Review of processing and analysis methods for DNA methylation array data (Q27027775)

D C Koestler

2

1 reference

M R Karagas

3

1 reference

J M Flanagan

4

1 reference

B C Christensen

5

1 reference

K T Kelsey

6

1 reference

C J Marsit

7

1 reference

E A Houseman

8

1 reference

R Brown

9

1 reference

British Journal of Cancer

language of work or name

1 reference

17 September 2013

5 references

3 April 2019

19 September 2019

4 September 2020

8 February 2021

4 references

3 April 2019

19 September 2019

4 September 2020

109

1 reference

issue

6

1 reference

page(s)

1394-402

1 reference

Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported

copyright license

4 references

3 April 2019

19 September 2019

4 September 2020

describes a project that uses

8 February 2021

copyright status

copyrighted

0 references

limma

1 reference

22 June 2022

https://europepmc.org/article/PMC/3777004

based on heuristic

inferred from PubMed Central ID database lookup

on focus list of Wikimedia project

ScienceSource

0 references

cites work

SWAN: Subset-quantile within array normalization for illumina infinium HumanMethylation450 BeadChips

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A decade of exploring the cancer epigenome - biological and translational implications

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Why most published research findings are false: author's reply to Goodman and Greenland

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Semi-supervised methods to predict patient survival from gene expression data

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Random matrix approach to cross correlations in financial data

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Tumour class prediction and discovery by microarray-based DNA methylation analysis

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Gene ontology: tool for the unification of biology

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Cluster analysis and display of genome-wide expression patterns

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Gene Expression Omnibus: NCBI gene expression and hybridization array data repository

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Capturing heterogeneity in gene expression studies by surrogate variable analysis

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

An integrative network algorithm identifies age-associated differential methylation interactome hotspots targeting stem-cell differentiation pathways

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Epigenome-wide association studies for common human diseases

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity

21 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Integrating common and rare genetic variation in diverse human populations

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

PANTHER: a library of protein families and subfamilies indexed by function

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

lumi: a pipeline for processing Illumina microarray

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Adjusting batch effects in microarray expression data using empirical Bayes methods

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Controlling the false discovery rate in behavior genetics research

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Tackling the widespread and critical impact of batch effects in high-throughput data

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Blood-based profiles of DNA methylation predict the underlying distribution of cell types: a validation analysis.

9 May 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A genome-wide methylation study on obesity: differential variability and differential methylation

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A data-driven approach to preprocessing Illumina 450K methylation array data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Epigenome-wide association data implicate DNA methylation as an intermediary of genetic risk in rheumatoid arthritis

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Discovery of cross-reactive probes and polymorphic CpGs in the Illumina Infinium HumanMethylation450 microarray

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Genome-wide methylation profiles reveal quantitative views of human aging rates

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A beta-mixture quantile normalization method for correcting probe design bias in Illumina Infinium 450 k DNA methylation data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Genetic analysis of DNA methylation and gene expression levels in whole blood of healthy human subjects

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Factors underlying variable DNA methylation in a human community cohort

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Analysing and interpreting DNA methylation data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Measuring the methylome in clinical samples: improved processing of the Infinium Human Methylation450 BeadChip Array.

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Complete pipeline for Infinium(®) Human Methylation 450K BeadChip data processing using subset quantile normalization for accurate DNA methylation estimation.

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

DNA methylation arrays as surrogate measures of cell mixture distribution

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A comparison of feature selection and classification methods in DNA methylation studies using the Illumina Infinium platform.

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

CpGassoc: an R function for analysis of DNA methylation microarray data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

MethLAB: a graphical user interface package for the analysis of array-based DNA methylation data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Population-specificity of human DNA methylation

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

IMA: an R package for high-throughput analysis of Illumina's 450K Infinium methylation data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

HumMeth27QCReport: an R package for quality control and primary analysis of Illumina Infinium methylation data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Batch effect correction for genome-wide methylation data with Illumina Infinium platform

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

DNA methylation profiling reveals a predominant immune component in breast cancers.

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Preprocessing differential methylation hybridization microarray data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Statistical approaches for the analysis of DNA methylation microarray data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

MethVisual - visualization and exploratory statistical analysis of DNA methylation profiles from bisulfite sequencing

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Comparison of Beta-value and M-value methods for quantifying methylation levels by microarray analysis

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Subset quantile normalization using negative control features

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Semi-supervised recursively partitioned mixture models for identifying cancer subtypes

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Principles and challenges of genomewide DNA methylation analysis

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

An epigenetic signature in peripheral blood predicts active ovarian cancer

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Hunting for the 5th base: Techniques for analyzing DNA methylation

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Model-based clustering of DNA methylation array data: a recursive-partitioning algorithm for high-dimensional data arising as a mixture of beta distributions

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

limmaGUI: a graphical user interface for linear modeling of microarray data

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A simulation study of the number of events per variable in logistic regression analysis

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

An evaluation of analysis pipelines for DNA methylation profiling using the Illumina HumanMethylation450 BeadChip platform

28 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

A statistical framework for Illumina DNA methylation arrays

31 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

High density DNA methylation array with single CpG site resolution

31 May 2018

1 reference

https://api.crossref.org/works/10.1038%2FBJC.2013.496

Epigenetics as a unifying principle in the aetiology of complex traits and diseases.

21 January 2018

1 reference

https://api.crossref.org/works/10.1038%2FBJC.2013.496

Differential variability improves the identification of cancer risk markers in DNA methylation studies profiling precursor cancer lesions.

21 January 2018

1 reference

https://api.crossref.org/works/10.1038%2FBJC.2013.496

Independent surrogate variable analysis to deconvolve confounding factors in large-scale microarray profiling studies.

21 January 2018

1 reference

https://api.crossref.org/works/10.1038%2FBJC.2013.496

A novel and fast normalization method for high-density arrays

21 January 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3777004

Evaluation of the Infinium Methylation 450K technology

28 November 2018

1 reference

https://pubmed.ncbi.nlm.nih.gov/23982603

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Regularization and variable selection via the elastic net

1 reference

https://api.crossref.org/works/10.1038%2FBJC.2013.496

inferred from DOI database lookup

7 January 2021

based on heuristic

Identifiers

DOI

10.1038/BJC.2013.496

1 reference

Dimensions Publication ID

1049957419

0 references

1 reference

1 reference

PubMed publication ID

23982603

1 reference