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...
Autores principales: | , , , , , |
---|---|
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 |