Javascript must be enabled to continue!
nf-core/marsseq: systematic preprocessing pipeline for MARS-seq experiments
View through CrossRef
Abstract
Motivation
Single sequencing technology (scRNA-seq) enables the study of gene regulation at a single cell level. Although many sc-RNA-seq protocols have been established, they have varied in technical complexity, sequencing depth and multimodal capabilities leading to shared limitations in data interpretation due to a lack of standardized preprocessing and consistent data reproducibility. While plate based techniques such as Massively Parallel RNA Single cell Sequencing (MARS-seq2.0) provide reference data on the cells that will be sequenced, the data format limits the possible analysis. Here, we focus on the standardization of MARS-seq analysis and its applicability to RNA velocity.
Results
We have taken the original MARS-seq2.0 pipeline and revised it to enable implementation using the nf-core framework. By doing so, we have simplified pipeline execution, enabling a streamlined application with increased transparency and scalability. We have incorporated additional checkpoints to verify experimental metadata and improved the pipeline by implementing a custom workflow for RNA velocity estimation. The pipeline is part of the nf-core bioinformatics community and is freely available at https://github.com/nfcore/marsseq with data analysis at https://github.com/brickmanlab/proks-et-al-2023.
Availability and implementation
We introduce an updated preprocessing pipeline for MARS-seq experiments following state-of-the-art guidelines for scientific software development with the added ability to infer RNA velocity.
Oxford University Press (OUP)
Title: nf-core/marsseq: systematic preprocessing pipeline for MARS-seq experiments
Description:
Abstract
Motivation
Single sequencing technology (scRNA-seq) enables the study of gene regulation at a single cell level.
Although many sc-RNA-seq protocols have been established, they have varied in technical complexity, sequencing depth and multimodal capabilities leading to shared limitations in data interpretation due to a lack of standardized preprocessing and consistent data reproducibility.
While plate based techniques such as Massively Parallel RNA Single cell Sequencing (MARS-seq2.
0) provide reference data on the cells that will be sequenced, the data format limits the possible analysis.
Here, we focus on the standardization of MARS-seq analysis and its applicability to RNA velocity.
Results
We have taken the original MARS-seq2.
0 pipeline and revised it to enable implementation using the nf-core framework.
By doing so, we have simplified pipeline execution, enabling a streamlined application with increased transparency and scalability.
We have incorporated additional checkpoints to verify experimental metadata and improved the pipeline by implementing a custom workflow for RNA velocity estimation.
The pipeline is part of the nf-core bioinformatics community and is freely available at https://github.
com/nfcore/marsseq with data analysis at https://github.
com/brickmanlab/proks-et-al-2023.
Availability and implementation
We introduce an updated preprocessing pipeline for MARS-seq experiments following state-of-the-art guidelines for scientific software development with the added ability to infer RNA velocity.
Related Results
MARS-seq2.0: an experimental and analytical pipeline for indexed sorting combined with single-cell RNA sequencing v1
MARS-seq2.0: an experimental and analytical pipeline for indexed sorting combined with single-cell RNA sequencing v1
Human tissues comprise trillions of cells that populate a complex space of molecular phenotypes and functions and that vary in abundance by 4–9 orders of magnitude. Relying solely ...
Illumination conditions on Phobos for the MMX rover mission
Illumination conditions on Phobos for the MMX rover mission
IntroductionIn preparation of the Phobos Rover experiment as part of JAXA’s Mars Moon eXplorer (MMX) mission, we study the illumination conditions on the Martian moon, fo...
From Reconstructing to Monitoring Martian Dust Storms
From Reconstructing to Monitoring Martian Dust Storms
<p>We have accumulated almost uninterrupted observations of dust from satellites in orbit around Mars for more than 20 years to date.&#160;Such a long-term an...
Installation Analysis of Matterhorn Pipeline Replacement
Installation Analysis of Matterhorn Pipeline Replacement
Abstract
The paper describes the installation analysis for the Matterhorn field pipeline replacement, located in water depths between 800-ft to 1200-ft in the Gul...
Planetary VO services on VESPA : MCD, SPICAM and EXOTOPO
Planetary VO services on VESPA : MCD, SPICAM and EXOTOPO
IntroductionThe development of VESPA in the Europlanet 2024 program encompasses the improvement of Virtual Observatory (VO) services to enlarge and update its content.VESPA service...
Concept of Operations for Future Mars Helicopters: Accessing Distant Targets with a Pathfinder-Style EDL System
Concept of Operations for Future Mars Helicopters: Accessing Distant Targets with a Pathfinder-Style EDL System
. IntroductionThe highly successful campaign of the Ingenuity Mars helicopter [1] proved the feasibility of powered, controlled flight on Mars and has motivated the development of ...
Homogeneous nucleation on Mars. An unexpected process that deciphers mysterious elongated clouds
Homogeneous nucleation on Mars. An unexpected process that deciphers mysterious elongated clouds
Homogeneous nucleation has not been considered a possibility in cloud formation processes in the atmosphere of Mars (e.g. Clancy et al., 2017), since Määttänen et al. (2005) made a...
Modelling very recent ice ages on Mars with the Planetary Climate Model
Modelling very recent ice ages on Mars with the Planetary Climate Model
Protected by centimeters of dry sediments, a planetary-scale mantle of relatively pure water ice covers the entire mid and high latitudes of Mars. Its presence down has been shown ...

