Repeatability of published microarray gene expression analyses

Four teams of analysts attempted exact reproduction of results of 18 microarray experiments published in the journal in 2005–2006 using the data and analytical methods detailed in the original publications. In addition to MIAME criteria, the authors recommend publication of an explicit record of the...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Nature genetics Ročník 41; číslo 2; s. 149 - 155
Hlavní autori: Ioannidis, John P A, Allison, David B, Ball, Catherine A, Coulibaly, Issa, Cui, Xiangqin, Culhane, Aedín C, Falchi, Mario, Furlanello, Cesare, Game, Laurence, Jurman, Giuseppe, Mangion, Jon, Mehta, Tapan, Nitzberg, Michael, Page, Grier P, Petretto, Enrico, van Noort, Vera
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York Nature Publishing Group US 01.02.2009
Nature Publishing Group
Predmet:
ISSN:1061-4036, 1546-1718, 1546-1718
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Four teams of analysts attempted exact reproduction of results of 18 microarray experiments published in the journal in 2005–2006 using the data and analytical methods detailed in the original publications. In addition to MIAME criteria, the authors recommend publication of an explicit record of the analytical protocols used. Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005–2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered.
AbstractList Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005-2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered. [PUBLICATION ABSTRACT]
Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005-2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered.
Four teams of analysts attempted exact reproduction of results of 18 microarray experiments published in the journal in 2005–2006 using the data and analytical methods detailed in the original publications. In addition to MIAME criteria, the authors recommend publication of an explicit record of the analytical protocols used. Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005–2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered.
Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005-2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered.Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals require public data deposition and several public databases exist. However, not all data are publicly available, and even when available, it is unknown whether the published results are reproducible by independent scientists. Here we evaluated the replication of data analyses in 18 articles on microarray-based gene expression profiling published in Nature Genetics in 2005-2006. One table or figure from each article was independently evaluated by two teams of analysts. We reproduced two analyses in principle and six partially or with some discrepancies; ten could not be reproduced. The main reason for failure to reproduce was data unavailability, and discrepancies were mostly due to incomplete data annotation or specification of data processing and analysis. Repeatability of published microarray studies is apparently limited. More strict publication rules enforcing public data availability and explicit description of data processing and analysis should be considered.
Audience Academic
Author Game, Laurence
Ioannidis, John P A
Furlanello, Cesare
Cui, Xiangqin
Jurman, Giuseppe
Allison, David B
Coulibaly, Issa
Mehta, Tapan
Culhane, Aedín C
Nitzberg, Michael
Mangion, Jon
Page, Grier P
Falchi, Mario
Petretto, Enrico
Ball, Catherine A
van Noort, Vera
Author_xml – sequence: 1
  givenname: John P A
  surname: Ioannidis
  fullname: Ioannidis, John P A
  email: jioannid@cc.uoi.gr
  organization: Department of Hygiene and Epidemiology, Clinical and Molecular Epidemiology Unit, University of Ioannina School of Medicine, Biomedical Research Institute, Foundation for Research and Technology–Hellas, Tufts Medical Center and Department of Medicine, Center for Genetic Epidemiology and Modeling, Tufts University School of Medicine
– sequence: 2
  givenname: David B
  surname: Allison
  fullname: Allison, David B
  organization: Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham
– sequence: 3
  givenname: Catherine A
  surname: Ball
  fullname: Ball, Catherine A
  organization: Department of Biochemistry, Stanford University School of Medicine
– sequence: 4
  givenname: Issa
  surname: Coulibaly
  fullname: Coulibaly, Issa
  organization: Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham
– sequence: 5
  givenname: Xiangqin
  surname: Cui
  fullname: Cui, Xiangqin
  organization: Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham
– sequence: 6
  givenname: Aedín C
  surname: Culhane
  fullname: Culhane, Aedín C
  organization: Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Department of Biostatistics, Harvard School of Public Health
– sequence: 7
  givenname: Mario
  surname: Falchi
  fullname: Falchi, Mario
  organization: Genomic Medicine, Faculty of Medicine, Imperial College London, Hammersmith Hospital, Department of Twin Research & Genetic Epidemiology, St. Thomas' Campus, King's College London
– sequence: 8
  givenname: Cesare
  surname: Furlanello
  fullname: Furlanello, Cesare
  organization: Fondazione Bruno Kessler, via Sommarive 18
– sequence: 9
  givenname: Laurence
  surname: Game
  fullname: Game, Laurence
  organization: Medical Research Council Clinical Sciences Centre Microarray Centre, Hammersmith Hospital
– sequence: 10
  givenname: Giuseppe
  surname: Jurman
  fullname: Jurman, Giuseppe
  organization: Fondazione Bruno Kessler, via Sommarive 18
– sequence: 11
  givenname: Jon
  surname: Mangion
  fullname: Mangion, Jon
  organization: Medical Research Council Clinical Sciences Centre Microarray Centre, Hammersmith Hospital
– sequence: 12
  givenname: Tapan
  surname: Mehta
  fullname: Mehta, Tapan
  organization: Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham
– sequence: 13
  givenname: Michael
  surname: Nitzberg
  fullname: Nitzberg, Michael
  organization: Department of Biochemistry, Stanford University School of Medicine
– sequence: 14
  givenname: Grier P
  surname: Page
  fullname: Page, Grier P
  organization: Department of Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Statistics and Epidemiology Unit, RTI International
– sequence: 15
  givenname: Enrico
  surname: Petretto
  fullname: Petretto, Enrico
  organization: Medical Research Council Clinical Sciences Centre Microarray Centre, Hammersmith Hospital, Department of Epidemiology, Public Health and Primary Care, Faculty of Medicine, Imperial College
– sequence: 16
  givenname: Vera
  surname: van Noort
  fullname: van Noort, Vera
  organization: European Molecular Biology Laboratory Heidelberg
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=21236350$$DView record in Pascal Francis
https://www.ncbi.nlm.nih.gov/pubmed/19174838$$D View this record in MEDLINE/PubMed
BookMark eNqN0l1r2zAUBmAxOtY2237CMBvrGCyZjmXJ8s2glH0UCoXu41Yo8rGn4siejg3Nv69KsoVkuxgGW8iPDtJ7dMqOQh-QsefAF8CFfh_aRV7JR-wEZKHmUII-SmOuYF5woY7ZKdEt51AUXD9hx1BBWWihT9iHGxzQjnbpOz-us77JhmnZefqJdbbyLvY2RrvOWgyY4d0Qkcj3IbPBdmtCesoeN7YjfLb9ztj3Tx-_XXyZX11_vrw4v5o7yWGc64rz0mFVW-l0rWqpoNFcq1qDBeA5IJdVCcrlUtr0s3blEkCJRpYyTaKYsbNN3SH2vyak0aw8Oew6G7CfyCillYBCJPjyAN72U0y7JZPnuRJKp9eMvdqg1nZofGj6MVr3UNGcQyXyopSySGrxD5WeGlMyKf7Gp_m9BW_3FiQz4t3Y2onIXH69-X97_WPfvtieaVqusDZD9Csb1-Z3FxN4vQWWnO2aaIPz9MflkAslJN-lmPpKFLHZleLm4RqZ0Jp0jRJ8dwCdH-2YOp8i8N3f_M2GU6oXWoy70A_kPWZ-z-I
CODEN NGENEC
CitedBy_id crossref_primary_10_1161_STROKEAHA_109_571034
crossref_primary_10_1007_s11192_017_2622_5
crossref_primary_10_1371_journal_pone_0134990
crossref_primary_10_1108_AJIM_09_2016_0159
crossref_primary_10_1371_journal_pbio_2000598
crossref_primary_10_1007_s00108_012_3157_8
crossref_primary_10_1002_2016EA000224
crossref_primary_10_1016_S0140_6736_13_62227_8
crossref_primary_10_1186_gb_2009_10_9_r97
crossref_primary_10_1088_1742_5468_2013_12_P12008
crossref_primary_10_1186_1471_2105_11_S9_S8
crossref_primary_10_1186_s12859_020_03817_7
crossref_primary_10_3390_cancers2021066
crossref_primary_10_3168_jds_2017_13978
crossref_primary_10_1371_journal_pcbi_1005873
crossref_primary_10_1073_pnas_2120377119
crossref_primary_10_1126_science_326_522b
crossref_primary_10_2217_pme_13_30
crossref_primary_10_1016_j_jclinepi_2010_02_018
crossref_primary_10_1146_annurev_statistics_060116_054104
crossref_primary_10_1038_nrclinonc_2013_171
crossref_primary_10_1016_j_commatsci_2020_110086
crossref_primary_10_1016_j_jenvman_2024_120292
crossref_primary_10_1080_15230406_2018_1512421
crossref_primary_10_1111_j_1582_4934_2010_01092_x
crossref_primary_10_1093_humupd_dmt048
crossref_primary_10_1016_j_jad_2017_04_061
crossref_primary_10_1016_j_pbiomolbio_2011_07_001
crossref_primary_10_1515_ci_2022_0403
crossref_primary_10_4137_CIN_S5756
crossref_primary_10_1093_annonc_mds645
crossref_primary_10_1177_0306312711436265
crossref_primary_10_1186_1471_2105_12_463
crossref_primary_10_1161_CIRCRESAHA_114_303819
crossref_primary_10_1017_S0140525X18000791
crossref_primary_10_3233_JIFS_169146
crossref_primary_10_1371_journal_pone_0036540
crossref_primary_10_1016_j_bcp_2020_113945
crossref_primary_10_1038_nbt_3780
crossref_primary_10_1503_jpn_220222
crossref_primary_10_3389_fgene_2022_838679
crossref_primary_10_1002_jrsm_1337
crossref_primary_10_1007_s10484_023_09582_6
crossref_primary_10_1016_j_chest_2016_09_012
crossref_primary_10_1186_1756_0500_5_494
crossref_primary_10_12688_f1000research_7847_1
crossref_primary_10_1186_s12859_019_3224_4
crossref_primary_10_1002_2016EA000201
crossref_primary_10_1371_journal_pone_0230416
crossref_primary_10_1073_pnas_1317876110
crossref_primary_10_1080_10807039_2014_974499
crossref_primary_10_1080_19768354_2022_2059566
crossref_primary_10_1002_2015EA000136
crossref_primary_10_1016_S0007_4551_15_31216_9
crossref_primary_10_1057_palcomms_2017_51
crossref_primary_10_1186_1471_2407_13_387
crossref_primary_10_1186_s12967_024_04939_9
crossref_primary_10_1007_s10858_015_9964_1
crossref_primary_10_3390_ijms151121554
crossref_primary_10_1186_s40246_018_0134_x
crossref_primary_10_1080_00461520_2021_1902329
crossref_primary_10_1038_ejhg_2011_27
crossref_primary_10_1038_nrg_2017_113
crossref_primary_10_1111_biom_13848
crossref_primary_10_1038_nrg3394
crossref_primary_10_1007_s12561_009_9015_0
crossref_primary_10_1177_0340035220917985
crossref_primary_10_1002_cyto_a_22106
crossref_primary_10_3389_fncel_2015_00501
crossref_primary_10_1016_S1470_2045_10_70183_2
crossref_primary_10_1146_annurev_soc_090221_035954
crossref_primary_10_1093_aje_kwy280
crossref_primary_10_1016_j_fertnstert_2013_01_129
crossref_primary_10_1186_1471_2164_11_134
crossref_primary_10_1371_journal_pone_0164023
crossref_primary_10_1523_JNEUROSCI_4554_11_2011
crossref_primary_10_1097_MOO_0b013e3283383ef9
crossref_primary_10_1016_j_jclinepi_2015_04_015
crossref_primary_10_1017_S003329171600324X
crossref_primary_10_1109_TBME_2016_2555481
crossref_primary_10_12688_f1000research_20843_1
crossref_primary_10_1177_1745691612464056
crossref_primary_10_7717_peerj_791
crossref_primary_10_1007_s00018_009_0056_9
crossref_primary_10_1186_1756_0500_6_318
crossref_primary_10_1158_1078_0432_CCR_11_0196
crossref_primary_10_1093_nar_gkr533
crossref_primary_10_1373_clinchem_2012_193813
crossref_primary_10_1155_2016_2068691
crossref_primary_10_1016_j_breast_2015_04_004
crossref_primary_10_1080_00952990_2019_1636384
crossref_primary_10_1186_s13073_015_0187_6
crossref_primary_10_1186_s12885_015_1102_7
crossref_primary_10_1586_erm_13_28
crossref_primary_10_1007_s13277_016_5349_7
crossref_primary_10_1080_01621459_2014_1002926
crossref_primary_10_14694_EdBook_AM_2012_32_156
crossref_primary_10_1016_j_applanim_2017_08_002
crossref_primary_10_1093_nar_gkt966
crossref_primary_10_12688_f1000research_9973_1
crossref_primary_10_1007_s10654_011_9551_z
crossref_primary_10_12688_f1000research_9973_2
crossref_primary_10_1186_s13742_016_0135_4
crossref_primary_10_1038_s41592_021_01166_8
crossref_primary_10_1007_s11192_021_03897_z
crossref_primary_10_1093_nar_gkv349
crossref_primary_10_1080_13658816_2018_1508687
crossref_primary_10_1080_09332480_2012_726554
crossref_primary_10_1002_art_24757
crossref_primary_10_1016_S1470_2045_10_70008_5
crossref_primary_10_1111_iops_12045
crossref_primary_10_1371_journal_pone_0127612
crossref_primary_10_1186_2044_5040_1_15
crossref_primary_10_1371_journal_pcbi_1008770
crossref_primary_10_1016_j_jbi_2017_07_010
crossref_primary_10_1371_journal_pone_0208561
crossref_primary_10_1016_j_currproblcancer_2021_100725
crossref_primary_10_1016_j_jneuroim_2012_01_001
crossref_primary_10_1097_MOO_0b013e32833693ce
crossref_primary_10_3892_ol_2017_5718
crossref_primary_10_1136_bmj_2023_075767
crossref_primary_10_1039_c0mb00100g
crossref_primary_10_1038_s41390_020_1104_2
crossref_primary_10_3758_s13423_017_1292_x
crossref_primary_10_1007_s13193_019_00954_1
crossref_primary_10_1038_tpj_2010_47
crossref_primary_10_1093_nar_gkr1071
crossref_primary_10_1038_srep18494
crossref_primary_10_1586_erm_09_9
crossref_primary_10_1038_s41398_018_0216_5
crossref_primary_10_1371_journal_pone_0108567
crossref_primary_10_3109_14653249_2011_585063
crossref_primary_10_1093_hmg_ddv199
crossref_primary_10_1002_anie_202203038
crossref_primary_10_1038_526182a
crossref_primary_10_1111_j_1365_2362_2011_02493_x
crossref_primary_10_1186_s12859_017_1747_0
crossref_primary_10_1016_j_compbiolchem_2025_108432
crossref_primary_10_1038_onc_2011_599
crossref_primary_10_1155_2012_241314
crossref_primary_10_1371_journal_pcbi_1006269
crossref_primary_10_1038_s41597_019_0042_5
crossref_primary_10_1586_ers_10_40
crossref_primary_10_1038_nbt_4029
crossref_primary_10_1128_IAI_00908_10
crossref_primary_10_1016_j_ygeno_2021_04_026
crossref_primary_10_1158_1078_0432_CCR_13_1116
crossref_primary_10_1371_journal_pone_0096063
crossref_primary_10_1007_s11886_025_02226_7
crossref_primary_10_1016_j_jcrc_2018_10_028
crossref_primary_10_1186_s12920_018_0427_x
crossref_primary_10_1371_journal_pcbi_1006922
crossref_primary_10_1371_journal_pone_0140829
crossref_primary_10_1016_j_bcp_2013_10_019
crossref_primary_10_1371_journal_pone_0080278
crossref_primary_10_3389_fcell_2019_00349
crossref_primary_10_1371_journal_pgen_1010210
crossref_primary_10_1016_j_ajpath_2020_01_014
crossref_primary_10_1016_j_bcp_2018_03_014
crossref_primary_10_1038_nbt_1665
crossref_primary_10_1186_s40345_015_0038_9
crossref_primary_10_31083_j_fbl2912404
crossref_primary_10_1371_journal_pone_0032200
crossref_primary_10_1002_cam4_69
crossref_primary_10_1007_s11192_023_04684_8
crossref_primary_10_1016_j_drudis_2013_11_022
crossref_primary_10_1016_j_shpsc_2011_10_004
crossref_primary_10_1186_s12859_015_0842_3
crossref_primary_10_1098_rsos_200805
crossref_primary_10_1002_bimj_201800309
crossref_primary_10_1093_nar_gkv810
crossref_primary_10_1111_j_1365_294X_2012_05754_x
crossref_primary_10_2217_pgs_11_157
crossref_primary_10_1146_annurev_physiol_021909_135840
crossref_primary_10_1038_s41592_021_01315_z
crossref_primary_10_1177_11779322221088796
crossref_primary_10_1007_s12035_014_9054_5
crossref_primary_10_1016_j_compbiomed_2022_105785
crossref_primary_10_1016_j_compbiomed_2021_104850
crossref_primary_10_1093_jnci_dju049
crossref_primary_10_1016_j_plipres_2012_02_002
crossref_primary_10_1007_s12026_014_8516_1
crossref_primary_10_1126_science_1211811
crossref_primary_10_1186_s12864_018_4914_4
crossref_primary_10_1371_journal_pbio_1002295
crossref_primary_10_1002_jpen_1946
crossref_primary_10_7554_eLife_03981
crossref_primary_10_1002_ange_202203038
crossref_primary_10_1177_2378023119849803
crossref_primary_10_1371_journal_pone_0022070
crossref_primary_10_7717_peerj_11140
crossref_primary_10_1016_j_vaa_2020_10_007
crossref_primary_10_1098_rsos_180448
crossref_primary_10_1016_j_plrev_2017_12_006
crossref_primary_10_1373_clinchem_2014_221341
crossref_primary_10_1200_JCO_2009_26_1917
crossref_primary_10_1002_leap_1551
crossref_primary_10_1016_j_jclinepi_2011_02_003
crossref_primary_10_1038_s41390_020_01210_x
crossref_primary_10_1080_1047840X_2012_699427
crossref_primary_10_1186_1752_0509_5_S2_S6
crossref_primary_10_1371_journal_pcbi_1003285
crossref_primary_10_1007_s00439_014_1496_3
crossref_primary_10_1109_TSE_2018_2876537
crossref_primary_10_1373_clinchem_2012_200501
crossref_primary_10_1016_j_ymben_2013_08_005
crossref_primary_10_1371_journal_pone_0113659
crossref_primary_10_1093_bfgp_elp013
crossref_primary_10_1186_gb_2010_11_8_r86
crossref_primary_10_1038_nmeth_1809
crossref_primary_10_1371_journal_pone_0110840
crossref_primary_10_7717_peerj_175
crossref_primary_10_1186_1471_2105_10_201
crossref_primary_10_1287_mnsc_2023_03556
crossref_primary_10_1007_s00438_020_01705_6
crossref_primary_10_1007_s00384_011_1176_x
crossref_primary_10_1038_s41592_020_00978_4
crossref_primary_10_1186_1471_2105_11_136
crossref_primary_10_1186_gm279
crossref_primary_10_1067_j_cpradiol_2017_09_005
crossref_primary_10_1038_s41398_018_0325_1
crossref_primary_10_1016_j_jclinepi_2010_04_002
crossref_primary_10_1016_j_ejogrb_2021_12_021
crossref_primary_10_12688_f1000research_5686_1
crossref_primary_10_15252_embr_201846866
crossref_primary_10_1016_j_actpsy_2023_104005
crossref_primary_10_1186_s13395_019_0196_z
crossref_primary_10_12688_f1000research_5686_2
crossref_primary_10_3389_fmicb_2016_01131
crossref_primary_10_3390_biology13050351
crossref_primary_10_1016_S0140_6736_13_62296_5
crossref_primary_10_1007_s00799_016_0174_6
crossref_primary_10_1098_rsos_201925
crossref_primary_10_1586_epr_09_87
crossref_primary_10_1002_path_2648
crossref_primary_10_1371_journal_pone_0024357
crossref_primary_10_1111_gbi_12333
crossref_primary_10_1111_j_1740_9713_2011_00505_x
crossref_primary_10_12688_f1000research_23663_1
crossref_primary_10_1093_nar_gku1057
crossref_primary_10_12688_f1000research_23663_2
crossref_primary_10_1586_14737159_2016_1126512
crossref_primary_10_1038_leu_2010_73
crossref_primary_10_1016_j_immuni_2016_12_008
crossref_primary_10_1002_hipo_20888
crossref_primary_10_1038_s41597_020_00638_4
crossref_primary_10_1186_bcr2890
crossref_primary_10_1007_s00287_018_01134_1
crossref_primary_10_1371_journal_pcbi_1007665
crossref_primary_10_1634_theoncologist_2016_0078
crossref_primary_10_1042_BST0381593
crossref_primary_10_1002_bimj_201500044
crossref_primary_10_1038_nrg3305
crossref_primary_10_1093_gigascience_giy072
crossref_primary_10_1513_AnnalsATS_201707_559LE
crossref_primary_10_1093_bib_bbt011
crossref_primary_10_1093_sleep_zsad143
crossref_primary_10_1038_467401b
crossref_primary_10_7717_peerj_1137
crossref_primary_10_1177_1471082X17698255
crossref_primary_10_1080_00031305_2020_1829047
crossref_primary_10_1186_s12918_014_0121_3
crossref_primary_10_1016_j_pain_2011_04_014
crossref_primary_10_1186_1471_2105_10_422
crossref_primary_10_1038_s41563_018_0241_z
crossref_primary_10_1111_acer_13228
crossref_primary_10_1038_nmeth_3489
crossref_primary_10_2217_npy_11_18
crossref_primary_10_1002_art_30137
crossref_primary_10_3892_ol_2018_8153
crossref_primary_10_1001_jamanetworkopen_2020_35043
crossref_primary_10_12688_f1000research_9379_1
crossref_primary_10_1373_clinchem_2018_292854
crossref_primary_10_1186_s12859_019_2968_1
crossref_primary_10_1146_annurev_genom_082410_101446
crossref_primary_10_3402_jev_v2i0_20360
crossref_primary_10_13169_prometheus_36_2_0116
crossref_primary_10_1111_j_1749_6632_2010_05765_x
crossref_primary_10_1038_s41592_021_01327_9
crossref_primary_10_3389_fgene_2015_00172
crossref_primary_10_1136_bmjopen_2022_060976
crossref_primary_10_1371_journal_pone_0204123
crossref_primary_10_1017_S1461145711000733
crossref_primary_10_1016_j_aquatox_2017_02_016
crossref_primary_10_1089_bio_2016_0088
crossref_primary_10_1016_j_molonc_2011_01_002
crossref_primary_10_1007_s13668_015_0130_x
crossref_primary_10_1016_j_critrevonc_2012_08_003
crossref_primary_10_1016_j_yrtph_2011_07_012
crossref_primary_10_1038_laban_1330
crossref_primary_10_1073_pnas_1708290115
crossref_primary_10_1093_bib_bbq084
crossref_primary_10_1002_sim_7175
crossref_primary_10_1186_1471_2164_15_395
crossref_primary_10_1111_j_1399_3046_2009_01255_x
crossref_primary_10_1186_2041_1480_5_25
crossref_primary_10_1093_bib_bbae221
crossref_primary_10_1038_clpt_2012_55
crossref_primary_10_1371_journal_pone_0054979
crossref_primary_10_1371_journal_pone_0201856
crossref_primary_10_3390_ijms19051385
crossref_primary_10_1038_s41598_019_43881_5
crossref_primary_10_1111_rssa_12132
crossref_primary_10_1007_s00204_022_03430_y
crossref_primary_10_1093_bib_bbad375
crossref_primary_10_1186_2047_217X_1_11
crossref_primary_10_1016_j_future_2015_12_017
crossref_primary_10_1214_14_STS484
crossref_primary_10_4161_epi_25440
crossref_primary_10_1093_bib_bbq073
crossref_primary_10_1038_470305b
crossref_primary_10_1186_s12864_017_3661_2
crossref_primary_10_1016_j_envsoft_2020_104753
crossref_primary_10_1371_journal_pone_0229182
crossref_primary_10_1016_j_joi_2024_101505
crossref_primary_10_1016_j_ahj_2009_02_004
crossref_primary_10_1038_nbt1109_984b
crossref_primary_10_1186_s13104_021_05817_z
crossref_primary_10_1038_nrn3475
crossref_primary_10_1038_s41598_018_36122_8
crossref_primary_10_1089_omi_2011_0065
crossref_primary_10_1038_tpj_2013_48
crossref_primary_10_18632_oncotarget_11130
crossref_primary_10_1002_wsbm_1289
crossref_primary_10_1126_science_1213847
crossref_primary_10_1016_j_rbmo_2015_06_026
Cites_doi 10.1038/nbt1106-1321
10.1093/jnci/djk018
10.1038/ng1201-365
10.1038/nbt1239
10.1038/ng1693
10.1038/ng1515
10.1093/nar/gkg091
10.1038/nmeth757
10.1038/nrg1749
10.1038/ng1502
10.1038/ng1543
10.1016/j.tig.2005.12.006
10.1016/j.ejca.2007.05.019
10.1038/ng1619
10.2202/1544-6115.1034
10.1111/j.1365-2362.2007.01794.x
10.1016/j.tig.2005.12.005
10.1038/ng1610
10.1038/ng1819
10.1016/j.tig.2005.12.001
10.1186/1471-2105-8-412
10.1038/ng1554
10.1038/ng1630
10.1371/journal.pbio.0020317
10.1038/ng1483
10.1371/journal.pone.0000308
10.1038/ng1490
10.1038/ng1634
10.1038/ng1637
10.1038/ng1545
10.1038/ng1006-1089
10.1038/nbt1106-1322
10.1038/ng1901
10.1097/EDE.0b013e31818131e7
10.1038/ng1903
10.1093/nar/30.1.207
10.1038/ng1864
10.1038/ng1760
10.1038/ng1852
10.1038/ng1589
ContentType Journal Article
Copyright Springer Nature America, Inc. 2009
2009 INIST-CNRS
COPYRIGHT 2009 Nature Publishing Group
Copyright Nature Publishing Group Feb 2009
Copyright_xml – notice: Springer Nature America, Inc. 2009
– notice: 2009 INIST-CNRS
– notice: COPYRIGHT 2009 Nature Publishing Group
– notice: Copyright Nature Publishing Group Feb 2009
DBID AAYXX
CITATION
IQODW
CGR
CUY
CVF
ECM
EIF
NPM
IOV
ISR
3V.
7QL
7QP
7QR
7SS
7T7
7TK
7TM
7U9
7X7
7XB
88A
88E
8AO
8C1
8FD
8FE
8FH
8FI
8FJ
8FK
8G5
ABUWG
AEUYN
AFKRA
AZQEC
BBNVY
BENPR
BHPHI
C1K
CCPQU
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
GUQSH
H94
HCIFZ
K9.
LK8
M0S
M1P
M2O
M7N
M7P
MBDVC
P64
PHGZM
PHGZT
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
Q9U
RC3
7X8
DOI 10.1038/ng.295
DatabaseName CrossRef
Pascal-Francis
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Opposing Viewpoints
Gale In Context: Science
ProQuest Central (Corporate)
Bacteriology Abstracts (Microbiology B)
Calcium & Calcified Tissue Abstracts
Chemoreception Abstracts
Entomology Abstracts (Full archive)
Industrial and Applied Microbiology Abstracts (Microbiology A)
Neurosciences Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Health & Medical Collection (Proquest)
ProQuest Central (purchase pre-March 2016)
Biology Database (Alumni Edition)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database (subscription)
Technology Research Database
ProQuest SciTech Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Research Library (Alumni Edition)
ProQuest Central (Alumni)
ProQuest One Sustainability (subscription)
ProQuest Central UK/Ireland
ProQuest Central Essentials
Biological Science Collection (subscription)
ProQuest Central
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
Research Library Prep
AIDS and Cancer Research Abstracts
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Biological Science Collection
Health & Medical Collection (Alumni Edition)
PML(ProQuest Medical Library)
Research Library (subscription)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
Research Library (Corporate)
Biotechnology and BioEngineering Abstracts
ProQuest Central Premium
ProQuest One Academic (New)
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
ProQuest Central Basic
Genetics Abstracts
MEDLINE - Academic
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Research Library Prep
ProQuest Central Student
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
ProQuest Central China
Environmental Sciences and Pollution Management
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Health Research Premium Collection
Natural Science Collection
Health & Medical Research Collection
Biological Science Collection
Chemoreception Abstracts
Industrial and Applied Microbiology Abstracts (Microbiology A)
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Neurosciences Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Entomology Abstracts
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Engineering Research Database
ProQuest One Academic
Calcium & Calcified Tissue Abstracts
ProQuest One Academic (New)
Technology Research Database
ProQuest One Academic Middle East (New)
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
Research Library (Alumni Edition)
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Biology Journals (Alumni Edition)
ProQuest Central
ProQuest Health & Medical Research Collection
Genetics Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
AIDS and Cancer Research Abstracts
ProQuest Research Library
ProQuest Public Health
ProQuest Central Basic
ProQuest SciTech Collection
ProQuest Medical Library
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList Research Library Prep
MEDLINE


MEDLINE - Academic
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: BENPR
  name: AUTh Library subscriptions: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Agriculture
Biology
EISSN 1546-1718
EndPage 155
ExternalDocumentID 1645352021
A193247554
19174838
21236350
10_1038_ng_295
Genre Evaluation Study
Journal Article
GeographicLocations United States
United Kingdom
GeographicLocations_xml – name: United Kingdom
– name: United States
GrantInformation_xml – fundername: Medical Research Council
  grantid: MC_U120097112
– fundername: NCI NIH HHS
  grantid: R01 CA098522
GroupedDBID ---
-DZ
-~X
.55
.GJ
0R~
123
29M
2FS
36B
39C
3O-
3V.
4.4
53G
5BI
5M7
5RE
5S5
70F
7X7
85S
88A
88E
8AO
8C1
8FE
8FH
8FI
8FJ
8G5
8R4
8R5
AAEEF
AAHBH
AARCD
AAYOK
AAYZH
AAZLF
ABAWZ
ABCQX
ABDBF
ABDPE
ABEFU
ABJNI
ABLJU
ABOCM
ABTAH
ABUWG
ACBWK
ACGFO
ACGFS
ACIWK
ACMJI
ACNCT
ACPRK
ACUHS
ADBBV
ADFRT
AENEX
AEUYN
AFBBN
AFFNX
AFKRA
AFRAH
AFSHS
AGAYW
AGCDD
AGHTU
AHBCP
AHMBA
AHOSX
AHSBF
AIBTJ
ALFFA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AMTXH
ARMCB
ASPBG
AVWKF
AXYYD
AZFZN
AZQEC
B0M
BBNVY
BENPR
BHPHI
BKKNO
BPHCQ
BVXVI
CCPQU
CS3
DB5
DU5
DWQXO
EAD
EAP
EBC
EBD
EBS
EE.
EJD
EMB
EMK
EMOBN
EPL
ESX
EXGXG
F5P
FEDTE
FQGFK
FSGXE
FYUFA
GNUQQ
GUQSH
GX1
HCIFZ
HMCUK
HVGLF
HZ~
IAO
IH2
IHR
INH
INR
IOV
ISR
ITC
L7B
LGEZI
LK8
LOTEE
M0L
M1P
M2O
M7P
MVM
N9A
NADUK
NNMJJ
NXXTH
ODYON
P2P
PKN
PQQKQ
PROAC
PSQYO
Q2X
RIG
RNS
RNT
RNTTT
RVV
SHXYY
SIXXV
SJN
SNYQT
SOJ
SV3
TAOOD
TBHMF
TDRGL
TN5
TSG
TUS
UKHRP
VQA
X7M
XJT
XOL
Y6R
YHZ
ZGI
ZXP
ZY4
~8M
~KM
AAYXX
ABFSG
ACSTC
AETEA
AFANA
AFFHD
AIEIU
ALPWD
ATHPR
CITATION
PHGZM
PHGZT
PJZUB
PPXIY
PQGLB
AEZWR
AFHIU
AHWEU
AIXLP
IQODW
NFIDA
CGR
CUY
CVF
ECM
EIF
NPM
7QL
7QP
7QR
7SS
7T7
7TK
7TM
7U9
7XB
8FD
8FK
C1K
FR3
H94
K9.
M7N
MBDVC
P64
PKEHL
PQEST
PQUKI
PRINS
Q9U
RC3
7X8
PUEGO
ID FETCH-LOGICAL-c501t-89007ce9da5c8d6d561f8086d81a11021e059716c255a561dc7b1163f5756c2e3
IEDL.DBID M7P
ISICitedReferencesCount 373
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000263091300011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1061-4036
1546-1718
IngestDate Thu Oct 02 12:20:41 EDT 2025
Fri Oct 03 07:40:54 EDT 2025
Sat Nov 29 14:11:21 EST 2025
Sat Nov 29 10:56:49 EST 2025
Wed Nov 26 11:34:58 EST 2025
Wed Nov 26 11:30:13 EST 2025
Mon Jul 21 06:06:08 EDT 2025
Mon Jul 21 09:14:42 EDT 2025
Tue Nov 18 20:52:42 EST 2025
Sat Nov 29 03:07:02 EST 2025
Fri Feb 21 02:37:39 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Gene expression
Microarray
Language English
License http://www.springer.com/tdm
CC BY 4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c501t-89007ce9da5c8d6d561f8086d81a11021e059716c255a561dc7b1163f5756c2e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
content type line 14
ObjectType-Article-2
ObjectType-Undefined-1
ObjectType-Feature-3
content type line 23
PMID 19174838
PQID 222636826
PQPubID 33429
PageCount 7
ParticipantIDs proquest_miscellaneous_66863143
proquest_journals_222636826
gale_infotracmisc_A193247554
gale_infotracacademiconefile_A193247554
gale_incontextgauss_ISR_A193247554
gale_incontextgauss_IOV_A193247554
pubmed_primary_19174838
pascalfrancis_primary_21236350
crossref_primary_10_1038_ng_295
crossref_citationtrail_10_1038_ng_295
springer_journals_10_1038_ng_295
PublicationCentury 2000
PublicationDate 2009-02-01
PublicationDateYYYYMMDD 2009-02-01
PublicationDate_xml – month: 02
  year: 2009
  text: 2009-02-01
  day: 01
PublicationDecade 2000
PublicationPlace New York
PublicationPlace_xml – name: New York
– name: New York, NY
– name: United States
PublicationTitle Nature genetics
PublicationTitleAbbrev Nat Genet
PublicationTitleAlternate Nat Genet
PublicationYear 2009
Publisher Nature Publishing Group US
Nature Publishing Group
Publisher_xml – name: Nature Publishing Group US
– name: Nature Publishing Group
References MalekRLPhysiogenomic resources for rat models of heart, lung and blood disordersNat. Genet.2006382342391:CAS:528:DC%2BD28XotlGmug%3D%3D10.1038/ng1693
DierickHAGreenspanRJMolecular analysis of flies selected for aggressive behaviorNat. Genet.200638102310311:CAS:528:DC%2BD28XovVWjtrg%3D10.1038/ng1864
Van DriesscheNEpistasis analysis with global transcriptional phenotypesNat. Genet.2005374714771:CAS:528:DC%2BD2MXjsF2ksrY%3D10.1038/ng1545
IngrahamCRAbnormal skin, limb and craniofacial morphogenesis in mice deficient for interferon regulatory factor 6 (Irf6)Nat. Genet.200638133513401:CAS:528:DC%2BD28XhtFeisbjL10.1038/ng1903
OleksiakMFRoachJLCrawfordDLNatural variation in cardiac metabolism and gene expression in Fundulus heteroclitusNat. Genet.20053767721:CAS:528:DC%2BD2cXhtFChsL%2FF10.1038/ng1483
TanakaHBergstromDAYaoMCTapscottSJWidespread and nonrandom distribution of DNA palindromes in cancer cells provides a structural platform for subsequent gene amplificationNat. Genet.2005373203271:CAS:528:DC%2BD2MXhsFOqu70%3D10.1038/ng1515
BallCASubmission of microarray data to public repositoriesPLoS Biol.20042e31710.1371/journal.pbio.0020317
LarssonOSandbergRLack of correct data format and comparability limits future integrative microarray researchNat. Biotechnol.200624132213231:CAS:528:DC%2BD28XhtFyqt7bF10.1038/nbt1106-1322
IoannidisJPPolyzosNPTrikalinosTASelective discussion and transparency in microarray research findings for cancer outcomesEur. J. Cancer2007431999201010.1016/j.ejca.2007.05.019
CarrollJSGenome-wide analysis of estrogen receptor binding sitesNat. Genet.200638128912971:CAS:528:DC%2BD28XhtFeisbjI10.1038/ng1901
RoepmanPAn expression profile for diagnosis of lymph node metastases from primary head and neck squamous cell carcinomasNat. Genet.2005371821861:CAS:528:DC%2BD2MXnslKguw%3D%3D10.1038/ng1502
DupuyASimonRMCritical review of published microarray studies for cancer outcome and guidelines on statistical analysis and reportingJ. Natl. Cancer Inst.20079914715710.1093/jnci/djk018
FreyBJGenome-wide analysis of mouse transcripts using exon microarrays and factor graphsNat. Genet.2005379919961:CAS:528:DC%2BD2MXpsFWisbk%3D10.1038/ng1630
DenverDRThe transcriptional consequences of mutation and natural selection in Caenorhabditis elegansNat. Genet.2005375445481:CAS:528:DC%2BD2MXjsF2ks7g%3D10.1038/ng1554
ShiLThe MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurementsNat. Biotechnol.200624115111611:CAS:528:DC%2BD28XptlSlsb4%3D10.1038/nbt1239
MehrabianMIntegrating genotypic and expression data in a segregating mouse population to identify 5-lipoxygenase as a susceptibility gene for obesity and bone traitsNat. Genet.200537122412331:CAS:528:DC%2BD2MXhtFGhsL3M10.1038/ng1619
ChenJJReproducibility of microarray data: a further analysis of microarray quality control (MAQC) dataBMC Bioinformatics2007841210.1186/1471-2105-8-412
MitoYHenikoffJGHenikoffSGenome-scale profiling of histone H3.3 replacement patternsNat. Genet.200537109010971:CAS:528:DC%2BD2MXhtVCntL7F10.1038/ng1637
Sweet-CorderoAAn oncogenic KRAS2 expression signature identified by cross-species gene-expression analysisNat. Genet.20053748551:CAS:528:DC%2BD2cXhtFChsLzK10.1038/ng1490
GuptaPBThe melanocyte differentiation program predisposes to metastasis after neoplastic transformationNat. Genet.200537104710541:CAS:528:DC%2BD2MXhtVCntL7K10.1038/ng1634
SchmidMA gene expression map of Arabidopsis thaliana developmentNat. Genet.2005375015061:CAS:528:DC%2BD2MXjsF2ksrg%3D10.1038/ng1543
SchenaMMicroarray analysis2003
BrazmaAArray Express – a public repository for microarray gene expression data at the EBINucleic Acids Res.20033168711:CAS:528:DC%2BD3sXhvFSnsr8%3D10.1093/nar/gkg091
DraghiciSKhatriPEklundACSzallasiZReliability and reproducibility issues in DNA microarray measurementsTrends Genet.2006221011091:CAS:528:DC%2BD28XhtV2lsrk%3D10.1016/j.tig.2005.12.005
Anonymous. Minimum compliance for a microarray experiment? Nat. Genet.38, 1089 (2006).
TiroshIWeinbergerACarmiMBarkaiNA genetic signature of interspecies variations in gene expressionNat. Genet.2006388308341:CAS:528:DC%2BD28XmtFyru7w%3D10.1038/ng1819
LohYHThe Oct4 and Nanog transcription network regulates pluripotency in mouse embryonic stem cellsNat. Genet.2006384314401:CAS:528:DC%2BD28XivFSht7c%3D10.1038/ng1760
International Committee of Medical Journal Editors. Uniform Requirements for Manuscripts Submitted to Biomedical Journals: Writing and Editing for Biomedical Publication. <http://www.icmje.org/#prepare> (2008).
UleJNova regulates brain-specific splicing to shape the synapseNat. Genet.2005378448521:CAS:528:DC%2BD2MXmsFKlsLs%3D10.1038/ng1610
ShieldsRMIAME, we have a problemTrends Genet.20062265661:CAS:528:DC%2BD28XhtV2lsrc%3D10.1016/j.tig.2005.12.006
GentlemanRReproducible research: a bioinformatics case studyStat. Appl. Genet. Mol. Biol.20054210.2202/1544-6115.1034
BrazmaAMinimum information about a microarray experiment (MIAME)-toward standards for microarray dataNat. Genet.2001293653711:CAS:528:DC%2BD3MXovFamurw%3D10.1038/ng1201-365
IoannidisJPAWhy most discovered true associations are inflatedEpidemiology20081964064810.1097/EDE.0b013e31818131e7
EdgarRDomrachevMLashAEGene Expression Omnibus: NCBI gene expression and hybridization assay repositoryNucleic Acids Res.2002302072101:CAS:528:DC%2BD38Xht12kurs%3D10.1093/nar/30.1.207
PickersgillHCharacterization of the Drosophila melanogaster genome at the nuclear laminaNat. Genet.200638100510141:CAS:528:DC%2BD28XovVWjsbs%3D10.1038/ng1852
IoannidisJPMolecular evidence-based medicine: evolution and integration of information in the genomic eraEur. J. Clin. Invest.2007373403491:STN:280:DC%2BD2s3ltlWgug%3D%3D10.1111/j.1365-2362.2007.01794.x
MironMNadonRInferential literacy for experimental high-throughput biologyTrends Genet.20062284891:CAS:528:DC%2BD28XhtV2ls7o%3D10.1016/j.tig.2005.12.001
AllisonDBCuiXPageGPSabripourMMicroarray data analysis: from disarray to consolidation and consensusNat. Rev. Genet.2006755651:CAS:528:DC%2BD2MXhtlanu73F10.1038/nrg1749
LarkinJEIndependence and reproducibility across microarray platformsNat. Methods200523373441:CAS:528:DC%2BD2MXjsVyls78%3D10.1038/nmeth757
BrazmaAParkinsonSArrayExpress service for reviewers/editors of DNA microarray papersNat. Biotechnol.200624132113221:CAS:528:DC%2BD28XhtFyqt7bE10.1038/nbt1106-1321
SchadtEEAn integrative genomics approach to infer causal associations between gene expression and diseaseNat. Genet.2005377107171:CAS:528:DC%2BD2MXlslWhs7Y%3D10.1038/ng1589
PiwowarHADayRSFridsmaDBSharing detailed research data is associated with increased citation ratePLoS ONE.20072e30810.1371/journal.pone.0000308
DR Denver (BFng295_CR27) 2005; 37
BFng295_CR5
I Tirosh (BFng295_CR18) 2006; 38
JE Larkin (BFng295_CR34) 2005; 2
M Schena (BFng295_CR1) 2003
R Shields (BFng295_CR37) 2006; 22
R Gentleman (BFng295_CR41) 2005; 4
HA Piwowar (BFng295_CR39) 2007; 2
S Draghici (BFng295_CR38) 2006; 22
O Larsson (BFng295_CR9) 2006; 24
N Van Driessche (BFng295_CR28) 2005; 37
A Brazma (BFng295_CR40) 2006; 24
JP Ioannidis (BFng295_CR13) 2007; 37
JPA Ioannidis (BFng295_CR42) 2008; 19
CA Ball (BFng295_CR6) 2004; 2
RL Malek (BFng295_CR20) 2006; 38
BJ Frey (BFng295_CR24) 2005; 37
M Miron (BFng295_CR36) 2006; 22
R Edgar (BFng295_CR7) 2002; 30
M Mehrabian (BFng295_CR21) 2005; 37
A Brazma (BFng295_CR2) 2001; 29
J Ule (BFng295_CR25) 2005; 37
H Pickersgill (BFng295_CR17) 2006; 38
L Shi (BFng295_CR4) 2006; 24
PB Gupta (BFng295_CR23) 2005; 37
DB Allison (BFng295_CR3) 2006; 7
M Schmid (BFng295_CR29) 2005; 37
H Tanaka (BFng295_CR30) 2005; 37
BFng295_CR12
EE Schadt (BFng295_CR26) 2005; 37
JS Carroll (BFng295_CR15) 2006; 38
HA Dierick (BFng295_CR16) 2006; 38
YH Loh (BFng295_CR19) 2006; 38
A Sweet-Cordero (BFng295_CR32) 2005; 37
CR Ingraham (BFng295_CR14) 2006; 38
MF Oleksiak (BFng295_CR33) 2005; 37
A Brazma (BFng295_CR8) 2003; 31
A Dupuy (BFng295_CR10) 2007; 99
P Roepman (BFng295_CR31) 2005; 37
Y Mito (BFng295_CR22) 2005; 37
JJ Chen (BFng295_CR35) 2007; 8
JP Ioannidis (BFng295_CR11) 2007; 43
19174831 - Nat Genet. 2009 Feb;41(2):135. doi: 10.1038/ng0209-135.
References_xml – reference: Van DriesscheNEpistasis analysis with global transcriptional phenotypesNat. Genet.2005374714771:CAS:528:DC%2BD2MXjsF2ksrY%3D10.1038/ng1545
– reference: BrazmaAArray Express – a public repository for microarray gene expression data at the EBINucleic Acids Res.20033168711:CAS:528:DC%2BD3sXhvFSnsr8%3D10.1093/nar/gkg091
– reference: OleksiakMFRoachJLCrawfordDLNatural variation in cardiac metabolism and gene expression in Fundulus heteroclitusNat. Genet.20053767721:CAS:528:DC%2BD2cXhtFChsL%2FF10.1038/ng1483
– reference: LarkinJEIndependence and reproducibility across microarray platformsNat. Methods200523373441:CAS:528:DC%2BD2MXjsVyls78%3D10.1038/nmeth757
– reference: DraghiciSKhatriPEklundACSzallasiZReliability and reproducibility issues in DNA microarray measurementsTrends Genet.2006221011091:CAS:528:DC%2BD28XhtV2lsrk%3D10.1016/j.tig.2005.12.005
– reference: ShiLThe MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurementsNat. Biotechnol.200624115111611:CAS:528:DC%2BD28XptlSlsb4%3D10.1038/nbt1239
– reference: LarssonOSandbergRLack of correct data format and comparability limits future integrative microarray researchNat. Biotechnol.200624132213231:CAS:528:DC%2BD28XhtFyqt7bF10.1038/nbt1106-1322
– reference: SchmidMA gene expression map of Arabidopsis thaliana developmentNat. Genet.2005375015061:CAS:528:DC%2BD2MXjsF2ksrg%3D10.1038/ng1543
– reference: IoannidisJPMolecular evidence-based medicine: evolution and integration of information in the genomic eraEur. J. Clin. Invest.2007373403491:STN:280:DC%2BD2s3ltlWgug%3D%3D10.1111/j.1365-2362.2007.01794.x
– reference: SchadtEEAn integrative genomics approach to infer causal associations between gene expression and diseaseNat. Genet.2005377107171:CAS:528:DC%2BD2MXlslWhs7Y%3D10.1038/ng1589
– reference: LohYHThe Oct4 and Nanog transcription network regulates pluripotency in mouse embryonic stem cellsNat. Genet.2006384314401:CAS:528:DC%2BD28XivFSht7c%3D10.1038/ng1760
– reference: MalekRLPhysiogenomic resources for rat models of heart, lung and blood disordersNat. Genet.2006382342391:CAS:528:DC%2BD28XotlGmug%3D%3D10.1038/ng1693
– reference: GuptaPBThe melanocyte differentiation program predisposes to metastasis after neoplastic transformationNat. Genet.200537104710541:CAS:528:DC%2BD2MXhtVCntL7K10.1038/ng1634
– reference: PiwowarHADayRSFridsmaDBSharing detailed research data is associated with increased citation ratePLoS ONE.20072e30810.1371/journal.pone.0000308
– reference: GentlemanRReproducible research: a bioinformatics case studyStat. Appl. Genet. Mol. Biol.20054210.2202/1544-6115.1034
– reference: PickersgillHCharacterization of the Drosophila melanogaster genome at the nuclear laminaNat. Genet.200638100510141:CAS:528:DC%2BD28XovVWjsbs%3D10.1038/ng1852
– reference: EdgarRDomrachevMLashAEGene Expression Omnibus: NCBI gene expression and hybridization assay repositoryNucleic Acids Res.2002302072101:CAS:528:DC%2BD38Xht12kurs%3D10.1093/nar/30.1.207
– reference: BrazmaAMinimum information about a microarray experiment (MIAME)-toward standards for microarray dataNat. Genet.2001293653711:CAS:528:DC%2BD3MXovFamurw%3D10.1038/ng1201-365
– reference: AllisonDBCuiXPageGPSabripourMMicroarray data analysis: from disarray to consolidation and consensusNat. Rev. Genet.2006755651:CAS:528:DC%2BD2MXhtlanu73F10.1038/nrg1749
– reference: International Committee of Medical Journal Editors. Uniform Requirements for Manuscripts Submitted to Biomedical Journals: Writing and Editing for Biomedical Publication. <http://www.icmje.org/#prepare> (2008).
– reference: BrazmaAParkinsonSArrayExpress service for reviewers/editors of DNA microarray papersNat. Biotechnol.200624132113221:CAS:528:DC%2BD28XhtFyqt7bE10.1038/nbt1106-1321
– reference: IoannidisJPAWhy most discovered true associations are inflatedEpidemiology20081964064810.1097/EDE.0b013e31818131e7
– reference: DupuyASimonRMCritical review of published microarray studies for cancer outcome and guidelines on statistical analysis and reportingJ. Natl. Cancer Inst.20079914715710.1093/jnci/djk018
– reference: MitoYHenikoffJGHenikoffSGenome-scale profiling of histone H3.3 replacement patternsNat. Genet.200537109010971:CAS:528:DC%2BD2MXhtVCntL7F10.1038/ng1637
– reference: Sweet-CorderoAAn oncogenic KRAS2 expression signature identified by cross-species gene-expression analysisNat. Genet.20053748551:CAS:528:DC%2BD2cXhtFChsLzK10.1038/ng1490
– reference: Anonymous. Minimum compliance for a microarray experiment? Nat. Genet.38, 1089 (2006).
– reference: DenverDRThe transcriptional consequences of mutation and natural selection in Caenorhabditis elegansNat. Genet.2005375445481:CAS:528:DC%2BD2MXjsF2ks7g%3D10.1038/ng1554
– reference: BallCASubmission of microarray data to public repositoriesPLoS Biol.20042e31710.1371/journal.pbio.0020317
– reference: IngrahamCRAbnormal skin, limb and craniofacial morphogenesis in mice deficient for interferon regulatory factor 6 (Irf6)Nat. Genet.200638133513401:CAS:528:DC%2BD28XhtFeisbjL10.1038/ng1903
– reference: FreyBJGenome-wide analysis of mouse transcripts using exon microarrays and factor graphsNat. Genet.2005379919961:CAS:528:DC%2BD2MXpsFWisbk%3D10.1038/ng1630
– reference: SchenaMMicroarray analysis2003
– reference: IoannidisJPPolyzosNPTrikalinosTASelective discussion and transparency in microarray research findings for cancer outcomesEur. J. Cancer2007431999201010.1016/j.ejca.2007.05.019
– reference: DierickHAGreenspanRJMolecular analysis of flies selected for aggressive behaviorNat. Genet.200638102310311:CAS:528:DC%2BD28XovVWjtrg%3D10.1038/ng1864
– reference: RoepmanPAn expression profile for diagnosis of lymph node metastases from primary head and neck squamous cell carcinomasNat. Genet.2005371821861:CAS:528:DC%2BD2MXnslKguw%3D%3D10.1038/ng1502
– reference: CarrollJSGenome-wide analysis of estrogen receptor binding sitesNat. Genet.200638128912971:CAS:528:DC%2BD28XhtFeisbjI10.1038/ng1901
– reference: ChenJJReproducibility of microarray data: a further analysis of microarray quality control (MAQC) dataBMC Bioinformatics2007841210.1186/1471-2105-8-412
– reference: TiroshIWeinbergerACarmiMBarkaiNA genetic signature of interspecies variations in gene expressionNat. Genet.2006388308341:CAS:528:DC%2BD28XmtFyru7w%3D10.1038/ng1819
– reference: ShieldsRMIAME, we have a problemTrends Genet.20062265661:CAS:528:DC%2BD28XhtV2lsrc%3D10.1016/j.tig.2005.12.006
– reference: TanakaHBergstromDAYaoMCTapscottSJWidespread and nonrandom distribution of DNA palindromes in cancer cells provides a structural platform for subsequent gene amplificationNat. Genet.2005373203271:CAS:528:DC%2BD2MXhsFOqu70%3D10.1038/ng1515
– reference: MehrabianMIntegrating genotypic and expression data in a segregating mouse population to identify 5-lipoxygenase as a susceptibility gene for obesity and bone traitsNat. Genet.200537122412331:CAS:528:DC%2BD2MXhtFGhsL3M10.1038/ng1619
– reference: UleJNova regulates brain-specific splicing to shape the synapseNat. Genet.2005378448521:CAS:528:DC%2BD2MXmsFKlsLs%3D10.1038/ng1610
– reference: MironMNadonRInferential literacy for experimental high-throughput biologyTrends Genet.20062284891:CAS:528:DC%2BD28XhtV2ls7o%3D10.1016/j.tig.2005.12.001
– volume: 24
  start-page: 1321
  year: 2006
  ident: BFng295_CR40
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1106-1321
– volume: 99
  start-page: 147
  year: 2007
  ident: BFng295_CR10
  publication-title: J. Natl. Cancer Inst.
  doi: 10.1093/jnci/djk018
– volume: 29
  start-page: 365
  year: 2001
  ident: BFng295_CR2
  publication-title: Nat. Genet.
  doi: 10.1038/ng1201-365
– volume: 24
  start-page: 1151
  year: 2006
  ident: BFng295_CR4
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1239
– volume: 38
  start-page: 234
  year: 2006
  ident: BFng295_CR20
  publication-title: Nat. Genet.
  doi: 10.1038/ng1693
– volume: 37
  start-page: 320
  year: 2005
  ident: BFng295_CR30
  publication-title: Nat. Genet.
  doi: 10.1038/ng1515
– volume-title: Microarray analysis
  year: 2003
  ident: BFng295_CR1
– volume: 31
  start-page: 68
  year: 2003
  ident: BFng295_CR8
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkg091
– volume: 2
  start-page: 337
  year: 2005
  ident: BFng295_CR34
  publication-title: Nat. Methods
  doi: 10.1038/nmeth757
– volume: 7
  start-page: 55
  year: 2006
  ident: BFng295_CR3
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg1749
– volume: 37
  start-page: 182
  year: 2005
  ident: BFng295_CR31
  publication-title: Nat. Genet.
  doi: 10.1038/ng1502
– volume: 37
  start-page: 501
  year: 2005
  ident: BFng295_CR29
  publication-title: Nat. Genet.
  doi: 10.1038/ng1543
– volume: 22
  start-page: 65
  year: 2006
  ident: BFng295_CR37
  publication-title: Trends Genet.
  doi: 10.1016/j.tig.2005.12.006
– volume: 43
  start-page: 1999
  year: 2007
  ident: BFng295_CR11
  publication-title: Eur. J. Cancer
  doi: 10.1016/j.ejca.2007.05.019
– volume: 37
  start-page: 1224
  year: 2005
  ident: BFng295_CR21
  publication-title: Nat. Genet.
  doi: 10.1038/ng1619
– volume: 4
  start-page: 2
  year: 2005
  ident: BFng295_CR41
  publication-title: Stat. Appl. Genet. Mol. Biol.
  doi: 10.2202/1544-6115.1034
– volume: 37
  start-page: 340
  year: 2007
  ident: BFng295_CR13
  publication-title: Eur. J. Clin. Invest.
  doi: 10.1111/j.1365-2362.2007.01794.x
– volume: 22
  start-page: 101
  year: 2006
  ident: BFng295_CR38
  publication-title: Trends Genet.
  doi: 10.1016/j.tig.2005.12.005
– volume: 37
  start-page: 844
  year: 2005
  ident: BFng295_CR25
  publication-title: Nat. Genet.
  doi: 10.1038/ng1610
– volume: 38
  start-page: 830
  year: 2006
  ident: BFng295_CR18
  publication-title: Nat. Genet.
  doi: 10.1038/ng1819
– volume: 22
  start-page: 84
  year: 2006
  ident: BFng295_CR36
  publication-title: Trends Genet.
  doi: 10.1016/j.tig.2005.12.001
– volume: 8
  start-page: 412
  year: 2007
  ident: BFng295_CR35
  publication-title: BMC Bioinformatics
  doi: 10.1186/1471-2105-8-412
– volume: 37
  start-page: 544
  year: 2005
  ident: BFng295_CR27
  publication-title: Nat. Genet.
  doi: 10.1038/ng1554
– volume: 37
  start-page: 991
  year: 2005
  ident: BFng295_CR24
  publication-title: Nat. Genet.
  doi: 10.1038/ng1630
– volume: 2
  start-page: e317
  year: 2004
  ident: BFng295_CR6
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.0020317
– volume: 37
  start-page: 67
  year: 2005
  ident: BFng295_CR33
  publication-title: Nat. Genet.
  doi: 10.1038/ng1483
– volume: 2
  start-page: e308
  year: 2007
  ident: BFng295_CR39
  publication-title: PLoS ONE.
  doi: 10.1371/journal.pone.0000308
– volume: 37
  start-page: 48
  year: 2005
  ident: BFng295_CR32
  publication-title: Nat. Genet.
  doi: 10.1038/ng1490
– volume: 37
  start-page: 1047
  year: 2005
  ident: BFng295_CR23
  publication-title: Nat. Genet.
  doi: 10.1038/ng1634
– volume: 37
  start-page: 1090
  year: 2005
  ident: BFng295_CR22
  publication-title: Nat. Genet.
  doi: 10.1038/ng1637
– volume: 37
  start-page: 471
  year: 2005
  ident: BFng295_CR28
  publication-title: Nat. Genet.
  doi: 10.1038/ng1545
– ident: BFng295_CR5
  doi: 10.1038/ng1006-1089
– volume: 24
  start-page: 1322
  year: 2006
  ident: BFng295_CR9
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1106-1322
– volume: 38
  start-page: 1289
  year: 2006
  ident: BFng295_CR15
  publication-title: Nat. Genet.
  doi: 10.1038/ng1901
– volume: 19
  start-page: 640
  year: 2008
  ident: BFng295_CR42
  publication-title: Epidemiology
  doi: 10.1097/EDE.0b013e31818131e7
– volume: 38
  start-page: 1335
  year: 2006
  ident: BFng295_CR14
  publication-title: Nat. Genet.
  doi: 10.1038/ng1903
– volume: 30
  start-page: 207
  year: 2002
  ident: BFng295_CR7
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/30.1.207
– volume: 38
  start-page: 1023
  year: 2006
  ident: BFng295_CR16
  publication-title: Nat. Genet.
  doi: 10.1038/ng1864
– ident: BFng295_CR12
– volume: 38
  start-page: 431
  year: 2006
  ident: BFng295_CR19
  publication-title: Nat. Genet.
  doi: 10.1038/ng1760
– volume: 38
  start-page: 1005
  year: 2006
  ident: BFng295_CR17
  publication-title: Nat. Genet.
  doi: 10.1038/ng1852
– volume: 37
  start-page: 710
  year: 2005
  ident: BFng295_CR26
  publication-title: Nat. Genet.
  doi: 10.1038/ng1589
– reference: 19174831 - Nat Genet. 2009 Feb;41(2):135. doi: 10.1038/ng0209-135.
SSID ssj0014408
Score 2.4882264
Snippet Four teams of analysts attempted exact reproduction of results of 18 microarray experiments published in the journal in 2005–2006 using the data and analytical...
Given the complexity of microarray-based gene expression studies, guidelines encourage transparent design and public data availability. Several journals...
SourceID proquest
gale
pubmed
pascalfrancis
crossref
springer
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 149
SubjectTerms Agriculture
Analysis
Animal Genetics and Genomics
Animals
Arrays
Biological and medical sciences
Biomedical and Life Sciences
Biomedical research
Biomedicine
Cancer Research
Data Interpretation, Statistical
Data processing
Databases, Genetic
DNA microarrays
Fundamental and applied biological sciences. Psychology
Gene expression
Gene Expression Profiling - standards
Gene Function
Genetic research
Genetics
Genetics of eukaryotes. Biological and molecular evolution
Genome-Wide Association Study - standards
Human Genetics
Humans
Methods
Oligonucleotide Array Sequence Analysis - standards
Peer Review, Research
Publications - standards
Reproducibility of Results
Title Repeatability of published microarray gene expression analyses
URI https://link.springer.com/article/10.1038/ng.295
https://www.ncbi.nlm.nih.gov/pubmed/19174838
https://www.proquest.com/docview/222636826
https://www.proquest.com/docview/66863143
Volume 41
WOSCitedRecordID wos000263091300011&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: AUTh Library subscriptions: ProQuest Central
  customDbUrl:
  eissn: 1546-1718
  dateEnd: 20241212
  omitProxy: false
  ssIdentifier: ssj0014408
  issn: 1061-4036
  databaseCode: BENPR
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Biological Science Database
  customDbUrl:
  eissn: 1546-1718
  dateEnd: 20241212
  omitProxy: false
  ssIdentifier: ssj0014408
  issn: 1061-4036
  databaseCode: M7P
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/biologicalscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 1546-1718
  dateEnd: 20241212
  omitProxy: false
  ssIdentifier: ssj0014408
  issn: 1061-4036
  databaseCode: 7X7
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest research library
  customDbUrl:
  eissn: 1546-1718
  dateEnd: 20241212
  omitProxy: false
  ssIdentifier: ssj0014408
  issn: 1061-4036
  databaseCode: M2O
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/pqrl
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Public Health Database
  customDbUrl:
  eissn: 1546-1718
  dateEnd: 20241212
  omitProxy: false
  ssIdentifier: ssj0014408
  issn: 1061-4036
  databaseCode: 8C1
  dateStart: 20000101
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/publichealth
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3db9MwED-xDSQkxPdH2CgWAvGUbanz4byAxrQJJOiqAVPfLMd2KqQtKU2L6H_PneNmRANeeImU-JTE9uX8u9z5fgAvTVGaQlsRZjxOwlgNeZgXKg25ivK8iHVqXCWms4_ZaCQmk3zsc3Man1a5tonOUJta0z_yPVzHUp4iGH47-x4SaRQFVz2DxgZsUZGEocvcG3dBBCJTdsHOlNwkilK21EJc7FXT3SFRSvy2FnmLfGumGhydsqW1-BPuvBIzdUvR8Z3_7MRduO0xKDtoleYeXLPVfbjRslKuHsAbBOVoodsC3itWl2zmc-cNu6D8PTWfqxVDzbPM_vSJtBVTrryJbR7C1-OjL4fvQ0-zEOpkP1qEIkecoG1uVKKFSQ0iqlKgp2NEpCJi_rYIwdCt0uh9KGw0OisihHElIj28aPkj2Kzqyj4Bxi26VyrjnP6SZEmscPUvSqVUZjXtaA3g1XrApfY1yIkK41y6WDgXsppKnJgAnndys7bqxhWJFzRfkkpYVJQjM1XLppEfTs7kAWFSfHoS_03o82lP6LUXKmt8F638vgTsEZXG6knu9CTxQ9S95kFPd7o3J3SAuG4_gO21VkhvKRrZqQT2uWulO1PyW2XrZSPTVKQccW0Aj1sNvBwTdLZjwUUAbK2Sl3fuD9jTfz58G262YTLK09mBzcV8aZ_Bdf1j8a2ZD2Ajm2TuKPAoDqMBbL07Go1P8ezT8GTgPrtfNPkuCQ
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VAioS4lkgtLQWouIU2sR5OAdAFVB11WWLoK16M47trJAgWTa7wP4o_iMzeZWowK0HrvHIceyx55vMeD6AJybNTKqtcGMehG6gfO4mqYpcrrwkSQMdmaoS08kwHo3E6Wnybgl-tndhKK2yPROrg9oUmv6Rb6Mdi3iEYPjl5KtLpFEUXG0ZNGqtOLCL7-ixlc8Hr3F5t3x_783Rq323IRVwdbjjzVyRoFXUNjEq1MJEBvFDJhDXG-Epj3iuLQIOdCI0Ym2FjUbHqYegJUNcgw8tx34vweWAHCHKFPQPu6AFkTdXwdWI3DKKitZURlxs5-NnPlFY_Gb7GgtwfaJKXI2sptH4E849F6OtTN_ezf9s0m7BjQZjs916U9yGJZvfgas16-biLrxApwMtUF2gfMGKjE2auwGGfaH8RDWdqgXDnWWZ_dEkCudMVeVbbLkKxxcy-HuwnBe5fQCMW3QfVcw5_QWKw0AhukkzpVRsNd3YdWCrXWCpmxrrRPXxWVaxfi5kPpaoCA5sdnKTuqrIOYnHpB-SSnTklAM0VvOylIPDE7lLmBvfHgZ_E_rwvif0tBHKChyLVs29C_wiKv3Vk1zvSeJBo3vNGz1d7UZO6Adx644Da60WyuYkLGWngvjNXSv1TMl9uS3mpYwiEXHE7Q7crzX-bE4SdJgFFw6wdguc9dyfsIf_fPkmrOwfvR3K4WB0sAbX6pAg5SStw_JsOreP4Ir-NvtUTjeqLc3g40Vvh19ydIKX
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3db9MwED-NDiYkxPegbGwWYuIpdKnz4TwAGmwV1aZSjTHtzTiOUyFBUpoW6J_Gf8dd4mREA972wGt8sh37zvc73_kO4GkSp0msjXBC7vmOp_rciWIVOFy5URR7OkjKTEynR-FoJM7OovEK_KzfwlBYZX0mlgd1kmu6I--hHgt4gGC4l9qoiPH-4NX0q0MFpMjRWlfTqDjk0Cy_o_VWvBju41bv9PuDg5M3bx1bYMDR_q47d0SEGlKbKFG-FkmQIJZIBWL8RLjKpZrXBsEHGhQacbfCxkSHsYsAJkWMgx8Nx36vwGqIGMPrwOrrg9H4uHFhUCnn0tUakJFGPtKqsBEXvWzyvE8FLX7ThFYf3JiqAvcmrYpq_An1XvDYlopwcOs_XsLbcNOib7ZXicsdWDHZXbhW1eNc3oOXaI6gbqpSly9ZnrKpfTWQsC8UuahmM7VkKHOGmR82hDhjqkzsYor78OFSJr8OnSzPzENg3KBhqULO6X4o9D2FuCdOlVKh0fSWtws79WZLbbOvUxGQz7KMAuBCZhOJTNGF7YZuWuUbuUDxhHhFUvKOjDZxohZFIYfvTuUeoXEc3ff-RvT-uEX0zBKlOc5FK_siA_-IkoK1KDdblHgE6VbzVotvm5kTLkJEu9uFjZojpT0jC9mwI_5z00o9U9hfZvJFIYNABBwRfRceVNx_viYRmtKCiy6wWhzOe24v2KN_Dr4NaygF8mg4OtyA65WvkIKVNqEzny3MY7iqv80_FbMtK98MPl62PPwCmU2MtA
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Repeatability+of+published+microarray+gene+expression+analyses&rft.jtitle=Nature+genetics&rft.au=Ioannidis%2C+John+P+A&rft.au=Allison%2C+David+B&rft.au=Ball%2C+Catherine+A&rft.au=Coulibaly%2C+Issa&rft.date=2009-02-01&rft.issn=1061-4036&rft.eissn=1546-1718&rft.volume=41&rft.issue=2&rft.spage=149&rft.epage=155&rft_id=info:doi/10.1038%2Fng.295&rft.externalDBID=n%2Fa&rft.externalDocID=10_1038_ng_295
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1061-4036&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1061-4036&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1061-4036&client=summon