ARG CUDA=11.7 FROM nvidia/cuda:${CUDA}.1-cudnn8-devel-ubuntu22.04 USER root SHELL ["/bin/bash", "-c"] WORKDIR /home RUN mkdir -p /home/omic WORKDIR /home/omic ARG DEBIAN_FRONTEND=noninteractive RUN apt-get update -y && apt-get install -y --no-install-recommends \ build-essential \ cmake \ curl \ git \ wget \ ca-certificates \ hmmer \ kalign \ tzdata \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* # Add the NVIDIA GPG key directly RUN wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.0-1_all.deb RUN dpkg -i cuda-keyring_1.0-1_all.deb && rm cuda-keyring_1.0-1_all.deb RUN apt-get -y update && \ apt-get install -y --no-install-recommends cuda-command-line-tools-11-7 RUN wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh \ && bash miniconda.sh -b -p /opt/conda \ && rm miniconda.sh \ && ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh \ && echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc \ && echo "conda activate base" >> ~/.bashrc \ && find /opt/conda/ -follow -type f -name '*.a' -delete \ && find /opt/conda/ -follow -type f -name '*.js.map' -delete \ && /opt/conda/bin/conda clean -afy ENV PATH /opt/conda/bin:$PATH RUN conda update -y -n base -c defaults conda # main conda env (conplex) RUN conda create -n conplex-dti python=3.9 ENV PATH "$PATH:/opt/conda/envs/conplex-dti/bin" RUN echo "source activate conplex-dti" >> ~/.bashrc RUN conda clean --all -f -y # main conda env (secse) #RUN conda create --name secse -c conda-forge parallel tqdm biopandas openbabel chemprop xlrd=2 pandarallel python=3.9 perl=5.32 #RUN conda install -y -n secse -c conda-forge pandas=1.3.5 #RUN conda install -y -n secse -c conda-forge rdkit=2022.03.5 #RUN echo "conda activate secse" >> ~/.bashrc #ENV PATH="$PATH:/opt/conda/envs/secse/bin" #ARG PATH="$PATH:/opt/conda/envs/secse/bin" RUN git clone https://github.com/samsledje/ConPLex.git WORKDIR /home/omic/ConPLex # Install conplex RUN apt-get -y update && apt-get install -y ca-certificates && update-ca-certificates RUN /opt/conda/envs/conplex-dti/bin/python3 -m pip install conplex-dti RUN conplex-dti --help # Package into python script for running in nextflow COPY conplex.py /home/omic/ConPLex/conplex.py RUN chmod +x /home/omic/ConPLex/conplex.py # Install pretrained models RUN mkdir -p /home/omic/ConPLex/models RUN wget --no-check-certificate -O /home/omic/ConPLex/models/ConPLex_v1_BindingDB.pt https://cb.csail.mit.edu/cb/conplex/data/models/BindingDB_ExperimentalValidModel.pt # Test RUN conplex-dti predict --data-file /home/omic/ConPLex/tests/toy_predict.tsv --model-path /home/omic/ConPLex/models/ConPLex_v1_BindingDB.pt --outfile ./results.tsv #copy protein reference trascipt fasta file COPY ensemble_reference.fasta . COPY MANE_referent_transcipt_reference.fasta . COPY MANE_all_transcipts.csv . COPY get_round_2.py . RUN chmod +x /home/omic/ConPLex/get_round_2.py #new model weights COPY Run_best_model_epoch46.pt /home/omic/ConPLex/models/ # Fix predict.py not working on single protein-ligand complex #COPY predict.py /home/omic/ConPLex/conplex_dti/cli/predict.py #COPY predict.py /opt/conda/envs/conplex-dti/lib/python3.9/site-packages/conplex_dti/cli/predict.py #RUN chmod +x /home/omic/ConPLex/conplex_dti/cli/predict.py #RUN chmod +x /opt/conda/envs/conplex-dti/lib/python3.9/site-packages/conplex_dti/cli/predict.py # Clone secse #RUN git clone https://github.com/KeenThera/SECSE.git #RUN mv /home/omic/ConPLex/SECSE/secse /home/omic/ConPLex/secse && rm -r /home/omic/ConPLex/SECSE && rm -r /home/omic/ConPLex/secse/scoring #COPY secse/scoring /home/omic/ConPLex/secse/scoring #COPY secse/grow_processes.py /home/omic/ConPLex/secse/scoring/grow_processes.py #RUN chmod +x /home/omic/ConPLex/secse/grow_processes.py #RUN chmod +x /home/omic/ConPLex/secse/scoring/ranking.py #RUN chmod +x /home/omic/ConPLex/secse/growing/mutation/mutation.py # Add missing boost #RUN conda install -n secse -c conda-forge boost # Install CREM for chemical growth #RUN git clone https://github.com/DrrDom/crem.git #RUN /opt/conda/envs/conplex-dti/bin/python3 -m pip install crem pandas numpy #WORKDIR /home/omic/ConPLex #RUN chmod -R +x /home/omic/ConPLex #ENV PATH="$PATH:/opt/conda/envs/secse/bin:/home/omic/ConPLex/secse" #ENV SECSE="/home/omic/ConPLex/secse" #ENV PYTHONPATH="PYTHONPATH=/home/omic/ConPLex/secse:/home/omic/ConPLex:/home/omic/ConPLex/crem" #ARG PYTHONPATH="PYTHONPATH=/home/omic/ConPLex/secse:/home/omic/ConPLex:/home/omic/ConPLex/crem" # Package into python script for running in nextflow #COPY conplex.py /home/omic/ConPLex/conplex.py #RUN chmod +x /home/omic/ConPLex/conplex.py #Mutation file #RUN /opt/conda/envs/conplex-dti/bin/python3 -m pip install crem #RUN wget https://www.dropbox.com/s/4r48ohopechsd59/replacements02_sa2.db.gz?dl=0 #RUN mv replacements02_sa2.db.gz?dl=0 replacements02_sa2.db.gz #RUN gzip -d replacements02_sa2.db.gz #COPY fragment_mutations.py /home/omic/ConPLex/fragment_mutations.py #RUN chmod +x /home/omic/ConPLex/fragment_mutations.py