Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

Note that CoMorMent containers are organized using several GitHub repositories:

• https://github.com/comorment/containers - .sif files, public reference data, documentation, common scripts

• https://github.com/comorment/reference - private reference data with access restricted to CoMorMent collaborator

All of the above repositories are covered by this CHANGELOG. They will have the same version tags on github. In addition, we have repositories containing specific tools, e.g. https://github.com/comorment/HDL, which will be covered by their own CHANGELOG.md file.

To identify the version of a .sif file, run md5sum <container>.sif command and find the MD5 checksum in the list below. If MD5 sum is not listed for a certain release then it means that the container hasn’t been changed from the previous release.

[Unreleased]

Added

Updated

Updates goes here

Fixed

Fixes goes here

Removed

Removed features goes here

Misc

Miscellaneous goes here

1.15.0 - 2026-02-23

Added

• Added OPERA and SMR tools to gwas.sif container, with corresponding tests.

• Added Python and R packages to python3.sif and r.sif containers, with corresponding tests.

1.14.0 - 2025-12-05

Updated

• Using Miniforge3 installer (was Mambaforge)

• Updated Python (3.10.6 -> 3.12.12) and installed packages in python3.sif container.

Fixed

• Fixed issue with %matplotlib inline magic with IPython/Jupyter in python3.sif container.

1.13.1 - 2025-11-27

• Removed mrcieu.R installer script, prefer installation from GitHub repos.

1.13.0 - 2025-11-27

Added

• added misc. R and Python packages to respective containers

• added script to install R backages from MRCIEU-Universe

Updated

• updated PLINK2 to v2.0.0-a.6.28 (Nov. 23, 2025) across containers

[1.12.0] - 2025-11-26

Fixed

• quiet import of bit64 in ldpred2.R to fix broken IDs with attach_snp() function

• not using git LFS for GH actions

Removed

• removed shapeit5 installation from gwas.sif container build

[1.11.0] - 2025-09-17

Added

• added some requested R packages to R container.

[1.10.0] - 2025-08-27

Updated

• Use Ubuntu 24.04LTS as base image for all container builds for futureproofing/security

• Add ‘paramiko’ package to python3.sif container, updated genomicSEM and added arrow, zlib, mr.raps in r.sif container

• More recent posit/cran(@2025-08-01)/bioconductor (3.19->3.22@2025-08-01) packages, removing deprecated packages (zlibbioc)

• revised a bunch of tool installer scripts

• shapeit5 binaries now use static builds provided by developer

Removed

• temporarily remove build of qctool from gwas.sif due to GCC >= 13 issues

[1.9.1] - 2025-03-27

Added

• add fastparquet, pyarrow, dask (explicitly) packages and plink2 binary to python3.sif container

Updated

• updated scikit-learn, pandas, sksurv, seaborn packages in python3.sif container

• updated pull_all_containers.py script

[1.9.0] - 2025-02-20

Added

• Add script ./containers/pull_all_containers.py to pull tagged versions of container builds from GitHub Container Registry, revising folder layout as ./containers/<tag>/<image>.sif

• Add R packages glmmTMB, hazrd; Python packages shap, pytables, xgboost, pydot, graphviz.

• Add argument --file-drop-snps to ldpred2.R to drop select SNPs from the PGS calculation

• Add R packages AER, MendelianRandomization, gwasurvivr

• Add R packages lightgbm, EFAtools, RiskScorescvd, glmnet, survival, caret, PooledCohort, genio, HyPrColoc

• Add Python3 packages miniwdl, miniwdl-slurm, dxpy

• Add unit test runs as part of the GitHub Actions workflow for building Docker containers

• Add Python packages imbalanced-learn, lightgbm, openpyxl + PRSice_linux binary to python3.sif container

• Add Conda environment file for project dependencies

• Add Python packages scikit-survival, pandas-plink, numba, xmltodict, pyliftover, configparser, intervaltree to python3.sif container

• Add Haplin, WSpiller/MVMR, noahlorinczcomi/MRBEE R packages to r.sif container

• Add container build and push actions for all containers:

  • Action should trigger builds on pushes and pull requests targeting the main branch.

  • Should build and push Docker and Singularity images for new tags with v*.*.* pattern in main branch.

  • Revise installation and usage documentation for images.

  • Buttons added to README.md for Docker build status.

• Added options --extract, --extract-step1, --extract-step2, --exclude, --exclude-step1, and --exclude-step2 to the gwas.py script to enable inclusion and exclusion of SNPs

• Added support for additional customization through config.yaml file for association analyses

• Added Rstudio-server and R packages info to r.sif container documentation

Updated

• updated documentation throughout, replacing Singularity with Apptainer, reflect new container build directory

• updated citation info to published paper

• update R to 4.4.1 in r.sif container (from 4.0.5); update R packages to Posit/CRAN/BioConductor dated 2024.09.01; BioConductor version 3.19 (from 3.12)

• update testing scripts to support both Docker and Singularity containers

• Update REGENIE binary to version 3.6 in gwas.sif container

• Update LDAK binary to version 6 in gwas.sif (from 5.2)

• Rebuilt gwas.sif container with md5sum checksum:

  4e295149f3a5e25588cc4a1f1d39876c  singularity/gwas.sif
  

• Compile regenie with HAS_BOOST_IOSTREAM=1 and HTSLIB_PATH options

• Change LDpred2 usage example to use the OpenSNP based datasets

• Bundle of sphinx documentation build updates/restructures

• Refer to the project as “COSGAP-containers”

• Minor changes to documentation + suggestion of TOC

• migrate online documentation to cosgap.readthedocs.io

• updated documentation to reflect the new project name

• added references/urls to software tables in the documentation for singularity containers

• update citation info

Fixed

• Fixed missing ORAS CLI with ubuntu-latest runners in GitHub Actions

• Fixed broken unit test in tests/test_LDpred2/scripts/ld.sh

• Fixed broken unit test tests/test_gwas.py::test_gwas_metal with Apptainer “sandbox” mode

• Workaround for pandas import before scipy in python codes via export LD_LIBRARY_PATH=/usr/local/lib:$LD_LIBRARY_PATH

• Fixed brittle tests if TMPDIR is not /tmp

Removed

• Removed Singularity Image Format (.sif) files from the singularity/ directory. These are now built and stored in the ghcr.io container registry on different formats.

• Removed Saige support and Saige-related files

[1.8.1] - 2024-03-05

Fixed

• Fixed parsing of IID field in pheno.dict

• Fixed issue with files with different suffixes produced by plink2 for binary phenotypes in gwas.py

[1.8.0] - 2024-02-22

Added

• Added scripts to analyze and filter bigSNPR LD matrixes (scripts/pgs/LDpred2/analyzeLD.R, scripts/pgs/LDpred2/splitLD.R).

[1.7.2] - 2024-02-14

Updated

• Rebuilt r.sif container with md5sum checksum:

  3d69fc2168ef98d1eda3da05391cd6e4  singularity/r.sif
  

Added

• added CC-GWAS R package to r.sif container

[1.7.1] - 2024-02-06

Fixed

• Fixed parsing of --genomic-build hg18/hg38 in ldpred2.R

[1.7.0] - 2024-02-02

Added

• Added samtools 1.19.2, bedtools 2.31.1, liftOver (latest) to gwas.sif container

• Added corresponding unit tests

Updated

• Updated the following binaries (not listing apt package updates) in gwas.sif built

  • bcftools to 1.19

  • bolt to 2.4.1

  • gcta to 1.94.1

  • gctb to 2.04.3

  • htslib to 1.19.1

  • king to 2.3.2

  • minimac4 to 4.1.6

  • plink to v1.90b7.2 64-bit (11 Dec 2023)

  • plink2 to v2.00a5.10LM 64-bit Intel (5 Jan 2024)

  • plink2_avx2 to v2.00a5.10LM AVX2 Intel (5 Jan 2024)

  • PRSice_linux to 2.3.5

  • regenie to 3.4.1

  • vcftools to git SHA: d511f469e87c2ac9779bcdc3670b2b51667935fe (0.1.17dev)

• Rebuilt gwas.sif w. md5sum checksum:

  a775f4216b15b731471821d0c2a0da43  singularity/gwas.sif
  

• updated installer scripts

Fixed

• Broken docker/scripts/build_docker.sh script

[1.6.0] - 2023-12-12

Added

• Added gdb debugger, ldak and snptest binaries to gwas.sif container

• Added tests for ldak and snptest binaries in gwas.sif container

Updated

• updated metal to version 2020-05-05 in gwas.sif

• updated qctool to v2.2.2 and added related binaries inthinnerator, hptest, ldbird and selfmap to gwas.sif

• rebuilt gwas.sif (md5 checksum b6104b58d21f862f9d61a86d9d4802a6)

[1.5.1] - 2023-10-20

Fixed

• Fixed broken ReadTheDocs documentation build

[1.5.0] - 2023-10-17

Added

• Added <containers>/scripts/pgs/pgs_toolkit, a Python toolkit for computing PGS using LDpred2, PRSice2 or PLINK

• Added <containers>docker/scripts/build_docker.sh script replacing corresponding build statement in Makefile

• Added test for gcta

Updated

• Updated r.sif build with many additional R packages, with corresponding updates to build recipes and tests

• Use https://packagemanager.posit.co/cran/__linux__/focal/2023-02-16 as main R package repo

• r.sif md5 checksum:

  1280ba24d99664d450b2e4c4a9c00587  singularity/r.sif
  

• Updated GitHub workflow versions to current versions

Removed

• removed logging of docker build ... in docker/Makefile (issues with piping to tee in case of build errors)

[1.4.0] - 2023-10-17

Added

• Added phasing/imputation tools beagle, duohmm, eagle, shapeit5, switchError, to gwas.sif container + updated tests

Fixed

• Fix issue that shell script wouldn’t capture failing statements

Updated

• Updated gwas.sif Dockerfile and installed shell scripts (misc. dependencies updates, installing gcta version 1.93.3beta2)

• Rebuilt gwas.sif using Docker --no-cache option to fix missing minimac4 binary, w. md5 checksum:

  a1dd235221902741bf5773945a584e47  singularity/gwas.sif
  

Removed

• Removed unused install_miniconda.sh script from src/scripts folder

[1.3.9] - 2023-10-17

Added

• User-set directory option for temporary files during LDpred2 runs, by default base::tempdir()

[1.3.8] - 2023-10-17

Fixed

• Added --genomic-build hg18/hg19/hg38 option to ldpred2.R to use correct LD reference meta file pos column name

[1.3.7] - 2023-10-17

Added

• Added a feature to read and convert BGEN (.bgen) files to scripts/pgs/LDpred2/createBackingFile.R

[1.3.7] - 2023-10-12

• User-set directory for temporary files during LDpred2 runs, by default base::tempdir()

[1.3.6] - 2023-08-17

Fixed

• Ignore LDpred2 --col-bp <column> arg in case --merge-by-rsid is used

[1.3.5] - 2023-08-17

Updated

• Updated LDpred2 README file

[1.3.4] - 2023-06-22

Updated

• Update regenie to v3.2.8

Fixed

• #187 - Regression in gwas.py in handling of info, maf, hwe and geno filters

[1.3.3] - 2023-06-14

Updated

• Removed time consuming genotype missingness check from ldpred2.R.

[1.3.2] - 2023-06-12

Fixed

• Fixed misc. issues with cross references in online documentation

[1.3.1] - 2023-06-07

Added

• Added unittest for uppercase chromosome column name in sumstats files, that may also contain chromosomes encoded as character(s)

Fixed

• Fixed issue with character encoding in sumstats files, in case chromosome column name is uppercase.

[1.3.0] - 2023-05-19

Added

• Added to ldpred2.R: Multi-threading of snp_ldsc, arguments for parameters to snp_ldpred2_auto, and alternative effective sample-size calculation through --n-cases and n-controls.

Fixed

• Solved error due to case-sensitive handling of --col-chr in ldpred2.R and naming of diagnostic plot when using --name-score.

[1.2] - 2023-05-11

Added

• Added RELEASES.md file explaining steps needed to make releases.

• Added PRSice_linux to r.sif

• Added tests for gwas.py

• Added package GWASTools to r.sif.

• Added confidence intervals to qq plots created by gwas.py using GWASTools R package.

• Added status badges and citation.cff file

Updated

• Updated file and folder layout, fixing minor documentation issues. Moving from m2r2 to Myst-parser for Sphinx-generated online docs.

• Rebuilt the R container

• 5ecbfc50f96bc6b25f61858927283e2d  singularity/r.sif
  

• Rebuilt the R container

  23d195a10b84603b15d0e8c42df40fbd  singularity/r.sif
  

Fixed

• Set version file info to 1.2.dev (was 0.1.1dev)

• Fixed bad parsing of arbitrary length list of args in usecases/LDpred2/complementSumstats.R

• Made usecases/LDpred2/complementSumstats.R write output file by default, not stdout.

• Fixed print statement in usecases/LDpred2/complementSumstats.R causing crash w. --file-output arg.

• Fixed ldpred2.R script in case --file-pheno/--col-pheno/--col-pheno-from-fam args were used, by removing these options altogether.

• Use packagemanager.rstudio.com/cran/linux/focal/2023-02-16 as main R package repo

• gwas.py --variance-standardize option now throws an error when applied to columns with no variance

Removed

• Removed redundant usecases/LDpred2_tutorial files

Misc

• Python code max line length of 120 chars, ignore number of newlines between functions

Misc

• Python code max line length of 120 chars, ignore number of newlines between functions

[1.1] - 2022-12-01

Maintenance/feature release with the following main software incorporated into each container:

container	OS/tool	version	license
hello.sif	ubuntu	20.04	Creative Commons CC-BY-SA version 3.0 UK licence
hello.sif	plink	v1.90b6.18 64-bit (16 Jun 2020)	GPLv3
gwas.sif	ubuntu	20.04	Creative Commons CC-BY-SA version 3.0 UK licence
gwas.sif	plink	v1.90b6.18 64-bit (16 Jun 2020)	GPLv3
gwas.sif	plink2	v2.00a3.6LM 64-bit Intel (14 Aug 2022)	GPLv3
gwas.sif	plink2_avx2	v2.00a3.6LM AVX2 Intel (24 Jan 2020)	GPLv3
gwas.sif	PRSice_linux	2.3.3 (2020-08-05)	GPLv3
gwas.sif	simu_linux	v0.9.4	GPLv3
gwas.sif	bolt	v2.4 July 22, 2022	GPLv3
gwas.sif	gcta64	version 1.93.2 beta Linux	GPLv3
gwas.sif	gctb	2.02	MIT
gwas.sif	qctool	2.0.6, revision 18b8f17	Boost
gwas.sif	king	2.2.9 - ©	permissive
gwas.sif	metal	version released on 2011-03-25	-
gwas.sif	vcftools	0.1.17	GPLv3
gwas.sif	bcftools	1.12 (using htslib 1.12)	MIT/Expat/GPLv3
gwas.sif	flashpca_x86-64	2.0	GPLv3
gwas.sif	regenie	v2.0.2.gz	MIT/Boost
gwas.sif	GWAMA	2.2.2	BSD-3-Clause
gwas.sif	minimac4	v4.1.0	GPLv3
gwas.sif	bgenix	1.1.7	Boost
gwas.sif	cat-bgen	same version as bgenix	Boost
gwas.sif	edit-bgen	same version as bgenix	Boost
gwas.sif	HTSlib	1.12	MIT/Expat/Modified-BSD
gwas.sif	shapeit4.2	v4.2.2	MIT
python3.sif	ubuntu	20.04 (LTS)	Creative Commons CC-BY-SA version 3.0 UK licence
python3.sif	python3	python 3.10.6 + numpy, pandas, etc.	PSF
python3.sif	LDpred	1.0.11	MIT
python3.sif	python_convert	github commit bcde562	GPLv3
python3.sif	plink	v1.90b6.18 64-bit (16 Jun 2020)	GPLv3
r.sif	ubuntu	20.04	Creative Commons CC-BY-SA version 3.0 UK licence
r.sif	R	4.0.5 (2021-03-31) + data.table, ggplot, etc.	misc
r.sif	gcta64	version 1.93.2 beta Linux	GPLv3
r.sif	PRSice_linux	2.3.3 (2020-08-05)	GPLv3
r.sif	rareGWAMA	dajiangliu/rareGWAMA@72e962d	-
r.sif	GenomicSEM	GenomicSEM/GenomicSEM@bcbbaff	GPLv3
r.sif	TwoSampleMR	MRCIEU/TwoSampleMR@c174107	unknown/MIT
r.sif	GSMR	v1.0.9	GPL>=v2
r.sif	snpStats	v1.40.0	GPLv3
saige.sif	ubuntu	16.04	Creative Commons CC-BY-SA version 3.0 UK licence
saige.sif	SAIGE	version 0.43	GPLv3

Main changes since release version 1.0.0:

Added

• add option to append usecases/LDpred2/ldpred.R score output to an existing file

• add script usecases/LDpred2/complementSumstats.R to append chromosome and position to summary statistics

• add polygenic score output tests for usecases/LDpred2/ldpred.R

• add usecases/LDpred2/imputeGenotypes.R for imputing genotypes using R-package bigSNPR

• add usecases/LDpred2/calculateLD.R for calculation LD using R-package bigSNPR.

• add autobuilt online documentation from repository sources at https://comorment-containers.readthedocs.io/en/latest/

• add R libraries for LDpred2 analysis to r.sif + corresponding example.

• add tests for metal and qctool in gwas.sif build

• add basic GitHub actions from https://github.com/precimed/container_template.git

• add FaST-LMM (version 0.6.3) to future python3.sif, and corresponding test

• add shapeit4.2 binary (shapeit4 v.4.2.2) and HTSlib (1.11) to future gwas.sif builds, and corresponding test

• added additional tests for software in gwas.sif, python3.sif builds

• add versions identifiers for all explicitly installed software across hello.sif, gwas.sif, python3.sif, r.sif, listed in docker/README.md

• replaced Ubuntu 18.04 with 20.04 (LTS) as base image for hello.sif, gwas.sif, python3.sif

• replaced src/scripts/install_miniconda3.sh by scr/scripts/install_mambaforge.sh which is now used in future python3.sif builds

• add tests for bgenix and Minimac4 software in gwas.sif, removing build-time dependencies for these from container

• add basic test that KING software runs in gwas.sif

• add Dockerfiles and install scripts for gwas.sif, hello.sif, python3.sif, r.sif, saige.sif from gwas.

• add CHANGELOG.md (this file)

• add gwas.py --analysis saige option, allowing to run SAIGE analysis

• add gwas.py --analysis figures option, using R qqman for QQ and manhattan plots

• add gwas.py --pheno-sep and --dict-sep options to specify delimiter for the phenotype file and phenotype dictionary file

• add package qqman to r.sif

• add package yaml to python3.sif

• add gctb_2.0_tutorial.zip reference files under reference/examples/gctb_2.0_tutorial

• add config.yaml file with configuration options, which can be specified via gwas.py --config option

• add --chunk-size-bp and --bim option, allowing to run SAIGE analysis in smaller chunks

• add --keep and --remove options to gwas.py, allowing to keep and remove subsets of individuals from analysis; the functions work similarly to plink2 as described here.

Updated

• rebuilt the following containers following version pinning in Dockerfiles, install scripts, etc. (see above additions):

  bb7a8e0b977e29e03067d75d19803913  singularity/gwas.sif
  11ac9e8fe69df07d650bd5e1e7cdeee5  singularity/hello.sif
  c78d57397471ee802d37837ca5f8b797  singularity/python3.sif
  e8f26b23a8b44f15f3dfff2b02623780  singularity/r.sif
  a3f1d8411e1e3cf8670551b7f334a58d  singularity/saige.sif
  

Fixed

• usecases/LDpred2/ldpred2.R error when sumstats contain characters in chromosome column.

• use afterok spec instead of afterany in SLURM dependencies so that next steps of the pipeline don’t run if a previous step has failed (fix #26)

• use SLURM’s cpus_per_task=1 for SAIGE step2, because it doesn’t support –nThreads (see https://github.com/saigegit/SAIGE/issues/9)

Removed

• removed --geno-impute from usecases/LDpred2/ldpred2.R. Functionality replaced by --geno-impute-zero and usecases/LDpred2/imputeGenotypes.R

• removed misc. source/data files in /tools/* from container builds

• removed unused libquadmath0 library from builds (affecting future gwas.sif, hello.sif, and python3.sif builds)

• the following command-line options are removed; instead, they can be specified via config.yaml file: --slurm-job-name, --slurm-account, --slurm-time, --slurm-cpus-per-task, --slurm-mem-per-cpu, --module-load, --comorment-folder, --singularity-bind. Note that config.yaml file is now required.

• gwas.py --analysis loci manh qq options as removed (fix #22)

• --bed-fit, --bed-test, --bgen-fit, --bgen-test options of gwas.py are removed; use new options --geno-fit-file and --geno-file instead

• remove regenie.sif and regenie3.sif, because regenie software is also included in gwas.sif

• remove MiXeR package from python3.sif container, because MiXeR is now available as a separate container (https://github.com/comorment/mixer). This is also where you will find MiXeR’s use-cases.

• MAGMA, LAVA and ldblock software is moved to https://github.com/comorment/magma. MAGMA reference files are also moved to this repository.

• enigma-cnv.sif and enigma-cnv.sif is moved to https://github.com/comorment/iPsychCNV enigma-cnv.sif is also available here: in https://github.com/ENIGMA-git/ENIGMA-CNV/tree/main/CNVCalling/containers

• tryggve_query.sif is moved to https://github.com/comorment/Tryggve_psych

• matlabruntime.sif container is moved to https://github.com/comorment/matlabruntime. pleioFDR reference files are also moved to this repository.

[1.0.0] - 2020-10-20

Added

• initial release of the following containers:

  70502c11d662218181ac79a846a0937a  enigma-cnv.sif
  1ddd2831fcab99371a0ff61a8b2b0970  gwas.sif
  b02fe60c087ea83aaf1b5f8c14e71bdf  hello.sif
  1ab5d82cf9d03ee770b4539bda44a5ba  ipsychcnv.sif
  6d024aed591d8612e1cc628f97d889cc  ldsc.sif
  2e638d1acb584b42c6bab569676a92f8  matlabruntime.sif
  331688fb4fb386aadaee90f443b50f8c  python3.sif
  cdbfbddc9e5827ad9ef2ad8d346e6b82  r.sif
  b8c1727227dc07e3006c0c8070f4e22e  regenie.sif
  97f75a45a39f0a2b3d728f0b8e85a401  regenie3.sif
  20e01618bfb4b0825ef8246c5a63aec5  saige.sif
  5de579f750fb5633753bfda549822a32  tryggve_query.sif
  

  Here is the list of tools available in prebuilt containers:

  container	tool	version
  hello.sif	demo example
  gwas.sif	plink	v1.90b6.18 64-bit (16 Jun 2020)
  gwas.sif	plink2	v2.00a2.3LM 64-bit Intel (24 Jan 2020)
  gwas.sif	plink2_avx2	v2.00a2.3LM AVX2 Intel (24 Jan 2020)
  gwas.sif	PRSice_linux	2.3.3 (2020-08-05)
  gwas.sif	simu_linux	Version v0.9.4
  gwas.sif	bolt	v2.3.5 March 20, 2021
  gwas.sif	gcta64	version 1.93.2 beta Linux
  gwas.sif	gctb	GCTB 2.02
  gwas.sif	qctool	version: 2.0.6, revision 18b8f17
  gwas.sif	king	KING 2.2.6 - ©
  gwas.sif	metal	version released on 2011-03-25
  gwas.sif	vcftools	VCFtools (0.1.17)
  gwas.sif	bcftools	Version: 1.12 (using htslib 1.12)
  gwas.sif	flashpca_x86-64	flashpca 2.0
  gwas.sif	regenie	REGENIE v2.0.2.gz
  gwas.sif	GWAMA	GWAMA_v2.2.2.zip
  gwas.sif	magma	magma_v1.09a_static.zip
  gwas.sif	shapeit2	Version : v2.r904
  gwas.sif	impute4	impute4.1.2_r300.3
  gwas.sif	minimac4	Version: 1.0.2; Built: Fri Sep 3 13:25:51
  gwas.sif	bgenix	version: 1.1.7, revision
  gwas.sif	cat-bgen	same version as bgenix
  gwas.sif	edit-bgen	same version as bgenix
  python3.sif	python3	python 3.10 + standard packages (numpy, pandas, etc)
  python3.sif	ldpred	?
  python3.sif	mixer	mixer v1.3
  python3.sif	python_convert	github commit bcde562f0286f3ff271dbb54d486d4ca1d40ae36
  r.sif	R	version 4.0.3 + standard packages (data.table, ggplot, etc)
  r.sif	seqminer	?
  r.sif	rareGWAMA	?
  r.sif	GenomicSEM	?
  r.sif	TwoSampleMR	?
  r.sif	GSMR	v1.0.9
  r.sif	LAVA	?
  r.sif	LAVA partitioning	?
  saige.sif	SAIGE	version 0.43
  enigma-cnv.sif	PennCNV	version 1.0.5
  ldsc.sif	LDSC	version 1.0.1
  ipsychcnv.sif	???	missing Dockerfile
  matlabruntime.sif	???	work in progress
  regenie.sif	???	?
  regenie3.sif	???	?