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4 changes: 4 additions & 0 deletions CHANGELOG.md
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# openpipeline_spatial x.x.x

## MINOR CHANGES

* Add a README (PR #21).

## NEW FUNCTIONALITY

* `convert`: Updated multiple components to accept spatial output bundles in .zip format (for CosMx, Xenium and Aviti) as input (PR #19).
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21 changes: 21 additions & 0 deletions LICENSE
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MIT License

Copyright (c) 2025 openpipelines-bio

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
55 changes: 55 additions & 0 deletions README.md
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# OpenPipeline Spatial

Extensible spatial single cell analysis pipelines for reproducible and large-scale spatial single cell processing using Viash and Nextflow.

OpenPipeline Spatial extends the [OpenPipeline](https://github.com/openpipelines-bio/openpipeline/) ecosystem with specialized workflows and components for spatial transcriptomics analysis. It provides standardized, reproducible pipelines that are technology-agnostic and can be used for processing spatial omics data from various technologies and platforms.

[![ViashHub](https://img.shields.io/badge/ViashHub-openpipeline_spatial-7a4baa.svg)](https://www.viash-hub.com/packages/openpipeline_spatial)
[![GitHub](https://img.shields.io/badge/GitHub-viash--hub%2Fopenpipeline_spatial-blue.svg)](https://github.com/openpipelines-bio/openpipeline_spatial)
[![GitHub
License](https://img.shields.io/github/license/openpipelines-bio/openpipeline_spatial.svg)](https://github.com/openpipelines-bio/openpipeline_spatial/blob/main/LICENSE)
[![GitHub
Issues](https://img.shields.io/github/issues/openpipelines-bio/openpipeline_spatial.svg)](https://github.com/openpipelines-bio/openpipeline_spatial/issues)
[![Viash
version](https://img.shields.io/badge/Viash-v0.9.3-blue.svg)](https://viash.io)

## Functionality

OpenPipeline Spatial executes a list of predefined tasks specifically designed for spatial omics data. These discrete steps are also provided as standalone components that can be executed individually with a standardized interface.

The following spatial-specific workflows are provided:

- [Ingestion](https://www.viash-hub.com/packages/openpipeline_spatial/latest/components?search=mapping): Whereas many technologies generate count matrices on-instrument, functionality is provided for the mapping & quantification of 10X Visum data.
- [Interoperability](https://www.viash-hub.com/packages/openpipeline_spatial/latest/components?search=convert): To make sure all spatial workflows are technology-agnostic, functionality is provided to convert count matrices from different technologies (e.g. Xenium, CosMx, AtoMx, Aviti) into a common format (H5MU). In addition, functionality is provided to convert between various Spatial data formats (e.g. Seurat, SpatialExperiment, MuData, SpatialData).
- [QC](https://www.viash-hub.com/packages/openpipeline_spatial/latest/components?search=spatial_qc): Calculation of comprehensive quality control metrics.
- [Sample Processing](https://www.viash-hub.com/packages/openpipeline_spatial/latest/components?search=spatial_process_samples): Batch processing of multiple spatial samples, including count-based filtering, normalisation and dimensionality reduction.

## Extended functionality

Whereas this package only provides spatial-specific functionality, it is designed to work seamlessly with the core [OpenPipeline package](https://github.com/openpipelines-bio/openpipeline/). This means that all core OpenPipeline workflows and components can be used in conjunction with the spatial-specific ones. For example, the [**integration**](https://www.viash-hub.com/packages/openpipeline/latest/components?search=workflows%2Fintegration) and [**cell type annotation**](https://www.viash-hub.com/packages/openpipeline/latest/components?search=workflows%2Fannotation) workflows can be applied to spatial data after it has been processed using the spatial-specific workflows.

``` mermaid lang="mermaid"
flowchart LR
demultiplexing["Step 1: Ingestion"]
ingestion["Step 2: QC"]
process_samples["Step 3: Process Samples"]
integration["Step 4: Integration"]
downstream["Step 5: Downstream Analysis"]
demultiplexing-->ingestion-->process_samples-->integration-->downstream
```

## Execution via CLI or Seqera Cloud

The openpipeline_spatial package is available via [Viash
Hub](https://www.viash-hub.com/packages/openpipeline_spatial/latest/), where
you can receive instructions on how to run the end-to-end workflow as
well as individual subworkflows or components.

It’s possible to run the workflow directly from Seqera Cloud. The necessary Nextflow schema files have been [built and provided with the workflows](https://packages.viash-hub.com/vsh/openpipeline_spatial/-/tree/build/main/target/nextflow?ref_type=heads) in order to use the form-based input. However, Seqera Cloud can not deal with multiple-value parameters for batch processing of multiple samples. Therefore, it’s better to use Viash Hub also here for launching the workflow on Seqera Cloud.

* Navigate to the [Viash Hub package page](https://www.viash-hub.com/packages/openpipeline_spatial/latest/), select the workflow you want to launch and click the `launch` button.
* Select the execution environment of choice (e.g. `Seqera Cloud`, `CLI` or `Executable`)
* Fill in the form with the required parameters and launch the workflow.

## Support
For issues specific to spatial analysis, please use the [GitHub issues tracker](https://github.com/openpipelines-bio/openpipeline_spatial/issues). For general OpenPipeline questions, refer to the main [OpenPipeline documentation](https://openpipelines.bio/).
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