Cargando…

Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map

OBJECTIVE: To use Gene Expression Omnibus (GEO) database coupled with Connectivity Map (CMap) databases to screen potential therapeutic drugs for osteonecrosis of femoral head (ONFH) rapidly. METHODS: Raw genetic data with accession number GSE74089 that contained eight hip articular cartilage specim...

Descripción completa

Detalles Bibliográficos
Autores principales: Luo, Di, Liang, Xue‐zhen, Xu, Bo, Liu, Jin‐bao, Wei, Chuan‐fu, Li, Gang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons Australia, Ltd 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6904644/
https://www.ncbi.nlm.nih.gov/pubmed/31692295
http://dx.doi.org/10.1111/os.12533
_version_ 1783478034513264640
author Luo, Di
Liang, Xue‐zhen
Xu, Bo
Liu, Jin‐bao
Wei, Chuan‐fu
Li, Gang
author_facet Luo, Di
Liang, Xue‐zhen
Xu, Bo
Liu, Jin‐bao
Wei, Chuan‐fu
Li, Gang
author_sort Luo, Di
collection PubMed
description OBJECTIVE: To use Gene Expression Omnibus (GEO) database coupled with Connectivity Map (CMap) databases to screen potential therapeutic drugs for osteonecrosis of femoral head (ONFH) rapidly. METHODS: Raw genetic data with accession number GSE74089 that contained eight hip articular cartilage specimens from four ONFH patients and four healthy controls were obtained from the Gene Expression Omnibus (GEO) database and were then integrated using R to identify differentially expressed genes (DEGs). Subsequently, to identify several potential small molecular compounds that were most strongly negatively correlated with ONFH, a search query of DEGs was explored by using CMap. RESULTS: Filtering revealed 1937 DEGs with log (fold‐change) ≥1 and adjust P value < 0.001. Finally, a network of candidate targets for ONFH with 135 nodes and 660 edges was constructed through network topology analysis, including 96 up‐regulated genes and 39 down‐regulated genes. Several significant gene functions and signaling pathways associated with pathological processes of ONFH were identified via gene enrichment analysis. Based on the CMap database, some potential small molecular components that may be possible to counteract the effects of molecular signal imbalance for ONFH were identified. Neostigmine bromide with low CMap score and P value and specificity score was predicted to be the most candidate compound, involved in the “positive regulation of stem cell proliferation,” “regulation of protein autophosphorylation,” “VEGF signaling pathway,” and “ECM‐receptor interaction.” CONCLUSIONS: The GEO and CMap databases can be effectively used in understanding the molecular changes in ONFH and provide a systematic manner to identify potential drugs for ONFH prevention and treatment. However, additional clinical and experimental research of the candidate compound is warranted.
format Online
Article
Text
id pubmed-6904644
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher John Wiley & Sons Australia, Ltd
record_format MEDLINE/PubMed
spelling pubmed-69046442019-12-20 Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map Luo, Di Liang, Xue‐zhen Xu, Bo Liu, Jin‐bao Wei, Chuan‐fu Li, Gang Orthop Surg Scientific Articles OBJECTIVE: To use Gene Expression Omnibus (GEO) database coupled with Connectivity Map (CMap) databases to screen potential therapeutic drugs for osteonecrosis of femoral head (ONFH) rapidly. METHODS: Raw genetic data with accession number GSE74089 that contained eight hip articular cartilage specimens from four ONFH patients and four healthy controls were obtained from the Gene Expression Omnibus (GEO) database and were then integrated using R to identify differentially expressed genes (DEGs). Subsequently, to identify several potential small molecular compounds that were most strongly negatively correlated with ONFH, a search query of DEGs was explored by using CMap. RESULTS: Filtering revealed 1937 DEGs with log (fold‐change) ≥1 and adjust P value < 0.001. Finally, a network of candidate targets for ONFH with 135 nodes and 660 edges was constructed through network topology analysis, including 96 up‐regulated genes and 39 down‐regulated genes. Several significant gene functions and signaling pathways associated with pathological processes of ONFH were identified via gene enrichment analysis. Based on the CMap database, some potential small molecular components that may be possible to counteract the effects of molecular signal imbalance for ONFH were identified. Neostigmine bromide with low CMap score and P value and specificity score was predicted to be the most candidate compound, involved in the “positive regulation of stem cell proliferation,” “regulation of protein autophosphorylation,” “VEGF signaling pathway,” and “ECM‐receptor interaction.” CONCLUSIONS: The GEO and CMap databases can be effectively used in understanding the molecular changes in ONFH and provide a systematic manner to identify potential drugs for ONFH prevention and treatment. However, additional clinical and experimental research of the candidate compound is warranted. John Wiley & Sons Australia, Ltd 2019-11-06 /pmc/articles/PMC6904644/ /pubmed/31692295 http://dx.doi.org/10.1111/os.12533 Text en © 2019 The Authors. Orthopaedic Surgery published by Chinese Orthopaedic Association and John Wiley & Sons Australia, Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Scientific Articles
Luo, Di
Liang, Xue‐zhen
Xu, Bo
Liu, Jin‐bao
Wei, Chuan‐fu
Li, Gang
Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title_full Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title_fullStr Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title_full_unstemmed Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title_short Rapid Discovery of Potential Drugs for Osteonecrosis of Femoral Head Based on Gene Expression Omnibus Database and Connectivity Map
title_sort rapid discovery of potential drugs for osteonecrosis of femoral head based on gene expression omnibus database and connectivity map
topic Scientific Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6904644/
https://www.ncbi.nlm.nih.gov/pubmed/31692295
http://dx.doi.org/10.1111/os.12533
work_keys_str_mv AT luodi rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap
AT liangxuezhen rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap
AT xubo rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap
AT liujinbao rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap
AT weichuanfu rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap
AT ligang rapiddiscoveryofpotentialdrugsforosteonecrosisoffemoralheadbasedongeneexpressionomnibusdatabaseandconnectivitymap