diff --git a/docker/Dockerfile_dsOmics b/docker/Dockerfile_dsOmics
index b0ffa5c..f3d44e5 100644
--- a/docker/Dockerfile_dsOmics
+++ b/docker/Dockerfile_dsOmics
@@ -4,7 +4,7 @@
 # Based on https://github.com/datashield/docker-rock
 #
 
-FROM datashield/rock-base:6.3-R4.3
+FROM datashield/rock-base:6.3-R4.4
 
 ENV DSOMICS_VERSION v1.0.18-4
 
@@ -12,6 +12,5 @@ ENV ROCK_LIB /var/lib/rock/R/library
 
 # Install new R packages
 RUN Rscript -e "BiocManager::install(c('Biobase', 'SNPRelate', 'GENESIS', 'GWASTools', 'GenomicRanges', 'SummarizedExperiment', 'DESeq2', 'edgeR', 'MEAL'), update = FALSE, ask = FALSE, lib = '$ROCK_LIB')" \
- && Rscript -e "remotes::install_github('isglobal-brge/dsOmics', ref = '$DSOMICS_VERSION', upgrade = FALSE, lib = '$ROCK_LIB')"
-
-RUN chown -R rock $ROCK_LIB
+ && Rscript -e "remotes::install_github('isglobal-brge/dsOmics', ref = '$DSOMICS_VERSION', upgrade = FALSE, lib = '$ROCK_LIB')" \
+ && chown -R rock $ROCK_LIB
diff --git a/docker/Makefile b/docker/Makefile
index 9e42ad7..b667407 100644
--- a/docker/Makefile
+++ b/docker/Makefile
@@ -1,7 +1,21 @@
 # Variables
 DOCKERFILE_NAME := Dockerfile_dsOmics
 IMAGE_NAME := brgelab/rock-omics
-TAG := latest
+DSOMICS_VERSION := 1.0.18
+R_VERSION := 4.4
+
+# Build and push the image to Docker Hub
+all: build-all push-all
+
+build-all:
+	docker build -f $(DOCKERFILE_NAME) --no-cache=true --pull -t="$(IMAGE_NAME):$(DSOMICS_VERSION)-R$(R_VERSION)" . && \
+	docker tag $(IMAGE_NAME):$(DSOMICS_VERSION)-R$(R_VERSION) $(IMAGE_NAME):$(DSOMICS_VERSION) && \
+	docker tag $(IMAGE_NAME):$(DSOMICS_VERSION)-R$(R_VERSION) $(IMAGE_NAME):latest
+
+push-all:
+	docker image push $(IMAGE_NAME):$(DSOMICS_VERSION)-R$(R_VERSION) && \
+	docker image push $(IMAGE_NAME):$(DSOMICS_VERSION) && \
+	docker image push $(IMAGE_NAME):latest
 
 build:
-	docker build -f $(DOCKERFILE_NAME) -t $(IMAGE_NAME):$(TAG) .
+	docker build --pull -f $(DOCKERFILE_NAME) -t $(IMAGE_NAME):$(DSOMICS_VERSION)-R$(R_VERSION) .