Evidence map›Paper›PMID 31322043›Full record

ArticleJournal of the American Heart Association2019

Spatiotemporal Gene Coexpression and Regulation in Mouse Cardiomyocytes of Early Cardiac Morphogenesis.

Yang Liu, Pengfei Lu, Yidong Wang, Bernice E Morrow, Bin Zhou, Deyou Zheng

Open access · goldAbstract read
In one paragraph

Article in Journal of the American Heart Association, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
0.9field-weighted citation impact, top 27% 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

9 citing papers in PubMed, 17 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

6 authors at 1 institution in 1 country.

Yang LiuDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Pengfei LuDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Yidong WangDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Bernice E MorrowDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Bin ZhouDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Deyou ZhengDepartment of Genetics Albert Einstein College of Medicine Bronx NY.
Albert Einstein College of Medicine · US

Funding

Project 2: Genetic Mechanisms of Non-syndromic Congenital Cardiac DefectsP01HD070454 · NICHD · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI MORROW, BERNICE E · 2011 to 2020
$14.0M
Molecular and Cellular Mechanisms in Coronary Artery Development and AnomaliesR01HL133120 · NHLBI · UNIVERSITY OF CHICAGO · PI BIN ZHOU · 2016 to 2026
$4.6M
Genetic Modifiers for 22q 11.2 Deletion SyndromeR01HL084410 · NHLBI · ALBERT EINSTEIN COLLEGE OF MEDICINE · PI MORROW, BERNICE E · 2007 to 2010
$3.3M
Single Cell RNA-seq to Identify Endocardial Ontogenic Factors for the HeartR21HD092944 · NICHD · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI ZHENG, DEYOU, ZHOU, BIN · 2018 to 2019
$459k
NHLBI NIH HHS R01 HL084410NHLBI NIH HHS R01 HL133120NICHD NIH HHS P01 HD070454NICHD NIH HHS R21 HD092944
6 · The paper itself

Abstract

Background Heart tube looping to form a 4-chambered heart is a critical stage of embryonic heart development, but the gene drivers and their regulatory targets have not been extensively characterized at the cell-type level. Methods and Results To study the interaction of signaling pathways, transcription factors (TFs), and genetic networks in the process, we constructed gene co-expression networks and identified gene modules highly activated in individual cardiomyocytes at multiple anatomical regions and developmental stages using previously published single-cell RNA-seq data. Function analyses of the modules uncovered major pathways important for spatiotemporal cardiomyocyte differentiation. Interestingly, about half of the pathways were highly active in cardiomyocytes at the outflow tract (OFT) and atrioventricular canal, including well-known pathways for cardiac development and many newly identified ones. We predicted that these OFT-atrioventricular canal pathways were regulated by a large number of TFs actively expressed at the OFT-atrioventricular canal cardiomyocytes, with the prediction supported by motif enrichment analysis, including 10 TFs that have not been previously associated with cardiac development (eg, Etv5, Rbpms, and Baz2b). Furthermore, we found that TF targets in the OFT-atrioventricular canal modules were most significantly enriched with genes associated with mouse heart developmental abnormalities and human congenital heart defects, in comparison with TF targets in other modules, consistent with the critical developmental roles of OFT. Conclusions By analyzing gene co-expression at single cardiomyocytes, our systematic study has uncovered many known and additional new important TFs and their regulated molecular signaling pathways that are spatiotemporally active during heart looping.

Indexed as

Gene Expression RegulationAnimalsGene Regulatory NetworksHeartMiceMorphogenesisMyocytes, CardiacSignal TransductionSpatio-Temporal AnalysisTranscription FactorsTranscription FactorsbioinformaticsgeneticsscRNA‐seqtranscription factorstranscriptome

Identifiers

PMID31322043
PMCPMC6761639
OpenAlexW2963487272

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.