---
title: "Exploring cell-cell interaction with blisa"
output:
  rmarkdown::html_vignette:
    self_contained: true
    pandoc_args: ["--embed-resources", "--standalone"]
vignette: >
  %\VignetteIndexEntry{Exploring cell-cell interaction with blisa}
  %\VignetteEngine{knitr::rmarkdown}
  %\VignetteEncoding{UTF-8}
---



## Introduction

`blisa` identifies spatially enriched ligand-receptor (LR) interactions from
spatial transcriptomics data using bivariate Local Moran's I (LISA) statistics.
The core idea is to bin cells into a hexagonal grid, compute spatial co-enrichment
of every ligand-receptor pair across bins, and flag "High-High" hotspot bins
where both partners are spatially co-expressed beyond chance.

This vignette walks through a typical workflow on a Xenium breast cancer dataset.

## Load Package


``` r
library(blisa)
library(SpatialExperiment)
```

## Load Example Data

The example dataset is a small `SpatialExperiment` object (one Xenium breast
cancer section) hosted as a GitHub Release asset. Download it once and cache
locally:


``` r
data_url   <- "https://github.com/ChenLaboratory/example_data/releases/download/v1.0.0/spe_xenium_bc_s1rep1.rds"
cache_dir  <- tools::R_user_dir("blisa", "cache")
data_file  <- file.path(cache_dir, "spe_xenium_bc_s1rep1.rds")

if (!file.exists(data_file)) {
  dir.create(cache_dir, recursive = TRUE, showWarnings = FALSE)
  download.file(data_url, data_file, mode = "wb")
}

spe <- readRDS(data_file)
spe
#> class: SpatialExperiment 
#> dim: 313 163797 
#> metadata(0):
#> assays(1): counts
#> rownames(313): ABCC11 ACTA2 ... ZEB2 ZNF562
#> rowData names(3): ID Symbol Type
#> colnames(163797): cell_1 cell_2 ... cell_167779 cell_167780
#> colData names(12): cell_id transcript_counts ... gene_counts cell_type
#> reducedDimNames(0):
#> mainExpName: NULL
#> altExpNames(0):
#> spatialCoords names(2) : x_centroid y_centroid
#> imgData names(1): sample_id
```

## Bin Cells into Hexagons

`hexBinCells()` aggregates cells into hexagonal bins. When a `group` argument
is supplied (here, cell type), it also returns per-cell-type bin matrices in
`counts_by_group`, which are needed downstream for CCI scoring and spatial
visualisation.


``` r
coords <- as.data.frame(SpatialExperiment::spatialCoords(spe))
counts <- SummarizedExperiment::assay(spe, "counts")

binned <- hexBinCells(
  coords_df     = coords,
  counts_matrix = counts,
  bin_size      = 50,
  group         = spe$cell_type
)

# Components:
#   binned$counts_matrix   - gene x bin sparse matrix (all cells)
#   binned$bins            - sf polygons (with n_cells column)
#   binned$counts_by_group - named list of gene x bin matrices, one per cell type
```

## Run BLISA

`blisa()` does everything in one call: spatial weights, LR pair filtering against
CellChatDB, bivariate Moran's I per LR pair, hotspot identification, and (when
`counts_by_group` is supplied) cell-cell interaction scoring.


``` r
res <- blisa(
  binned$counts_matrix,
  bins            = binned$bins,
  n_cells_col     = "n_cells",
  counts_by_group = binned$counts_by_group
)
#> Downloading CellChatDB.human from GitHub (once per session)...
#> Testing 12 LR pairs...
#>   |========================================| 100%

res
#> A blisa object
#>  LR pairs tested  : 12 
#>  Significant pairs: 12 
#>  Bins             : 17215 
#>  CCI computed     : TRUE
```

The result is a `blisa` object with four slots:

- `LR_results` — one row per LR pair, sorted by number of hotspot bins
- `bins` — the hexagonal grid as an `sf` object
- `spatial_weights` — queen and distance-decay weights from `computeSpatialWeights()`
- `CCI_scores` — wide data frame of sender-receiver interaction scores per LR pair

## Rank LR Pairs by Hotspot Count


``` r
plotLRrank(res, top = 30)
```

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" alt="" width="100%" />

## Spatial Map of Hotspot Bins

For a chosen LR pair (here, the top-ranked pair by default), shows which bins
are significant hotspots, coloured by p-value or LISA score.


``` r
plotHotspots(res, index = 1)
```

<img 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" alt="" width="100%" />

``` r

# Or by gene names:
# plotHotspots(res, ligand = "CXCL12", receptor = "CXCR4")
```

## Cell-Cell Interaction (CCI) Heatmaps

### Across all LR pairs

Rows are sender→receiver cell-type pairs; columns are LR pairs.


``` r
plotCCI(res, top_lr = 20, top_pairs = 30)
```

<img 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" alt="" width="100%" />

Filter by specific senders or receivers:


``` r
plotCCI(res,
        sender = c("CD4+_T_Cells", "CD8+_T_Cells", "B_Cells",
                   "Macrophages", "DCs"),
        receiver = c("Invasive_Tumor", "DCIS", "Myoepi") )
```

<img 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" alt="" width="100%" />

### For a single LR pair


``` r
plotCCILR(res, ligand = "CXCL12", receptor = "CXCR4")
```

<img 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" alt="" width="100%" />

### Aggregated across LR pairs

Sender × receiver heatmap with scores summed (or any user-supplied function)
across all LR pairs:


``` r
plotCCIsummary(res)
```

<img 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" alt="" width="100%" />

``` r

# With a different aggregation:
# plotCCIsummary(res, agg_fun = mean)
```

## Spatial Map of Dominant Cell-Type Pairs

For each hotspot bin of a chosen LR pair, identifies the dominant sender→receiver
cell-type combination based on ligand expression in the neighbourhood and
receptor expression inside the bin.


``` r
plotCCIspatial(
  res,
  counts_by_group = binned$counts_by_group,
  index = 1
)
```

<img 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" alt="" width="100%" />

## Session Information


``` r
sessionInfo()
#> R version 4.6.0 (2026-04-24 ucrt)
#> Platform: x86_64-w64-mingw32/x64
#> Running under: Windows 11 x64 (build 26200)
#> 
#> Matrix products: default
#>   LAPACK version 3.12.1
#> 
#> locale:
#> [1] LC_COLLATE=English_Australia.utf8  LC_CTYPE=English_Australia.utf8    LC_MONETARY=English_Australia.utf8
#> [4] LC_NUMERIC=C                       LC_TIME=English_Australia.utf8    
#> 
#> time zone: Australia/Sydney
#> tzcode source: internal
#> 
#> attached base packages:
#> [1] stats4    stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#>  [1] SpatialExperiment_1.21.0    SingleCellExperiment_1.33.2 SummarizedExperiment_1.41.1 Biobase_2.71.0             
#>  [5] GenomicRanges_1.63.2        Seqinfo_1.1.0               IRanges_2.45.0              S4Vectors_0.49.2           
#>  [9] BiocGenerics_0.57.1         generics_0.1.4              MatrixGenerics_1.23.0       matrixStats_1.5.0          
#> [13] blisa_1.0.0                
#> 
#> loaded via a namespace (and not attached):
#>  [1] gtable_0.3.6          circlize_0.4.18       shape_1.4.6.1         rjson_0.2.23          xfun_0.57            
#>  [6] ggplot2_4.0.3         GlobalOptions_0.1.4   lattice_0.22-9        Cairo_1.7-0           vctrs_0.7.3          
#> [11] tools_4.6.0           spdep_1.4-2           parallel_4.6.0        tibble_3.3.1          proxy_0.4-29         
#> [16] cluster_2.1.8.2       pkgconfig_2.0.3       Matrix_1.7-5          KernSmooth_2.23-26    RColorBrewer_1.1-3   
#> [21] S7_0.2.2              lifecycle_1.0.5       deldir_2.0-4          compiler_4.6.0        farver_2.1.2         
#> [26] codetools_0.2-20      ComplexHeatmap_2.28.0 clue_0.3-68           class_7.3-23          fastLISA_1.0.1       
#> [31] pillar_1.11.1         crayon_1.5.3          classInt_0.4-11       DelayedArray_0.37.1   dbscan_1.2.4         
#> [36] wk_0.9.5              magick_2.9.1          iterators_1.0.14      boot_1.3-32           abind_1.4-8          
#> [41] foreach_1.5.2         tidyselect_1.2.1      digest_0.6.39         sf_1.1-1              dplyr_1.2.1          
#> [46] labeling_0.4.3        grid_4.6.0            colorspace_2.1-2      cli_3.6.6             SparseArray_1.11.13  
#> [51] magrittr_2.0.5        S4Arrays_1.11.1       e1071_1.7-17          withr_3.0.3           scales_1.4.0         
#> [56] sp_2.2-1              spData_2.3.5          XVector_0.51.0        otel_0.2.0            png_0.1-9            
#> [61] GetoptLong_1.1.1      evaluate_1.0.5        knitr_1.51            doParallel_1.0.17     viridisLite_0.4.3    
#> [66] s2_1.1.11             rlang_1.2.0           Rcpp_1.1.1-1.1        glue_1.8.1            DBI_1.3.0            
#> [71] R6_2.6.1              units_1.0-1
```
