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Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness
Non-functioning pituitary adenomas (NFPAs) are typical pituitary macroadenomas in adults associated with increased mortality and morbidity. Although pituitary adenomas are commonly considered slow-growing benign brain tumors, numerous of them possess an invasive nature. Such tumors destroy sella tur...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536755/ https://www.ncbi.nlm.nih.gov/pubmed/34686726 http://dx.doi.org/10.1038/s41598-021-00431-2 |
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author | Khayer, Nasibeh Jalessi, Maryam Jahanbakhshi, Amin Tabib khooei, Alireza Mirzaie, Mehdi |
author_facet | Khayer, Nasibeh Jalessi, Maryam Jahanbakhshi, Amin Tabib khooei, Alireza Mirzaie, Mehdi |
author_sort | Khayer, Nasibeh |
collection | PubMed |
description | Non-functioning pituitary adenomas (NFPAs) are typical pituitary macroadenomas in adults associated with increased mortality and morbidity. Although pituitary adenomas are commonly considered slow-growing benign brain tumors, numerous of them possess an invasive nature. Such tumors destroy sella turcica and invade the adjacent tissues such as the cavernous sinus and sphenoid sinus. In these cases, the most critical obstacle for complete surgical removal is the high risk of damaging adjacent vital structures. Therefore, the development of novel therapeutic strategies for either early diagnosis through biomarkers or medical therapies to reduce the recurrence rate of NFPAs is imperative. Identification of gene interactions has paved the way for decoding complex molecular mechanisms, including disease-related pathways, and identifying the most momentous genes involved in a specific disease. Currently, our knowledge of the invasion of the pituitary adenoma at the molecular level is not sufficient. The current study aimed to identify critical biomarkers and biological pathways associated with invasiveness in the NFPAs using a three-way interaction model for the first time. In the current study, the Liquid association method was applied to capture the statistically significant triplets involved in NFPAs invasiveness. Subsequently, Random Forest analysis was applied to select the most important switch genes. Finally, gene set enrichment (GSE) and gene regulatory network (GRN) analyses were applied to trace the biological relevance of the statistically significant triplets. The results of this study suggest that “mRNA processing” and “spindle organization” biological processes are important in NFAPs invasiveness. Specifically, our results suggest Nkx3-1 and Fech as two switch genes in NFAPs invasiveness that may be potential biomarkers or target genes in this pathology. |
format | Online Article Text |
id | pubmed-8536755 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85367552021-10-25 Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness Khayer, Nasibeh Jalessi, Maryam Jahanbakhshi, Amin Tabib khooei, Alireza Mirzaie, Mehdi Sci Rep Article Non-functioning pituitary adenomas (NFPAs) are typical pituitary macroadenomas in adults associated with increased mortality and morbidity. Although pituitary adenomas are commonly considered slow-growing benign brain tumors, numerous of them possess an invasive nature. Such tumors destroy sella turcica and invade the adjacent tissues such as the cavernous sinus and sphenoid sinus. In these cases, the most critical obstacle for complete surgical removal is the high risk of damaging adjacent vital structures. Therefore, the development of novel therapeutic strategies for either early diagnosis through biomarkers or medical therapies to reduce the recurrence rate of NFPAs is imperative. Identification of gene interactions has paved the way for decoding complex molecular mechanisms, including disease-related pathways, and identifying the most momentous genes involved in a specific disease. Currently, our knowledge of the invasion of the pituitary adenoma at the molecular level is not sufficient. The current study aimed to identify critical biomarkers and biological pathways associated with invasiveness in the NFPAs using a three-way interaction model for the first time. In the current study, the Liquid association method was applied to capture the statistically significant triplets involved in NFPAs invasiveness. Subsequently, Random Forest analysis was applied to select the most important switch genes. Finally, gene set enrichment (GSE) and gene regulatory network (GRN) analyses were applied to trace the biological relevance of the statistically significant triplets. The results of this study suggest that “mRNA processing” and “spindle organization” biological processes are important in NFAPs invasiveness. Specifically, our results suggest Nkx3-1 and Fech as two switch genes in NFAPs invasiveness that may be potential biomarkers or target genes in this pathology. Nature Publishing Group UK 2021-10-22 /pmc/articles/PMC8536755/ /pubmed/34686726 http://dx.doi.org/10.1038/s41598-021-00431-2 Text en © The Author(s) 2021, corrected publication 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Khayer, Nasibeh Jalessi, Maryam Jahanbakhshi, Amin Tabib khooei, Alireza Mirzaie, Mehdi Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title | Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title_full | Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title_fullStr | Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title_full_unstemmed | Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title_short | Nkx3-1 and Fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
title_sort | nkx3-1 and fech genes might be switch genes involved in pituitary non-functioning adenoma invasiveness |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536755/ https://www.ncbi.nlm.nih.gov/pubmed/34686726 http://dx.doi.org/10.1038/s41598-021-00431-2 |
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