diff --git a/DESCRIPTION b/DESCRIPTION
index 1e412df..b9b0abd 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -5,7 +5,7 @@ Version: 1.0.1.9000
Date: 2023-12-20
Authors@R: person("Xiyu", "Peng", email = "pansypeng124@gmail.com",
role = c("aut", "cre"),comment = c(ORCID = "0000-0003-4232-0910"))
-Description: A novel spatial topic model to integrate both cell type and spatial information to identify the complex spatial tissue architecture on multiplexed tissue images without human intervention. The Package implements a Collapsed Gibbs sampling algorithm for inference. 'SpaTopic' is scalable to large-scale image datasets without extracting neighborhood information for every single cell. For more details on the methodology, see .
+Description: A novel spatial topic model to integrate both cell type and spatial information to identify the complex spatial tissue architecture on multiplexed tissue images without human intervention. The Package implements a collapsed Gibbs sampling algorithm for inference. 'SpaTopic' is scalable to large-scale image datasets without extracting neighborhood information for every single cell. For more details on the methodology, see .
License: GPL (>= 3)
Depends: R (>= 3.5.0),
Imports: Rcpp (>= 0.12.0),
diff --git a/README.md b/README.md
index a453039..2e314fb 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,13 @@ Compared to other KNN-based methods (such as KNN-kmeans, the default in Seurat v
## Installation
-`SpaTopic` can be installed from the [GitHub repository](https://github.com/xiyupeng/SpaTopic) using the devtools package.
+The R package `SpaTopic` now is available in CRAN and can be installed with the following code.
+
+``` r
+install.packages("SpaTopic")
+```
+
+The development version of `SpaTopic` can be installed from the [GitHub repository](https://github.com/xiyupeng/SpaTopic).
``` r
# install.packages("devtools")
diff --git a/docs/404.html b/docs/404.html
index 4017427..6d9a040 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -24,7 +24,7 @@
SpaTopic
- 1.0.1
+ 1.0.1.9000