Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.

Amyotrophic Lateral Sclerosis (ALS) is a degenerative disorder of motor neurons which leads to complete loss of movement in patients. The only FDA approved drug Riluzole provides only symptomatic relief to patients. Early Diagnosis of the disease warrants the importance of diagnostic and prognostic...

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Main Authors: Radhika Khosla, Manjari Rain, Suresh Sharma, Akshay Anand
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0247025
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spelling doaj-0ff888ad64b741e596b317f8602e63c32021-08-07T04:30:24ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01162e024702510.1371/journal.pone.0247025Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.Radhika KhoslaManjari RainSuresh SharmaAkshay AnandAmyotrophic Lateral Sclerosis (ALS) is a degenerative disorder of motor neurons which leads to complete loss of movement in patients. The only FDA approved drug Riluzole provides only symptomatic relief to patients. Early Diagnosis of the disease warrants the importance of diagnostic and prognostic models for predicting disease and disease progression respectively. In the present study we represent the predictive statistical model for ALS using plasma and CSF biomarkers. Forward stepwise (Binary likelihood) Logistic regression model is developed for prediction of ALS. The model has been shown to have excellent validity (94%) with good sensitivity (98%) and specificity (93%). The area under the ROC curve is 99.3%. Along with age and BMI, VEGF (Vascular Endothelial Growth Factor), VEGFR2 (Vascular Endothelial Growth Factor Receptor 2) and TDP43 (TAR DNA Binding Protein 43) in CSF and VEGFR2 and OPTN (Optineurin) in plasma are good predictors of ALS.https://doi.org/10.1371/journal.pone.0247025
collection DOAJ
language English
format Article
sources DOAJ
author Radhika Khosla
Manjari Rain
Suresh Sharma
Akshay Anand
spellingShingle Radhika Khosla
Manjari Rain
Suresh Sharma
Akshay Anand
Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
PLoS ONE
author_facet Radhika Khosla
Manjari Rain
Suresh Sharma
Akshay Anand
author_sort Radhika Khosla
title Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
title_short Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
title_full Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
title_fullStr Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
title_full_unstemmed Amyotrophic Lateral Sclerosis (ALS) prediction model derived from plasma and CSF biomarkers.
title_sort amyotrophic lateral sclerosis (als) prediction model derived from plasma and csf biomarkers.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2021-01-01
description Amyotrophic Lateral Sclerosis (ALS) is a degenerative disorder of motor neurons which leads to complete loss of movement in patients. The only FDA approved drug Riluzole provides only symptomatic relief to patients. Early Diagnosis of the disease warrants the importance of diagnostic and prognostic models for predicting disease and disease progression respectively. In the present study we represent the predictive statistical model for ALS using plasma and CSF biomarkers. Forward stepwise (Binary likelihood) Logistic regression model is developed for prediction of ALS. The model has been shown to have excellent validity (94%) with good sensitivity (98%) and specificity (93%). The area under the ROC curve is 99.3%. Along with age and BMI, VEGF (Vascular Endothelial Growth Factor), VEGFR2 (Vascular Endothelial Growth Factor Receptor 2) and TDP43 (TAR DNA Binding Protein 43) in CSF and VEGFR2 and OPTN (Optineurin) in plasma are good predictors of ALS.
url https://doi.org/10.1371/journal.pone.0247025
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