Evidence map›Paper›PMID 28173075›Full record

ArticleHuman molecular genetics2016

Metformin pharmacogenomics: a genome-wide association study to identify genetic and epigenetic biomarkers involved in metformin anticancer response using human lymphoblastoid cell lines.

Nifang Niu, Tongzheng Liu, Junmei Cairns, Reynold C Ly, Xianglin Tan, Min Deng, Brooke L Fridley, Krishna R Kalari, Ryan P Abo, Gregory Jenkins and 7 more

Open access · bronzeAbstract read
In one paragraph

Article in Human molecular genetics, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
1.9field-weighted citation impact, top 14% 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

17 citing papers in PubMed, 19 citations in OpenAlex.

  1. Trial
  2. p53 and p21 Status Influences Cellular Response to Metformin inCurrent issues in molecular biology · 2026
    Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Article
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  11. Review
  12. Article
  13. Article
  14. Review
  15. Pharmacogenetics of Antidiabetic Drugs.Advances in pharmacology (San Diego, Calif.) · 2018
    Review
  16. Molecular pharmacology · 2017
    Article
  17. Immune Mediator Pharmacogenomics:Journal of nature and science · 2017
    Article
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

17 authors at 6 institutions in 2 countries.

Nifang NiuDivision of Clinical Pharmacology, Mayo Clinic College of Medicine, Rochester, MN, USA.
Tongzheng LiuDivision of Oncology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic College of Medicine, Rochester, MN, USA.
Junmei CairnsDivision of Clinical Pharmacology, Mayo Clinic College of Medicine, Rochester, MN, USA.
Reynold C LyDivision of Clinical Pharmacology, Mayo Clinic College of Medicine, Rochester, MN, USA.
Xianglin TanUMDNJ/The Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Min DengDivision of Oncology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic College of Medicine, Rochester, MN, USA.
Brooke L FridleyUniversity of Kansas Medical Center, Kansas City, Kansas City, KS, USA.
Krishna R KalariDivision of Biostatistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Ryan P AboDepartment of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA.
Gregory JenkinsDivision of Biostatistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Anthony BatzlerDivision of Biostatistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Erin E CarlsonDivision of Biostatistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Poulami BarmanDivision of Biostatistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Sebastian MoranBellvitge Biomedical Research Institute (IDIBELL), L Hospitalet de Llobregat, Barcelona, Spain.
Holger HeynBellvitge Biomedical Research Institute (IDIBELL), L Hospitalet de Llobregat, Barcelona, Spain.
Manel EstellerBellvitge Biomedical Research Institute (IDIBELL), L Hospitalet de Llobregat, Barcelona, Spain.
Liewei WangDivision of Clinical Pharmacology, Mayo Clinic College of Medicine, Rochester, MN, USA.
Mayo Clinic · USInstitut d'Investigació Biomédica de Bellvitge · ESMassachusetts Institute of Technology · USRutgers Cancer Institute of New JerseyUniversitat de Barcelona · ESUniversity of Kansas Medical Center · US

Funding

Women's Cancer ProgramP30CA015083 · NCI · MAYO CLINIC ROCHESTER · PI AKHILESH PANDEY · 1985 to 2026
$151.3M
Pharmacogenetics of Phase II Drug Metabolizing EnzymesU19GM061388 · NIGMS · MAYO CLINIC ROCHESTER · PI WEINSHILBOUM, RICHARD M. · 2010 to 2014
$15.8M
ALPHA 1 AD CARRIERS AND LUNG CANCER RISKR01CA080127 · NCI · MAYO CLINIC ROCHESTER · PI YANG, PING · 2000 to 2009
$4.4M
Genetic Determinants of Lung Cancer SurvivalR01CA084354 · NCI · MAYO CLINIC ROCHESTER · PI YANG, PING · 2001 to 2012
$4.0M
Investigate the role of TPD52-AMPK pathway in tumorigenesis and cancer therapyR01CA196648 · NCI · MAYO CLINIC ROCHESTER · PI WANG, LIEWEI · 2016 to 2020
$1.7M
Pharmacogenomics and Mechanisms of Cytidine AnaloguesR01CA138461 · NCI · MAYO CLINIC ROCHESTER · PI WANG, LIEWEI · 2009 to 2013
$1.5M
Repurposing Metformin and Aspirin for Prostate Cancer Prevention and ControlK07CA190541 · NCI · RBHS -CANCER INSTITUTE OF NEW JERSEY · PI TAN, XIANGLIN · 2015 to 2019
$853k
NCI NIH HHS K07 CA190541NCI NIH HHS N01 CA015083NCI NIH HHS P30 CA015083NCI NIH HHS R01 CA080127NCI NIH HHS R01 CA084354NCI NIH HHS R01 CA138461NCI NIH HHS R01 CA196648NIGMS NIH HHS U19 GM061388
6 · The paper itself

Abstract

Metformin is currently considered as a promising anticancer agent in addition to its anti-diabetic effect. To better individualize metformin therapy and explore novel molecular mechanisms in cancer treatment, we conducted a pharmacogenomic study using 266 lymphoblastoid cell lines (LCLs). Metformin cytotoxicity assay was performed using the MTS assay. Genome-wide association (GWA) analyses were performed in LCLs using 1.3 million SNPs, 485k DNA methylation probes, 54k mRNA expression probe sets, and metformin cytotoxicity (IC50s). Top candidate genes were functionally validated using siRNA screening, followed by MTS assay in breast cancer cell lines. Further study of one top candidate, STUB1, was performed to elucidate the mechanisms by which STUB1 might contribute to metformin action. GWA analyses in LCLs identified 198 mRNA expression probe sets, 12 SNP loci, and 5 DNA methylation loci associated with metformin IC50 with P-values <10−4 or <10−5. Integrated SNP/methylation loci-expression-IC50 analyses found 3 SNP loci or 5 DNA methylation loci associated with metformin IC50 through trans-regulation of expression of 11 or 26 genes with P-value <10−4. Functional validation of top 61 candidate genes in 4 IPA networks indicated down regulation of 14 genes significantly altered metformin sensitivity in two breast cancer cell lines. Mechanistic studies revealed that the E3 ubiquitin ligase, STUB1, could influence metformin response by facilitating proteasome-mediated degradation of cyclin A. GWAS using a genomic data-enriched LCL model system, together with functional and mechanistic studies using cancer cell lines, help us to identify novel genetic and epigenetic biomarkers involved in metformin anticancer response.

Indexed as

Antineoplastic AgentsBiomarkers, PharmacologicalCell Line, TumorDNA MethylationEpigenesis, GeneticEpigenomicsGenome-Wide Association StudyGenotypeHumansMetforminPharmacogeneticsPolymorphism, Single NucleotideRNA, Small InterferingTranscriptomeUbiquitin-Protein LigasesAntineoplastic AgentsBiomarkers, PharmacologicalMetforminRNA, Small InterferingSTUB1 protein, humanUbiquitin-Protein Ligases

Identifiers

PMID28173075
PMCPMC6078562
OpenAlexW2507331539

What OpenQuestion holds

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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.