1. Classification of neurological diseases using multi-dimensional CSF analysis
- Author
-
Catharina C. Gross, Sven G. Meuth, Nico Melzer, Leoni Rolfes, Jens Minnerup, Tobias Ruck, Carolin Beuker, Julia Krämer, Luisa Klotz, Saskia Räuber, Andreas Schulte-Mecklenbeck, Tim Hahn, Sergio E. Baranzini, Lisa Lohmann, Heinz Wiendl, Marc Pawlitzki, Antje Schmidt-Pogoda, Christine Strippel, Lohith Madireddy, Nicholas Schwab, Gerd Meyer zu Hörste, and Tilman Schneider-Hohendorf
- Subjects
0301 basic medicine ,Male ,medicine.disease_cause ,Bioinformatics ,multiple sclerosis ,Medical and Health Sciences ,Autoimmunity ,Cohort Studies ,0302 clinical medicine ,Cerebrospinal fluid ,differential diagnosis ,Diagnosis ,2.1 Biological and endogenous factors ,Aetiology ,AcademicSubjects/SCI01870 ,immune profile ,medicine.anatomical_structure ,Neurological ,Female ,Inflammation Mediators ,Central nervous system ,CSF ,Autoimmune Disease ,Diagnosis, Differential ,03 medical and health sciences ,medicine ,Humans ,Retrospective Studies ,Neurology & Neurosurgery ,business.industry ,Multiple sclerosis ,Inflammatory and immune system ,Psychology and Cognitive Sciences ,Neurosciences ,Retrospective cohort study ,CNS autoimmunity ,medicine.disease ,Clinical disease ,030104 developmental biology ,Good Health and Well Being ,Differential ,Multi dimensional ,AcademicSubjects/MED00310 ,Neurology (clinical) ,Differential diagnosis ,Nervous System Diseases ,business ,030217 neurology & neurosurgery ,Biomarkers ,Reports - Abstract
Although CSF analysis routinely enables the diagnosis of neurological diseases, it is mainly used for the gross distinction between infectious, autoimmune inflammatory, and degenerative disorders of the CNS. To investigate, whether a multi-dimensional cellular blood and CSF characterization can support the diagnosis of clinically similar neurological diseases, we analysed 546 patients with autoimmune neuroinflammatory, degenerative, or vascular conditions in a cross-sectional retrospective study. By combining feature selection with dimensionality reduction and machine learning approaches we identified pan-disease parameters that were altered across all autoimmune neuroinflammatory CNS diseases and differentiated them from other neurological conditions and inter-autoimmunity classifiers that subdifferentiate variants of CNS-directed autoimmunity. Pan-disease as well as diseases-specific changes formed a continuum, reflecting clinical disease evolution. A validation cohort of 231 independent patients confirmed that combining multiple parameters into composite scores can assist the classification of neurological patients. Overall, we showed that the integrated analysis of blood and CSF parameters improves the differential diagnosis of neurological diseases, thereby facilitating early treatment decisions., By investigating patients with neuroinflammatory, -degenerative, and -vascular disorders, Gross et al. identify cellular parameters in blood and CSF that can improve the differential diagnosis of neurological diseases, and that provide insights into shared and distinct pathophysiological processes.
- Published
- 2021