Two years after the first recorded outbreak of Covid-19 its long-term effects are still not completely understood. An unknown proportion of all covid patients go on to develop post-acute covid syndrome and suffer long-term symptoms and health effects long after the initial infection subsides. Project Crowdsourcing Långtidscovid-Sverige sent out in summer of 2021 an open online survey and gathered respondents through crowdsourcing to gather info about people in Sweden with prolonged health effects lasting at least three months after confirmed or suspected Covid-19 infection. In this thesis an explorative analysis of the aforementioned survey is conducted with its initial focus placed onthe progression of symptoms. Descriptive statistics are provided for the survey sample; hierarchical clusteringon principal components is performed; and association rule mining as well as sequence rule mining is used toextract frequently co-occurring symptoms. Women stand for 85.2% of all respondents, possibly indicating a skewed gender distribution in the sample. The average age of a respondent is 50 years old, but ranges between 18 and 80 years of age. The number of reported symptoms tend to diminish over time and symptoms within the 'air passages' category diminish on average quicker than other categories. Hierarchical clustering with Ward’s criterion revealed 4 clusters with an average silhouette coefficient of 0.246. The resulting clusters are not well-separated from each other and have some overlap in their bordering regions, and should therefore be interpreted with caution. Broadly speaking, individuals from cluster 1, 3 and 4 are distinguished primarily by their total number of symptoms reported, meanwhile cluster 2 is characterized by individuals that experience many symptoms early on and fewer symptoms later on. The most prevalent symptom over the entire period is fatigue (90.2%), closely followed by worsening symptomsafter physical activity (87.1%), problems with concentration (82.3%), headaches (79.5%), and brain fog (77.9%). There are several strong associations between various symptoms, especially for symptoms within the same category. Most symptoms have a sequential correlation with themselves and have an increased tendency to occur several times.

Depuis l'émergence de la pandémie de SARS-CoV-2 en décembre 2019, plus de 675 millions de cas confirmés ont été signalés dans le monde, dont 4,6 millions de cas au Canada uniquement. Bien que la plupart des individus récupèrent sans séquelles, 10 à 20 % des survivants signalent des symptômes persistants au-delà de quatre semaines après une infection par le SARS-CoV-2, tels que la fatigue, les altérations cognitives, la toux, l'anxiété, la dépression, la douleur thoracique et autres, connus sous le nom de COVID longue ou de condition post-SARS-CoV-2 (PCC). Par conséquent, la physiopathologie, le diagnostic et la prise en charge de la PCC sont devenus un axe de recherche majeur. Pour contribuer à la compréhension de la PCC, nous avons mené le projet IPCO (Institut de Recherches cliniques de Montréal (IRCM) Post-COVID-19 Research Clinic), en posant comme hypothèses 1 que les personnes infectés par le SARS-CoV-2 au Québec présenteraient des signes et symptômes fréquents et variés post-phase aiguë, affectant différents systèmes d'organes, et 2 Les niveaux élevés de D-dimères dans PCC ne sont pas pertinents pour les événements thromboemboliques 3 que Chez les individus atteints de la PCC, la vaccination contre la COVID-19 réduirait les symptômes de la PCC en diminuant l'inflammation. Pour évaluer ces hypothèses, nous avons recruté des participants âgés de plus de 18 ans, un à 18 mois après l'infection aiguë, présentant au moins un symptôme persistant, et programmé des visites de base et de suivi à 3-6 mois, 1 an et 2 ans post-infection aiguë. Chaque visite comprenait des évaluations cliniques, des prélèvements, des évaluations en laboratoire, des questionnaires sur l'alimentation et le bien-être, ainsi que des évaluations de la physiologie pulmonaire et cardiaque. Sur la base d'une étude allemande qui a catégorisé les symptômes du PCC et les individuals en trois groupes de sévérité, nous avons classé nos participants en trois niveaux de sévérité : non/légère (score du PCC <10,75), modérée (10,75 < score du PCC < 26,25) et sévère (score du PCC > 26,25). Cette thèse présente les résultats de trois sous-études IPCO. Dans l'étude descriptive, nous avons observé que la fatigue, les problèmes de mémoire et les maux de tête étaient les symptômes de PCC les plus courants, la majorité de nos participants étant des femmes et ayant été traités en ambulatoire pendant la phase aiguë. Dans l'étude transversale, nous avons constaté des différences significatives dans les mesures de santé et de bien-être à tous les moments, mais aucune différence significative dans les résultats des tests physiologiques entre les groupes PCC non/léger, modéré et sévère. Dans l'étude longitudinale, les marqueurs de l'inflammation se sont améliorés au fil du temps, mais le taux métabolique basal et la masse grasse ont augmenté. Dans la deuxième étude, nous avons observé une forte prévalence de participants ayant des niveaux de D-dimères, qui n'étaient pas associés à des événements thromboemboliques, et aucune corrélation entre le niveau de D-dimères et les niveaux de cytokines et de chimiokines. Dans la troisième étude, nous avons observé que les participants vaccinés présentaient significativement moins de symptômes de PCC. Notre étude fournit une meilleure compréhension de la physiopathologie du PCC et de l'effet de la vaccination sur le profil clinique et inflammatoire du PCC, ce qui pourrait aider à la conception d'outils de gestion clinique et de recherche futurs. / Since the emergence of the SARS-CoV-2 pandemic in December 2019, over 675 million confirmed cases have been reported globally, with 4.6 million cases in Canada alone. Although most individuals recover without residual disease, 10-20% of survivors report symptoms persisting beyond four weeks after SARS-CoV-2 infection, such as fatigue, cognitive impairments, cough, anxiety, depression, chest pain, and others known as long-COVID or post SARS-CoV-2 condition (PCC). Consequently, the pathophysiology, diagnosis, and management of PCC have become a significant focus of research. To contribute to the understanding of PCC, we conducted the IPCO (Institut de Recherches cliniques de Montréal (IRCM) Post-COVID-19 Research Clinic) project, hypothesizing that 1 SARS-CoV-2 infected individuals in Quebec would present frequent and varied signs and symptoms post-acute phase, affecting different organ systems, and that 2 high D-dimer level in PCC is irrelevant to thromboembolic events , and 3 in individuals with PCC, COVID-19 vaccination would decrease PCC symptoms by reducing inflammation. To evaluate these hypotheses, we enrolled participants aged >18 years, one to 18 months post-acute infection, with at least one persistent symptom, and scheduled baseline and follow-up visits at 3-6 months, 1 year, and 2 years post-acute infection. Each visit involved clinical evaluations, sampling, laboratory evaluations, diet and well-being questionnaires, and pulmonary and cardiac physiology evaluations. Based on a German study that categorized PCC symptoms and individuals into three severity groups, we classified our participants into three severity levels: non/mild (PCC score < 10.75), moderate (10.75 < PCC score < 26.25), and severe (PCC score > 26.25). This thesis reports the results of three IPCO studies. In the descriptive study, we observed that fatigue, memory problems, and headaches were the most common PCC symptoms, with the majority of our participants being female and managed as outpatients during the acute phase. In the cross-sectional study, we noted significant differences in health and well-being measurements at all time points, but no significant difference in physiological tests' results between different severity groups. In the longitudinal study, markers of inflammation improved over time, but the basal metabolic rate and body fat increased. In the second study, we observed a high prevalence of participants having D-dimer levels in blood, which were not associated with thromboembolic events, and no correlation between D-dimer levels and blood cytokine/ chemokine levels. In the third study, we observed that vaccinated participants had significantly fewer PCC symptoms, fewer organ systems affected, higher well-being scores, and lower blood cytokine/chemokine levels than the non-vaccinated group. We also observed correlations between certain cytokines/chemokines, as well as between clinical parameters and certain cytokines/chemokines. Our study provides a better understanding of the pathophysiology of PCC and effect of vaccination on the clinical and inflammatory profile of PCC, which could assist future research and clinical management tool design.