diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2f6fa746..3c918c29 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -46,6 +46,8 @@ jobs:
     steps:
       - name: Check out pipeline code
         uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4
+        with:
+          fetch-depth: 0
 
       - name: Set up Nextflow
         uses: nf-core/setup-nextflow@v2
diff --git a/.github/workflows/download_pipeline.yml b/.github/workflows/download_pipeline.yml
index 13b51e2c..ab06316e 100644
--- a/.github/workflows/download_pipeline.yml
+++ b/.github/workflows/download_pipeline.yml
@@ -34,6 +34,17 @@ jobs:
       REPO_LOWERCASE: ${{ steps.get_repo_properties.outputs.REPO_LOWERCASE }}
       REPOTITLE_LOWERCASE: ${{ steps.get_repo_properties.outputs.REPOTITLE_LOWERCASE }}
       REPO_BRANCH: ${{ steps.get_repo_properties.outputs.REPO_BRANCH }}
+    steps:
+      - name: Get the repository name and current branch
+        id: get_repo_properties
+        run: |
+          echo "REPO_LOWERCASE=${GITHUB_REPOSITORY,,}" >> "$GITHUB_OUTPUT"
+          echo "REPOTITLE_LOWERCASE=$(basename ${GITHUB_REPOSITORY,,})" >> "$GITHUB_OUTPUT"
+          echo "REPO_BRANCH=${{ github.event.inputs.testbranch || 'dev' }}" >> "$GITHUB_OUTPUT"
+
+  download:
+    runs-on: ubuntu-latest
+    needs: configure
     steps:
       - name: Install Nextflow
         uses: nf-core/setup-nextflow@v2
@@ -56,21 +67,10 @@ jobs:
           python -m pip install --upgrade pip
           pip install git+https://github.com/nf-core/tools.git@dev
 
-      - name: Get the repository name and current branch set as environment variable
-        id: get_repo_properties
-        run: |
-          echo "REPO_LOWERCASE=${GITHUB_REPOSITORY,,}" >> "$GITHUB_OUTPUT"
-          echo "REPOTITLE_LOWERCASE=$(basename ${GITHUB_REPOSITORY,,})" >> "$GITHUB_OUTPUT"
-          echo "REPO_BRANCH=${{ github.event.inputs.testbranch || 'dev' }}" >> "$GITHUB_OUTPUT"
-
       - name: Make a cache directory for the container images
         run: |
           mkdir -p ./singularity_container_images
 
-  download:
-    runs-on: ubuntu-latest
-    needs: configure
-    steps:
       - name: Download the pipeline
         env:
           NXF_SINGULARITY_CACHEDIR: ./singularity_container_images
@@ -87,6 +87,9 @@ jobs:
       - name: Inspect download
         run: tree ./${{ needs.configure.outputs.REPOTITLE_LOWERCASE }}
 
+      - name: Inspect container images
+        run: tree ./singularity_container_images | tee ./container_initial
+
       - name: Count the downloaded number of container images
         id: count_initial
         run: |
@@ -123,7 +126,8 @@ jobs:
             final_count=${{ steps.count_afterwards.outputs.IMAGE_COUNT_AFTER }}
             difference=$((final_count - initial_count))
             echo "$difference additional container images were \n downloaded at runtime . The pipeline has no support for offline runs!"
-            tree ./singularity_container_images
+            tree ./singularity_container_images > ./container_afterwards
+            diff ./container_initial ./container_afterwards
             exit 1
           else
             echo "The pipeline can be downloaded successfully!"
diff --git a/.github/workflows/linting_comment.yml b/.github/workflows/linting_comment.yml
index 0bed96d3..95b6b6af 100644
--- a/.github/workflows/linting_comment.yml
+++ b/.github/workflows/linting_comment.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Download lint results
-        uses: dawidd6/action-download-artifact@80620a5d27ce0ae443b965134db88467fc607b43 # v7
+        uses: dawidd6/action-download-artifact@20319c5641d495c8a52e688b7dc5fada6c3a9fbc # v8
         with:
           workflow: linting.yml
           workflow_conclusion: completed
diff --git a/.github/workflows/release-announcements.yml b/.github/workflows/release-announcements.yml
index 450b1d5e..76a9e67e 100644
--- a/.github/workflows/release-announcements.yml
+++ b/.github/workflows/release-announcements.yml
@@ -27,39 +27,6 @@ jobs:
 
             ${{ steps.get_topics.outputs.topics }} #nfcore #openscience #nextflow #bioinformatics
 
-  send-tweet:
-    runs-on: ubuntu-latest
-
-    steps:
-      - uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5
-        with:
-          python-version: "3.10"
-      - name: Install dependencies
-        run: pip install tweepy==4.14.0
-      - name: Send tweet
-        shell: python
-        run: |
-          import os
-          import tweepy
-
-          client = tweepy.Client(
-              access_token=os.getenv("TWITTER_ACCESS_TOKEN"),
-              access_token_secret=os.getenv("TWITTER_ACCESS_TOKEN_SECRET"),
-              consumer_key=os.getenv("TWITTER_CONSUMER_KEY"),
-              consumer_secret=os.getenv("TWITTER_CONSUMER_SECRET"),
-          )
-          tweet = os.getenv("TWEET")
-          client.create_tweet(text=tweet)
-        env:
-          TWEET: |
-            Pipeline release! ${{ github.repository }} v${{ github.event.release.tag_name }} - ${{ github.event.release.name }}!
-
-            Please see the changelog: ${{ github.event.release.html_url }}
-          TWITTER_CONSUMER_KEY: ${{ secrets.TWITTER_CONSUMER_KEY }}
-          TWITTER_CONSUMER_SECRET: ${{ secrets.TWITTER_CONSUMER_SECRET }}
-          TWITTER_ACCESS_TOKEN: ${{ secrets.TWITTER_ACCESS_TOKEN }}
-          TWITTER_ACCESS_TOKEN_SECRET: ${{ secrets.TWITTER_ACCESS_TOKEN_SECRET }}
-
   bsky-post:
     runs-on: ubuntu-latest
     steps:
diff --git a/.nf-core.yml b/.nf-core.yml
index ee8c618b..5cdc17a6 100644
--- a/.nf-core.yml
+++ b/.nf-core.yml
@@ -4,7 +4,7 @@ lint:
     - .github/workflows/linting.yml
     - .github/CONTRIBUTING.md
   multiqc_config: false
-nf_core_version: 3.1.1
+nf_core_version: 3.2.0
 repository_type: pipeline
 template:
   author: Athanasios Baltzis, Jose Espinosa-Carrasco, Harshil Patel
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9e9f0e1c..1dec8650 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ repos:
           - prettier@3.2.5
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: "3.0.3"
+    rev: "3.1.2"
     hooks:
       - id: editorconfig-checker
         alias: ec
diff --git a/README.md b/README.md
index ba5cdb13..86e35831 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,9 @@
     <source media="(prefers-color-scheme: dark)" srcset="docs/images/nf-core-proteinfold_logo_dark.png">
     <img alt="nf-core/proteinfold" src="docs/images/nf-core-proteinfold_logo_light.png">
   </picture>
-</h1>[![GitHub Actions CI Status](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml)
+</h1>
+
+[![GitHub Actions CI Status](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml)
 [![GitHub Actions Linting Status](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml)[![AWS CI](https://img.shields.io/badge/CI%20tests-full%20size-FF9900?labelColor=000000&logo=Amazon%20AWS)](https://nf-co.re/proteinfold/results)[![Cite with Zenodo](http://img.shields.io/badge/DOI-10.5281/zenodo.XXXXXXX-1073c8?labelColor=000000)](https://doi.org/10.5281/zenodo.XXXXXXX)
 [![nf-test](https://img.shields.io/badge/unit_tests-nf--test-337ab7.svg)](https://www.nf-test.com)
 
@@ -32,7 +34,7 @@
 ## Usage
 
 > [!NOTE]
-> If you are new to Nextflow and nf-core, please refer to [this page](https://nf-co.re/docs/usage/installation) on how to set-up Nextflow.Make sure to [test your setup](https://nf-co.re/docs/usage/introduction#how-to-run-a-pipeline) with `-profile test` before running the workflow on actual data.
+> If you are new to Nextflow and nf-core, please refer to [this page](https://nf-co.re/docs/usage/installation) on how to set-up Nextflow. Make sure to [test your setup](https://nf-co.re/docs/usage/introduction#how-to-run-a-pipeline) with `-profile test` before running the workflow on actual data.
 
 <!-- TODO nf-core: Describe the minimum required steps to execute the pipeline, e.g. how to prepare samplesheets.
      Explain what rows and columns represent. For instance (please edit as appropriate):
@@ -89,7 +91,9 @@ For further information or help, don't hesitate to get in touch on the [Slack `#
 ## Citations
 
 <!-- TODO nf-core: Add citation for pipeline after first release. Uncomment lines below and update Zenodo doi and badge at the top of this file. -->
-<!-- If you use nf-core/proteinfold for your analysis, please cite it using the following doi: [10.5281/zenodo.XXXXXX](https://doi.org/10.5281/zenodo.XXXXXX) --><!-- TODO nf-core: Add bibliography of tools and data used in your pipeline -->
+<!-- If you use nf-core/proteinfold for your analysis, please cite it using the following doi: [10.5281/zenodo.XXXXXX](https://doi.org/10.5281/zenodo.XXXXXX) -->
+
+<!-- TODO nf-core: Add bibliography of tools and data used in your pipeline -->
 
 An extensive list of references for the tools used by the pipeline can be found in the [`CITATIONS.md`](CITATIONS.md) file.
 
diff --git a/conf/test.config b/conf/test.config
index 026013ce..eb1f7e27 100644
--- a/conf/test.config
+++ b/conf/test.config
@@ -26,6 +26,4 @@ params {
     // TODO nf-core: Specify the paths to your test data on nf-core/test-datasets
     // TODO nf-core: Give any required params for the test so that command line flags are not needed
     input  = params.pipelines_testdata_base_path + 'viralrecon/samplesheet/samplesheet_test_illumina_amplicon.csv'
-
-    
 }
diff --git a/docs/output.md b/docs/output.md
index 26cd74b9..499d7be1 100644
--- a/docs/output.md
+++ b/docs/output.md
@@ -29,7 +29,9 @@ The pipeline is built using [Nextflow](https://www.nextflow.io/) and processes d
 
 [MultiQC](http://multiqc.info) is a visualization tool that generates a single HTML report summarising all samples in your project. Most of the pipeline QC results are visualised in the report and further statistics are available in the report data directory.
 
-Results generated by MultiQC collate pipeline QC from supported tools e.g. FastQC. The pipeline has special steps which also allow the software versions to be reported in the MultiQC output for future traceability. For more information about how to use MultiQC reports, see <http://multiqc.info>.### Pipeline information
+Results generated by MultiQC collate pipeline QC from supported tools e.g. FastQC. The pipeline has special steps which also allow the software versions to be reported in the MultiQC output for future traceability. For more information about how to use MultiQC reports, see <http://multiqc.info>.
+
+### Pipeline information
 
 <details markdown="1">
 <summary>Output files</summary>
diff --git a/modules.json b/modules.json
index 4d860631..7707b844 100644
--- a/modules.json
+++ b/modules.json
@@ -7,7 +7,7 @@
                 "nf-core": {
                     "multiqc": {
                         "branch": "master",
-                        "git_sha": "cf17ca47590cc578dfb47db1c2a44ef86f89976d",
+                        "git_sha": "f0719ae309075ae4a291533883847c3f7c441dad",
                         "installed_by": ["modules"]
                     }
                 }
diff --git a/modules/nf-core/multiqc/environment.yml b/modules/nf-core/multiqc/environment.yml
index 6f5b867b..a27122ce 100644
--- a/modules/nf-core/multiqc/environment.yml
+++ b/modules/nf-core/multiqc/environment.yml
@@ -2,4 +2,4 @@ channels:
   - conda-forge
   - bioconda
 dependencies:
-  - bioconda::multiqc=1.25.1
+  - bioconda::multiqc=1.27
diff --git a/modules/nf-core/multiqc/main.nf b/modules/nf-core/multiqc/main.nf
index cc0643e1..58d9313c 100644
--- a/modules/nf-core/multiqc/main.nf
+++ b/modules/nf-core/multiqc/main.nf
@@ -3,8 +3,8 @@ process MULTIQC {
 
     conda "${moduleDir}/environment.yml"
     container "${ workflow.containerEngine == 'singularity' && !task.ext.singularity_pull_docker_container ?
-        'https://depot.galaxyproject.org/singularity/multiqc:1.25.1--pyhdfd78af_0' :
-        'biocontainers/multiqc:1.25.1--pyhdfd78af_0' }"
+        'https://depot.galaxyproject.org/singularity/multiqc:1.27--pyhdfd78af_0' :
+        'biocontainers/multiqc:1.27--pyhdfd78af_0' }"
 
     input:
     path  multiqc_files, stageAs: "?/*"
diff --git a/modules/nf-core/multiqc/tests/main.nf.test.snap b/modules/nf-core/multiqc/tests/main.nf.test.snap
index 2fcbb5ff..7b7c1322 100644
--- a/modules/nf-core/multiqc/tests/main.nf.test.snap
+++ b/modules/nf-core/multiqc/tests/main.nf.test.snap
@@ -2,14 +2,14 @@
     "multiqc_versions_single": {
         "content": [
             [
-                "versions.yml:md5,41f391dcedce7f93ca188f3a3ffa0916"
+                "versions.yml:md5,8f3b8c1cec5388cf2708be948c9fa42f"
             ]
         ],
         "meta": {
-            "nf-test": "0.9.0",
-            "nextflow": "24.04.4"
+            "nf-test": "0.9.2",
+            "nextflow": "24.10.4"
         },
-        "timestamp": "2024-10-02T17:51:46.317523"
+        "timestamp": "2025-01-27T09:29:57.631982377"
     },
     "multiqc_stub": {
         "content": [
@@ -17,25 +17,25 @@
                 "multiqc_report.html",
                 "multiqc_data",
                 "multiqc_plots",
-                "versions.yml:md5,41f391dcedce7f93ca188f3a3ffa0916"
+                "versions.yml:md5,8f3b8c1cec5388cf2708be948c9fa42f"
             ]
         ],
         "meta": {
-            "nf-test": "0.9.0",
-            "nextflow": "24.04.4"
+            "nf-test": "0.9.2",
+            "nextflow": "24.10.4"
         },
-        "timestamp": "2024-10-02T17:52:20.680978"
+        "timestamp": "2025-01-27T09:30:34.743726958"
     },
     "multiqc_versions_config": {
         "content": [
             [
-                "versions.yml:md5,41f391dcedce7f93ca188f3a3ffa0916"
+                "versions.yml:md5,8f3b8c1cec5388cf2708be948c9fa42f"
             ]
         ],
         "meta": {
-            "nf-test": "0.9.0",
-            "nextflow": "24.04.4"
+            "nf-test": "0.9.2",
+            "nextflow": "24.10.4"
         },
-        "timestamp": "2024-10-02T17:52:09.185842"
+        "timestamp": "2025-01-27T09:30:21.44383553"
     }
 }
\ No newline at end of file
diff --git a/nextflow.config b/nextflow.config
index 95cb1afe..4ca08617 100644
--- a/nextflow.config
+++ b/nextflow.config
@@ -189,14 +189,14 @@ env {
 }
 
 // Set bash options
-process.shell = """\
-bash
-
-set -e # Exit if a tool returns a non-zero status/exit code
-set -u # Treat unset variables and parameters as an error
-set -o pipefail # Returns the status of the last command to exit with a non-zero status or zero if all successfully execute
-set -C # No clobber - prevent output redirection from overwriting files.
-"""
+process.shell = [
+    "bash",
+    "-C",         // No clobber - prevent output redirection from overwriting files.
+    "-e",         // Exit if a tool returns a non-zero status/exit code
+    "-u",         // Treat unset variables and parameters as an error
+    "-o",         // Returns the status of the last command to exit..
+    "pipefail"    //   ..with a non-zero status or zero if all successfully execute
+]
 
 // Disable process selector warnings by default. Use debug profile to enable warnings.
 nextflow.enable.configProcessNamesValidation = false
@@ -259,7 +259,7 @@ manifest {
 
 // Nextflow plugins
 plugins {
-    id 'nf-schema@2.1.1' // Validation of pipeline parameters and creation of an input channel from a sample sheet
+    id 'nf-schema@2.3.0' // Validation of pipeline parameters and creation of an input channel from a sample sheet
 }
 
 validation {
diff --git a/ro-crate-metadata.json b/ro-crate-metadata.json
index 3deb1d1b..e8acce42 100644
--- a/ro-crate-metadata.json
+++ b/ro-crate-metadata.json
@@ -22,8 +22,8 @@
             "@id": "./",
             "@type": "Dataset",
             "creativeWorkStatus": "InProgress",
-            "datePublished": "2024-12-20T13:10:03+00:00",
-            "description": "<h1>\n  <picture>\n    <source media=\"(prefers-color-scheme: dark)\" srcset=\"docs/images/nf-core-proteinfold_logo_dark.png\">\n    <img alt=\"nf-core/proteinfold\" src=\"docs/images/nf-core-proteinfold_logo_light.png\">\n  </picture>\n</h1>[![GitHub Actions CI Status](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml)\n[![GitHub Actions Linting Status](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml)[![AWS CI](https://img.shields.io/badge/CI%20tests-full%20size-FF9900?labelColor=000000&logo=Amazon%20AWS)](https://nf-co.re/proteinfold/results)[![Cite with Zenodo](http://img.shields.io/badge/DOI-10.5281/zenodo.XXXXXXX-1073c8?labelColor=000000)](https://doi.org/10.5281/zenodo.XXXXXXX)\n[![nf-test](https://img.shields.io/badge/unit_tests-nf--test-337ab7.svg)](https://www.nf-test.com)\n\n[![Nextflow](https://img.shields.io/badge/nextflow%20DSL2-%E2%89%A524.04.2-23aa62.svg)](https://www.nextflow.io/)\n[![run with conda](http://img.shields.io/badge/run%20with-conda-3EB049?labelColor=000000&logo=anaconda)](https://docs.conda.io/en/latest/)\n[![run with docker](https://img.shields.io/badge/run%20with-docker-0db7ed?labelColor=000000&logo=docker)](https://www.docker.com/)\n[![run with singularity](https://img.shields.io/badge/run%20with-singularity-1d355c.svg?labelColor=000000)](https://sylabs.io/docs/)\n[![Launch on Seqera Platform](https://img.shields.io/badge/Launch%20%F0%9F%9A%80-Seqera%20Platform-%234256e7)](https://cloud.seqera.io/launch?pipeline=https://github.com/nf-core/proteinfold)\n\n[![Get help on Slack](http://img.shields.io/badge/slack-nf--core%20%23proteinfold-4A154B?labelColor=000000&logo=slack)](https://nfcore.slack.com/channels/proteinfold)[![Follow on Twitter](http://img.shields.io/badge/twitter-%40nf__core-1DA1F2?labelColor=000000&logo=twitter)](https://twitter.com/nf_core)[![Follow on Mastodon](https://img.shields.io/badge/mastodon-nf__core-6364ff?labelColor=FFFFFF&logo=mastodon)](https://mstdn.science/@nf_core)[![Watch on YouTube](http://img.shields.io/badge/youtube-nf--core-FF0000?labelColor=000000&logo=youtube)](https://www.youtube.com/c/nf-core)\n\n## Introduction\n\n**nf-core/proteinfold** is a bioinformatics pipeline that ...\n\n<!-- TODO nf-core:\n   Complete this sentence with a 2-3 sentence summary of what types of data the pipeline ingests, a brief overview of the\n   major pipeline sections and the types of output it produces. You're giving an overview to someone new\n   to nf-core here, in 15-20 seconds. For an example, see https://github.com/nf-core/rnaseq/blob/master/README.md#introduction\n-->\n\n<!-- TODO nf-core: Include a figure that guides the user through the major workflow steps. Many nf-core\n     workflows use the \"tube map\" design for that. See https://nf-co.re/docs/contributing/design_guidelines#examples for examples.   -->\n<!-- TODO nf-core: Fill in short bullet-pointed list of the default steps in the pipeline -->2. Present QC for raw reads ([`MultiQC`](http://multiqc.info/))\n\n## Usage\n\n> [!NOTE]\n> If you are new to Nextflow and nf-core, please refer to [this page](https://nf-co.re/docs/usage/installation) on how to set-up Nextflow.Make sure to [test your setup](https://nf-co.re/docs/usage/introduction#how-to-run-a-pipeline) with `-profile test` before running the workflow on actual data.\n\n<!-- TODO nf-core: Describe the minimum required steps to execute the pipeline, e.g. how to prepare samplesheets.\n     Explain what rows and columns represent. For instance (please edit as appropriate):\n\nFirst, prepare a samplesheet with your input data that looks as follows:\n\n`samplesheet.csv`:\n\n```csv\nsample,fastq_1,fastq_2\nCONTROL_REP1,AEG588A1_S1_L002_R1_001.fastq.gz,AEG588A1_S1_L002_R2_001.fastq.gz\n```\n\nEach row represents a fastq file (single-end) or a pair of fastq files (paired end).\n\n-->\n\nNow, you can run the pipeline using:\n\n<!-- TODO nf-core: update the following command to include all required parameters for a minimal example -->\n\n```bash\nnextflow run nf-core/proteinfold \\\n   -profile <docker/singularity/.../institute> \\\n   --input samplesheet.csv \\\n   --outdir <OUTDIR>\n```\n\n> [!WARNING]\n> Please provide pipeline parameters via the CLI or Nextflow `-params-file` option. Custom config files including those provided by the `-c` Nextflow option can be used to provide any configuration _**except for parameters**_; see [docs](https://nf-co.re/docs/usage/getting_started/configuration#custom-configuration-files).\n\nFor more details and further functionality, please refer to the [usage documentation](https://nf-co.re/proteinfold/usage) and the [parameter documentation](https://nf-co.re/proteinfold/parameters).\n\n## Pipeline output\n\nTo see the results of an example test run with a full size dataset refer to the [results](https://nf-co.re/proteinfold/results) tab on the nf-core website pipeline page.\nFor more details about the output files and reports, please refer to the\n[output documentation](https://nf-co.re/proteinfold/output).\n\n## Credits\n\nnf-core/proteinfold was originally written by Athanasios Baltzis, Jose Espinosa-Carrasco, Harshil Patel.\n\nWe thank the following people for their extensive assistance in the development of this pipeline:\n\n<!-- TODO nf-core: If applicable, make list of people who have also contributed -->\n\n## Contributions and Support\n\nIf you would like to contribute to this pipeline, please see the [contributing guidelines](.github/CONTRIBUTING.md).\n\nFor further information or help, don't hesitate to get in touch on the [Slack `#proteinfold` channel](https://nfcore.slack.com/channels/proteinfold) (you can join with [this invite](https://nf-co.re/join/slack)).\n\n## Citations\n\n<!-- TODO nf-core: Add citation for pipeline after first release. Uncomment lines below and update Zenodo doi and badge at the top of this file. -->\n<!-- If you use nf-core/proteinfold for your analysis, please cite it using the following doi: [10.5281/zenodo.XXXXXX](https://doi.org/10.5281/zenodo.XXXXXX) --><!-- TODO nf-core: Add bibliography of tools and data used in your pipeline -->\n\nAn extensive list of references for the tools used by the pipeline can be found in the [`CITATIONS.md`](CITATIONS.md) file.\n\nYou can cite the `nf-core` publication as follows:\n\n> **The nf-core framework for community-curated bioinformatics pipelines.**\n>\n> Philip Ewels, Alexander Peltzer, Sven Fillinger, Harshil Patel, Johannes Alneberg, Andreas Wilm, Maxime Ulysse Garcia, Paolo Di Tommaso & Sven Nahnsen.\n>\n> _Nat Biotechnol._ 2020 Feb 13. doi: [10.1038/s41587-020-0439-x](https://dx.doi.org/10.1038/s41587-020-0439-x).\n",
+            "datePublished": "2025-01-27T14:48:08+00:00",
+            "description": "<h1>\n  <picture>\n    <source media=\"(prefers-color-scheme: dark)\" srcset=\"docs/images/nf-core-proteinfold_logo_dark.png\">\n    <img alt=\"nf-core/proteinfold\" src=\"docs/images/nf-core-proteinfold_logo_light.png\">\n  </picture>\n</h1>\n\n[![GitHub Actions CI Status](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/ci.yml)\n[![GitHub Actions Linting Status](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml/badge.svg)](https://github.com/nf-core/proteinfold/actions/workflows/linting.yml)[![AWS CI](https://img.shields.io/badge/CI%20tests-full%20size-FF9900?labelColor=000000&logo=Amazon%20AWS)](https://nf-co.re/proteinfold/results)[![Cite with Zenodo](http://img.shields.io/badge/DOI-10.5281/zenodo.XXXXXXX-1073c8?labelColor=000000)](https://doi.org/10.5281/zenodo.XXXXXXX)\n[![nf-test](https://img.shields.io/badge/unit_tests-nf--test-337ab7.svg)](https://www.nf-test.com)\n\n[![Nextflow](https://img.shields.io/badge/nextflow%20DSL2-%E2%89%A524.04.2-23aa62.svg)](https://www.nextflow.io/)\n[![run with conda](http://img.shields.io/badge/run%20with-conda-3EB049?labelColor=000000&logo=anaconda)](https://docs.conda.io/en/latest/)\n[![run with docker](https://img.shields.io/badge/run%20with-docker-0db7ed?labelColor=000000&logo=docker)](https://www.docker.com/)\n[![run with singularity](https://img.shields.io/badge/run%20with-singularity-1d355c.svg?labelColor=000000)](https://sylabs.io/docs/)\n[![Launch on Seqera Platform](https://img.shields.io/badge/Launch%20%F0%9F%9A%80-Seqera%20Platform-%234256e7)](https://cloud.seqera.io/launch?pipeline=https://github.com/nf-core/proteinfold)\n\n[![Get help on Slack](http://img.shields.io/badge/slack-nf--core%20%23proteinfold-4A154B?labelColor=000000&logo=slack)](https://nfcore.slack.com/channels/proteinfold)[![Follow on Twitter](http://img.shields.io/badge/twitter-%40nf__core-1DA1F2?labelColor=000000&logo=twitter)](https://twitter.com/nf_core)[![Follow on Mastodon](https://img.shields.io/badge/mastodon-nf__core-6364ff?labelColor=FFFFFF&logo=mastodon)](https://mstdn.science/@nf_core)[![Watch on YouTube](http://img.shields.io/badge/youtube-nf--core-FF0000?labelColor=000000&logo=youtube)](https://www.youtube.com/c/nf-core)\n\n## Introduction\n\n**nf-core/proteinfold** is a bioinformatics pipeline that ...\n\n<!-- TODO nf-core:\n   Complete this sentence with a 2-3 sentence summary of what types of data the pipeline ingests, a brief overview of the\n   major pipeline sections and the types of output it produces. You're giving an overview to someone new\n   to nf-core here, in 15-20 seconds. For an example, see https://github.com/nf-core/rnaseq/blob/master/README.md#introduction\n-->\n\n<!-- TODO nf-core: Include a figure that guides the user through the major workflow steps. Many nf-core\n     workflows use the \"tube map\" design for that. See https://nf-co.re/docs/contributing/design_guidelines#examples for examples.   -->\n<!-- TODO nf-core: Fill in short bullet-pointed list of the default steps in the pipeline -->2. Present QC for raw reads ([`MultiQC`](http://multiqc.info/))\n\n## Usage\n\n> [!NOTE]\n> If you are new to Nextflow and nf-core, please refer to [this page](https://nf-co.re/docs/usage/installation) on how to set-up Nextflow. Make sure to [test your setup](https://nf-co.re/docs/usage/introduction#how-to-run-a-pipeline) with `-profile test` before running the workflow on actual data.\n\n<!-- TODO nf-core: Describe the minimum required steps to execute the pipeline, e.g. how to prepare samplesheets.\n     Explain what rows and columns represent. For instance (please edit as appropriate):\n\nFirst, prepare a samplesheet with your input data that looks as follows:\n\n`samplesheet.csv`:\n\n```csv\nsample,fastq_1,fastq_2\nCONTROL_REP1,AEG588A1_S1_L002_R1_001.fastq.gz,AEG588A1_S1_L002_R2_001.fastq.gz\n```\n\nEach row represents a fastq file (single-end) or a pair of fastq files (paired end).\n\n-->\n\nNow, you can run the pipeline using:\n\n<!-- TODO nf-core: update the following command to include all required parameters for a minimal example -->\n\n```bash\nnextflow run nf-core/proteinfold \\\n   -profile <docker/singularity/.../institute> \\\n   --input samplesheet.csv \\\n   --outdir <OUTDIR>\n```\n\n> [!WARNING]\n> Please provide pipeline parameters via the CLI or Nextflow `-params-file` option. Custom config files including those provided by the `-c` Nextflow option can be used to provide any configuration _**except for parameters**_; see [docs](https://nf-co.re/docs/usage/getting_started/configuration#custom-configuration-files).\n\nFor more details and further functionality, please refer to the [usage documentation](https://nf-co.re/proteinfold/usage) and the [parameter documentation](https://nf-co.re/proteinfold/parameters).\n\n## Pipeline output\n\nTo see the results of an example test run with a full size dataset refer to the [results](https://nf-co.re/proteinfold/results) tab on the nf-core website pipeline page.\nFor more details about the output files and reports, please refer to the\n[output documentation](https://nf-co.re/proteinfold/output).\n\n## Credits\n\nnf-core/proteinfold was originally written by Athanasios Baltzis, Jose Espinosa-Carrasco, Harshil Patel.\n\nWe thank the following people for their extensive assistance in the development of this pipeline:\n\n<!-- TODO nf-core: If applicable, make list of people who have also contributed -->\n\n## Contributions and Support\n\nIf you would like to contribute to this pipeline, please see the [contributing guidelines](.github/CONTRIBUTING.md).\n\nFor further information or help, don't hesitate to get in touch on the [Slack `#proteinfold` channel](https://nfcore.slack.com/channels/proteinfold) (you can join with [this invite](https://nf-co.re/join/slack)).\n\n## Citations\n\n<!-- TODO nf-core: Add citation for pipeline after first release. Uncomment lines below and update Zenodo doi and badge at the top of this file. -->\n<!-- If you use nf-core/proteinfold for your analysis, please cite it using the following doi: [10.5281/zenodo.XXXXXX](https://doi.org/10.5281/zenodo.XXXXXX) -->\n\n<!-- TODO nf-core: Add bibliography of tools and data used in your pipeline -->\n\nAn extensive list of references for the tools used by the pipeline can be found in the [`CITATIONS.md`](CITATIONS.md) file.\n\nYou can cite the `nf-core` publication as follows:\n\n> **The nf-core framework for community-curated bioinformatics pipelines.**\n>\n> Philip Ewels, Alexander Peltzer, Sven Fillinger, Harshil Patel, Johannes Alneberg, Andreas Wilm, Maxime Ulysse Garcia, Paolo Di Tommaso & Sven Nahnsen.\n>\n> _Nat Biotechnol._ 2020 Feb 13. doi: [10.1038/s41587-020-0439-x](https://dx.doi.org/10.1038/s41587-020-0439-x).\n",
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@@ -99,7 +99,7 @@
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@@ -121,18 +121,14 @@
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-            "dateModified": "2024-12-20T13:10:03Z",
+            "dateModified": "2025-01-27T14:48:08Z",
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@@ -143,30 +139,21 @@
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-            "license": [
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+            "license": ["MIT"],
             "maintainer": [
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                     "@id": "#drpatelhh@gmail.com"
                 }
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-            "name": [
-                "nf-core/proteinfold"
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             "programmingLanguage": {
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-            "version": [
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+            "url": ["https://github.com/nf-core/proteinfold", "https://nf-co.re/proteinfold/dev/"],
+            "version": ["1.2.0dev"]
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@@ -181,11 +168,11 @@
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@@ -194,7 +181,7 @@
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