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Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina
Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by major social, communication and behavioural challenges. The cause of ASD is still unclear and it is assumed that environmental, genetic and epigenetic factors influence the risk of ASD occurrence. MicroRNAs (miRNAs) are...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7192422/ https://www.ncbi.nlm.nih.gov/pubmed/32353026 http://dx.doi.org/10.1371/journal.pone.0232351 |
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author | Sehovic, Emir Spahic, Lemana Smajlovic-Skenderagic, Lejla Pistoljevic, Nirvana Dzanko, Eldin Hajdarpasic, Aida |
author_facet | Sehovic, Emir Spahic, Lemana Smajlovic-Skenderagic, Lejla Pistoljevic, Nirvana Dzanko, Eldin Hajdarpasic, Aida |
author_sort | Sehovic, Emir |
collection | PubMed |
description | Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by major social, communication and behavioural challenges. The cause of ASD is still unclear and it is assumed that environmental, genetic and epigenetic factors influence the risk of ASD occurrence. MicroRNAs (miRNAs) are short 21–25 nucleotide long RNA molecules which post-transcriptionally regulate gene expression. MiRNAs play an important role in central nervous system development; therefore, dysregulation of miRNAs is connected to changes in behaviour and cognition observed in many disorders including ASD. Based on previously published work, on diagnosing ASD using miRNAs, we hypothesized that miRNAs can be used as biomarkers in children with suspected developmental disorders (DD) including ASD within Bosnian-Herzegovinian (B&H) population. 14 selected miRNAs were tested on saliva of children with suspected developmental disorders including ASD. The method of choice was qRT-PCR as a relatively cheap method available in most diagnostic laboratories in low to mid-income countries (LMIC). Out of 14 analysed miRNAs, 6 were differentially expressed between typically developing children and children with some type of developmental disorder including autism spectrum disorder. Using the most optimal logistic regression, we were able to distinguish between ASD and typically developing (TD) children. We have found 5 miRNAs as potential biomarkers. From those, 3 were differentially expressed within the ASD cohort. All 5 miRNAs had shown good chi-square statistics within the logistic regression performed on all 14 analysed miRNAs. The accuracy of 5-miRNAs model training set was 90.2%, while the validation set had a 90% accuracy. This study has shown that miRNAs may be considered as biomarkers for ASD detection and may be used to identify children with ASD along with standard developmental screening tests. By combining these methods we may be able to reach a reliable and accessible diagnostic model for children with ASD in LMIC such as B&H. |
format | Online Article Text |
id | pubmed-7192422 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-71924222020-05-11 Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina Sehovic, Emir Spahic, Lemana Smajlovic-Skenderagic, Lejla Pistoljevic, Nirvana Dzanko, Eldin Hajdarpasic, Aida PLoS One Research Article Autism spectrum disorder (ASD) is a neurodevelopmental disorder characterized by major social, communication and behavioural challenges. The cause of ASD is still unclear and it is assumed that environmental, genetic and epigenetic factors influence the risk of ASD occurrence. MicroRNAs (miRNAs) are short 21–25 nucleotide long RNA molecules which post-transcriptionally regulate gene expression. MiRNAs play an important role in central nervous system development; therefore, dysregulation of miRNAs is connected to changes in behaviour and cognition observed in many disorders including ASD. Based on previously published work, on diagnosing ASD using miRNAs, we hypothesized that miRNAs can be used as biomarkers in children with suspected developmental disorders (DD) including ASD within Bosnian-Herzegovinian (B&H) population. 14 selected miRNAs were tested on saliva of children with suspected developmental disorders including ASD. The method of choice was qRT-PCR as a relatively cheap method available in most diagnostic laboratories in low to mid-income countries (LMIC). Out of 14 analysed miRNAs, 6 were differentially expressed between typically developing children and children with some type of developmental disorder including autism spectrum disorder. Using the most optimal logistic regression, we were able to distinguish between ASD and typically developing (TD) children. We have found 5 miRNAs as potential biomarkers. From those, 3 were differentially expressed within the ASD cohort. All 5 miRNAs had shown good chi-square statistics within the logistic regression performed on all 14 analysed miRNAs. The accuracy of 5-miRNAs model training set was 90.2%, while the validation set had a 90% accuracy. This study has shown that miRNAs may be considered as biomarkers for ASD detection and may be used to identify children with ASD along with standard developmental screening tests. By combining these methods we may be able to reach a reliable and accessible diagnostic model for children with ASD in LMIC such as B&H. Public Library of Science 2020-04-30 /pmc/articles/PMC7192422/ /pubmed/32353026 http://dx.doi.org/10.1371/journal.pone.0232351 Text en © 2020 Sehovic et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Sehovic, Emir Spahic, Lemana Smajlovic-Skenderagic, Lejla Pistoljevic, Nirvana Dzanko, Eldin Hajdarpasic, Aida Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title | Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title_full | Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title_fullStr | Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title_full_unstemmed | Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title_short | Identification of developmental disorders including autism spectrum disorder using salivary miRNAs in children from Bosnia and Herzegovina |
title_sort | identification of developmental disorders including autism spectrum disorder using salivary mirnas in children from bosnia and herzegovina |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7192422/ https://www.ncbi.nlm.nih.gov/pubmed/32353026 http://dx.doi.org/10.1371/journal.pone.0232351 |
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