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The number of biological databases is growing rapidly, but different databases use different IDs to refer to the same biological entity. The inconsistency in IDs impedes the integration of various types of biological data. To resolve the problem, we developed 'MantaID', a data-driven, machine-learning based approach that automates identifying IDs on a large scale. The 'MantaID' model's prediction accuracy was proven to be 99%, and it correctly and effectively predicted 100,000 ID entries within two minutes. 'MantaID' supports the discovery and exploitation of ID patterns from large quantities of databases. (e.g., up to 542 biological databases). An easy-to-use freely available open-source software R package, a user-friendly web application, and API were also developed for 'MantaID' to improve applicability. To our knowledge, 'MantaID' is the first tool that enables an automatic, quick, accurate, and comprehensive identification of large quantities of IDs, and can therefore be used as a starting point to facilitate the complex assimilation and aggregation of biological data across diverse databases.
Version: | 1.0.3 |
Depends: | R (≥ 4.4.0), biomaRt, caret, keras, mlr3tuning, mlr3 |
Imports: | ggplot2, data.table, magrittr, stringr, tibble, tidyr, tidyselect, ggcorrplot, reshape2, scutr, paradox, RColorBrewer, purrr, dplyr |
Suggests: | mlr3hyperband, mlr3learners, ranger, rpart, xgboost |
Published: | 2024-08-27 |
DOI: | 10.32614/CRAN.package.MantaID |
Author: | Zhengpeng Zeng |
Maintainer: | Zhengpeng Zeng <molaison at foxmail.com> |
License: | GPL (≥ 3) |
URL: | https://molaison.github.io/MantaID/ |
NeedsCompilation: | no |
Citation: | MantaID citation info |
CRAN checks: | MantaID results |
Reference manual: | MantaID.pdf |
Package source: | MantaID_1.0.3.tar.gz |
Windows binaries: | r-devel: MantaID_1.0.3.zip, r-release: MantaID_1.0.3.zip, r-oldrel: not available |
macOS binaries: | r-release (arm64): MantaID_1.0.3.tgz, r-oldrel (arm64): not available, r-release (x86_64): MantaID_1.0.3.tgz, r-oldrel (x86_64): not available |
Old sources: | MantaID archive |
Please use the canonical form https://CRAN.R-project.org/package=MantaID to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.