Ophelia Godin1, Guillaume Fond2, Ewa Bulzacka3, Frank Schürhoff3, Laurent Boyer4, Andre Myrtille5, Meja Andrianarisoa3, Bruno Aouizerate6, Fabrice Berna7, Delphine Capdevielle5, Isabelle Chereau8, Jean-Michel Dorey9, Caroline Dubertret10, Julien Dubreucq11, Catherine Faget12, Christophe Lancon12, Sylvain Leignier11, Jasmina Mallet10, David Misdrahi13, Christine Passerieux14, Romain Rey9, Paul Roux14, Pierre Vidailhet7, Dominique Costagliola15, Marion Leboyer3, Pierre-Michel Llorca8. 1. Fondation FondaMental, Créteil, France; Sorbonne Universités, UPMC Univ Paris 06, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique; INSERM, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique, F-75013 Paris, France. Electronic address: ophelia.godin@upmc.fr. 2. Fondation FondaMental, Créteil, France; AP-HM, Aix-Marseille Univ, Faculté de Médecine - Secteur Timone, EA 3279: CEReSS, 13005 Marseille, France. 3. Fondation FondaMental, Créteil, France; INSERM U955, Translational Psychiatry Laboratory, Mondor Institute of Biomedical Research, Université Paris Est Creteil, AP-HP, DHU Pe-PSY, Pôle de Psychiatrie des Hôpitaux Universitaires H Mondor, Créteil, France. 4. Fondation FondaMental, Créteil, France; Pôle Psychiatrie Universitaire, CHU Sainte-Marguerite, F-13274 Marseille cedex 09, France. 5. Fondation FondaMental, Créteil, France; Service Universitaire de Psychiatrie Adulte, Hôpital la Colombière, CHRU Montpellier, Université Montpellier 1, Inserm 1061, Montpellier, France. 6. Fondation FondaMental, Créteil, France; Centre Hospitalier Charles Perrens, Université de Bordeaux, F-33076 Bordeaux, France; Laboratoire Nutrition et Neurobiologie intégrée, UMR INRA 1286, F-33076 Bordeaux, France. 7. Fondation FondaMental, Créteil, France; Hôpitaux Universitaires de Strasbourg, Université de Strasbourg, INSERM U1114, Fédération de Médecine Translationnelle de Strasbourg, Strasbourg, France. 8. Fondation FondaMental, Créteil, France; CMP B, CHU, Université d'Auvergne, BP 69, 63003 Clermont-Ferrand Cedex 1, France. 9. Fondation FondaMental, Créteil, France; INSERM U1028, CNRS UMR5292, Université Claude Bernard Lyon 1, Centre de Recherche en Neurosciences de Lyon, Equipe PSYR2, Centre Hospitalier Le Vinatier, Pole Est, 95 bd Pinel, BP 30039, 69678 Bron Cedex, France. 10. Fondation FondaMental, Créteil, France; AP-HP, Department of Psychiatry, Louis Mourier Hospital, Colombes, INSERM U894, Université Paris Diderot, Sorbonne Paris Cité, Faculté de Médecine, France. 11. Fondation FondaMental, Créteil, France; Centre Référent de Réhabilitation Psychosociale, CH Alpes Isère, Grenoble, France. 12. Fondation FondaMental, Créteil, France; Assistance Publique des Hôpitaux de Marseille (AP-HM), Pôle Universitaire de Psychiatrie, Marseille, France. 13. Fondation FondaMental, Créteil, France; Centre Hospitalier Charles Perrens, Université de Bordeaux, F-33076 Bordeaux, France; CNRS UMR 5287, INCIA, France. 14. Fondation FondaMental, Créteil, France; Service Universitaire de Psychiatrie d'Adultes, Centre Hospitalier de Versailles, UFR des Sciences de la Santé Simone Veil, Université Versailles Saint-Quentin-en-Yvelines, Versailles, France. 15. Sorbonne Universités, UPMC Univ Paris 06, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique; INSERM, UMR_S 1136, Institut Pierre Louis d'Epidémiologie et de Santé Publique, F-75013 Paris, France.
Abstract
OBJECTIVE: Existing staging models have not been fully validated. Thus, after classifying patients with schizophrenia according to the staging model proposed by McGorry et al. (2010), we explored the validity of this staging model and its stability after one-year of follow-up. METHOD: Using unsupervised machine-learning algorithm, we classified 770 outpatients into 5 clinical stages, the highest being the most severe. Analyses of (co)variance were performed to compare each stage in regard to socio-demographics factors, clinical characteristics, co-morbidities, ongoing treatment and neuropsychological profiles. RESULTS: The precision of clinical staging can be improved by sub-dividing intermediate stages (II and III). Clinical validators of class IV include the presence of concomitant major depressive episode (42.6% in stage IV versus 3.4% in stage IIa), more severe cognitive profile, lower adherence to medication and prescription of >3 psychotropic medications. Follow-up at one-year showed good stability of each stage. CONCLUSION: Clinical staging in schizophrenia could be improved by adding clinical elements such as mood symptoms and cognition to severity, relapses and global functioning. In terms of therapeutic strategies, attention needs to be paid on the factors associated with the more stages of schizophrenia such as treatment of comorbid depression, reduction of the number of concomitant psychotropic medications, improvement of treatment adherence, and prescription of cognitive remediation.
OBJECTIVE: Existing staging models have not been fully validated. Thus, after classifying patients with schizophrenia according to the staging model proposed by McGorry et al. (2010), we explored the validity of this staging model and its stability after one-year of follow-up. METHOD: Using unsupervised machine-learning algorithm, we classified 770 outpatients into 5 clinical stages, the highest being the most severe. Analyses of (co)variance were performed to compare each stage in regard to socio-demographics factors, clinical characteristics, co-morbidities, ongoing treatment and neuropsychological profiles. RESULTS: The precision of clinical staging can be improved by sub-dividing intermediate stages (II and III). Clinical validators of class IV include the presence of concomitant major depressive episode (42.6% in stage IV versus 3.4% in stage IIa), more severe cognitive profile, lower adherence to medication and prescription of >3 psychotropic medications. Follow-up at one-year showed good stability of each stage. CONCLUSION: Clinical staging in schizophrenia could be improved by adding clinical elements such as mood symptoms and cognition to severity, relapses and global functioning. In terms of therapeutic strategies, attention needs to be paid on the factors associated with the more stages of schizophrenia such as treatment of comorbid depression, reduction of the number of concomitant psychotropic medications, improvement of treatment adherence, and prescription of cognitive remediation.
Authors: G Fond; J Dubreucq; P L Sunhary de Verville; O Godin; C Andrieu-Haller; F Berna; B Aouizerate; D Capdevielle; I Chereau; J Clauss-Kobayashi; N Coulon; J M Dorey; C Dubertret; J Mallet; D Misdrahi; C Passerieux; R Rey; B Pignon; F Schürhoff; M Urbach; P M Llorca; C Lançon; L Boyer Journal: Eur Arch Psychiatry Clin Neurosci Date: 2022-03-25 Impact factor: 5.760
Authors: Clara Martínez-Cao; Lorena de la Fuente-Tomás; Ainoa García-Fernández; Leticia González-Blanco; Pilar A Sáiz; María Paz Garcia-Portilla; Julio Bobes Journal: Transl Psychiatry Date: 2022-05-11 Impact factor: 7.989