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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Main Authors: Yichong Zhang, Yuanbo Zhan, Yuhui Kou, Xiaofeng Yin, Yanhua Wang, Dianying Zhang
Format: Article
Language:English
Published: PeerJ Inc. 2020-01-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/8276.pdf
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spelling 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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