano (CV)
Carlota López (C)
Gabriela Neumann (G)
Julieta Camporro (J)
Lautaro de Vedia (L)
Hugo Agugliaro (H)
Gabriella Scipione (G)
Chiara Dellacasa (C)
Balasubramanian Chandramouli (B)
Silvia Gioiosa (S)
Juan Mata Naranjo (JM)
Maurizio Ortali (M)
Angelina Konnova (A)
Akshita Gupta (A)
Mathias Smet (M)
An Hotterbeekx (A)
Matilda Berkell (M)
Elisa Sicuri (E)
Delphine Bachelet (D)
Lila Bouadma (L)
Minerva Cervantes-Gonzalez (M)
Anissa Chair (A)
Charlotte Charpentier (C)
Léo Chenard (L)
Diane Descamps (D)
Hang Doan (H)
Xavier Duval (X)
Marina Esposito-Farese (M)
Isabelle Hoffmann (I)
Ouifiya Kafif (O)
Quentin Le Hingrat (Q)
Sophie Letrou (S)
France Mentré (F)
Marion Schneider (M)
Coralie Tardivon (C)
Jean-Francois Timsit (JF)
Sarah Tubiana (S)
Amal Abrous (A)
Sandrine Couffin-Cadiergues (S)
Fernanda Dias Da Silva (FD)
Hélène Esperou (H)
Ikram Houas (I)
Salma Jaafoura (S)
Aurélie Papadopoulos (A)
Severine Ansart (S)
Adrien Auvet (A)
Firouzé Bani-Sadr (F)
L Bernard (L)
François Bissuel (F)
Elisabeth Botelho-Nevers (E)
Damien Bouhour (D)
André Cabié (A)
Pauline Caraux Paz (P)
Christian Chidiac (C)
Catherine Chirouze (C)
Tomasz Chroboczek (T)
Hugues Cordel (H)
Roxane Courtois (R)
Nathalie De Castro (N)
Sylvain Diamamntis (S)
Jean-Luc Diehl (JL)
Felix Djossou (F)
Céline Dorival (C)
Olivier Epaulard (O)
Valerie Gaborieau (V)
François Goehringer (F)
Marie Gousseff (M)
Simon Jamard (S)
Cedric Joseph (C)
Karine Lacombe (K)
Soizic Le Mestre (S)
Vincent Le Moing (V)
Jean-Daniel Lelievre (JD)
Olivier Lesens (O)
M Machado (M)
Mylène Maillet (M)
Victoria Manda (V)
Guillaume Martin-Blondel (G)
Martin Martinot (M)
Vanina Meysonnier (V)
Jean-Michel Molina (JM)
Eric Oziol (E)
Vincent Pestre (V)
Lionel Piroth (L)
Julien Poissy (J)
Christian Rabaud (C)
François Raffi (F)
Blandine Rammaert (B)
Christophe Rapp (C)
Stanislas Rebaudet (S)
Pierre-Marie Roger (PM)
Damien Roux (D)
Eric Senneville (E)
Pierre Tattevin (P)
Aurélie Wiedemann (A)
David Zucman (D)

Informations de copyright

© 2023 The Authors.

Déclaration de conflit d'intérêts

AT received a grant from the Netherlands Organization for Health Research and Development (ZonMw) (grant number 10430012010023). JG received funding from ViiV Healthcare, Gilead Sciences, Theratechnologies, Astra-Zeneca, and Merck, all outside this study. MG received funding for lectures at educational events from Pfizer, Shionogi, MSD, Menarini, and Gilead, all outside this study. All other authors have nothing to declare.

Auteurs

Elisa Gentilotti (E)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Anna Górska (A)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Adriana Tami (A)

University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, The Netherlands.

Roy Gusinow (R)

The Life & Medical Sciences Institute (LIMES), University of Bonn-Institute for Computational Biology, Helmholtz Munich; Research Center for Environmental Health, Neuherberg, Germany.

Massimo Mirandola (M)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Jesús Rodríguez Baño (J)

Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario Virgen Macarena, Departamento de Medicina, Universidad de Sevilla, Spain.
Instituto de Biomedicina de Sevilla (IBiS)/CSIC, Seville, Spain.
CIBERINFEC, Instituto de Salud Carlos III, Madrid, Spain.

Zaira R Palacios Baena (ZR)

Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario Virgen Macarena, Departamento de Medicina, Universidad de Sevilla, Spain.
Instituto de Biomedicina de Sevilla (IBiS)/CSIC, Seville, Spain.
CIBERINFEC, Instituto de Salud Carlos III, Madrid, Spain.

Elisa Rossi (E)

CINECA Interuniversity Consortium, Bologna, Italy.

Jan Hasenauer (J)

The Life & Medical Sciences Institute (LIMES), University of Bonn-Institute for Computational Biology, Helmholtz Munich; Research Center for Environmental Health, Neuherberg, Germany.

Iris Lopes-Rafegas (I)

Barcelona Institute for Global Health (ISGlobal), Hospital Clínic, University of Barcelona, Spain.

Elda Righi (E)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Natascia Caroccia (N)

Department of Medical and Surgical Sciences, Alma Mater Studiorum, University of Bologna, Bologna, Italy.

Salvatore Cataudella (S)

CINECA Interuniversity Consortium, Bologna, Italy.

Zeno Pasquini (Z)

Infectious Diseases Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.

Thomas Osmo (T)

Centre Informatique National de l'Enseignement Supérieur CINES, France.

Lidia Del Piccolo (L)

Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.

Alessia Savoldi (A)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Samir Kumar-Singh (S)

Molecular Pathology Group, Cell Biology & Histology, and Laboratory of Medical Microbiology, Vaccine & Infectious Disease Institute, Faculty of Medicine, University of Antwerp, Antwerp, Belgium.

Fulvia Mazzaferri (F)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Maria Giulia Caponcello (MG)

Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario Virgen Macarena, Departamento de Medicina, Universidad de Sevilla, Spain.
Instituto de Biomedicina de Sevilla (IBiS)/CSIC, Seville, Spain.
CIBERINFEC, Instituto de Salud Carlos III, Madrid, Spain.

Gerolf de Boer (G)

University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, The Netherlands.

Gabriel Levy Hara (GL)

Instituto Alberto C. Taquini de Investigaciones en Medicina Traslacional, Facultad de Medicina, Universidad de Buenos Aires, Argentina.

Pasquale De Nardo (P)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Surbhi Malhotra (S)

Molecular Pathology Group, Cell Biology & Histology, and Laboratory of Medical Microbiology, Vaccine & Infectious Disease Institute, Faculty of Medicine, University of Antwerp, Antwerp, Belgium.

Lorenzo Maria Canziani (LM)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Jade Ghosn (J)

Université Paris Cité, INSERM IAME UMR 1137, Paris, France.
AP-HP Nord, Hôpital Bichat, Department of Infectious and Tropical Diseases, Paris, France.

Aline-Marie Florence (AM)

Université Paris Cité, INSERM IAME UMR 1137, Paris, France.
AP-HP Nord, Hôpital Bichat, Department of Epidemiology Biostatistics and Clinical Research, Paris, France.

Nadhem Lafhej (N)

AP-HP Nord, Hôpital Bichat, Department of Epidemiology Biostatistics and Clinical Research, Paris, France.

Bernardina T F van der Gun (BTF)

University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, The Netherlands.

Maddalena Giannella (M)

Department of Medical and Surgical Sciences, Alma Mater Studiorum, University of Bologna, Bologna, Italy.
Infectious Diseases Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.

Cédric Laouénan (C)

Université Paris Cité, INSERM IAME UMR 1137, Paris, France.
AP-HP Nord, Hôpital Bichat, Department of Epidemiology Biostatistics and Clinical Research, Paris, France.

Evelina Tacconelli (E)

Infectious Disease, Department of Diagnostics and Public Health, University of Verona, Verona, Italy.

Classifications MeSH