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Discovers synergistic gene pairs in single-cell RNA-seq and spatial transcriptomics data. Unlike conventional pairwise co-expression analyses that rely on a single correlation metric, scPairs integrates 14 complementary metrics across five orthogonal evidence layers to compute a composite synergy score with optional permutation-based significance testing. The five evidence layers span cell-level co-expression (Pearson, Spearman, biweight midcorrelation, mutual information, ratio consistency), neighbourhood-aware smoothing (KNN-smoothed correlation, neighbourhood co-expression, cluster pseudo-bulk, cross-cell-type, neighbourhood synergy), prior biological knowledge (GO/KEGG co-annotation Jaccard, pathway bridge score), trans-cellular interaction, and spatial co-variation (Lee's L, co-location quotient). This multi-scale design enables researchers to move beyond simple co-expression towards a comprehensive characterisation of cooperative gene regulation at transcriptomic and spatial resolution. For more information, see the package documentation at <https://github.com/zhaoqing-wang/scPairs>.
| Version: | 0.1.8 |
| Depends: | R (≥ 4.1.0) |
| Imports: | data.table, ggplot2, ggraph, ggrepel, igraph, methods, Matrix, patchwork, Seurat (≥ 4.0), SeuratObject, stats, tidygraph, tidyr |
| Suggests: | AnnotationDbi, org.Mm.eg.db, org.Hs.eg.db, crayon, ggExtra, RANN, testthat (≥ 3.0.0) |
| Published: | 2026-03-05 |
| DOI: | 10.32614/CRAN.package.scPairs (may not be active yet) |
| Author: | Zhaoqing Wang |
| Maintainer: | Zhaoqing Wang <zhaoqingwang at mail.sdu.edu.cn> |
| BugReports: | https://github.com/zhaoqing-wang/scPairs/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/zhaoqing-wang/scPairs |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | scPairs results |
| Reference manual: | scPairs.html , scPairs.pdf |
| Package source: | scPairs_0.1.8.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): scPairs_0.1.8.tgz, r-oldrel (arm64): scPairs_0.1.8.tgz, r-release (x86_64): scPairs_0.1.8.tgz, r-oldrel (x86_64): scPairs_0.1.8.tgz |
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