Cargando…
Movement disorders associated with neuronal antibodies: a data-driven approach
BACKGROUND: Movement disorders can be associated with anti-neuronal antibodies. METHODS: We conducted a systematic review of cases with documented anti-neuronal antibodies in serum and/or cerebrospinal fluid published in PubMed before April 1, 2020. Only patients with at least one movement disorder...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8756747/ https://www.ncbi.nlm.nih.gov/pubmed/35024921 http://dx.doi.org/10.1007/s00415-021-10934-7 |
_version_ | 1784632624272113664 |
---|---|
author | Sturchio, Andrea Dwivedi, Alok K. Gastaldi, Matteo Grimberg, Maria Barbara Businaro, Pietro Duque, Kevin R. Vizcarra, Joaquin A. Abdelghany, Elhusseini Balint, Bettina Marsili, Luca Espay, Alberto J. |
author_facet | Sturchio, Andrea Dwivedi, Alok K. Gastaldi, Matteo Grimberg, Maria Barbara Businaro, Pietro Duque, Kevin R. Vizcarra, Joaquin A. Abdelghany, Elhusseini Balint, Bettina Marsili, Luca Espay, Alberto J. |
author_sort | Sturchio, Andrea |
collection | PubMed |
description | BACKGROUND: Movement disorders can be associated with anti-neuronal antibodies. METHODS: We conducted a systematic review of cases with documented anti-neuronal antibodies in serum and/or cerebrospinal fluid published in PubMed before April 1, 2020. Only patients with at least one movement disorder were included. We used random forests for variable selection and recursive partitioning and regression trees for the creation of a data-driven decision algorithm, integrated with expert’s clinical feedback. RESULTS: Three hundred and seventy-seven studies met eligibility criteria, totaling 844 patients and 13 antibodies: amphiphysin, GAD, GlyR, mGluR1, ANNA-2/Ri, Yo/PCA-1, Caspr2, NMDAR, LGI-1, CRMP5/CV2, ANNA-1/Hu, IgLON5, and DPPX. Stiffness/rigidity/spasm spectrum symptoms were more frequently associated with amphiphysin, GAD, and GlyR; ataxia with mGluR1, ANNA-2/Ri, Yo/PCA-1, Caspr2, and ANNA-1/Hu; dyskinesia with NMDAR and paroxysmal movement with LGI1; chorea/choreoathetosis with CRMP5/CV2, IgLON5, and NMDAR; myoclonus with GlyR and DPPX; tremors with ANNA2/Ri and anti-DPPX; and parkinsonism with IgLON5 and NMDAR. Data-driven classification analysis determined the following diagnostic predictions (with probability selection): psychiatric symptoms and dyskinesia predicted NMDAR (71% and 87%, respectively); stiffness/rigidity/spasm and ataxia, GAD (67% and 47%, respectively); ataxia and opsoclonus, ANNA-2/Ri (68%); chorea/choreoathetosis, CRMP5/CV2 (41%). These symptoms remained the top predictors in random forests analysis. The integration with an expert opinion analysis refined the precision of the approach. Breast and lung tumors were the most common tumors. On neuroimaging, cerebellar involvement was associated with GAD and Yo/PCA-1; temporal involvement with Caspr2, LGI-1, ANNA-1/Hu. CONCLUSION: Selected movement disorders are associated with specific anti-neuronal antibodies. The combination of data-driven and expert opinion approach to the diagnosis may assist early management efforts. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00415-021-10934-7. |
format | Online Article Text |
id | pubmed-8756747 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-87567472022-01-14 Movement disorders associated with neuronal antibodies: a data-driven approach Sturchio, Andrea Dwivedi, Alok K. Gastaldi, Matteo Grimberg, Maria Barbara Businaro, Pietro Duque, Kevin R. Vizcarra, Joaquin A. Abdelghany, Elhusseini Balint, Bettina Marsili, Luca Espay, Alberto J. J Neurol Original Communication BACKGROUND: Movement disorders can be associated with anti-neuronal antibodies. METHODS: We conducted a systematic review of cases with documented anti-neuronal antibodies in serum and/or cerebrospinal fluid published in PubMed before April 1, 2020. Only patients with at least one movement disorder were included. We used random forests for variable selection and recursive partitioning and regression trees for the creation of a data-driven decision algorithm, integrated with expert’s clinical feedback. RESULTS: Three hundred and seventy-seven studies met eligibility criteria, totaling 844 patients and 13 antibodies: amphiphysin, GAD, GlyR, mGluR1, ANNA-2/Ri, Yo/PCA-1, Caspr2, NMDAR, LGI-1, CRMP5/CV2, ANNA-1/Hu, IgLON5, and DPPX. Stiffness/rigidity/spasm spectrum symptoms were more frequently associated with amphiphysin, GAD, and GlyR; ataxia with mGluR1, ANNA-2/Ri, Yo/PCA-1, Caspr2, and ANNA-1/Hu; dyskinesia with NMDAR and paroxysmal movement with LGI1; chorea/choreoathetosis with CRMP5/CV2, IgLON5, and NMDAR; myoclonus with GlyR and DPPX; tremors with ANNA2/Ri and anti-DPPX; and parkinsonism with IgLON5 and NMDAR. Data-driven classification analysis determined the following diagnostic predictions (with probability selection): psychiatric symptoms and dyskinesia predicted NMDAR (71% and 87%, respectively); stiffness/rigidity/spasm and ataxia, GAD (67% and 47%, respectively); ataxia and opsoclonus, ANNA-2/Ri (68%); chorea/choreoathetosis, CRMP5/CV2 (41%). These symptoms remained the top predictors in random forests analysis. The integration with an expert opinion analysis refined the precision of the approach. Breast and lung tumors were the most common tumors. On neuroimaging, cerebellar involvement was associated with GAD and Yo/PCA-1; temporal involvement with Caspr2, LGI-1, ANNA-1/Hu. CONCLUSION: Selected movement disorders are associated with specific anti-neuronal antibodies. The combination of data-driven and expert opinion approach to the diagnosis may assist early management efforts. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00415-021-10934-7. Springer Berlin Heidelberg 2022-01-13 2022 /pmc/articles/PMC8756747/ /pubmed/35024921 http://dx.doi.org/10.1007/s00415-021-10934-7 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Communication Sturchio, Andrea Dwivedi, Alok K. Gastaldi, Matteo Grimberg, Maria Barbara Businaro, Pietro Duque, Kevin R. Vizcarra, Joaquin A. Abdelghany, Elhusseini Balint, Bettina Marsili, Luca Espay, Alberto J. Movement disorders associated with neuronal antibodies: a data-driven approach |
title | Movement disorders associated with neuronal antibodies: a data-driven approach |
title_full | Movement disorders associated with neuronal antibodies: a data-driven approach |
title_fullStr | Movement disorders associated with neuronal antibodies: a data-driven approach |
title_full_unstemmed | Movement disorders associated with neuronal antibodies: a data-driven approach |
title_short | Movement disorders associated with neuronal antibodies: a data-driven approach |
title_sort | movement disorders associated with neuronal antibodies: a data-driven approach |
topic | Original Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8756747/ https://www.ncbi.nlm.nih.gov/pubmed/35024921 http://dx.doi.org/10.1007/s00415-021-10934-7 |
work_keys_str_mv | AT sturchioandrea movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT dwivedialokk movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT gastaldimatteo movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT grimbergmariabarbara movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT businaropietro movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT duquekevinr movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT vizcarrajoaquina movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT abdelghanyelhusseini movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT balintbettina movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT marsililuca movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach AT espayalbertoj movementdisordersassociatedwithneuronalantibodiesadatadrivenapproach |