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https://github.com/pinellolab/pyrovelocity

𝒫robabilistic modeling of RNA velocity ⬱
https://github.com/pinellolab/pyrovelocity

cell-fate-determination deep-generative-model developmental-trajectories multiomics probabilistic-models probabilistic-programming pyro rna-splicing rna-splicing-analysis rna-velocity rna-velocity-estimation single-cell-genomics single-cell-multiomics single-cell-rna-seq transcriptomics

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𝒫robabilistic modeling of RNA velocity ⬱

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# Pyro-Velocity



Pyro-Velocity logo

𝒫robabilistic modeling of RNA velocity ⬱

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[cloudflare-link]: https://docs.pyrovelocity.net
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[preprint-link]: https://doi.org/10.1101/2022.09.12.507691
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[docker-link]: https://github.com/pinellolab/pyrovelocity/pkgs/container/pyrovelocity
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---

[Pyro-Velocity](https://docs.pyrovelocity.net) is a library for probabilistic inference in minimal models approximating gene expression dynamics from, possibly multimodal, single-cell sequencing data.
It provides posterior estimates of gene expression parameters, predictive estimates of gene expression states, and local estimates of cell state transition probabilities.
It can be used as a component in frameworks that attempt to retain the ability to propagate uncertainty in predicting: distributions over cell fates from subpopulations of cell states, response to cell state perturbations, or candidate genes or gene modules that correlate with determination of specific cell fates.

---

## Documentation 📒

Please see the [Documentation](https://docs.pyrovelocity.net).

## Changelog 🔀

Changes for each release are listed in the [Changelog](https://docs.pyrovelocity.net/about/changelog).

## Contributing ✨

Please review the [Contributing Guide](https://docs.pyrovelocity.net/about/contributing) for instructions on setting up a development environment and submitting pull requests.

## Community 🏘

If you would like to apply [Pyro-Velocity](https://docs.pyrovelocity.net) in your research, have an idea for a new feature, have a problem using the library, or just want to chat, please feel free to [start a discussion](https://github.com/pinellolab/pyrovelocity/discussions).

If you have a feature request or issue using Pyro-Velocity that may require making changes to the contents of this repository, please [file an issue](https://github.com/pinellolab/pyrovelocity/issues) containing

- a [GitHub permananent link](https://docs.github.com/en/get-started/writing-on-github/working-with-advanced-formatting/creating-a-permanent-link-to-a-code-snippet) to the location in the repository you think is causing a problem or will require changes, and
- provide a [minimal reproducible example](https://en.wikipedia.org/wiki/Minimal_reproducible_example) of the problem or proposed improvement.

We are always interested in discussions and issues that can help to improve the [Documentation](https://docs.pyrovelocity.net).

## License ⚖️

[AGPL](https://github.com/pinellolab/pyrovelocity/blob/main/LICENSE)