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Related Experiment Video

Updated: Jul 5, 2026

A Web Tool for Generating High Quality Machine-readable Biological Pathways
08:01

A Web Tool for Generating High Quality Machine-readable Biological Pathways

Published on: February 8, 2017

New challenges for text mining: mapping between text and manually curated pathways.

Kanae Oda1, Jin-Dong Kim, Tomoko Ohta

  • 1Department of Computer Science, Graduate School of Information Science and Technology, University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, Japan. k.oda@is.s.u-tokyo.ac.jp

BMC Bioinformatics
|May 9, 2008
PubMed
Summary
This summary is machine-generated.

This study addresses challenges in linking scientific literature to biological pathways. New resources and analysis reveal nine classes of biological inferences, aiding pathway construction from text.

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Area of Science:

  • Computational Biology
  • Bioinformatics
  • Natural Language Processing

Background:

  • Text mining (TM) faces challenges in associating literature with biological pathways.
  • Key challenges include mapping entities/reactions, recognizing causal relationships, and implementing biological domain knowledge for inferences.

Purpose of the Study:

  • To develop resources and methods for linking scientific text to biological pathways.
  • To analyze the differences between text and pathway representations and identify 'bio-inference' schemes.

Main Methods:

  • Construction of the GENIA pathway corpus with event annotation.
  • Development of the NF-kB pathway model.
  • Detailed analysis of text and pathway representations.

Main Results:

  • Introduction of new resources for text-pathway linkage.
  • Identification and categorization of nine classes of 'bio-inference' schemes.
  • Precise comparisons of text and pathway representations.

Conclusions:

  • The developed resources and analysis represent a significant advancement for automatic pathway construction from text.
  • This work facilitates future research in text mining for biological pathway generation.