## Run this web application locally
spatialLIBD::run_app()

## You will have more control about the length of the
## session and memory usage.

## You could also use this function to visualize your
## own data given some requirements described
## in detail in the package vignette documentation
## at http://research.libd.org/spatialLIBD/.

if (!requireNamespace("BiocManager", quietly = TRUE)) {
    install.packages("BiocManager")
}

BiocManager::install("spatialLIBD")

BiocManager::install("LieberInstitute/spatialLIBD")

## Load the package
library("spatialLIBD")

## Download the spot-level data
spe <- fetch_data(type = "spe")

## This is a SpatialExperiment object
spe
#> class: SpatialExperiment 
#> dim: 33538 47681 
#> metadata(0):
#> assays(2): counts logcounts
#> rownames(33538): ENSG00000243485 ENSG00000237613 ... ENSG00000277475
#>   ENSG00000268674
#> rowData names(9): source type ... gene_search is_top_hvg
#> colnames(47681): AAACAACGAATAGTTC-1 AAACAAGTATCTCCCA-1 ...
#>   TTGTTTCCATACAACT-1 TTGTTTGTGTAAATTC-1
#> colData names(69): sample_id Cluster ... array_row array_col
#> reducedDimNames(6): PCA TSNE_perplexity50 ... TSNE_perplexity80
#>   UMAP_neighbors15
#> mainExpName: NULL
#> altExpNames(0):
#> spatialCoords names(2) : pxl_col_in_fullres pxl_row_in_fullres
#> imgData names(4): sample_id image_id data scaleFactor

## Note the memory size
lobstr::obj_size(spe)
#> 2.04 GB

## Remake the logo image with histology information
vis_clus(
    spe = spe,
    clustervar = "spatialLIBD",
    sampleid = "151673",
    colors = libd_layer_colors,
    ... = " DLPFC Human Brain Layers\nMade with research.libd.org/spatialLIBD/"
)

print(citation("spatialLIBD"), bibtex = TRUE)
#> To cite package 'spatialLIBD' in publications use:
#> 
#>   Pardo B, Spangler A, Weber LM, Hicks SC, Jaffe AE, Martinowich K,
#>   Maynard KR, Collado-Torres L (2022). "spatialLIBD: an R/Bioconductor
#>   package to visualize spatially-resolved transcriptomics data." _BMC
#>   Genomics_. doi:10.1186/s12864-022-08601-w
#>   <https://doi.org/10.1186/s12864-022-08601-w>,
#>   <https://doi.org/10.1186/s12864-022-08601-w>.
#> 
#> A BibTeX entry for LaTeX users is
#> 
#>   @Article{,
#>     title = {spatialLIBD: an R/Bioconductor package to visualize spatially-resolved transcriptomics data},
#>     author = {Brenda Pardo and Abby Spangler and Lukas M. Weber and Stephanie C. Hicks and Andrew E. Jaffe and Keri Martinowich and Kristen R. Maynard and Leonardo Collado-Torres},
#>     year = {2022},
#>     journal = {BMC Genomics},
#>     doi = {10.1186/s12864-022-08601-w},
#>     url = {https://doi.org/10.1186/s12864-022-08601-w},
#>   }
#> 
#>   Maynard KR, Collado-Torres L, Weber LM, Uytingco C, Barry BK,
#>   Williams SR, II JLC, Tran MN, Besich Z, Tippani M, Chew J, Yin Y,
#>   Kleinman JE, Hyde TM, Rao N, Hicks SC, Martinowich K, Jaffe AE
#>   (2021). "Transcriptome-scale spatial gene expression in the human
#>   dorsolateral prefrontal cortex." _Nature Neuroscience_.
#>   doi:10.1038/s41593-020-00787-0
#>   <https://doi.org/10.1038/s41593-020-00787-0>,
#>   <https://www.nature.com/articles/s41593-020-00787-0>.
#> 
#> A BibTeX entry for LaTeX users is
#> 
#>   @Article{,
#>     title = {Transcriptome-scale spatial gene expression in the human dorsolateral prefrontal cortex},
#>     author = {Kristen R. Maynard and Leonardo Collado-Torres and Lukas M. Weber and Cedric Uytingco and Brianna K. Barry and Stephen R. Williams and Joseph L. Catallini II and Matthew N. Tran and Zachary Besich and Madhavi Tippani and Jennifer Chew and Yifeng Yin and Joel E. Kleinman and Thomas M. Hyde and Nikhil Rao and Stephanie C. Hicks and Keri Martinowich and Andrew E. Jaffe},
#>     year = {2021},
#>     journal = {Nature Neuroscience},
#>     doi = {10.1038/s41593-020-00787-0},
#>     url = {https://www.nature.com/articles/s41593-020-00787-0},
#>   }
#> 
#>   Huuki-Myers LA, Spangler A, Eagles NJ, Montgomergy KD, Kwon SH, Guo
#>   B, Grant-Peters M, Divecha HR, Tippani M, Sriworarat C, Nguyen AB,
#>   Ravichandran P, Tran MN, Seyedian A, Consortium P, Hyde TM, Kleinman
#>   JE, Battle A, Page SC, Ryten M, Hicks SC, Martinowich K,
#>   Collado-Torres L, Maynard KR (2024). "A data-driven single-cell and
#>   spatial transcriptomic map of the human prefrontal cortex."
#>   _Science_. doi:10.1126/science.adh1938
#>   <https://doi.org/10.1126/science.adh1938>,
#>   <https://doi.org/10.1126/science.adh1938>.
#> 
#> A BibTeX entry for LaTeX users is
#> 
#>   @Article{,
#>     title = {A data-driven single-cell and spatial transcriptomic map of the human prefrontal cortex},
#>     author = {Louise A. Huuki-Myers and Abby Spangler and Nicholas J. Eagles and Kelsey D. Montgomergy and Sang Ho Kwon and Boyi Guo and Melissa Grant-Peters and Heena R. Divecha and Madhavi Tippani and Chaichontat Sriworarat and Annie B. Nguyen and Prashanthi Ravichandran and Matthew N. Tran and Arta Seyedian and PsychENCODE Consortium and Thomas M. Hyde and Joel E. Kleinman and Alexis Battle and Stephanie C. Page and Mina Ryten and Stephanie C. Hicks and Keri Martinowich and Leonardo Collado-Torres and Kristen R. Maynard},
#>     year = {2024},
#>     journal = {Science},
#>     doi = {10.1126/science.adh1938},
#>     url = {https://doi.org/10.1126/science.adh1938},
#>   }
#> 
#>   Kwon SH, Parthiban S, Tippani M, Divecha HR, Eagles NJ, Lobana JS,
#>   Williams SR, Mark M, Bharadwaj RA, Kleinman JE, Hyde TM, Page SC,
#>   Hicks SC, Martinowich K, Maynard KR, Collado-Torres L (2023).
#>   "Influence of Alzheimer’s disease related neuropathology on local
#>   microenvironment gene expression in the human inferior temporal
#>   cortex." _GEN Biotechnology_. doi:10.1089/genbio.2023.0019
#>   <https://doi.org/10.1089/genbio.2023.0019>,
#>   <https://doi.org/10.1089/genbio.2023.0019>.
#> 
#> A BibTeX entry for LaTeX users is
#> 
#>   @Article{,
#>     title = {Influence of Alzheimer’s disease related neuropathology on local microenvironment gene expression in the human inferior temporal cortex},
#>     author = {Sang Ho Kwon and Sowmya Parthiban and Madhavi Tippani and Heena R. Divecha and Nicholas J. Eagles and Jashandeep S. Lobana and Stephen R. Williams and Michelle Mark and Rahul A. Bharadwaj and Joel E. Kleinman and Thomas M. Hyde and Stephanie C. Page and Stephanie C. Hicks and Keri Martinowich and Kristen R. Maynard and Leonardo Collado-Torres},
#>     year = {2023},
#>     journal = {GEN Biotechnology},
#>     doi = {10.1089/genbio.2023.0019},
#>     url = {https://doi.org/10.1089/genbio.2023.0019},
#>   }