Cargando…

A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis

Idiopathic pulmonary fibrosis (IPF) is a severe and progressive chronic fibrosing interstitial lung disease with causes that have remained unclear to date. Development of effective treatments will require elucidation of the detailed pathogenetic mechanisms of IPF at both the molecular and cellular l...

Descripción completa

Detalles Bibliográficos
Autores principales: Nagano, Nozomi, Tokunaga, Narumi, Ikeda, Masami, Inoura, Hiroko, Khoa, Duong A., Miwa, Makoto, Sohrab, Mohammad G., Topić, Goran, Nogami-Itoh, Mari, Takamura, Hiroya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092917/
https://www.ncbi.nlm.nih.gov/pubmed/37045907
http://dx.doi.org/10.1038/s41598-023-32915-8
_version_ 1785023459954262016
author Nagano, Nozomi
Tokunaga, Narumi
Ikeda, Masami
Inoura, Hiroko
Khoa, Duong A.
Miwa, Makoto
Sohrab, Mohammad G.
Topić, Goran
Nogami-Itoh, Mari
Takamura, Hiroya
author_facet Nagano, Nozomi
Tokunaga, Narumi
Ikeda, Masami
Inoura, Hiroko
Khoa, Duong A.
Miwa, Makoto
Sohrab, Mohammad G.
Topić, Goran
Nogami-Itoh, Mari
Takamura, Hiroya
author_sort Nagano, Nozomi
collection PubMed
description Idiopathic pulmonary fibrosis (IPF) is a severe and progressive chronic fibrosing interstitial lung disease with causes that have remained unclear to date. Development of effective treatments will require elucidation of the detailed pathogenetic mechanisms of IPF at both the molecular and cellular levels. With a biomedical corpus that includes IPF-related entities and events, text-mining systems can efficiently extract such mechanism-related information from huge amounts of literature on the disease. A novel corpus consisting of 150 abstracts with 9297 entities intended for training a text-mining system was constructed to clarify IPF-related pathogenetic mechanisms. For this corpus, entity information was annotated, as were relation and event information. To construct IPF-related networks, we also conducted entity normalization with IDs assigned to entities. Thereby, we extracted the same entities, which are expressed differently. Moreover, IPF-related events have been defined in this corpus, in contrast to existing corpora. This corpus will be useful to extract IPF-related information from scientific texts. Because many entities and events are related to lung diseases, this freely available corpus can also be used to extract information related to other lung diseases such as lung cancer and interstitial pneumonia caused by COVID-19.
format Online
Article
Text
id pubmed-10092917
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-100929172023-04-14 A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis Nagano, Nozomi Tokunaga, Narumi Ikeda, Masami Inoura, Hiroko Khoa, Duong A. Miwa, Makoto Sohrab, Mohammad G. Topić, Goran Nogami-Itoh, Mari Takamura, Hiroya Sci Rep Article Idiopathic pulmonary fibrosis (IPF) is a severe and progressive chronic fibrosing interstitial lung disease with causes that have remained unclear to date. Development of effective treatments will require elucidation of the detailed pathogenetic mechanisms of IPF at both the molecular and cellular levels. With a biomedical corpus that includes IPF-related entities and events, text-mining systems can efficiently extract such mechanism-related information from huge amounts of literature on the disease. A novel corpus consisting of 150 abstracts with 9297 entities intended for training a text-mining system was constructed to clarify IPF-related pathogenetic mechanisms. For this corpus, entity information was annotated, as were relation and event information. To construct IPF-related networks, we also conducted entity normalization with IDs assigned to entities. Thereby, we extracted the same entities, which are expressed differently. Moreover, IPF-related events have been defined in this corpus, in contrast to existing corpora. This corpus will be useful to extract IPF-related information from scientific texts. Because many entities and events are related to lung diseases, this freely available corpus can also be used to extract information related to other lung diseases such as lung cancer and interstitial pneumonia caused by COVID-19. Nature Publishing Group UK 2023-04-12 /pmc/articles/PMC10092917/ /pubmed/37045907 http://dx.doi.org/10.1038/s41598-023-32915-8 Text en © The Author(s) 2023 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
Nagano, Nozomi
Tokunaga, Narumi
Ikeda, Masami
Inoura, Hiroko
Khoa, Duong A.
Miwa, Makoto
Sohrab, Mohammad G.
Topić, Goran
Nogami-Itoh, Mari
Takamura, Hiroya
A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title_full A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title_fullStr A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title_full_unstemmed A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title_short A novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
title_sort novel corpus of molecular to higher-order events that facilitates the understanding of the pathogenic mechanisms of idiopathic pulmonary fibrosis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10092917/
https://www.ncbi.nlm.nih.gov/pubmed/37045907
http://dx.doi.org/10.1038/s41598-023-32915-8
work_keys_str_mv AT naganonozomi anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT tokunaganarumi anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT ikedamasami anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT inourahiroko anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT khoaduonga anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT miwamakoto anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT sohrabmohammadg anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT topicgoran anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT nogamiitohmari anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT takamurahiroya anovelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT naganonozomi novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT tokunaganarumi novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT ikedamasami novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT inourahiroko novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT khoaduonga novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT miwamakoto novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT sohrabmohammadg novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT topicgoran novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT nogamiitohmari novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis
AT takamurahiroya novelcorpusofmoleculartohigherordereventsthatfacilitatestheunderstandingofthepathogenicmechanismsofidiopathicpulmonaryfibrosis