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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2021-01-01
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Online Access: | https://doi.org/10.1371/journal.pone.0247025 |
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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 |
work_keys_str_mv |
AT radhikakhosla amyotrophiclateralsclerosisalspredictionmodelderivedfromplasmaandcsfbiomarkers AT manjarirain amyotrophiclateralsclerosisalspredictionmodelderivedfromplasmaandcsfbiomarkers AT sureshsharma amyotrophiclateralsclerosisalspredictionmodelderivedfromplasmaandcsfbiomarkers AT akshayanand amyotrophiclateralsclerosisalspredictionmodelderivedfromplasmaandcsfbiomarkers |
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