GSR: Simulator - Minnow
Attribute | Value |
---|---|
Title | Minnow |
Short Description | Minnow is a read level simulator for droplet based single cell RNA-seq data. |
Long Description | Analysis pipelines usually validate their results by using marker genes and simulated data from gene-count-level simulators. The impact of using different read-alignment or UMI deduplication methods has not been investigated. Assessments usually start by assuming a count matrix where the effects for resolving UMI counts from raw read data are ignored. Minnow differs in the respect by modeling Unique Molecule Identifiers selection. Minnow is a read level simulator for droplet based single cell RNA-seq data. Minnow simulates reads by either sampling sequences from the de-Buijin graph of the reference transcriptome or by sampling sequences from the reference transcriptome itself. |
Version | beta 1.3 |
Project Started | 2019 |
Last Release | 6 years, 4 months ago |
Homepage | https://github.com/COMBINE-lab/minnow |
Citations | Sarkar H, Srivastava A, Patro R, Minnow: a principled framework for rapid simulation of dscRNA-seq data at the read level., Bioinformatics, July 15, 2019 [ Abstract, cited in PMC ] |
GSR Certification | Accessibility |
Last evaluated | Feb. 14, 2022 (1160 days ago) |
Author verification | The basic description provided was derived from a website or publications by the GSR team and has not yet been verified by the simulation author. To modify this entry or add more information, propose changes to this simulator. |
Attribute Category | Attribute |
---|---|
Target | |
Type of Simulated Data | RNA, |
Variations | |
Simulation Method | Resample Existing Data, |
Input | |
Data Type | Other, |
File format | SAM or BAM, |
Output | |
Data Type | |
Sequencing Reads | Other, |
File Format | |
Sample Type | |
Phenotype | |
Trait Type | |
Determinants | |
Evolutionary Features | |
Demographic | |
Population Size Changes | |
Gene Flow | |
Spatiality | |
Life Cycle | |
Mating System | |
Fecundity | |
Natural Selection | |
Determinant | |
Models | |
Recombination | |
Mutation Models | |
Events Allowed | |
Other | |
Interface | Command-line, |
Development | |
Tested Platforms | Mac OS X, Linux and Unix, |
Language | C or C++, |
License | |
GSR Certification | Documentation, Application, Support, |
Number of Primary Citations: 1
Number of Non-Primary Citations: 2
The following 2 publications are selected examples of applications that used Minnow.
2023
Tiberi S, Meili J, Cai P, Soneson C, He D, Sarkar H, Avalos-Pacheco A, Patro R, Robinson MD, DifferentialRegulation: a Bayesian hierarchical approach to identify differentially regulated genes., bioRxiv, Aug. 17, 2023 [Abstract]
2021
Van Buren S, Sarkar H, Srivastava A, Rashid NU, Patro R, Love MI, Compression of quantification uncertainty for scRNA-seq counts., Bioinformatics, July 19, 2021 [Abstract]