Evidence map›Paper›PMID 34146471›Full record

ArticleCell systems2021

A community challenge to evaluate RNA-seq, fusion detection, and isoform quantification methods for cancer discovery.

Allison Creason, David Haan, Kristen Dang, Kami E Chiotti, Matthew Inkman, Andrew Lamb, Thomas Yu, Yin Hu, Thea C Norman, Alex Buchanan and 20 more

Open access · hybridAbstract read
In one paragraph

Article in Cell systems, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed
2.8field-weighted citation impact, top 8% 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

22 citing papers in PubMed, 36 citations in OpenAlex.

  1. Article
  2. Article
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  4. Review
  5. Integrative Chimeric RNA Prediction with FASfuse.Methods in molecular biology (Clifton, N.J.) · 2026
    Article
  6. Article
  7. Article
  8. Targeting PP2A in cancer: an underrated option.Journal of experimental & clinical cancer research : CR · 2025
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

30 authors at 7 institutions in 3 countries.

Allison CreasonBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
David HaanBiomolecular Engineering and UC Santa Cruz Genome Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.
Kristen DangSage Bionetworks, Seattle, WA, USA.
Kami E ChiottiBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
Matthew InkmanThe Genome Institute, Washington University School of Medicine, 4444 Forest Park Avenue, St. Louis, MO 63110, USA.
Andrew LambSage Bionetworks, Seattle, WA, USA.
Thomas YuSage Bionetworks, Seattle, WA, USA.
Yin HuSage Bionetworks, Seattle, WA, USA.
Thea C NormanSage Bionetworks, Seattle, WA, USA.
Alex BuchananBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
Marijke J van BarenBiomolecular Engineering and UC Santa Cruz Genome Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.
Ryan SpanglerBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
M Rick RollinsBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
Paul T SpellmanBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
Dmitri RozanovBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA.
Jin ZhangThe Genome Institute, Washington University School of Medicine, 4444 Forest Park Avenue, St. Louis, MO 63110, USA.
Christopher A MaherThe Genome Institute, Washington University School of Medicine, 4444 Forest Park Avenue, St. Louis, MO 63110, USA.
Cristian CaloianComputational Biology, Ontario Institute for Cancer Research, Toronto, Canada.
John D WatsonComputational Biology, Ontario Institute for Cancer Research, Toronto, Canada.
Sebastian UhrigDivision of Applied Bioinformatics, German Cancer Research Center (DKFZ) and Faculty of Biosciences, Heidelberg University, Heidelberg, Germany.
Brian J HaasBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Miten JainBiomolecular Engineering and UC Santa Cruz Genome Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.
Mark AkesonBiomolecular Engineering and UC Santa Cruz Genome Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.
Mehmet Eren AhsenIcahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, One Gustave Levy Place, New York, NY 1498, USA.
SMC-RNA Challenge Participants
Gustavo StolovitzkyIcahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, One Gustave Levy Place, New York, NY 1498, USA; IBM T.J. Watson Research Center, 1101 Kitchawan Road, Route 134, Yorktown Heights, NY 10598, USA.
Justin GuinneySage Bionetworks, Seattle, WA, USA.
Paul C BoutrosComputational Biology, Ontario Institute for Cancer Research, Toronto, Canada; Departments of Medical Biophysics and Pharmacology & Toxicology, University of Toronto, Toronto, Canada; Departments of Human Genetics and Urology, University of California, Los Angeles, Los Angeles, CA, USA.
Joshua M StuartBiomolecular Engineering and UC Santa Cruz Genome Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.
Kyle EllrottBiomedical Engineering, Oregon Health and Science University, Portland, OR 97239, USA. Electronic address: ellrott@ohsu.edu.
Oregon Health & Science University · USSage Bionetworks · USUniversity of California, Santa Cruz · USIcahn School of Medicine at Mount Sinai · USOntario Institute for Cancer Research · CABroad Institute · USGerman Cancer Research Center · DE

Funding

Women's CancersP30CA016042 · NCI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Samuel Wheeler French · 1985 to 2026
$134.5M
Trinity: Transcriptome assembly for genetic and functional analysis of cancerU24CA180922 · NCI · BROAD INSTITUTE, INC. · PI HAAS, BRIAN · 2013 to 2022
$7.5M
Coordination Center for Open Collaboration in Systems BiologyU24CA209923 · NCI · SAGE BIONETWORKS · PI BLETZ, JULIE ANN · 2016 to 2021
$7.4M
TCGA Data Analysis Center at BerkeleyU24CA143799 · NCI · UNIVERSITY OF CALIF-LAWRENC BERKELEY LAB · PI SPEED, TERENCE PAUL, SPELLMAN, PAUL T. · 2009 to 2016
$4.9M
A Unified Nanopore Platform for Direct Sequencing of Individual Full Length RNA Strands Bearing Modified NucleotidesR01HG010053 · NHGRI · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI AKESON, MARK A · 2018 to 2021
$3.8M
BIGDATA: Mid-Scale DCM: DA: ESCE: Discovering Molecular ProcessesR01CA180778 · NCI · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI STUART, JOSHUA MICHAEL · 2013 to 2017
$3.5M
New Integrative Pathway Analysis Methods to Predict Biomedical OutcomesR01GM109031 · NIGMS · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI STUART, JOSHUA MICHAEL · 2014 to 2018
$2.9M
UCSC-Buck Specialized Genomic Data Analysis Center for the Genomic Data Analysis NetworkU24CA210990 · NCI · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI STUART, JOSHUA MICHAEL · 2016 to 2020
$2.2M
OHSU Center for Specialized Data Analysis as part of the GDANU24CA210957 · NCI · OREGON HEALTH & SCIENCE UNIVERSITY · PI DEMIR, EMEK, SPELLMAN, PAUL T. · 2016 to 2020
$2.2M
Open Software and Resource Development Leveraging Next-gen Sequencing Data to Facilitate Computational Analysis of Cancer BiologyR50CA211461 · NCI · BROAD INSTITUTE, INC. · PI HAAS, BRIAN · 2016 to 2020
$1.7M
CCR NIH HHS HHSN261200800001CNCI NIH HHS HHSN261200800001ENCI NIH HHS P30 CA016042NCI NIH HHS R01 CA180778NCI NIH HHS R50 CA211461NCI NIH HHS U24 CA143799NCI NIH HHS U24 CA180922NCI NIH HHS U24 CA209923NCI NIH HHS U24 CA210957NCI NIH HHS U24 CA210990NHGRI NIH HHS R01 HG010053NIGMS NIH HHS R01 GM109031
6 · The paper itself

Abstract

The accurate identification and quantitation of RNA isoforms present in the cancer transcriptome is key for analyses ranging from the inference of the impacts of somatic variants to pathway analysis to biomarker development and subtype discovery. The ICGC-TCGA DREAM Somatic Mutation Calling in RNA (SMC-RNA) challenge was a crowd-sourced effort to benchmark methods for RNA isoform quantification and fusion detection from bulk cancer RNA sequencing (RNA-seq) data. It concluded in 2018 with a comparison of 77 fusion detection entries and 65 isoform quantification entries on 51 synthetic tumors and 32 cell lines with spiked-in fusion constructs. We report the entries used to build this benchmark, the leaderboard results, and the experimental features associated with the accurate prediction of RNA species. This challenge required submissions to be in the form of containerized workflows, meaning each of the entries described is easily reusable through CWL and Docker containers at https://github.com/SMC-RNA-challenge. A record of this paper's transparent peer review process is included in the supplemental information.

Indexed as

NeoplasmsHumansProtein IsoformsRNARNA-SeqSequence Analysis, RNAProtein IsoformsRNAbenchmarkCancerCloud computecrowd-sourcedDREAM Challengeevaluationisoform quantificationRNA fusionRNA-seq

Identifiers

PMID34146471
PMCPMC8376800
OpenAlexW3167706804

What OpenQuestion holds

Textmetadata
LicenceTDM
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.