4.6 Article

Open Problems in Extracellular RNA Data Analysis: Insights From an ERCC Online Workshop

Journal

FRONTIERS IN GENETICS
Volume 12, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fgene.2021.778416

Keywords

extracellular RNA; RNA-seq; RNA sequencing; deconvolulion; batch variation; DREAM challenge; tissue of origin; biomarker discovery

Funding

  1. NIH [U54DA049098]

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We now understand the importance of extracellular RNA (exRNA) in intercellular signaling, disease biomarkers, and new strategies for disease treatment. The online workshop hosted by the Extracellular RNA Communication Consortium (ERCC) aimed to address the challenges of exRNA data analysis and discuss best practices and open problems in the field. The workshop targeted three main audiences - experimentalists, computational and data scientists, and newcomers to the field.
We now know RNA can survive the harsh environment of biofluids when encapsulated in vesicles or by associating with lipoproteins or RNA binding proteins. These extracellular RNA (exRNA) play a role in intercellular signaling, serve as biomarkers of disease, and form the basis of new strategies for disease treatment. The Extracellular RNA Communication Consortium (ERCC) hosted a two-day online workshop (April 19-20, 2021) on the unique challenges of exRNA data analysis. The goal was to foster an open dialog about best practices and discuss open problems in the field, focusing initially on small exRNA sequencing data. Video recordings of workshop presentations and discussions are available (https://exRNA.org/exRNAdata2021-video). There were three target audiences: experimentalists who generate exRNA sequencing data, computational and data scientists who work with those groups to analyze their data, and experimental and data scientists new to the field. Here we summarize issues explored during the workshop, including progress on an effort to develop an exRNA data analysis challenge to engage the community in solving some of these open problems.

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