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SimText: a text mining framework for interactive analysis and visualization of similarities among biomedical entities.


ABSTRACT:

Summary

Literature exploration in PubMed on a large number of biomedical entities (e.g. genes, diseases or experiments) can be time-consuming and challenging, especially when assessing associations between entities. Here, we describe SimText, a user-friendly toolset that provides customizable and systematic workflows for the analysis of similarities among a set of entities based on text. SimText can be used for (i) text collection from PubMed and extraction of words with different text mining approaches, and (ii) interactive analysis and visualization of data using unsupervised learning techniques in an interactive app.

Availability and implementation

We developed SimText as an open-source R software and integrated it into Galaxy (https://usegalaxy.eu), an online data analysis platform with supporting self-learning training material available at https://training.galaxyproject.org. A command-line version of the toolset is available for download from GitHub (https://github.com/dlal-group/simtext) or as Docker image (https://hub.docker.com/r/dlalgroup/simtext/tags.).

Supplementary information

Supplementary data are available at Bioinformatics online.

SUBMITTER: Macnee M 

PROVIDER: S-EPMC9502138 | biostudies-literature | 2021 Nov

REPOSITORIES: biostudies-literature

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Publications

SimText: a text mining framework for interactive analysis and visualization of similarities among biomedical entities.

Macnee Marie M   Pérez-Palma Eduardo E   Schumacher-Bass Sarah S   Dalton Jarrod J   Leu Costin C   Blankenberg Daniel D   Lal Dennis D  

Bioinformatics (Oxford, England) 20211101 22


<h4>Summary</h4>Literature exploration in PubMed on a large number of biomedical entities (e.g. genes, diseases or experiments) can be time-consuming and challenging, especially when assessing associations between entities. Here, we describe SimText, a user-friendly toolset that provides customizable and systematic workflows for the analysis of similarities among a set of entities based on text. SimText can be used for (i) text collection from PubMed and extraction of words with different text m  ...[more]

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