Literature DB >> 29629236

OC-2-KB: A software pipeline to build an evidence-based obesity and cancer knowledge base.

Juan Antonio Lossio-Ventura1, William Hogan1, François Modave1, Yi Guo1, Zhe He2, Amanda Hicks1, Jiang Bian1.   

Abstract

Obesity has been linked to several types of cancer. Access to adequate health information activates people's participation in managing their own health, which ultimately improves their health outcomes. Nevertheless, the existing online information about the relationship between obesity and cancer is heterogeneous and poorly organized. A formal knowledge representation can help better organize and deliver quality health information. Currently, there are several efforts in the biomedical domain to convert unstructured data to structured data and store them in Semantic Web knowledge bases (KB). In this demo paper, we present, OC-2-KB (Obesity and Cancer to Knowledge Base), a system that is tailored to guide the automatic KB construction for managing obesity and cancer knowledge from free-text scientific literature (i.e., PubMed abstracts) in a systematic way. OC-2-KB has two important modules which perform the acquisition of entities and the extraction then classification of relationships among these entities. We tested the OC-2-KB system on a data set with 23 manually annotated obesity and cancer PubMed abstracts and created a preliminary KB with 765 triples. We conducted a preliminary evaluation on this sample of triples and reported our evaluation results.

Entities:  

Keywords:  Resource Description Framework; Semantic Web knowledge base; Software; obesity and cancer

Year:  2017        PMID: 29629236      PMCID: PMC5889048          DOI: 10.1109/BIBM.2017.8217845

Source DB:  PubMed          Journal:  Proceedings (IEEE Int Conf Bioinformatics Biomed)        ISSN: 2156-1125


  6 in total

1.  The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration.

Authors:  Barry Smith; Michael Ashburner; Cornelius Rosse; Jonathan Bard; William Bug; Werner Ceusters; Louis J Goldberg; Karen Eilbeck; Amelia Ireland; Christopher J Mungall; Neocles Leontis; Philippe Rocca-Serra; Alan Ruttenberg; Susanna-Assunta Sansone; Richard H Scheuermann; Nigam Shah; Patricia L Whetzel; Suzanna Lewis
Journal:  Nat Biotechnol       Date:  2007-11       Impact factor: 54.908

2.  Towards an Obesity-Cancer Knowledge Base: Biomedical Entity Identification and Relation Detection.

Authors:  Juan Antonio Lossio-Ventura; William Hogan; François Modave; Amanda Hicks; Josh Hanna; Yi Guo; Zhe He; Jiang Bian
Journal:  Proceedings (IEEE Int Conf Bioinformatics Biomed)       Date:  2017-01-19

Review 3.  Adult weight gain and adiposity-related cancers: a dose-response meta-analysis of prospective observational studies.

Authors:  NaNa Keum; Darren C Greenwood; Dong Hoon Lee; Rockli Kim; Dagfinn Aune; Woong Ju; Frank B Hu; Edward L Giovannucci
Journal:  J Natl Cancer Inst       Date:  2015-03-10       Impact factor: 13.506

4.  Automatic lymphoma classification with sentence subgraph mining from pathology reports.

Authors:  Yuan Luo; Aliyah R Sohani; Ephraim P Hochberg; Peter Szolovits
Journal:  J Am Med Inform Assoc       Date:  2014-01-15       Impact factor: 4.497

Review 5.  Recommendations for Obesity Clinical Trials in Cancer Survivors: American Society of Clinical Oncology Statement.

Authors:  Jennifer A Ligibel; Catherine M Alfano; Dawn Hershman; Rachel M Ballard; Suanna S Bruinooge; Kerry S Courneya; Elvan C Daniels; Wendy Demark-Wahnefried; Elizabeth S Frank; Pamela J Goodwin; Melinda L Irwin; Laura A Levit; Worta McCaskill-Stevens; Lori M Minasian; Mark A O'Rourke; John P Pierce; Kevin D Stein; Cynthia A Thomson; Clifford A Hudis
Journal:  J Clin Oncol       Date:  2015-08-31       Impact factor: 44.544

6.  SemMedDB: a PubMed-scale repository of biomedical semantic predications.

Authors:  Halil Kilicoglu; Dongwook Shin; Marcelo Fiszman; Graciela Rosemblat; Thomas C Rindflesch
Journal:  Bioinformatics       Date:  2012-10-08       Impact factor: 6.937

  6 in total
  2 in total

1.  OC-2-KB: integrating crowdsourcing into an obesity and cancer knowledge base curation system.

Authors:  Juan Antonio Lossio-Ventura; William Hogan; François Modave; Yi Guo; Zhe He; Xi Yang; Hansi Zhang; Jiang Bian
Journal:  BMC Med Inform Decis Mak       Date:  2018-07-23       Impact factor: 2.796

2.  Automatic Human-like Mining and Constructing Reliable Genetic Association Database with Deep Reinforcement Learning.

Authors:  Haohan Wang; Xiang Liu; Yifeng Tao; Wenting Ye; Qiao Jin; William W Cohen; Eric P Xing
Journal:  Pac Symp Biocomput       Date:  2019
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.