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A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis
Amyotrophic lateral sclerosis (ALS) is a fatal, progressive neurodegenerative disease with limited treatment options. Diagnosis can be difficult due to the heterogeneity and non-specific nature of the initial symptoms, resulting in delays that compromise prompt access to effective therapeutic strate...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10378077/ https://www.ncbi.nlm.nih.gov/pubmed/37508548 http://dx.doi.org/10.3390/cells12141884 |
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author | Morello, Giovanna La Cognata, Valentina Guarnaccia, Maria La Bella, Vincenzo Conforti, Francesca Luisa Cavallaro, Sebastiano |
author_facet | Morello, Giovanna La Cognata, Valentina Guarnaccia, Maria La Bella, Vincenzo Conforti, Francesca Luisa Cavallaro, Sebastiano |
author_sort | Morello, Giovanna |
collection | PubMed |
description | Amyotrophic lateral sclerosis (ALS) is a fatal, progressive neurodegenerative disease with limited treatment options. Diagnosis can be difficult due to the heterogeneity and non-specific nature of the initial symptoms, resulting in delays that compromise prompt access to effective therapeutic strategies. Transcriptome profiling of patient-derived peripheral cells represents a valuable benchmark in overcoming such challenges, providing the opportunity to identify molecular diagnostic signatures. In this study, we characterized transcriptome changes in skin fibroblasts of sporadic ALS patients (sALS) and controls and evaluated their utility as a molecular classifier for ALS diagnosis. Our analysis identified 277 differentially expressed transcripts predominantly involved in transcriptional regulation, synaptic transmission, and the inflammatory response. A support vector machine classifier based on this 277-gene signature was developed to discriminate patients with sALS from controls, showing significant predictive power in both the discovery dataset and in six independent publicly available gene expression datasets obtained from different sALS tissue/cell samples. Taken together, our findings support the utility of transcriptional signatures in peripheral cells as valuable biomarkers for the diagnosis of ALS. |
format | Online Article Text |
id | pubmed-10378077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103780772023-07-29 A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis Morello, Giovanna La Cognata, Valentina Guarnaccia, Maria La Bella, Vincenzo Conforti, Francesca Luisa Cavallaro, Sebastiano Cells Article Amyotrophic lateral sclerosis (ALS) is a fatal, progressive neurodegenerative disease with limited treatment options. Diagnosis can be difficult due to the heterogeneity and non-specific nature of the initial symptoms, resulting in delays that compromise prompt access to effective therapeutic strategies. Transcriptome profiling of patient-derived peripheral cells represents a valuable benchmark in overcoming such challenges, providing the opportunity to identify molecular diagnostic signatures. In this study, we characterized transcriptome changes in skin fibroblasts of sporadic ALS patients (sALS) and controls and evaluated their utility as a molecular classifier for ALS diagnosis. Our analysis identified 277 differentially expressed transcripts predominantly involved in transcriptional regulation, synaptic transmission, and the inflammatory response. A support vector machine classifier based on this 277-gene signature was developed to discriminate patients with sALS from controls, showing significant predictive power in both the discovery dataset and in six independent publicly available gene expression datasets obtained from different sALS tissue/cell samples. Taken together, our findings support the utility of transcriptional signatures in peripheral cells as valuable biomarkers for the diagnosis of ALS. MDPI 2023-07-18 /pmc/articles/PMC10378077/ /pubmed/37508548 http://dx.doi.org/10.3390/cells12141884 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Morello, Giovanna La Cognata, Valentina Guarnaccia, Maria La Bella, Vincenzo Conforti, Francesca Luisa Cavallaro, Sebastiano A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title | A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title_full | A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title_fullStr | A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title_full_unstemmed | A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title_short | A Diagnostic Gene-Expression Signature in Fibroblasts of Amyotrophic Lateral Sclerosis |
title_sort | diagnostic gene-expression signature in fibroblasts of amyotrophic lateral sclerosis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10378077/ https://www.ncbi.nlm.nih.gov/pubmed/37508548 http://dx.doi.org/10.3390/cells12141884 |
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