Concepedia

Data Normalization In Genomics

Data Normalization in Genomics is a computational procedure that adjusts genomic datasets to remove technical variations and biases, thereby enabling accurate comparisons across samples and experiments by aligning data distributions while preserving biological differences.

273

Publications

36.5K

Citations

1.1K

Authors

509

Institutions

Publications per year

2017–2026

63

Parents

Publications

273

A comparison of normalization methods for high densityoligonucleotide array data based on variance and bias

Benjamin M. Bolstad, Rafael A. Irizarry, Magnus Åstrand et al. · Bioinformatics · 2003 · 8.4K citations · Full text

, , +10

Normalization for cDNA microarray data: a robust composite method addressing single and multiple slide systematic variation

Nucleic Acids Research · 2002 · 3.5K citations · Full text

, , +15

Normalization of RNA-seq data using factor analysis of control genes or samples

Davide Risso, John Ngai, Terence P. Speed et al. · Nature Biotechnology · 2014 · 2.3K citations · Full text

, , +16

A comprehensive evaluation of normalization methods for Illumina high-throughput RNA sequencing data analysis

Marie‐Agnès Dillies, Andréa Rau, Julie Aubert et al. · Briefings in Bioinformatics · 2012 · 1.4K citations · Full text

, , +14

Functional normalization of 450k methylation array data improves replication in large cancer studies

Jean-Philippe Fortin, Aurélie Labbe, Mathieu Lemire et al. · Genome biology · 2014 · 1K citations · Full text

, , +17

1–5 of 273

Authors

1.1K

  1. TP
    Terence P. Speed

    Walter and Eliza Hall Institute of Medical Research, Australia

    8 publications · 11.6K citations

    8

    h-index

  2. RA
    Rafael A. Irizarry

    Johns Hopkins University, United States

    7 publications · 9.5K citations

    7

    h-index

  3. DR
    Davide Risso

    University of California, Berkeley, United States

    6 publications · 2.5K citations

    6

    h-index

  4. JQ
    John Quackenbush

    Dana-Farber Cancer Institute, United States

    5 publications · 384 citations

    5

    h-index

  5. KD
    Kasper D. Hansen

    Johns Hopkins University, United States

    5 publications · 1.7K citations

    5

    h-index

1–5 of 1.1K

Institutions

509

  1. Johns Hopkins University

    Baltimore, United States

    13 h-index

    39 publications

    16.7K citations

  2. Harvard University

    Cambridge, United States

    12 h-index

    38 publications

    3.2K citations

  3. Walter and Eliza Hall Institute of Medical Research

    Melbourne, Australia

    10 h-index

    29 publications

    12.9K citations

  4. Dana-Farber Cancer Institute

    Boston, United States

    9 h-index

    37 publications

    2.2K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    25 publications

    1.2K citations

  6. University of California, Berkeley

    Berkeley, United States

    7 h-index

    25 publications

    28.4K citations

  7. National Cancer Institute

    Bethesda, United States

    6 h-index

    12 publications

    538 citations

  8. Inserm

    Paris, France

    6 h-index

    31 publications

    743 citations

1–8 of 509

Venues

  1. BMC Bioinformatics

    45 publications · 3.5K citations

    30

    h-index

  2. Bioinformatics

    44 publications · 12.2K citations

    30

    h-index

  3. Nucleic Acids Research

    18 publications · 6.2K citations

    16

    h-index

  4. PLoS ONE

    12 publications · 520 citations

    12

    h-index

  5. Genome biology

    8 publications · 2K citations

    8

    h-index

1–5