diff --git a/workflow/docker/pulldown.dockerfile b/workflow/docker/pulldown.dockerfile
index 1630ad6..6269229 100644
--- a/workflow/docker/pulldown.dockerfile
+++ b/workflow/docker/pulldown.dockerfile
@@ -14,8 +14,8 @@
 
 # Extended by Valentin Maurer <valentin.maurer@embl-hamburg.de>
 
-ARG CUDA=11.6.1
-FROM nvidia/cuda:11.6.1-cudnn8-runtime-ubuntu20.04
+ARG CUDA=11.8.0
+FROM nvidia/cuda:${CUDA}-cudnn8-runtime-ubuntu22.04
 ARG CUDA
 
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]
@@ -62,6 +62,8 @@ RUN conda install -y -c conda-forge -c bioconda \
       python=3.10 \
       && conda clean --all --force-pkgs-dirs --yes
 
+RUN conda install -y -c nvidia cuda-nvcc
+
 COPY . /app/alphafold
 RUN wget -q -P /app/alphafold/alphafold/common/ \
   https://git.scicore.unibas.ch/schwede/openstructure/-/raw/7102c63615b64735c4941278d92b554ec94415f8/modules/mol/alg/src/stereo_chemical_props.txt