-
Notifications
You must be signed in to change notification settings - Fork 0
/
DESCRIPTION
executable file
·69 lines (69 loc) · 2.36 KB
/
DESCRIPTION
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Package: SplineOmics
Type: Package
Title: Streamlines the process of analysing omics timeseries data with splines
Version: 0.1.0
Date: 2024-08-13
Authors@R: person("Thomas", "Rauter",
email = "[email protected]",
role = c("aut", "cre"),
comment = c(ORCID = "0009-0004-5578-3628"))
Description: SplineOmics streamlines the analysis of time-series omics data
by fitting spline curves and using limma for hypothesis testing. It requires
a data matrix with features (e.g., proteins, metabolites) in rows and time
point samples in columns, with no missing values. Metadata about the samples
can be provided through a separate meta table, and an optional annotation
table can supply additional feature identifiers. The package provides several
capabilities: exploratory data analysis through HTML reports with plots like
PCA and heatmaps, hyperparameter screening for limma splines, and spline-based
limma analysis to identify significant features. Users can cluster these
significant features and perform gene set enrichment analysis (GSEA) on the
clusters. All results are presented in HTML reports to facilitate easy
interpretation and visualization.
License: MIT + file LICENSE
URL: https://csbg.github.io/SplineOmics
BugReports: https://github.com/csbg/SplineOmics/issues
biocViews: TimeCourse, GeneExpression, Proteomics, Metabolomics, Transcriptomics,
Clustering, StatisticalMethod, Visualization, Software, GeneSetEnrichment
Depends: R (>= 4.3.0)
Imports:
ComplexHeatmap (>= 2.18.0),
base64enc (>= 0.1-3),
dendextend (>= 1.17.1),
dplyr (>= 1.1.4),
ggplot2 (>= 3.5.1),
ggrepel (>= 0.9.5),
here (>= 1.0.1),
limma (>= 3.58.1),
openxlsx (>= 4.2.5.2),
patchwork (>= 1.2.0),
pheatmap (>= 1.0.12),
progress (>= 1.2.3),
purrr (>= 1.0.2),
rlang (>= 1.1.4),
scales (>= 1.3.0),
svglite (>= 2.1.3),
tibble (>= 3.2.1),
tidyr (>= 1.3.1),
variancePartition (>= 1.14.0),
zip (>= 2.3.1),
grDevices,
grid,
splines,
stats,
tools,
utils
Suggests:
BiocManager,
edgeR (>= 4.0.16),
clusterProfiler (>= 4.10.1),
rmarkdown (>= 2.7),
knitr,
testthat,
readxl,
rstudioapi (>= 0.16.0),
conflicted (>= 1.2.0)
Encoding: UTF-8
LazyData: false
RoxygenNote: 7.3.2
Config/testthat/edition: 3
VignetteBuilder: knitr