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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -29,7 +29,7 @@ activities, please check out

DoRothEA is available in
[Bioconductor](http://bioconductor.org/packages/release/data/experiment/html/dorothea.html).
In addition, one can install the development version from the Github repository:
In addition, one can install the development version from the GitHub repository:
```r
## To install the package from Bioconductor
if (!requireNamespace("BiocManager", quietly = TRUE))
Expand Down Expand Up @@ -57,13 +57,13 @@ Since the original release, we have implemented some extensions in DoRothEA:
[Holland et al., 2020](https://doi.org/10.1186/s13059-020-1949-z)

3. **Extension to other databases**
We have released a new literature based GRN with increased coverage and better
We have released a new literature-based GRN with increased coverage and better
performance at identifying perturbed TFs, called [CollecTRI](https://github.com/saezlab/CollecTRI).
We encourage users to use CollecTRI instead of DoRothEA. Vignettes on how to
obtain activities are available at the [decoupleR package](https://saezlab.github.io/decoupleR/).
obtain activities are available in [decoupleR package](https://saezlab.github.io/decoupleR/).

## License
DoRothEA is intended only for academic use as in contains resources
DoRothEA is intended only for academic use as it contains resources
whose licenses don't permit commercial use. However, we developed a non-academic
version of DoRothEA by removing those resources (mainly TRED from the curated
databases). You can find the non-academic package with the regulons [here](https://github.com/saezlab/dorothea/tree/non-academic).
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