Evidence map›Paper›PMID 33525507›Full record

ArticleBiomolecules2021

Single-Cell Gene Network Analysis and Transcriptional Landscape of MYCN-Amplified Neuroblastoma Cell Lines.

Daniele Mercatelli, Nicola Balboni, Alessandro Palma, Emanuela Aleo, Pietro Paolo Sanna, Giovanni Perini, Federico Manuel Giorgi

Open access · goldAbstract read
In one paragraph

Article in Biomolecules, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
1.4field-weighted citation impact, top 16% 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

15 citing papers in PubMed, 16 citations in OpenAlex.

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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

7 authors at 3 institutions in 2 countries.

Daniele MercatelliDepartment of Pharmacy and Biotechnology, University of Bologna, 40138 Bologna, Italy.ORCID 0000-0003-3228-0580
Nicola BalboniDepartment of Pharmacy and Biotechnology, University of Bologna, 40138 Bologna, Italy.
Alessandro PalmaDepartment of Pharmacy and Biotechnology, University of Bologna, 40138 Bologna, Italy.
Emanuela AleoIGA Technology Services, 33100 Udine, Italy.
Pietro Paolo SannaDepartment of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA.
Giovanni PeriniDepartment of Pharmacy and Biotechnology, University of Bologna, 40138 Bologna, Italy.
Federico Manuel GiorgiDepartment of Pharmacy and Biotechnology, University of Bologna, 40138 Bologna, Italy.ORCID 0000-0002-7325-9908
University of Bologna · ITIstituto di Genomica Applicata · ITScripps Research Institute · US

Funding

Gene Network Perturbations in Alcohol Dependence - A Systems BiologyApproachR01AA021667 · NIAAA · SCRIPPS RESEARCH INSTITUTE, THE · PI Vez REPUNTE-CANONIGO, PIETRO P SANNA · 2013 to 2026
$6.1M
Systems biology of HIV, methamphetamine and antiretrovirals interactionsR01DA041750 · NIDA · SCRIPPS RESEARCH INSTITUTE, THE · PI KARAN, CHARLES, RISSMAN, ROBERT · 2016 to 2020
$4.4M
Identification of small molecules for neurological complications of HIV and substance abuse comorbidityR01DA046204 · NIDA · SCRIPPS RESEARCH INSTITUTE, THE · PI SANNA, PIETRO P, SPICER, TIMOTHY PATRICK · 2018 to 2022
$4.2M
Systems biology of RNA Modifications in HIV/AIDS and Substance Use DisordersR01DA046170 · NIDA · SCRIPPS RESEARCH INSTITUTE, THE · PI SANNA, PIETRO P · 2018 to 2022
$3.8M
Neural substrates of opiate-HIV interactions.R01DA043268 · NIDA · SCRIPPS RESEARCH INSTITUTE, THE · PI SANNA, PIETRO P · 2016 to 2020
$2.9M
Epigenetic regulation of alcohol tolerance and dependence by methyl CpG binding protein 2R01AA025012 · NIAAA · SCRIPPS RESEARCH INSTITUTE, THE · PI SANNA, PIETRO P · 2017 to 2021
$1.8M
Ministero dell'Istruzione, dell'Università e della Ricerca Montalcini 2016NIAAA NIH HHS R01 AA021667NIAAA NIH HHS R01 AA025012NIDA NIH HHS R01 DA041750NIDA NIH HHS R01 DA043268NIDA NIH HHS R01 DA046170NIDA NIH HHS R01 DA046204
6 · The paper itself

Abstract

Neuroblastoma (NBL) is a pediatric cancer responsible for more than 15% of cancer deaths in children, with 800 new cases each year in the United States alone. Genomic amplification of the MYC oncogene family member MYCN characterizes a subset of high-risk pediatric neuroblastomas. Several cellular models have been implemented to study this disease over the years. Two of these, SK-N-BE-2-C (BE2C) and Kelly, are amongst the most used worldwide as models of MYCN-Amplified human NBL. Here, we provide a transcriptome-wide quantitative measurement of gene expression and transcriptional network activity in BE2C and Kelly cell lines at an unprecedented single-cell resolution. We obtained 1105 Kelly and 962 BE2C unsynchronized cells, with an average number of mapped reads/cell of roughly 38,000. The single-cell data recapitulate gene expression signatures previously generated from bulk RNA-Seq. We highlight low variance for commonly used housekeeping genes between different cells (ACTB, B2M and GAPDH), while showing higher than expected variance for metallothionein transcripts in Kelly cells. The high number of samples, despite the relatively low read coverage of single cells, allowed for robust pathway enrichment analysis and master regulator analysis (MRA), both of which highlight the more mesenchymal nature of BE2C cells as compared to Kelly cells, and the upregulation of TWIST1 and DNAJC1 transcriptional networks. We further defined master regulators at the single cell level and showed that MYCN is not constantly active or expressed within Kelly and BE2C cells, independently of cell cycle phase. The dataset, alongside a detailed and commented programming protocol to analyze it, is fully shared and reusable.

Indexed as

Gene Expression Regulation, NeoplasticTranscription, GeneticCell CycleCell Line, TumorGene AmplificationGene Expression ProfilingGene Regulatory NetworksGenome, HumanHumansNeuroblastomaN-Myc Proto-Oncogene ProteinOncogene ProteinsRNA, MessengerRNA-SeqSingle-Cell AnalysisTranscriptomeMYCN protein, humanN-Myc Proto-Oncogene ProteinOncogene ProteinsRNA, Messengergene networksmaster regulator analysisneuroblastomasingle-celltranscriptomics

Identifiers

PMID33525507
PMCPMC7912277
OpenAlexW3122270106

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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.