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<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Haplotype-Aware CNV Analysis from scRNA-Seq</dc:title>
  <dc:title>R package numbat version 1.5.2</dc:title>
  <dc:description>A computational method that infers copy number variations (CNVs) in cancer scRNA-seq data and reconstructs the tumor phylogeny. 'numbat' integrates signals from gene expression, allelic ratio, and population haplotype structures to accurately infer allele-specific CNVs in single cells and reconstruct their lineage relationship. 'numbat' can be used to: 1. detect allele-specific copy number variations from single-cells; 2. differentiate tumor versus normal cells in the tumor microenvironment; 3. infer the clonal architecture and evolutionary history of profiled tumors. 'numbat' does not require tumor/normal-paired DNA or genotype data, but operates solely on the donor scRNA-data data (for example, 10x Cell Ranger output). Additional examples and documentations are available at &lt;https://kharchenkolab.github.io/numbat/&gt;. For details on the method please see Gao et al. Nature Biotechnology (2022) &lt;doi:10.1038/s41587-022-01468-y&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1.0), Matrix</dc:relation>
  <dc:relation>Imports: ape, caTools, data.table, dendextend, dplyr (&gt;= 1.1.1),
GenomicRanges, ggplot2, ggraph, ggtree, glue, hahmmr, igraph,
IRanges, logger, magrittr, methods, optparse, parallel,
parallelDist, patchwork, purrr, Rcpp, RhpcBLASctl, R.utils,
scales, scistreer (&gt;= 1.1.0), stats4, stringr, tibble,
tidygraph, tidyr (&gt;= 1.3.0), vcfR, zoo</dc:relation>
  <dc:relation>LinkingTo: Rcpp, RcppArmadillo, roptim</dc:relation>
  <dc:relation>Suggests: ggrastr, ggrepel, knitr, matrixStats, testthat (&gt;= 3.0.0),</dc:relation>
  <dc:creator>Teng Gao &lt;tgaoteng@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Teng Gao [cre, aut],
  Ruslan Soldatov [aut],
  Hirak Sarkar [aut],
  Evan Biederstedt [aut],
  Peter Kharchenko [aut]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=numbat/LICENSE)</dc:rights>
  <dc:date>2026-02-04</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=numbat</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.numbat</dc:identifier>
</oai_dc:dc>
