Evidence map›Paper›PMID 33932985›Full record

ArticleBMC bioinformatics2021

SPEAQeasy: a scalable pipeline for expression analysis and quantification for R/bioconductor-powered RNA-seq analyses.

Nicholas J Eagles, Emily E Burke, Jacob Leonard, Brianna K Barry, Joshua M Stolz, Louise Huuki, BaDoi N Phan, Violeta Larios Serrato, Everardo Gutiérrez-Millán, Israel Aguilar-Ordoñez and 2 more

Erratum issuedOpen access · goldAbstract read
In one paragraph

Article in BMC bioinformatics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
1.9field-weighted citation impact, top 14% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 28 citations in OpenAlex.

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  6. Lewy body dementia promotion by air pollutants.Science (New York, N.Y.) · 2025
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  12. Comparison of gene expression in living and postmortem human brain.medRxiv : the preprint server for health sciences · 2023
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  16. Genetics and Brain Transcriptomics of Completed Suicide.The American journal of psychiatry · 2022
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors at 6 institutions in 2 countries.

Nicholas J EaglesLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Emily E BurkeLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Jacob LeonardWinter Genomics, Salaverry 874 int 100, Lindavista, CDMX, 07300, Mexico.
Brianna K BarryLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Joshua M StolzLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Louise HuukiLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
BaDoi N PhanLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Violeta Larios SerratoWinter Genomics, Salaverry 874 int 100, Lindavista, CDMX, 07300, Mexico.
Everardo Gutiérrez-MillánWinter Genomics, Salaverry 874 int 100, Lindavista, CDMX, 07300, Mexico.
Israel Aguilar-OrdoñezWinter Genomics, Salaverry 874 int 100, Lindavista, CDMX, 07300, Mexico.
Andrew E JaffeLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA.
Leonardo Collado-TorresLieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD, 21205, USA. lcolladotor@gmail.com.ORCID http://orcid.org/0000-0003-2140-308X
Lieber Institute for Brain Development · USJohns Hopkins University · USInstituto Politécnico Nacional · MXNational Institute of Genomic Medicine · MXPalo Alto Institute · USUniversity of Pittsburgh · US

Funding

An expanded framework for RNA quality correction in expression analyses in the human brainR21MH120497 · NIMH · LIEBER INSTITUTE, INC. · PI COLLADO TORRES, LEONARDO · 2019 to 2020
$513k
NIMH NIH HHS R21 MH120497NIMH NIH HHS R21MH120497-0
6 · The paper itself

Abstract

backgroundRNA sequencing (RNA-seq) is a common and widespread biological assay, and an increasing amount of data is generated with it. In practice, there are a large number of individual steps a researcher must perform before raw RNA-seq reads yield directly valuable information, such as differential gene expression data. Existing software tools are typically specialized, only performing one step-such as alignment of reads to a reference genome-of a larger workflow. The demand for a more comprehensive and reproducible workflow has led to the production of a number of publicly available RNA-seq pipelines. However, we have found that most require computational expertise to set up or share among several users, are not actively maintained, or lack features we have found to be important in our own analyses.

resultsIn response to these concerns, we have developed a Scalable Pipeline for Expression Analysis and Quantification (SPEAQeasy), which is easy to install and share, and provides a bridge towards R/Bioconductor downstream analysis solutions. SPEAQeasy is portable across computational frameworks (SGE, SLURM, local, docker integration) and different configuration files are provided ( http://research.libd.org/SPEAQeasy/ ).

conclusionsSPEAQeasy is user-friendly and lowers the computational-domain entry barrier for biologists and clinicians to RNA-seq data processing as the main input file is a table with sample names and their corresponding FASTQ files. The goal is to provide a flexible pipeline that is immediately usable by researchers, regardless of their technical background or computing environment.

Indexed as

High-Throughput Nucleotide SequencingSoftwareRNA-SeqSequence Analysis, RNAWorkflowBioconductorPipelineRNA-seq

Identifiers

PMID33932985
PMCPMC8088074
OpenAlexW3111152985

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.