Evidence map›Paper›PMID 25882670›Full record

ArticleMolecular systems biology2015

Integrative network analysis reveals molecular mechanisms of blood pressure regulation.

Tianxiao Huan, Qingying Meng, Mohamed A Saleh, Allison E Norlander, Roby Joehanes, Jun Zhu, Brian H Chen, Bin Zhang, Andrew D Johnson, Saixia Ying and 12 more

Open access · goldAbstract read
In one paragraph

Article in Molecular systems biology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
72citing papers in PubMed, 2 pooled it
7.2field-weighted citation impact, top 2% 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

72 citing papers in PubMed, 2 syntheses or guidelines pooled it, 107 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
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  6. Review
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  8. Urinary βJournal of xenobiotics · 2025
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  12. Immune and inflammatory mechanisms in hypertension.Nature reviews. Cardiology · 2024
    Review
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  16. Cross-Platform Synaptic Network Analysis of Human Entorhinal Cortex Identifies TWF2 as a Modulator of Dendritic Spine Length.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023
    Article
  17. Artificial Intelligence in Hypertension Management: An Ace up Your Sleeve.Journal of cardiovascular development and disease · 2023
    Review
  18. Article
  19. Article
  20. A Single Nucleotide Polymorphism inCirculation research · 2022
    Article

12 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

22 authors at 8 institutions in 2 countries.

Tianxiao HuanThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA The Population Sciences Branch and the Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Qingying MengDepartment of Integrative Biology and Physiology, University of California, Los Angeles, CA, USA.
Mohamed A SalehDepartment of Medicine, Division of Clinical Pharmacology, Vanderbilt University, Nashville, TN, USA Department of Pharmacology and Toxicology, Faculty of Pharmacy, Mansoura University, Mansoura, Egypt.
Allison E NorlanderDepartment of Medicine, Division of Clinical Pharmacology, Vanderbilt University, Nashville, TN, USA.
Roby JoehanesThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA The Population Sciences Branch and the Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA Mathematical and Statistical Computing Laboratory, Center for Information Technology National Institutes of Health, Bethesda, MD, USA Harvard Medical School, Boston, MA, USA Hebrew SeniorLife, Boston, MA, USA.
Jun ZhuInstitute of Genomics and Multiscale Biology, New York, NY, USA Graduate School of Biological Sciences Mount Sinai School of Medicine, New York, NY, USA.
Brian H ChenThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA The Population Sciences Branch and the Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Bin ZhangInstitute of Genomics and Multiscale Biology, New York, NY, USA Graduate School of Biological Sciences Mount Sinai School of Medicine, New York, NY, USA.
Andrew D JohnsonThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Saixia YingMathematical and Statistical Computing Laboratory, Center for Information Technology National Institutes of Health, Bethesda, MD, USA.
Paul CourchesneThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA The Population Sciences Branch and the Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Nalini RaghavachariDivision of Geriatrics and Clinical Gerontology, National Institute on Aging, Bethesda, MD, USA.
Richard WangGenomics Core facility Genetics & Developmental Biology Center, The National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Poching LiuGenomics Core facility Genetics & Developmental Biology Center, The National Heart, Lung and Blood Institute, Bethesda, MD, USA.
International Consortium for Blood Pressure GWAS (ICBP)
Christopher J O'DonnellThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA.
Ramachandran VasanThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA.
Peter J MunsonMathematical and Statistical Computing Laboratory, Center for Information Technology National Institutes of Health, Bethesda, MD, USA.
Meena S MadhurDepartment of Medicine, Division of Clinical Pharmacology, Vanderbilt University, Nashville, TN, USA.
David G HarrisonDepartment of Medicine, Division of Clinical Pharmacology, Vanderbilt University, Nashville, TN, USA.
Xia YangDepartment of Integrative Biology and Physiology, University of California, Los Angeles, CA, USA xyang123@ucla.edu levyd@nih.gov.
Daniel LevyThe National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA The Population Sciences Branch and the Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, USA xyang123@ucla.edu levyd@nih.gov.
National Heart Lung and Blood Institute · USVanderbilt University · USFramingham Heart Study · USIcahn School of Medicine at Mount Sinai · USNational Institutes of Health · USUniversity of California, Los Angeles · USCenter for Information Technology · USNational Institute on Aging · US

Funding

Framingham Project/LevyZIAHL006001 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI LEVY, DANIEL · 2009 to 2025
$51.1M
Cardiovascular Genomics and Bioinformatics projectsZIAHL006170 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI JOHNSON, ANDREW · 2013 to 2025
$25.3M
Genomic Epidemiology of Cardiovascular DiseaseZIAHL006002 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI O'DONNELL, CHRISTOPHER · 2009 to 2015
$8.0M
Immunobiology of Blood and Vascular Systems Training ProgramT32HL069765 · NHLBI · VANDERBILT UNIVERSITY · PI HAWIGER, JACK J · 2002 to 2016
$6.5M
Statistical And Computational Methods For Gene Expression and Proteomic AnalysisZIACT000266 · CIT · CENTER FOR INFORMATION TECHNOLOGY · PI MUNSON, PETER J · 2009 to 2016
$4.2M
Gene Expression for Functional Genomics in Human PopulationsZIAHL006175 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI O'DONNELL, CHRISTOPHER · 2013 to 2015
$2.2M
Functional Genetic Variation Underlying Cardiovascular Genomic EpidemiologyZIAHL006173 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI O'DONNELL, CHRISTOPHER · 2013 to 2015
$2.0M
Diverse Roles of Interleukin 17 Isoforms in the Pathogenesis of HypertensionK08HL121671 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI MADHUR, MEENAKSHI SWAMINATHAN · 2014 to 2018
$723k
The Effect of Salt on T Cell Function in HypertensionF31HL127986 · NHLBI · VANDERBILT UNIVERSITY · PI NORLANDER, ALLISON ELIZABETH · 2015 to 2016
$46k
THE FRAMINGHAM HEART STUDY-N01HC25195-268025195-268025195N01HC025195 · HC · TRUSTEES OF BOSTON UNIVERSITY · PI WOLF, PHILIP A · 2002 to 2006
–
Intramural NIH HHSNHLBI NIH HHS F31 HL127986NHLBI NIH HHS K08 HL121671NHLBI NIH HHS K08HL121671NHLBI NIH HHS N01-HC-25195NHLBI NIH HHS T32 HL069765
6 · The paper itself

Abstract

Genome-wide association studies (GWAS) have identified numerous loci associated with blood pressure (BP). The molecular mechanisms underlying BP regulation, however, remain unclear. We investigated BP-associated molecular mechanisms by integrating BP GWAS with whole blood mRNA expression profiles in 3,679 individuals, using network approaches. BP transcriptomic signatures at the single-gene and the coexpression network module levels were identified. Four coexpression modules were identified as potentially causal based on genetic inference because expression-related SNPs for their corresponding genes demonstrated enrichment for BP GWAS signals. Genes from the four modules were further projected onto predefined molecular interaction networks, revealing key drivers. Gene subnetworks entailing molecular interactions between key drivers and BP-related genes were uncovered. As proof-of-concept, we validated SH2B3, one of the top key drivers, using Sh2b3(-/-) mice. We found that a significant number of genes predicted to be regulated by SH2B3 in gene networks are perturbed in Sh2b3(-/-) mice, which demonstrate an exaggerated pressor response to angiotensin II infusion. Our findings may help to identify novel targets for the prevention or treatment of hypertension.

Indexed as

Adaptor Proteins, Signal TransducingAdultAgedAngiotensin IIAnimalsBlood PressureBody Mass IndexCohort StudiesDisease Models, AnimalFemaleGene Regulatory NetworksGenetic LociGenome-Wide Association StudyHumansHypertensionIntracellular Signaling Peptides and ProteinsAdaptor Proteins, Signal TransducingAngiotensin IIIntracellular Signaling Peptides and ProteinsLnk protein, mouseMembrane ProteinsRNA, Messengerblood pressurecoexpression networkgene expressionhypertensionsystems biology

Identifiers

PMID25882670
PMCPMC4422556
OpenAlexW1968358424

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.