Evidence map›Paper›PMID 34489465›Full record

ArticleNature communications2021

Single-cell ATAC and RNA sequencing reveal pre-existing and persistent cells associated with prostate cancer relapse.

S Taavitsainen, N Engedal, S Cao, F Handle, A Erickson, S Prekovic, D Wetterskog, T Tolonen, E M Vuorinen, A Kiviaho and 23 more

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 87 papers.

0numbers the graph read from it
0cells of the map it votes in
87citing papers in PubMed
12.9field-weighted citation impact, top 1% 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

87 citing papers in PubMed, 112 citations in OpenAlex.

  1. Trial
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  8. Game of clones: decipher lineage plasticity in hormone-driven cancers.Cellular and molecular life sciences : CMLS · 2026
    Review
  9. Article
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  11. Chromatin regulatorsChinese journal of cancer research = Chung-kuo yen cheng yen chiu · 2026
    Article
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27 more citing papers are in PubMed but not listed here.

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

33 authors at 14 institutions in 7 countries.

S TaavitsainenProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.ORCID 0000-0001-7559-9853
N EngedalDepartment of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.ORCID 0000-0003-3718-3464
S CaoDepartment of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
F HandleMolecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium.ORCID 0000-0002-7558-5635
A EricksonNuffield Department of Surgical Sciences, University of Oxford, Oxford, UK.
S PrekovicDivision of Oncogenomics, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands.ORCID 0000-0002-7051-9321
D WetterskogUniversity College London Cancer Institute, London, UK.
T TolonenProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.ORCID 0000-0003-2029-6497
E M VuorinenProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.ORCID 0000-0002-1320-0621
A KiviahoProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.ORCID 0000-0001-7419-0773
R NätkinProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
T HäkkinenProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
W DevliesMolecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium.
S HenttinenProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
R KaarijärviInstitute of Biomedicine, University of Eastern Finland, Kuopio, Finland.
M LahnalampiInstitute of Biomedicine, University of Eastern Finland, Kuopio, Finland.ORCID 0000-0003-4050-4935
H KaljunenInstitute of Biomedicine, University of Eastern Finland, Kuopio, Finland.ORCID 0000-0002-5962-9503
K NowakowskaUniversity College London Cancer Institute, London, UK.
H SyväläProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
M BläuerProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
P CremaschiUniversity College London Cancer Institute, London, UK.
F ClaessensMolecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium.ORCID 0000-0002-8676-7709
T VisakorpiFaculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
T L J TammelaProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
T MurtolaProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
K J GranbergProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.ORCID 0000-0001-6549-7810
A D LambNuffield Department of Surgical Sciences, University of Oxford, Oxford, UK.ORCID 0000-0002-2968-7155
K KetolaInstitute of Biomedicine, University of Eastern Finland, Kuopio, Finland.
I G MillsNuffield Department of Surgical Sciences, University of Oxford, Oxford, UK.
G AttardUniversity College London Cancer Institute, London, UK.ORCID 0000-0002-4811-7983
W WangDepartment of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.ORCID 0000-0003-0617-9438
M NykterProstate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland. matti.nykter@tuni.fi.ORCID 0000-0001-6956-2843
A UrbanucciDepartment of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway. alfonsourbanucci@gmail.com.ORCID 0000-0003-2931-3652
Tampere University · FILondon Cancer · GBUniversity of Eastern Finland · FIOslo University Hospital · NOThe University of Texas MD Anderson Cancer Center · USChurchill Hospital · GBInnsbruck Medical University · ATKU Leuven · BEQueen's University Belfast · GBTampere University Hospital · FITampere University of Applied Sciences · FIThe Netherlands Cancer Institute · NLUniversitair Ziekenhuis Leuven · BEUniversity of Oxford · GB

Funding

Tumor Evolution and Metastasis ProgramP30CA016672 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI Fabien Delerue · 1985 to 2026
$290.8M
Consistent variable selection in p>>n settingsR01CA158113 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI JOHNSON, VALEN EARL · 2011 to 2020
$2.8M
Statistical methods for genomic analysis of heterogeneous tumorsR01CA183793 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI WANG, WENYI · 2014 to 2018
$1.7M
Statistical methods and tools for cancer risk prediction in families with germline mutations in TP53R01CA239342 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI WANG, WENYI · 2019 to 2022
$1.5M
Cancer Research UK 25812Cancer Research UK A22744Cancer Research UK C57899/A25812NCI NIH HHS P30 CA016672NCI NIH HHS R01 CA158113NCI NIH HHS R01 CA183793NCI NIH HHS R01 CA239342
6 · The paper itself

Abstract

Prostate cancer is heterogeneous and patients would benefit from methods that stratify those who are likely to respond to systemic therapy. Here, we employ single-cell assays for transposase-accessible chromatin (ATAC) and RNA sequencing in models of early treatment response and resistance to enzalutamide. In doing so, we identify pre-existing and treatment-persistent cell subpopulations that possess regenerative potential when subjected to treatment. We find distinct chromatin landscapes associated with enzalutamide treatment and resistance that are linked to alternative transcriptional programs. Transcriptional profiles characteristic of persistent cells are able to stratify the treatment response of patients. Ultimately, we show that defining changes in chromatin and gene expression in single-cell populations from pre-clinical models can reveal as yet unrecognized molecular predictors of treatment response. This suggests that the application of single-cell methods with high analytical resolution in pre-clinical models may powerfully inform clinical decision-making.

Indexed as

TranscriptomeAntineoplastic AgentsBenzamidesCell Line, TumorChromatinDNA, NeoplasmDrug Resistance, NeoplasmExome SequencingGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleNeoplasm ProteinsNitrilesPhenylthiohydantoinProstateAntineoplastic AgentsBenzamidesChromatinDNA, NeoplasmenzalutamideNeoplasm ProteinsNitrilesPhenylthiohydantoin

Identifiers

PMID34489465
PMCPMC8421417
OpenAlexW3197037991

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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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.