vignettes.yaml

- category: Introduction
  vignettes:
    - title: Guided tutorial --- 2,700 PBMCs
      name: pbmc3k_tutorial
      summary: |
        A basic overview of Seurat that includes an introduction to common analytical workflows.
      image: pbmc3k_umap.jpg

    - title: Multimodal analysis
      name: multimodal_vignette
      summary: |
        An introduction to working with multi-modal datasets in Seurat.
      image: citeseq_plot.jpg

    - title: Analysis of spatial datasets
      name: spatial_vignette
      summary: |
        Learn to explore spatially-resolved transcriptomic data with examples from 10x Visium and Slide-seq v2.
      image: spatial_vignette_ttr.jpg

- category: Data Integration
  vignettes:
    - title: Introduction to scRNA-seq integration
      name: integration_introduction
      summary: |
        An introduction to integrating scRNA-seq datasets in order to identify and compare shared cell types across experiments
      image: pbmc_alignment.jpg

    - title: Mapping and annotating query datasets
      name: integration_mapping
      summary: |
        Learn how to map a query scRNA-seq dataset onto a reference in order to automate the annotation and visualization of query cells
      image: assets/anchorsb_2018.png

    - title: Fast integration using reciprocal PCA (RPCA)
      name: integration_rpca
      summary: |
        Identify anchors using the reciprocal PCA (rPCA) workflow, which performs a faster and more conservative integration
      image: rpca_integration.jpg

    - title: Tips for integrating large datasets
      name: integration_large_datasets
      summary: |
        Tips and examples for integrating very large scRNA-seq datasets (including >200,000 cells)
      image: bm280k_integrated.jpg

    - title: Integrating scRNA-seq and scATAC-seq data
      name: atacseq_integration_vignette
      summary: |
        Annotate, visualize, and interpret an scATAC-seq experiment using scRNA-seq data from the same biological system
      image: atacseq_integration_vignette.jpg

    - title: Multimodal Reference Mapping
      name: multimodal_reference_mapping
      summary: |
        Analyze query data in the context of multimodal reference atlases.
      image: multimodal_reference_mapping.jpg

- category: New Statistical Approaches
  vignettes:
    - title: Weighted Nearest Neighbor Analysis
      name: weighted_nearest_neighbor_analysis
      summary: |
        Analyze multimodal single-cell data with weighted nearest neighbor analysis in Seurat v4
      image: weighted_nearest_neighbor_analysis.jpg

    - title: Mixscape
      name: mixscape_vignette
      summary: |
        Explore new methods to analyze pooled single-celled perturbation screens.
      image: mixscape_vignette.jpg

    - title: SCTransform
      name: sctransform_vignette
      summary: |
        Examples of how to use the SCTransform wrapper in Seurat.
      image: assets/sctransform.png

- category: Other
  vignettes:
    - title: Visualization
      name: visualization_vignette
      summary: |
        An overview of the major visualization functionality within Seurat.
      image: visualization_vignette.jpg

    - title: Cell Cycle Regression
      name: cell_cycle_vignette
      summary: |
        Mitigate the effects of cell cycle heterogeneity by computing cell cycle phase scores based on marker genes
      image: cell_cycle_vignette.jpg

    - title: Differential Expression Testing
      name: de_vignette
      summary: |
        Perform differential expression (DE) testing in Seurat using a number of frameworks.
      image: assets/de_vignette.png

    - title: Demultiplex Cell Hashing data
      name: hashing_vignette
      summary: |
        Learn how to work with data produced with Cell Hashing.
      image: assets/hashing_vignette.png

    - title: Interoperability with Other Analysis Tools
      name: conversion_vignette
      summary: |
        Convert data between formats for different analysis tools.
      image: assets/conversion_vignette.png

    - title: Parallelization
      name: future_vignette
      summary: |
        Speed up compute-intensive functions with parallelization.
      image: assets/future_rocket.png

- category: Seurat Wrappers
  hash: seurat-wrappers
  description: |
    In order to facilitate the use of community tools with Seurat, we provide the Seurat Wrappers package, which contains code to run other analysis tools on Seurat objects. For the initial release, we provide wrappers for a few packages in the table below but would encourage other package developers interested in interfacing with Seurat to check out our contributor guide [here](https://github.com/satijalab/seurat.wrappers/wiki/Submission-Process). <br><br>
  vignettes:
    - name: alevin
      title: Import alevin counts into Seurat
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/alevin.html
      reference: https://doi.org/10.1186/s13059-019-1670-y
      citation: Srivastava et. al., Genome Biology 2019
      source: https://github.com/k3yavi/alevin-Rtools

    - name: ALRA
      title: Zero-preserving imputation with ALRA
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/alra.html
      reference: https://doi.org/10.1101/397588
      citation: Linderman et al, bioRxiv 2018
      source: https://github.com/KlugerLab/ALRA

    - name: CoGAPS
      title: Running CoGAPS on Seurat Objects
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/cogaps.html
      reference: https://doi.org/10.1016/j.cels.2019.04.004
      citation: Stein-O’Brien et al, Cell Systems 2019
      source: https://www.bioconductor.org/packages/release/bioc/html/CoGAPS.html

    - name: Conos
      title: Integration of datasets using Conos
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/conos.html
      reference: https://doi.org/10.1038/s41592-019-0466-z
      citation: Barkas et al, Nature Methods 2019
      source: https://github.com/hms-dbmi/conos

    - name: fastMNN
      title: Running fastMNN on Seurat Objects
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/fast_mnn.html
      reference: https://doi.org/10.1038/nbt.4091
      citation: Haghverdi et al, Nature Biotechnology 2018
      source: https://bioconductor.org/packages/release/bioc/html/scran.html

    - name: glmpca
      title: Running GLM-PCA on a Seurat Object
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/glmpca.html
      reference: https://doi.org/10.1186/s13059-019-1861-6
      citation: Townes et al, Genome Biology 2019
      source: https://github.com/willtownes/glmpca

    - name: Harmony
      title: Integration of datasets using Harmony
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/harmony.html
      reference: https://doi.org/10.1038/s41592-019-0619-0
      citation: Korsunsky et al, Nature Methods 2019
      source: https://github.com/immunogenomics/harmony

    - name: LIGER
      title: Integrating Seurat objects using LIGER
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/liger.html
      reference: https://doi.org/10.1016/j.cell.2019.05.006
      citation: Welch et al, Cell 2019
      source: https://github.com/MacoskoLab/liger

    - name: Monocle3
      title: Calculating Trajectories with Monocle 3 and Seurat
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/monocle3.html
      reference: https://doi.org/10.1038/s41586-019-0969-x
      citation: Cao et al, Nature 2019
      source: https://cole-trapnell-lab.github.io/monocle3

    - name: Nebulosa
      title: Visualization of gene expression with Nebulosa
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/nebulosa.html
      reference: https://github.com/powellgenomicslab/Nebulosa
      citation: Jose Alquicira-Hernandez and Joseph E. Powell, Under Review
      source: https://github.com/powellgenomicslab/Nebulosa

    - name: schex
      title: Using schex with Seurat
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/schex.html
      reference: https://doi.org/0.1242/dev.173807
      citation: Freytag, R package 2019
      source: https://github.com/SaskiaFreytag/schex

    - name: scVelo
      title: Estimating RNA Velocity using Seurat and scVelo
      link: http://htmlpreview.github.io/?https://github.com/satijalab/seurat-wrappers/blob/master/docs/scvelo.html
      reference: https://doi.org/10.1101/820936
      citation: Bergen et al, bioRxiv 2019
      source: https://scvelo.readthedocs.io/

    - name: Velocity
      title: Estimating RNA Velocity using Seurat
      link: https://htmlpreview.github.io/?https://github.com/satijalab/seurat.wrappers/blob/master/docs/velocity.html
      reference: 10.1038/s41586-018-0414-6
      citation: La Manno et al, Nature 2018
      source: https://velocyto.org