Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining
Background Neurogenic heterotopic ossification is a disorder of aberrant bone formation affecting one in five patients sustaining a spinal cord injury or traumatic brain injury (SCI-TBI-HO). However, the underlying mechanisms of SCI-TBI-HO have proven difficult to elucidate. The aim of the present s...
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doaj-3669120b2fd44b9fa04397d3b1e564f22020-11-25T00:14:08ZengPeerJ Inc.PeerJ2167-83592020-01-018e827610.7717/peerj.8276Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text miningYichong Zhang0Yuanbo Zhan1Yuhui Kou2Xiaofeng Yin3Yanhua Wang4Dianying Zhang5Department of Trauma and Orthopaedic Surgery, Peking University People’s Hospital, Beijing, ChinaDepartment of Periodontology and Oral Mucosa, the Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, ChinaDepartment of Trauma and Orthopaedic Surgery, Peking University People’s Hospital, Beijing, ChinaDepartment of Trauma and Orthopaedic Surgery, Peking University People’s Hospital, Beijing, ChinaDepartment of Trauma and Orthopaedic Surgery, Peking University People’s Hospital, Beijing, ChinaDepartment of Trauma and Orthopaedic Surgery, Peking University People’s Hospital, Beijing, ChinaBackground Neurogenic heterotopic ossification is a disorder of aberrant bone formation affecting one in five patients sustaining a spinal cord injury or traumatic brain injury (SCI-TBI-HO). However, the underlying mechanisms of SCI-TBI-HO have proven difficult to elucidate. The aim of the present study is to identify the most promising candidate genes and biological pathways for SCI-TBI-HO. Methods In this study, we used text mining to generate potential explanations for SCI-TBI-HO. Moreover, we employed several additional datasets, including gene expression profile data, drug data and tissue-specific gene expression data, to explore promising genes that associated with SCI-TBI-HO. Results We identified four SCI-TBI-HO-associated genes, including GDF15, LDLR, CCL2, and CLU. Finally, using enrichment analysis, we identified several pathways, including integrin signaling, insulin pathway, internalization of ErbB1, urokinase-type plasminogen activator and uPAR-mediated signaling, PDGFR-beta signaling pathway, EGF receptor (ErbB1) signaling pathway, and class I PI3K signaling events, which may be associated with SCI-TBI-HO. Conclusions These results enhance our understanding of the molecular mechanisms of SCI-TBI-HO and offer new leads for researchers and innovative therapeutic strategies.https://peerj.com/articles/8276.pdfHeterotopic ossificationSpinal cord injuryTraumatic brain injury adipogenesisText mining |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yichong Zhang Yuanbo Zhan Yuhui Kou Xiaofeng Yin Yanhua Wang Dianying Zhang |
spellingShingle |
Yichong Zhang Yuanbo Zhan Yuhui Kou Xiaofeng Yin Yanhua Wang Dianying Zhang Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining PeerJ Heterotopic ossification Spinal cord injury Traumatic brain injury adipogenesis Text mining |
author_facet |
Yichong Zhang Yuanbo Zhan Yuhui Kou Xiaofeng Yin Yanhua Wang Dianying Zhang |
author_sort |
Yichong Zhang |
title |
Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
title_short |
Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
title_full |
Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
title_fullStr |
Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
title_full_unstemmed |
Identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
title_sort |
identification of biological pathways and genes associated with neurogenic heterotopic ossification by text mining |
publisher |
PeerJ Inc. |
series |
PeerJ |
issn |
2167-8359 |
publishDate |
2020-01-01 |
description |
Background Neurogenic heterotopic ossification is a disorder of aberrant bone formation affecting one in five patients sustaining a spinal cord injury or traumatic brain injury (SCI-TBI-HO). However, the underlying mechanisms of SCI-TBI-HO have proven difficult to elucidate. The aim of the present study is to identify the most promising candidate genes and biological pathways for SCI-TBI-HO. Methods In this study, we used text mining to generate potential explanations for SCI-TBI-HO. Moreover, we employed several additional datasets, including gene expression profile data, drug data and tissue-specific gene expression data, to explore promising genes that associated with SCI-TBI-HO. Results We identified four SCI-TBI-HO-associated genes, including GDF15, LDLR, CCL2, and CLU. Finally, using enrichment analysis, we identified several pathways, including integrin signaling, insulin pathway, internalization of ErbB1, urokinase-type plasminogen activator and uPAR-mediated signaling, PDGFR-beta signaling pathway, EGF receptor (ErbB1) signaling pathway, and class I PI3K signaling events, which may be associated with SCI-TBI-HO. Conclusions These results enhance our understanding of the molecular mechanisms of SCI-TBI-HO and offer new leads for researchers and innovative therapeutic strategies. |
topic |
Heterotopic ossification Spinal cord injury Traumatic brain injury adipogenesis Text mining |
url |
https://peerj.com/articles/8276.pdf |
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