diff --git a/README.md b/README.md
index b123a64..969a448 100644
--- a/README.md
+++ b/README.md
@@ -19,8 +19,8 @@ An `R` client for the **OmniPath** web service and many other resources.
-The web service implements a very simple REST style API. This package make
-requests by the HTTP protocol to retreive the data. Hence, fast Internet
+The web service implements a very simple REST-style API. This package makes
+requests by the HTTP protocol to retrieve the data. Hence, fast Internet
access is required for a proper use of *OmnipathR*.
#### What is OmniPath?
@@ -50,23 +50,23 @@ TF census, TRRUST and Vinayagam et al. 2011.
The latest version of the reference manual is available from
. Tutorials can be
-found at . Sroll down for quick start
+found at . Scroll down for quick start
examples.
## OmniPath query types
-We provide here a brief summary about the data available through *OmnipathR*.
+We provide here a brief summary of the data available through *OmnipathR*.
*OmnipathR* provides access to 5 types of queries:
1. **Interactions**: protein-protein interactions from different datasets.
2. **Enzyme-substrate**: enzyme-PTM (post-translational modification)
relationships.
3. **Complexes**: comprehensive database of more than 22000 protein complexes.
-4. **Annotations**: large variety of data about proteins and complexes
+4. **Annotations**: large variety of data about protein and complex
features.
5. **Intercell**: information on the roles in inter-cellular signaling.
-For a more detailed information, we recommend you to visit the following
+For more detailed information, we recommend you to visit the following
sites:
@@ -95,7 +95,7 @@ if (!requireNamespace('BiocManager', quietly = TRUE))
## Last release in Bioconductor
BiocManager::install('OmnipathR', version = '3.12')
-## Development version with the lastest updates
+## Development version with the latest updates
BiocManager::install('OmnipathR', version = 'devel')
```
@@ -173,7 +173,7 @@ print_interactions(dplyr::filter(enzsub,enzyme_genesymbol=='MAP2K1',
```
-Find shortest paths on the directed network between proteins:
+Find the shortest paths on the directed network between proteins:
```{r}
print_path_es(shortest_paths(OPI_g,from = 'TYRO3',to = 'STAT3',
output = 'epath')$epath[[1]],OPI_g)
@@ -227,11 +227,11 @@ use pypath if you want to:
protein sequences, processing BioPAX, etc.
With *pypath* it's also possible to run your own web service and serve your
-custom databases to the *OmnipathR* R client and the *omnipath* Python cient.
+custom databases to the *OmnipathR* R client and the *omnipath* Python client.
## Feedbacks, bug reports, features
-Feedbacks and bugreports are always very welcome!
+Feedbacks and bug reports are always very welcome!
Please use the Github issue page to report bugs or for questions: