Faster cyclic loess: normalizing RNA arrays via linear models

被引:153
作者
Ballman, KV [1 ]
Grill, DE [1 ]
Oberg, AL [1 ]
Therneau, TM [1 ]
机构
[1] Mayo Clin & Mayo Fdn, Div Biostat, Coll Med, Rochester, MN 55905 USA
关键词
D O I
10.1093/bioinformatics/bth327
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Our goal was to develop a normalization technique that yields results similar to cyclic loess normalization and with speed comparable to quantile normalization. Results: Fastlo yields normalized values similar to cyclic loess and quantile normalization and is fast; it is at least an order of magnitude faster than cyclic loess and approaches the speed of quantile normalization. Furthermore, fastlo is more versatile than both cyclic loess and quantile normalization because it is model-based.
引用
收藏
页码:2778 / 2786
页数:9
相关论文
共 9 条
  • [1] Singular value decomposition for genome-wide expression data processing and modeling
    Alter, O
    Brown, PO
    Botstein, D
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (18) : 10101 - 10106
  • [2] A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
    Bolstad, BM
    Irizarry, RA
    Åstrand, M
    Speed, TP
    [J]. BIOINFORMATICS, 2003, 19 (02) : 185 - 193
  • [3] Cope L. M., 2003, BIOINFORMATICS, V1, P1
  • [4] Dudoit S, 2002, STAT SINICA, V12, P111
  • [5] HARTEMINK A, 2001, SPIE BIOS 2001 SAN J, V4266, P132
  • [6] Exploration, normalization, and summaries of high density oligonucleotide array probe level data
    Irizarry, RA
    Hobbs, B
    Collin, F
    Beazer-Barclay, YD
    Antonellis, KJ
    Scherf, U
    Speed, TP
    [J]. BIOSTATISTICS, 2003, 4 (02) : 249 - 264
  • [7] On differential variability of expression ratios: Improving statistical inference about gene expression changes from microarray data
    Newton, MA
    Kendziorski, CM
    Richmond, CS
    Blattner, FR
    Tsui, KW
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 2001, 8 (01) : 37 - 52
  • [8] Chasing the dream: plant EST microarrays
    Richmond, T
    Somerville, S
    [J]. CURRENT OPINION IN PLANT BIOLOGY, 2000, 3 (02) : 108 - 116
  • [9] Normalization for cDNA microarray data: a robust composite method addressing single and multiple slide systematic variation
    Yang, YH
    Dudoit, S
    Luu, P
    Lin, DM
    Peng, V
    Ngai, J
    Speed, TP
    [J]. NUCLEIC ACIDS RESEARCH, 2002, 30 (04) : e15