Extraction and quantification of lineage-tracing barcodes with NextClone and CloneDetective
Putri, G. H.; Pires, N.; Davidson, N. M.; Blyth, C.; AlKhafaji, A.; Goel, S.; Phipson, B.
Show abstract
SummaryThe study of clonal dynamics has significantly advanced our understanding of cellular heterogeneity and lineage trajectories. With recent developments in lineage-tracing protocols such as ClonMapper or SPLINTR, which combine DNA barcoding with single-cell RNA sequencing (scRNA-seq), biologists can trace the lineage and evolutionary paths of individual clones while simultaneously observing their transcriptomic changes over time. Here, we present NextClone and CloneDetective, an integrated highly scalable Nextflow pipeline and R package for efficient extraction and quantification of clonal barcodes from scRNA-seq data and DNA sequencing data tagged with lineage-tracing barcodes. We applied both NextClone and CloneDetective to data from a barcoded MCF7 cell line and demonstrate their utility for advancing clonal analysis in the era of high-throughput sequencing. Availability and implementationNextClone and CloneDetective are freely available and open-source on github (https://github.com/phipsonlab/NextClone and https://github.com/phipsonlab/CloneDetective). Documentations and tutorials for NextClone and CloneDetective can be found at https://phipsonlab.github.io/NextClone/ and https://phipsonlab.github.io/CloneDetective/respectively.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- CCC-GPU: A graphics processing unit (GPU)-accelerated nonlinear correlation coefficient for large-scale transcriptomic analyses 95%
- simpleaf: A simple, flexible, and scalable framework for single-cell transcriptomics data processing using alevin-fry 95%
- RawHash: Enabling Fast and Accurate Real-Time Analysis of Raw Nanopore Signals for Large Genomes 95%
Similar papers in this journal
- A Single-cell RNA-seq Training and Analysis Suite using the Galaxy Framework 96%
- Genetic demultiplexing of pooled single-cell RNA-sequencing samples in cancer facilitates effective experimental design 95%
- cfDNA UniFlow: A unified preprocessing pipeline for cell-free DNA data from liquid biopsies 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.