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DESCRIPTION
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DESCRIPTION
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Package: gpsFISH
Title: Optimization of Gene Panels for Targeted Spatial Transcriptomics
Version: 0.1.0
Authors@R:
person("Yida", "Zhang", , "[email protected]", role = c("cre", "aut"))
Author: Yida Zhang [cre, aut]
Maintainer: Yida Zhang <[email protected]>
Description: Methods for spatial transcriptomic analysis based on highly
multiplexed single-molecule fluorescence in situ hybridization
(hm-smFISH) hold particular promise in analysis of complex tissues.
Most such methods, however, measure only a panel of genes, which need
to be selected in advance to recognize cell types or processes
relevant to the tissue being studied. Here, we develop GPS-FISH, a
computational method that selects a panel of genes to optimize
detection of previously annotated cell types or cell type hierarchies,
based on scRNA-seq data. During the gene panel design, we account for
platform effects between single cell RNA sequencing and spatial
transcriptomics technologies. In addition, GPS-FISH can incorporate
the hierarchical structure of cell types to account for complex cell
type relationships. We also provide flexible options for other complex
custom preferences.
License: MIT + file LICENSE
URL: https://github.com/kharchenkolab/gpsFISH
BugReports: https://github.com/kharchenkolab/gpsFISH/issues
Depends:
R (>= 3.5.0)
Imports:
bayesplot (>= 1.8.1),
boot (>= 1.3-28),
caret (>= 6.0.88),
data.table (>= 1.14.0),
deming (>= 1.4),
e1071 (>= 1.7.8),
ggplot2,
ggpointdensity (>= 0.1.0),
Matrix,
naivebayes (>= 0.9.7),
pagoda2 (>= 1.0.4),
parallel,
pROC (>= 1.17.0.1),
ranger (>= 0.13.1),
rstan (>= 2.21.2),
splitTools (>= 0.3.1),
viridis (>= 0.6.1)
Suggests:
cowplot (>= 1.1.1),
dplyr (>= 1.0.7),
ggdendro (>= 0.1.22),
knitr,
pheatmap (>= 1.0.12),
reshape2 (>= 1.4.4),
rmarkdown,
Seurat (>= 4.0.3)
VignetteBuilder:
knitr
Encoding: UTF-8
LazyData: true
LazyDataCompression: bzip2
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3