diff --git a/.github/workflows/apptainer.yaml b/.github/workflows/apptainer.yaml
new file mode 100644
index 00000000..f7816ab0
--- /dev/null
+++ b/.github/workflows/apptainer.yaml
@@ -0,0 +1,65 @@
+name: apptainer
+
+on:
+  push:
+    branches:
+      - apptainer
+
+env:
+  VERSION: '1.4.1.9006' # versioned by bump2version
+jobs:
+  docker2apptainer:
+    name: Docker2apptainer
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        shell: bash -l {0}
+    steps:
+      - name: Free Disk Space
+        uses: jlumbroso/free-disk-space@main
+      - name: Check free space
+        run: |
+          echo "Free space:"
+          df -h
+      - name: Code checkout
+        uses: actions/checkout@v4
+        with:
+          ref: v${{ env.VERSION }}
+      - name: 🏰 QEMU setup
+        uses: docker/setup-qemu-action@v3
+      - name: 🏯 Buildx setup
+        uses: docker/setup-buildx-action@v3
+      - name: DockerHub login
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      - name: 🐳 Docker img build and push to DockerHub
+        uses: docker/build-push-action@v5
+        with:
+          context: . # yes, dot
+          push: false
+          load: true
+          platforms: linux/amd64
+          tags: |
+            sigven/pcgr:${{ env.VERSION }}
+
+      - name: Apptainer setup
+        uses: eWaterCycle/setup-apptainer@v2
+
+      - name: Apptainer build
+        run: |
+          docker image ls -a
+          docker save sigven/pcgr:${VERSION} -o pcgr_${VERSION}.tar
+          ls -la
+          df -h
+          echo "Building Apptainer SIF"
+          echo "---------------------------------"
+          apptainer build pcgr_${VERSION}.sif docker-archive://pcgr_${VERSION}.tar
+          echo "---------------------------------"
+          ls -la
+          df -h
+      - name: Upload SIF to GHCR
+        run: |
+          echo ${{ secrets.GITHUB_TOKEN }} | apptainer registry login -u ${{ github.actor }} --password-stdin oras://ghcr.io
+          apptainer push pcgr_${VERSION}.sif oras://ghcr.io/${GITHUB_REPOSITORY}:${VERSION}
diff --git a/.github/workflows/build_conda_recipes.yaml b/.github/workflows/build_conda_recipes.yaml
index 1db7be2e..6e24cf25 100644
--- a/.github/workflows/build_conda_recipes.yaml
+++ b/.github/workflows/build_conda_recipes.yaml
@@ -5,7 +5,6 @@ on:
     branches:
       - master
       - bundle_update_2023
-      - conda_deps2
 env:
   atoken: ${{ secrets.ANACONDA_UPLOAD_TOKEN }}
   recipe_path: conda/recipe
@@ -126,6 +125,8 @@ jobs:
               sha: the_sha
             })
 
+      - name: 🗑 Free Disk Space
+        uses: jlumbroso/free-disk-space@main
       # work with tag from above
       - name: Code checkout
         uses: actions/checkout@v4
@@ -145,6 +146,25 @@ jobs:
         with:
           context: . # yes, dot
           push: true
+          load: true
           platforms: linux/amd64
           tags: |
             sigven/pcgr:${{ env.VERSION }}
+
+      - name: Apptainer setup
+        uses: eWaterCycle/setup-apptainer@v2
+      - name: Apptainer build
+        run: |
+          docker image ls -a
+          docker save sigven/pcgr:${VERSION} -o pcgr_${VERSION}.tar
+          ls -la
+          df -h
+          echo "Building Apptainer SIF"
+          echo "---------------------------------"
+          apptainer build pcgr_singularity_${VERSION}.sif docker-archive://pcgr_${VERSION}.tar
+          echo "---------------------------------"
+          ls -lSha
+      - name: Upload SIF to GHCR
+        run: |
+          echo ${{ secrets.GITHUB_TOKEN }} | apptainer registry login -u ${{ github.actor }} --password-stdin oras://ghcr.io
+          apptainer push pcgr_singularity_${VERSION}.sif oras://ghcr.io/${GITHUB_REPOSITORY}:${VERSION}.singularity
diff --git a/conda/env/lock/pcgr-linux-64.lock b/conda/env/lock/pcgr-linux-64.lock
index ce54d3bf..f651e1f5 100644
--- a/conda/env/lock/pcgr-linux-64.lock
+++ b/conda/env/lock/pcgr-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 2fc57f3059a65e016d5183c7a06990073473f57a28771159fd3dc4fec760f4bb
+# input_hash: cc7617b5b96d0b5261d72ff49d17efc2b46a15ff66252c1f5d98cf83f6ffe312
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/bioconda/linux-64/blast-legacy-2.2.26-h9ee0642_3.tar.bz2#b7fe67ef984501e8089a142f1f58ab2f
@@ -210,7 +210,7 @@ https://conda.anaconda.org/bioconda/noarch/perl-uri-5.12-pl5321hdfd78af_0.tar.bz
 https://conda.anaconda.org/bioconda/linux-64/pybedtools-0.10.0-py310h2b6aa90_0.tar.bz2#481c3e4dd6d5be48502e66a0176e2d91
 https://conda.anaconda.org/conda-forge/linux-64/scipy-1.13.1-py310h93e2701_0.conda#9a697144b2f3adc88ada6b6201b379c4
 https://conda.anaconda.org/bioconda/noarch/vcf2maf-umccr-1.6.21.20230511-hdfd78af_0.tar.bz2#ec3a03df0bce17c35b2a2d1436c718ea
-https://conda.anaconda.org/pcgr/noarch/pcgr-1.4.1.9005-py_0.tar.bz2#db8f88672bedce71b5e32f40c9d57f1c
+https://conda.anaconda.org/pcgr/noarch/pcgr-1.4.1.9006-py_0.tar.bz2#52f8f28b1dafce0777999531ee2e8690
 https://conda.anaconda.org/bioconda/noarch/perl-http-message-6.36-pl5321hdfd78af_0.tar.bz2#a213d1308ffa8e0789996ae6ecda98ae
 https://conda.anaconda.org/bioconda/noarch/perl-net-http-6.22-pl5321hdfd78af_0.tar.bz2#f3b44f2b9932c3def346e6ad9aabe43d
 https://conda.anaconda.org/bioconda/noarch/perl-www-robotrules-6.02-pl5321hdfd78af_4.tar.bz2#8305f4ed6306b1125a8c8caf2f05aec8
diff --git a/conda/env/lock/pcgr-osx-64.lock b/conda/env/lock/pcgr-osx-64.lock
index 161c400b..c0b4aabf 100644
--- a/conda/env/lock/pcgr-osx-64.lock
+++ b/conda/env/lock/pcgr-osx-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-64
-# input_hash: ba7d71e8432648d37a966635a6b70d1646853a4cd233f7e994e0e0788009bbaf
+# input_hash: ef244aa8bdb427e6aaa29ca1f7bf3c259a947755d3367d6c98ca5f0f16555e16
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/osx-64/argtable2-2.13-h10d778d_1004.conda#7ebcbc431363dfbf9ae25e6a7205d414
 https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h10d778d_5.conda#6097a6ca9ada32699b5fc4312dd6ef18
@@ -31,7 +31,7 @@ https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20191231-h0678c8f_2.ta
 https://conda.anaconda.org/conda-forge/osx-64/libintl-0.22.5-h5ff76d1_2.conda#3fb6774cb8cdbb93a6013b67bcf9716d
 https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.2.13-h87427d6_6.conda#c0ef3c38a80c02ae1d86588c055184fc
 https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-18.1.6-h15ab845_0.conda#065f974bc7afcef3f94df56394e16154
-https://conda.anaconda.org/conda-forge/osx-64/macports-legacy-support-1.2.3-hec52a4b_0.conda#2f074d7bef679253b1a8c873e2e102f0
+https://conda.anaconda.org/conda-forge/osx-64/macports-legacy-support-1.2.4-hfdf4475_0.conda#bc8a8cb353ee9b626f9d2c4937be7740
 https://conda.anaconda.org/conda-forge/osx-64/openssl-1.1.1w-h8a1eda9_0.conda#83cdb687c0caa41dad9d4941afcdfd64
 https://conda.anaconda.org/bioconda/noarch/perl-algorithm-diff-1.1903-pl5321hdfd78af_3.tar.bz2#e66fb178d12c7e26622d863809a14fcc
 https://conda.anaconda.org/bioconda/noarch/perl-base-2.23-pl5321hdfd78af_2.tar.bz2#56bcf32d7efd3cb8f9bb6c3e4c592f48
@@ -212,7 +212,7 @@ https://conda.anaconda.org/bioconda/noarch/perl-libwww-perl-6.67-pl5321hdfd78af_
 https://conda.anaconda.org/bioconda/osx-64/pybedtools-0.10.0-py310hae78ebd_0.tar.bz2#80219aa86d83ea9e664f898fd407ad37
 https://conda.anaconda.org/conda-forge/osx-64/scipy-1.13.1-py310h35d8cac_0.conda#97b362043d6a1dd28e7da5fbf277594d
 https://conda.anaconda.org/conda-forge/osx-64/compiler-rt-12.0.1-he01351e_0.tar.bz2#aa2cb3794dae4a09f19c3b7169b5df1f
-https://conda.anaconda.org/pcgr/noarch/pcgr-1.4.1.9005-py_0.tar.bz2#db8f88672bedce71b5e32f40c9d57f1c
+https://conda.anaconda.org/pcgr/noarch/pcgr-1.4.1.9006-py_0.tar.bz2#52f8f28b1dafce0777999531ee2e8690
 https://conda.anaconda.org/bioconda/noarch/perl-xml-dom-1.46-pl5321hdfd78af_1.tar.bz2#45b7ce435727456727f45b3e2121b23b
 https://conda.anaconda.org/bioconda/osx-64/t-coffee-12.00.7fb08c2-h26a2512_0.tar.bz2#fe6f3532da0e9d3868b58ecd07f33744
 https://conda.anaconda.org/bioconda/noarch/vcf2tsvpy-0.6.1-pyhda70652_0.tar.bz2#cb9612a58cefb7e2a144c759027c0a94
diff --git a/conda/env/lock/pcgrr-linux-64.lock b/conda/env/lock/pcgrr-linux-64.lock
index f6f9cd8c..1fe2dbdb 100644
--- a/conda/env/lock/pcgrr-linux-64.lock
+++ b/conda/env/lock/pcgrr-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 51dead4c18a20b8674bbfb01156023ad2922192ac3f9d29b279786300ea3cb5a
+# input_hash: 216b4f027dab7377294e72919c6dcfc4de59b80b4275e3f66edc441d7756b10a
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/noarch/_r-mutex-1.0.1-anacondar_1.tar.bz2#19f9db5f4f1b7f5ef5f6d67207f25f38
@@ -145,24 +145,30 @@ https://conda.anaconda.org/conda-forge/linux-64/r-fs-1.6.4-r43ha18555a_0.conda#c
 https://conda.anaconda.org/conda-forge/noarch/r-futile.options-1.0.1-r43hc72bb7e_1004.conda#0f3f1b0996deac22ea9164588a0d0479
 https://conda.anaconda.org/conda-forge/noarch/r-generics-0.1.3-r43hc72bb7e_2.conda#bf424d7238a8a02bd3970346112de34f
 https://conda.anaconda.org/conda-forge/linux-64/r-glue-1.7.0-r43h57805ef_0.conda#20e2cb7c0d27bccf8fe21ec5c3897751
+https://conda.anaconda.org/conda-forge/linux-64/r-gower-1.0.1-r43h57805ef_1.conda#4887eaaea13f4d0878bb01be9671c4ce
 https://conda.anaconda.org/conda-forge/noarch/r-gridbase-0.4_7-r43hc72bb7e_1005.conda#b8a10e85c4792eb1bf72ba8a99b06f2b
 https://conda.anaconda.org/conda-forge/linux-64/r-isoband-0.2.7-r43ha503ecb_2.conda#6db3b5f97166c8b0fd8c995fbe32c89d
 https://conda.anaconda.org/conda-forge/noarch/r-iterators-1.0.14-r43hc72bb7e_2.conda#5f0c56c25fafdfde7acaf0f332f24195
 https://conda.anaconda.org/conda-forge/linux-64/r-jsonlite-1.8.8-r43h57805ef_0.conda#fb01953d78a87de6211b1ebccafed273
+https://conda.anaconda.org/conda-forge/linux-64/r-kernsmooth-2.23_24-r43hc2011d3_0.conda#9fbf29bd0ded7844a2a493a6190ef9d9
 https://conda.anaconda.org/conda-forge/noarch/r-labeling-0.4.3-r43hc72bb7e_0.conda#8d5f7d07433437c48c1c497ec8c77aec
 https://conda.anaconda.org/conda-forge/linux-64/r-lattice-0.22_6-r43h57805ef_0.conda#748c702a5c6c89f9794d148bdcbbdfbc
 https://conda.anaconda.org/conda-forge/linux-64/r-lazyeval-0.2.2-r43h57805ef_4.conda#412e7e2defa8af842c9f4d7844d7b949
+https://conda.anaconda.org/conda-forge/noarch/r-listenv-0.9.1-r43hc72bb7e_0.conda#77f595eca29bbe4e8c7bb44d146796eb
 https://conda.anaconda.org/conda-forge/linux-64/r-log4r-0.4.3-r43h57805ef_1.conda#ef2fa138bd3ff5484ce7d43319c0d781
 https://conda.anaconda.org/conda-forge/linux-64/r-lpsolve-5.6.20-r43h57805ef_0.conda#37cc3d75a4eb1686ef441be499b28d94
 https://conda.anaconda.org/conda-forge/linux-64/r-magrittr-2.0.3-r43h57805ef_2.conda#7b04cb810f47eb12efc2e9be5f8ca1f1
 https://conda.anaconda.org/conda-forge/linux-64/r-mass-7.3_60-r43h57805ef_1.conda#be049620c8ceefdb69a24db0c1919c85
 https://conda.anaconda.org/conda-forge/linux-64/r-matrixstats-1.3.0-r43h57805ef_0.conda#399668f11473bc819571c27776b35f8c
 https://conda.anaconda.org/conda-forge/linux-64/r-mime-0.12-r43h57805ef_2.conda#348f6adefce6912321b2a2ab0528ae89
+https://conda.anaconda.org/conda-forge/noarch/r-numderiv-2016.8_1.1-r43hc72bb7e_5.conda#4e8107794e4938ef29f9fb2906789eba
 https://conda.anaconda.org/conda-forge/noarch/r-packrat-0.9.2-r43hc72bb7e_0.conda#acc0bee43ed5a63ef521aa6995541e97
+https://conda.anaconda.org/conda-forge/linux-64/r-parallelly-1.37.1-r43h57805ef_0.conda#0e0af2bd54d3c8ebf321a4935c2599e4
 https://conda.anaconda.org/conda-forge/noarch/r-pkgconfig-2.0.3-r43hc72bb7e_3.conda#8978eef741fffaa48be070693a17f42f
 https://conda.anaconda.org/conda-forge/noarch/r-plogr-0.2.0-r43hc72bb7e_1005.conda#633ef9df9c1bb47608f57a3918ee3362
 https://conda.anaconda.org/conda-forge/linux-64/r-png-0.1_8-r43h81d01c5_1.conda#d28a28334813e22db8358f42fda1003a
 https://conda.anaconda.org/conda-forge/noarch/r-pracma-2.4.4-r43hc72bb7e_0.conda#c74d097a85deecde81f6054c62c25251
+https://conda.anaconda.org/conda-forge/linux-64/r-proxy-0.4_27-r43h57805ef_2.conda#742133e20563c7321e9d0cbd7e7102c7
 https://conda.anaconda.org/conda-forge/linux-64/r-ps-1.7.6-r43h57805ef_0.conda#48f9e73215aa6de4545ec3ec36e5e534
 https://conda.anaconda.org/conda-forge/linux-64/r-quadprog-1.5_8-r43h13b3f57_5.conda#407f4a37a7404d0ab9249a44553ad6a0
 https://conda.anaconda.org/conda-forge/noarch/r-r6-2.5.1-r43hc72bb7e_2.conda#79f167972554dc6b65aa099cd85c22a1
@@ -173,11 +179,15 @@ https://conda.anaconda.org/conda-forge/noarch/r-registry-0.5_1-r43hc72bb7e_4.con
 https://conda.anaconda.org/conda-forge/noarch/r-renv-1.0.7-r43hc72bb7e_0.conda#efa116dc4d7118a48c97f6f8f4861427
 https://conda.anaconda.org/conda-forge/linux-64/r-rjson-0.2.21-r43ha503ecb_3.conda#7dc66bd945850fc0c1c6216e4316e0ef
 https://conda.anaconda.org/conda-forge/linux-64/r-rlang-1.1.3-r43ha503ecb_0.conda#0d71deb3b174a2876004ddcb6a4c7cfc
+https://conda.anaconda.org/conda-forge/linux-64/r-rpart-4.1.23-r43h57805ef_0.conda#7ed69b5000f6cc29a70bf20c43f75dcb
 https://conda.anaconda.org/conda-forge/linux-64/r-rrapply-1.2.6-r43h57805ef_1.conda#88d5a2c1f06bf49a2f62eae87bb8bf77
 https://conda.anaconda.org/conda-forge/noarch/r-rstudioapi-0.16.0-r43hc72bb7e_0.conda#02c7b3c36e390b0c538300adab8ca3eb
+https://conda.anaconda.org/conda-forge/noarch/r-shape-1.4.6.1-r43ha770c72_0.conda#7ac3152c0d8395a3adb6a57e7d330f83
 https://conda.anaconda.org/conda-forge/noarch/r-snow-0.4_4-r43hc72bb7e_2.conda#ceedb5263134a3100813b84c32747c78
+https://conda.anaconda.org/conda-forge/noarch/r-squarem-2021.1-r43hc72bb7e_2.conda#6e07d6e7714ad83985b45515748211d7
 https://conda.anaconda.org/conda-forge/linux-64/r-stringi-1.8.4-r43hbd1cc82_0.conda#0ace277c1920352abd5b09653da9d5bb
 https://conda.anaconda.org/conda-forge/linux-64/r-sys-3.4.2-r43h57805ef_1.conda#ae6e4dd935d9c91064cbca07d2769d75
+https://conda.anaconda.org/conda-forge/noarch/r-timedate-4032.109-r43hc72bb7e_0.conda#9d896d7a1733903a585c57c715847608
 https://conda.anaconda.org/conda-forge/linux-64/r-utf8-1.2.4-r43h57805ef_0.conda#d228498392dce22d3fe6266554498493
 https://conda.anaconda.org/conda-forge/noarch/r-viridislite-0.4.2-r43hc72bb7e_1.conda#307f6c8262afed91d2999568e2268ed6
 https://conda.anaconda.org/conda-forge/noarch/r-withr-3.0.0-r43hc72bb7e_0.conda#7380a50d9daae38b40777f7630b8c3ba
@@ -185,6 +195,7 @@ https://conda.anaconda.org/conda-forge/linux-64/r-xfun-0.44-r43ha18555a_0.conda#
 https://conda.anaconda.org/conda-forge/linux-64/r-xml-3.99_0.16.1-r43hc6530ce_0.conda#928dbf6d1fad85646b6b08f54bf65ed5
 https://conda.anaconda.org/conda-forge/noarch/r-xtable-1.8_4-r43hc72bb7e_5.conda#5feaea09b5105200b972101ed5c6ba44
 https://conda.anaconda.org/conda-forge/linux-64/r-yaml-2.3.8-r43h57805ef_0.conda#41db1ee9d0073339e681379b92e7dfb6
+https://conda.anaconda.org/conda-forge/linux-64/r-zip-2.3.1-r43h57805ef_0.conda#a5945121e6c20f76780a982d4cabedfd
 https://conda.anaconda.org/bioconda/linux-64/bioconductor-biobase-2.62.0-r43ha9d7317_2.tar.bz2#a15d639455e398eb2297d0b926b2e57f
 https://conda.anaconda.org/bioconda/noarch/bioconductor-genomeinfodbdata-1.2.11-r43hdfd78af_1.tar.bz2#14721a7fde8cfe4703796dfd5a119d76
 https://conda.anaconda.org/bioconda/noarch/bioconductor-matrixgenerics-1.14.0-r43hdfd78af_3.tar.bz2#c79f36cc0cd464874aefd50a700d0079
@@ -196,8 +207,11 @@ https://conda.anaconda.org/conda-forge/noarch/r-assertable-0.2.8-r43hc72bb7e_2.c
 https://conda.anaconda.org/conda-forge/noarch/r-bibtex-0.5.1-r43hc72bb7e_1.conda#c2a6eb1e356bc11a241dadd63ff5980c
 https://conda.anaconda.org/conda-forge/linux-64/r-bit64-4.0.5-r43h57805ef_2.conda#695aa60fd56064ec2cead86ca641c5f0
 https://conda.anaconda.org/conda-forge/linux-64/r-cachem-1.1.0-r43hb1dbf0f_0.conda#d48720030e2b1d780389bafa5a9c7536
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+https://conda.anaconda.org/conda-forge/noarch/r-diagram-1.6.5-r43ha770c72_2.conda#29a9f300f7ccca4b06eb8c3562bf78d1
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+https://conda.anaconda.org/conda-forge/noarch/r-future.apply-1.11.2-r43hc72bb7e_0.conda#435ec55a4f0552344a799e46ee66ad10
 https://conda.anaconda.org/conda-forge/noarch/r-hms-1.1.3-r43hc72bb7e_1.conda#6f5f6a698ebdd81d5b6f6ec519c5db3b
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@@ -250,6 +276,7 @@ https://conda.anaconda.org/bioconda/linux-64/bioconductor-biostrings-2.70.1-r43h
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+https://conda.anaconda.org/conda-forge/noarch/r-lava-1.7.3-r43hc72bb7e_0.conda#813b11bcb3baa5bac2ff27b63b94a0b2
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@@ -260,6 +287,8 @@ https://conda.anaconda.org/bioconda/noarch/bioconductor-keggrest-1.42.0-r43hdfd7
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+https://conda.anaconda.org/conda-forge/noarch/r-hardhat-1.3.1-r43hc72bb7e_0.conda#9abb301b7c46be6b4de209d3ffe8b682
+https://conda.anaconda.org/conda-forge/linux-64/r-prodlim-2023.08.28-r43ha503ecb_0.conda#b4a9a34fbc1bf3f4f3d577f44309153c
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@@ -268,6 +297,7 @@ https://conda.anaconda.org/bioconda/noarch/bioconductor-summarizedexperiment-1.3
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+https://conda.anaconda.org/conda-forge/linux-64/r-ipred-0.9_14-r43h57805ef_1.conda#98cf3617587d80fa6e3124dafc953528
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@@ -279,8 +309,10 @@ https://conda.anaconda.org/conda-forge/noarch/r-dt-0.33-r43hc72bb7e_0.conda#6e60
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@@ -288,5 +320,5 @@ https://conda.anaconda.org/bioconda/noarch/bioconductor-bsgenome.hsapiens.ucsc.h
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+https://conda.anaconda.org/pcgr/noarch/r-pcgrr-1.4.1.9006-r43_0.tar.bz2#236a1805578478d001064c32ce989659
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diff --git a/conda/env/lock/pcgrr-osx-64.lock b/conda/env/lock/pcgrr-osx-64.lock
index 536bdc8c..773ae014 100644
--- a/conda/env/lock/pcgrr-osx-64.lock
+++ b/conda/env/lock/pcgrr-osx-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-64
-# input_hash: 1f1e5070b6d1c869d5fcbfb2647c9e56482d5a6880e82198477f1dbdf96523fa
+# input_hash: 4a72486c4d039c0eb1f99f9b46500caa5bdb86eb0b58193dd4175d86e3d35051
 @EXPLICIT
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@@ -139,24 +139,30 @@ https://conda.anaconda.org/conda-forge/osx-64/r-fs-1.6.4-r43he6543bc_0.conda#977
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 https://conda.anaconda.org/conda-forge/osx-64/r-nmf-0.21.0-r43hac7d2d5_1006.conda#749c5b83be8afd05cd7faaeda07b8add
 https://conda.anaconda.org/conda-forge/noarch/r-quarto-1.4-r43hc72bb7e_0.conda#a86d89513116deba7cc3c6e8e72a0f61
 https://conda.anaconda.org/conda-forge/osx-64/r-readr-2.1.5-r43h29979af_0.conda#fcdfdf6ebafaff15cfedee23ec8e9e95
@@ -273,8 +303,10 @@ https://conda.anaconda.org/conda-forge/noarch/r-dt-0.33-r43hc72bb7e_0.conda#6e60
 https://conda.anaconda.org/conda-forge/noarch/r-formattable-0.2.1-r43ha770c72_2.conda#798cd511d0dbd4c5438a0ae88bd2a0f6
 https://conda.anaconda.org/conda-forge/noarch/r-ggalluvial-0.12.5-r43hc72bb7e_1.conda#2479abc73b9aba77d4ecd8e2f4839a68
 https://conda.anaconda.org/conda-forge/noarch/r-plotly-4.10.4-r43hc72bb7e_0.conda#59c367a2acbb464d2a1a1337b6d116a8
+https://conda.anaconda.org/conda-forge/noarch/r-recipes-1.0.10-r43hc72bb7e_0.conda#a174d148f90d9bac3d48276e67561104
 https://conda.anaconda.org/bioconda/noarch/bioconductor-biocfilecache-2.10.1-r43hdfd78af_0.tar.bz2#532a3a1ca1cc38e1d31e56f1de94fec4
 https://conda.anaconda.org/bioconda/osx-64/bioconductor-rtracklayer-1.62.0-r43h4c50009_1.tar.bz2#96a6910a7f04a29df732f8452cc3bac4
+https://conda.anaconda.org/conda-forge/osx-64/r-caret-6.0_94-r43h6dc245f_1.conda#bbda6cb9d8fed25e171b406151b0fe4f
 https://conda.anaconda.org/bioconda/noarch/bioconductor-biomart-2.58.0-r43hdfd78af_0.tar.bz2#863f49a8729f533415ec09e562fa7f3c
 https://conda.anaconda.org/bioconda/noarch/bioconductor-bsgenome-1.70.1-r43hdfd78af_0.tar.bz2#f512b74569fb95a2903444ce684a49f8
 https://conda.anaconda.org/bioconda/noarch/bioconductor-bsgenome.hsapiens.ucsc.hg19-1.4.3-r43hdfd78af_8.tar.bz2#aa0bff7db3b121aaaa5c7d95fab9e716
@@ -282,5 +314,5 @@ https://conda.anaconda.org/bioconda/noarch/bioconductor-bsgenome.hsapiens.ucsc.h
 https://conda.anaconda.org/bioconda/noarch/bioconductor-genomicfeatures-1.54.1-r43hdfd78af_0.tar.bz2#445ea419486180673fffc192b5fe8edb
 https://conda.anaconda.org/bioconda/osx-64/bioconductor-variantannotation-1.48.1-r43h4c50009_1.tar.bz2#4bc1f791804daa0570cd35a63ca0a268
 https://conda.anaconda.org/bioconda/noarch/bioconductor-mutationalpatterns-3.12.0-r43hdfd78af_0.tar.bz2#d22030798f7d464ddb092e4651625210
-https://conda.anaconda.org/pcgr/noarch/r-pcgrr-1.4.1.9005-r43_0.tar.bz2#26121f4a0ac1f778db26f7af29343e35
-https://conda.anaconda.org/pcgr/noarch/r-cpsr-1.0.1.9006-r43_0.tar.bz2#d6bfda49d6e7341dee0bbe23ba1dc1be
+https://conda.anaconda.org/pcgr/noarch/r-pcgrr-1.4.1.9006-r43_0.tar.bz2#236a1805578478d001064c32ce989659
+https://conda.anaconda.org/pcgr/noarch/r-cpsr-1.0.1.9007-r43_0.tar.bz2#89b649b14b59dbd47b8efa07cd93266c