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The MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.

Gene expression data from microarrays are being applied to predict preclinical and clinical endpoints, but the reliability of these predictions has not been established. In the MAQC-II project, 36 independent teams analyzed six microarray data sets to generate predictive models for classifying a sam... Full description

Journal Title: Nature biotechnology August 2010, Vol.28(8), pp.827-838
Main Author: Shi, Leming
Other Authors: Campbell, Gregory , Jones, Wendell D , Campagne, Fabien , Wen, Zhining , Walker, Stephen J , Su, Zhenqiang , Chu, Tzu-Ming , Goodsaid, Federico M , Pusztai, Lajos , Shaughnessy, John D , Oberthuer, André , Thomas, Russell S , Paules, Richard S , Fielden, Mark , Barlogie, Bart , Chen, Weijie , Du, Pan , Fischer, Matthias , Furlanello, Cesare , Gallas, Brandon D , Ge, Xijin , Megherbi, Dalila B , Symmans, W Fraser , Wang, May D , Zhang, John , Bitter, Hans , Brors, Benedikt , Bushel, Pierre R , Bylesjo, Max , Chen, Minjun , Cheng, Jie , Cheng, Jing , Chou, Jeff , Davison, Timothy S , Delorenzi, Mauro , Deng, Youping , Devanarayan, Viswanath , Dix, David J , Dopazo, Joaquin , Dorff, Kevin C , Elloumi, Fathi , Fan, Jianqing , Fan, Shicai , Fan, Xiaohui , Fang, Hong , Gonzaludo, Nina , Hess, Kenneth R , Hong, Huixiao , Huan, Jun , Irizarry, Rafael A , Judson, Richard , Juraeva, Dilafruz , Lababidi, Samir , Lambert, Christophe G , Li, Li , Li, Yanen , Li, Zhen , Lin, Simon M , Liu, Guozhen , Lobenhofer, Edward K , Luo, Jun , Luo, Wen , Mccall, Matthew N , Nikolsky, Yuri , Pennello, Gene A , Perkins, Roger G , Philip, Reena , Popovici, Vlad , Price, Nathan D , Qian, Feng , Scherer, Andreas , Shi, Tieliu , Shi, Weiwei , Sung, Jaeyun , Thierry-Mieg, Danielle , Thierry-Mieg, Jean , Thodima, Venkata , Trygg, Johan , Vishnuvajjala, Lakshmi , Wang, Sue Jane , Wu, Jianping , Wu, Yichao , Xie, Qian , Yousef, Waleed A , Zhang, Liang , Zhang, Xuegong , Zhong, Sheng , Zhou, Yiming , Zhu, Sheng , Arasappan, Dhivya , Bao, Wenjun , Lucas, Anne Bergstrom , Berthold, Frank , Brennan, Richard J , Buness, Andreas , Catalano, Jennifer G , Chang, Chang , Chen, Rong , Cheng, Yiyu , Cui, Jian , Czika, Wendy , Demichelis, Francesca , Deng, Xutao , Dosymbekov, Damir , Eils, Roland , Feng, Yang , Fostel, Jennifer , Fulmer-Smentek, Stephanie , Fuscoe, James C , Gatto, Laurent , Ge, Weigong , Goldstein, Darlene R , Guo, Li , Halbert, Donald N , Han, Jing , Harris, Stephen C , Hatzis, Christos , Herman, Damir , Huang, Jianping , Jensen, Roderick V , Jiang, Rui , Johnson, Charles D , Jurman, Giuseppe , Kahlert, Yvonne , Khuder, Sadik A , Kohl, Matthias , Li, Jianying , Li, Li , Li, Menglong , Li, Quan-Zhen , Li, Shao , Li, Zhiguang , Liu, Jie , Liu, Ying , Liu, Zhichao , Meng, Lu , Madera, Manuel , Martinez-Murillo, Francisco , Medina, Ignacio , Meehan, Joseph , Miclaus, Kelci , Moffitt, Richard A , Montaner, David , Mukherjee, Piali , Mulligan, George J , Neville, Padraic , Nikolskaya, Tatiana , Ning, Baitang , Page, Grier P , Parker, Joel , Parry, R Mitchell , Peng, Xuejun , Peterson, Ron L , Phan, John H , Quanz, Brian , Ren, Yi , Riccadonna, Samantha , Roter, Alan H , Samuelson, Frank W , Schumacher, Martin M , Shambaugh, Joseph D , Shi, Qiang , Shippy, Richard , Si, Shengzhu , Smalter, Aaron , Sotiriou, Christos , Soukup, Mat , Staedtler, Frank , Steiner, Guido , Stokes, Todd H , Sun, Qinglan , Tan, Pei-Yi , Tang, Rong , Tezak, Zivana , Thorn, Brett , Tsyganova, Marina , Turpaz, Yaron , Vega, Silvia C , Visintainer, Roberto , Von Frese, Juergen , Wang, Charles , Wang, Eric , Wang, Junwei , Wang, Wei , Westermann, Frank , Willey, James C , Woods, Matthew , Wu, Shujian , Xiao, Nianqing , Xu, Joshua , Xu, Lei , Yang, Lun , Zeng, Xiao , Zhang, Jialu , Zhang, Li , Zhang, Min , Zhao, Chen , Puri, Raj K , Scherf, Uwe , Tong, Weida , Wolfinger, Russell D , Shi, Leming
Format: Electronic Article Electronic Article
Language: English
Subjects:
ID: E-ISSN: 1546-1696 ; DOI: 10.1038/nbt.1665
Link: http://search.proquest.com/docview/748928838/?pq-origsite=primo
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title: The MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.
format: Article
creator:
  • Shi, Leming
  • Campbell, Gregory
  • Jones, Wendell D
  • Campagne, Fabien
  • Wen, Zhining
  • Walker, Stephen J
  • Su, Zhenqiang
  • Chu, Tzu-Ming
  • Goodsaid, Federico M
  • Pusztai, Lajos
  • Shaughnessy, John D
  • Oberthuer, André
  • Thomas, Russell S
  • Paules, Richard S
  • Fielden, Mark
  • Barlogie, Bart
  • Chen, Weijie
  • Du, Pan
  • Fischer, Matthias
  • Furlanello, Cesare
  • Gallas, Brandon D
  • Ge, Xijin
  • Megherbi, Dalila B
  • Symmans, W Fraser
  • Wang, May D
  • Zhang, John
  • Bitter, Hans
  • Brors, Benedikt
  • Bushel, Pierre R
  • Bylesjo, Max
  • Chen, Minjun
  • Cheng, Jie
  • Cheng, Jing
  • Chou, Jeff
  • Davison, Timothy S
  • Delorenzi, Mauro
  • Deng, Youping
  • Devanarayan, Viswanath
  • Dix, David J
  • Dopazo, Joaquin
  • Dorff, Kevin C
  • Elloumi, Fathi
  • Fan, Jianqing
  • Fan, Shicai
  • Fan, Xiaohui
  • Fang, Hong
  • Gonzaludo, Nina
  • Hess, Kenneth R
  • Hong, Huixiao
  • Huan, Jun
  • Irizarry, Rafael A
  • Judson, Richard
  • Juraeva, Dilafruz
  • Lababidi, Samir
  • Lambert, Christophe G
  • Li, Li
  • Li, Yanen
  • Li, Zhen
  • Lin, Simon M
  • Liu, Guozhen
  • Lobenhofer, Edward K
  • Luo, Jun
  • Luo, Wen
  • Mccall, Matthew N
  • Nikolsky, Yuri
  • Pennello, Gene A
  • Perkins, Roger G
  • Philip, Reena
  • Popovici, Vlad
  • Price, Nathan D
  • Qian, Feng
  • Scherer, Andreas
  • Shi, Tieliu
  • Shi, Weiwei
  • Sung, Jaeyun
  • Thierry-Mieg, Danielle
  • Thierry-Mieg, Jean
  • Thodima, Venkata
  • Trygg, Johan
  • Vishnuvajjala, Lakshmi
  • Wang, Sue Jane
  • Wu, Jianping
  • Wu, Yichao
  • Xie, Qian
  • Yousef, Waleed A
  • Zhang, Liang
  • Zhang, Xuegong
  • Zhong, Sheng
  • Zhou, Yiming
  • Zhu, Sheng
  • Arasappan, Dhivya
  • Bao, Wenjun
  • Lucas, Anne Bergstrom
  • Berthold, Frank
  • Brennan, Richard J
  • Buness, Andreas
  • Catalano, Jennifer G
  • Chang, Chang
  • Chen, Rong
  • Cheng, Yiyu
  • Cui, Jian
  • Czika, Wendy
  • Demichelis, Francesca
  • Deng, Xutao
  • Dosymbekov, Damir
  • Eils, Roland
  • Feng, Yang
  • Fostel, Jennifer
  • Fulmer-Smentek, Stephanie
  • Fuscoe, James C
  • Gatto, Laurent
  • Ge, Weigong
  • Goldstein, Darlene R
  • Guo, Li
  • Halbert, Donald N
  • Han, Jing
  • Harris, Stephen C
  • Hatzis, Christos
  • Herman, Damir
  • Huang, Jianping
  • Jensen, Roderick V
  • Jiang, Rui
  • Johnson, Charles D
  • Jurman, Giuseppe
  • Kahlert, Yvonne
  • Khuder, Sadik A
  • Kohl, Matthias
  • Li, Jianying
  • Li, Li
  • Li, Menglong
  • Li, Quan-Zhen
  • Li, Shao
  • Li, Zhiguang
  • Liu, Jie
  • Liu, Ying
  • Liu, Zhichao
  • Meng, Lu
  • Madera, Manuel
  • Martinez-Murillo, Francisco
  • Medina, Ignacio
  • Meehan, Joseph
  • Miclaus, Kelci
  • Moffitt, Richard A
  • Montaner, David
  • Mukherjee, Piali
  • Mulligan, George J
  • Neville, Padraic
  • Nikolskaya, Tatiana
  • Ning, Baitang
  • Page, Grier P
  • Parker, Joel
  • Parry, R Mitchell
  • Peng, Xuejun
  • Peterson, Ron L
  • Phan, John H
  • Quanz, Brian
  • Ren, Yi
  • Riccadonna, Samantha
  • Roter, Alan H
  • Samuelson, Frank W
  • Schumacher, Martin M
  • Shambaugh, Joseph D
  • Shi, Qiang
  • Shippy, Richard
  • Si, Shengzhu
  • Smalter, Aaron
  • Sotiriou, Christos
  • Soukup, Mat
  • Staedtler, Frank
  • Steiner, Guido
  • Stokes, Todd H
  • Sun, Qinglan
  • Tan, Pei-Yi
  • Tang, Rong
  • Tezak, Zivana
  • Thorn, Brett
  • Tsyganova, Marina
  • Turpaz, Yaron
  • Vega, Silvia C
  • Visintainer, Roberto
  • Von Frese, Juergen
  • Wang, Charles
  • Wang, Eric
  • Wang, Junwei
  • Wang, Wei
  • Westermann, Frank
  • Willey, James C
  • Woods, Matthew
  • Wu, Shujian
  • Xiao, Nianqing
  • Xu, Joshua
  • Xu, Lei
  • Yang, Lun
  • Zeng, Xiao
  • Zhang, Jialu
  • Zhang, Li
  • Zhang, Min
  • Zhao, Chen
  • Puri, Raj K
  • Scherf, Uwe
  • Tong, Weida
  • Wolfinger, Russell D
  • Shi, Leming
subjects:
  • Animals–Diagnosis
  • Breast Neoplasms–Genetics
  • Disease Models, Animal–Methods
  • Female–Standards
  • Gene Expression Profiling–Etiology
  • Guidelines As Topic–Genetics
  • Humans–Pathology
  • Liver Diseases–Etiology
  • Lung Diseases–Genetics
  • Multiple Myeloma–Pathology
  • Neoplasms–Diagnosis
  • Neuroblastoma–Genetics
  • Oligonucleotide Array Sequence Analysis–Diagnosis
  • Predictive Value of Tests–Genetics
  • Quality Control–Mortality
  • Rats–Diagnosis
  • Survival Analysis–Genetics
  • Survival Analysis–Methods
  • Survival Analysis–Standards
ispartof: Nature biotechnology, August 2010, Vol.28(8), pp.827-838
description: Gene expression data from microarrays are being applied to predict preclinical and clinical endpoints, but the reliability of these predictions has not been established. In the MAQC-II project, 36 independent teams analyzed six microarray data sets to generate predictive models for classifying a sample with respect to one of 13 endpoints indicative of lung or liver toxicity in rodents, or of breast cancer, multiple myeloma or neuroblastoma in humans. In total, >30,000 models were built using many combinations of analytical methods. The teams generated predictive models without knowing the biological meaning of some of the endpoints and, to mimic clinical reality, tested the models on data that had not been used for training. We found that model performance depended largely on the endpoint and team proficiency and that different approaches generated models of similar performance. The conclusions and recommendations from MAQC-II should be useful for regulatory agencies, study committees and independent investigators that evaluate methods for global gene expression analysis.
language: eng
source:
identifier: E-ISSN: 1546-1696 ; DOI: 10.1038/nbt.1665
fulltext: fulltext
issn:
  • 15461696
  • 1546-1696
url: Link


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titleThe MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.
creatorShi, Leming ; Campbell, Gregory ; Jones, Wendell D ; Campagne, Fabien ; Wen, Zhining ; Walker, Stephen J ; Su, Zhenqiang ; Chu, Tzu-Ming ; Goodsaid, Federico M ; Pusztai, Lajos ; Shaughnessy, John D ; Oberthuer, André ; Thomas, Russell S ; Paules, Richard S ; Fielden, Mark ; Barlogie, Bart ; Chen, Weijie ; Du, Pan ; Fischer, Matthias ; Furlanello, Cesare ; Gallas, Brandon D ; Ge, Xijin ; Megherbi, Dalila B ; Symmans, W Fraser ; Wang, May D ; Zhang, John ; Bitter, Hans ; Brors, Benedikt ; Bushel, Pierre R ; Bylesjo, Max ; Chen, Minjun ; Cheng, Jie ; Cheng, Jing ; Chou, Jeff ; Davison, Timothy S ; Delorenzi, Mauro ; Deng, Youping ; Devanarayan, Viswanath ; Dix, David J ; Dopazo, Joaquin ; Dorff, Kevin C ; Elloumi, Fathi ; Fan, Jianqing ; Fan, Shicai ; Fan, Xiaohui ; Fang, Hong ; Gonzaludo, Nina ; Hess, Kenneth R ; Hong, Huixiao ; Huan, Jun ; Irizarry, Rafael A ; Judson, Richard ; Juraeva, Dilafruz ; Lababidi, Samir ; Lambert, Christophe G ; Li, Li ; Li, Yanen ; Li, Zhen ; Lin, Simon M ; Liu, Guozhen ; Lobenhofer, Edward K ; Luo, Jun ; Luo, Wen ; Mccall, Matthew N ; Nikolsky, Yuri ; Pennello, Gene A ; Perkins, Roger G ; Philip, Reena ; Popovici, Vlad ; Price, Nathan D ; Qian, Feng ; Scherer, Andreas ; Shi, Tieliu ; Shi, Weiwei ; Sung, Jaeyun ; Thierry-Mieg, Danielle ; Thierry-Mieg, Jean ; Thodima, Venkata ; Trygg, Johan ; Vishnuvajjala, Lakshmi ; Wang, Sue Jane ; Wu, Jianping ; Wu, Yichao ; Xie, Qian ; Yousef, Waleed A ; Zhang, Liang ; Zhang, Xuegong ; Zhong, Sheng ; Zhou, Yiming ; Zhu, Sheng ; Arasappan, Dhivya ; Bao, Wenjun ; Lucas, Anne Bergstrom ; Berthold, Frank ; Brennan, Richard J ; Buness, Andreas ; Catalano, Jennifer G ; Chang, Chang ; Chen, Rong ; Cheng, Yiyu ; Cui, Jian ; Czika, Wendy ; Demichelis, Francesca ; Deng, Xutao ; Dosymbekov, Damir ; Eils, Roland ; Feng, Yang ; Fostel, Jennifer ; Fulmer-Smentek, Stephanie ; Fuscoe, James C ; Gatto, Laurent ; Ge, Weigong ; Goldstein, Darlene R ; Guo, Li ; Halbert, Donald N ; Han, Jing ; Harris, Stephen C ; Hatzis, Christos ; Herman, Damir ; Huang, Jianping ; Jensen, Roderick V ; Jiang, Rui ; Johnson, Charles D ; Jurman, Giuseppe ; Kahlert, Yvonne ; Khuder, Sadik A ; Kohl, Matthias ; Li, Jianying ; Li, Li ; Li, Menglong ; Li, Quan-Zhen ; Li, Shao ; Li, Zhiguang ; Liu, Jie ; Liu, Ying ; Liu, Zhichao ; Meng, Lu ; Madera, Manuel ; Martinez-Murillo, Francisco ; Medina, Ignacio ; Meehan, Joseph ; Miclaus, Kelci ; Moffitt, Richard A ; Montaner, David ; Mukherjee, Piali ; Mulligan, George J ; Neville, Padraic ; Nikolskaya, Tatiana ; Ning, Baitang ; Page, Grier P ; Parker, Joel ; Parry, R Mitchell ; Peng, Xuejun ; Peterson, Ron L ; Phan, John H ; Quanz, Brian ; Ren, Yi ; Riccadonna, Samantha ; Roter, Alan H ; Samuelson, Frank W ; Schumacher, Martin M ; Shambaugh, Joseph D ; Shi, Qiang ; Shippy, Richard ; Si, Shengzhu ; Smalter, Aaron ; Sotiriou, Christos ; Soukup, Mat ; Staedtler, Frank ; Steiner, Guido ; Stokes, Todd H ; Sun, Qinglan ; Tan, Pei-Yi ; Tang, Rong ; Tezak, Zivana ; Thorn, Brett ; Tsyganova, Marina ; Turpaz, Yaron ; Vega, Silvia C ; Visintainer, Roberto ; Von Frese, Juergen ; Wang, Charles ; Wang, Eric ; Wang, Junwei ; Wang, Wei ; Westermann, Frank ; Willey, James C ; Woods, Matthew ; Wu, Shujian ; Xiao, Nianqing ; Xu, Joshua ; Xu, Lei ; Yang, Lun ; Zeng, Xiao ; Zhang, Jialu ; Zhang, Li ; Zhang, Min ; Zhao, Chen ; Puri, Raj K ; Scherf, Uwe ; Tong, Weida ; Wolfinger, Russell D ; Shi, Leming
contributorShi, Leming (correspondence author) ; Shi, Leming (record owner)
ispartofNature biotechnology, August 2010, Vol.28(8), pp.827-838
identifierE-ISSN: 1546-1696 ; DOI: 10.1038/nbt.1665
subjectAnimals–Diagnosis ; Breast Neoplasms–Genetics ; Disease Models, Animal–Methods ; Female–Standards ; Gene Expression Profiling–Etiology ; Guidelines As Topic–Genetics ; Humans–Pathology ; Liver Diseases–Etiology ; Lung Diseases–Genetics ; Multiple Myeloma–Pathology ; Neoplasms–Diagnosis ; Neuroblastoma–Genetics ; Oligonucleotide Array Sequence Analysis–Diagnosis ; Predictive Value of Tests–Genetics ; Quality Control–Mortality ; Rats–Diagnosis ; Survival Analysis–Genetics ; Survival Analysis–Methods ; Survival Analysis–Standards
languageeng
source
descriptionGene expression data from microarrays are being applied to predict preclinical and clinical endpoints, but the reliability of these predictions has not been established. In the MAQC-II project, 36 independent teams analyzed six microarray data sets to generate predictive models for classifying a sample with respect to one of 13 endpoints indicative of lung or liver toxicity in rodents, or of breast cancer, multiple myeloma or neuroblastoma in humans. In total, >30,000 models were built using many combinations of analytical methods. The teams generated predictive models without knowing the biological meaning of some of the endpoints and, to mimic clinical reality, tested the models on data that had not been used for training. We found that model performance depended largely on the endpoint and team proficiency and that different approaches generated models of similar performance. The conclusions and recommendations from MAQC-II should be useful for regulatory agencies, study committees and independent investigators that evaluate methods for global gene expression analysis.
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1Campbell, Gregory
2Jones, Wendell D
3Campagne, Fabien
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6Su, Zhenqiang
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8Goodsaid, Federico M
9Pusztai, Lajos
10Shaughnessy, John D
11Oberthuer, André
12Thomas, Russell S
13Paules, Richard S
14Fielden, Mark
15Barlogie, Bart
16Chen, Weijie
17Du, Pan
18Fischer, Matthias
19Furlanello, Cesare
20Gallas, Brandon D
21Ge, Xijin
22Megherbi, Dalila B
23Symmans, W Fraser
24Wang, May D
25Zhang, John
26Bitter, Hans
27Brors, Benedikt
28Bushel, Pierre R
29Bylesjo, Max
30Chen, Minjun
31Cheng, Jie
32Cheng, Jing
33Chou, Jeff
34Davison, Timothy S
35Delorenzi, Mauro
36Deng, Youping
37Devanarayan, Viswanath
38Dix, David J
39Dopazo, Joaquin
40Dorff, Kevin C
41Elloumi, Fathi
42Fan, Jianqing
43Fan, Shicai
44Fan, Xiaohui
45Fang, Hong
46Gonzaludo, Nina
47Hess, Kenneth R
48Hong, Huixiao
49Huan, Jun
50Irizarry, Rafael A
51Judson, Richard
52Juraeva, Dilafruz
53Lababidi, Samir
54Lambert, Christophe G
55Li, Li
56Li, Yanen
57Li, Zhen
58Lin, Simon M
59Liu, Guozhen
60Lobenhofer, Edward K
61Luo, Jun
62Luo, Wen
63Mccall, Matthew N
64Nikolsky, Yuri
65Pennello, Gene A
66Perkins, Roger G
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79Vishnuvajjala, Lakshmi
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81Wu, Jianping
82Wu, Yichao
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84Yousef, Waleed A
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86Zhang, Xuegong
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88Zhou, Yiming
89Zhu, Sheng
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92Lucas, Anne Bergstrom
93Berthold, Frank
94Brennan, Richard J
95Buness, Andreas
96Catalano, Jennifer G
97Chang, Chang
98Chen, Rong
99Cheng, Yiyu
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titleThe MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.
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titleThe MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.
authorShi, Leming ; Campbell, Gregory ; Jones, Wendell D ; Campagne, Fabien ; Wen, Zhining ; Walker, Stephen J ; Su, Zhenqiang ; Chu, Tzu-Ming ; Goodsaid, Federico M ; Pusztai, Lajos ; Shaughnessy, John D ; Oberthuer, André ; Thomas, Russell S ; Paules, Richard S ; Fielden, Mark ; Barlogie, Bart ; Chen, Weijie...
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1Breast Neoplasms–Genetics
2Disease Models, Animal–Methods
3Female–Standards
4Gene Expression Profiling–Etiology
5Guidelines As Topic–Genetics
6Humans–Pathology
7Liver Diseases–Etiology
8Lung Diseases–Genetics
9Multiple Myeloma–Pathology
10Neoplasms–Diagnosis
11Neuroblastoma–Genetics...
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1Campbell, Gregory
2Jones, Wendell D
3Campagne, Fabien
4Wen, Zhining
5Walker, Stephen J
6Su, Zhenqiang
7Chu, Tzu-Ming
8Goodsaid, Federico M
9Pusztai, Lajos
10Shaughnessy, John D
11Oberthuer, André
12Thomas, Russell S
13Paules, Richard S
14Fielden, Mark
15Barlogie, Bart
16Chen, Weijie
17Du, Pan
18Fischer, Matthias
19Furlanello, Cesare
20Gallas, Brandon D
21Ge, Xijin
22Megherbi, Dalila B
23Symmans, W Fraser
24Wang, May D
25Zhang, John
26Bitter, Hans
27Brors, Benedikt
28Bushel, Pierre R
29Bylesjo, Max
30Chen, Minjun
31Cheng, Jie
32Cheng, Jing
33Chou, Jeff
34Davison, Timothy S
35Delorenzi, Mauro
36Deng, Youping
37Devanarayan, Viswanath
38Dix, David J
39Dopazo, Joaquin
40Dorff, Kevin C
41Elloumi, Fathi
42Fan, Jianqing
43Fan, Shicai
44Fan, Xiaohui
45Fang, Hong
46Gonzaludo, Nina
47Hess, Kenneth R
48Hong, Huixiao
49Huan, Jun
50Irizarry, Rafael A
51Judson, Richard
52Juraeva, Dilafruz
53Lababidi, Samir
54Lambert, Christophe G
55Li, Li
56Li, Yanen
57Li, Zhen
58Lin, Simon M
59Liu, Guozhen
60Lobenhofer, Edward K
61Luo, Jun
62Luo, Wen
63Mccall, Matthew N
64Nikolsky, Yuri
65Pennello, Gene A
66Perkins, Roger G
67Philip, Reena
68Popovici, Vlad
69Price, Nathan D
70Qian, Feng
71Scherer, Andreas
72Shi, Tieliu
73Shi, Weiwei
74Sung, Jaeyun
75Thierry-Mieg, Danielle
76Thierry-Mieg, Jean
77Thodima, Venkata
78Trygg, Johan
79Vishnuvajjala, Lakshmi
80Wang, Sue Jane
81Wu, Jianping
82Wu, Yichao
83Xie, Qian
84Yousef, Waleed A
85Zhang, Liang
86Zhang, Xuegong
87Zhong, Sheng
88Zhou, Yiming
89Zhu, Sheng
90Arasappan, Dhivya
91Bao, Wenjun
92Lucas, Anne Bergstrom
93Berthold, Frank
94Brennan, Richard J
95Buness, Andreas
96Catalano, Jennifer G
97Chang, Chang
98Chen, Rong
99Cheng, Yiyu
100...
jtitleNature biotechnology
toplevelpeer_reviewed
delivery
delcategoryRemote Search Resource
fulltextfulltext
addata
aulast
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1Campbell
2Jones
3Campagne
4Wen
5Walker
6Su
7Chu
8Goodsaid
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10Shaughnessy
11Oberthuer
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13Paules
14Fielden
15Barlogie
16Chen
17Du
18Fischer
19Furlanello
20Gallas
21Ge
22Megherbi
23Symmans
24Wang
25Zhang
26Bitter
27Brors
28Bushel
29Bylesjo
30Cheng
31Chou
32Davison
33Delorenzi
34Deng
35Devanarayan
36Dix
37Dopazo
38Dorff
39Elloumi
40Fan
41Fang
42Gonzaludo
43Hess
44Hong
45Huan
46Irizarry
47Judson
48Juraeva
49Lababidi
50Lambert
51Li
52Lin
53Liu
54Lobenhofer
55Luo
56McCall
57Nikolsky
58Pennello
59Perkins
60Philip
61Popovici
62Price
63Qian
64Scherer
65Sung
66Thierry-Mieg
67Thodima
68Trygg
69Vishnuvajjala
70Wu
71Xie
72Yousef
73Zhong
74Zhou
75Zhu
76Arasappan
77Bao
78Lucas
79Berthold
80Brennan
81Buness
82Catalano
83Chang
84Cui
85Czika
86Demichelis
87Dosymbekov
88Eils
89Feng
90Fostel
91Fulmer-Smentek
92Fuscoe
93Gatto
94Goldstein
95Guo
96Halbert
97Han
98Harris
99Hatzis
100...
aufirst
0Leming
1Gregory
2Wendell D
3Fabien
4Zhining
5Stephen J
6Zhenqiang
7Tzu-Ming
8Federico M
9Lajos
10John D
11André
12Russell S
13Richard S
14Mark
15Bart
16Weijie
17Pan
18Matthias
19Cesare
20Brandon D
21Xijin
22Dalila B
23W Fraser
24May D
25John
26Hans
27Benedikt
28Pierre R
29Max
30Minjun
31Jie
32Jing
33Jeff
34Timothy S
35Mauro
36Youping
37Viswanath
38David J
39Joaquin
40Kevin C
41Fathi
42Jianqing
43Shicai
44Xiaohui
45Hong
46Nina
47Kenneth R
48Huixiao
49Jun
50Rafael A
51Richard
52Dilafruz
53Samir
54Christophe G
55Li
56Yanen
57Zhen
58Simon M
59Guozhen
60Edward K
61Wen
62Matthew N
63Yuri
64Gene A
65Roger G
66Reena
67Vlad
68Nathan D
69Feng
70Andreas
71Tieliu
72Weiwei
73Jaeyun
74Danielle
75Jean
76Venkata
77Johan
78Lakshmi
79Sue Jane
80Jianping
81Yichao
82Qian
83Waleed A
84Liang
85Xuegong
86Sheng
87Yiming
88Dhivya
89Wenjun
90Anne Bergstrom
91Frank
92Richard J
93Jennifer G
94Chang
95Rong
96Yiyu
97Jian
98Wendy
99Francesca
100...
au
0Shi, Leming
1Campbell, Gregory
2Jones, Wendell D
3Campagne, Fabien
4Wen, Zhining
5Walker, Stephen J
6Su, Zhenqiang
7Chu, Tzu-Ming
8Goodsaid, Federico M
9Pusztai, Lajos
10Shaughnessy, John D
11Oberthuer, André
12Thomas, Russell S
13Paules, Richard S
14Fielden, Mark
15Barlogie, Bart
16Chen, Weijie
17Du, Pan
18Fischer, Matthias
19Furlanello, Cesare
20Gallas, Brandon D
21Ge, Xijin
22Megherbi, Dalila B
23Symmans, W Fraser
24Wang, May D
25Zhang, John
26Bitter, Hans
27Brors, Benedikt
28Bushel, Pierre R
29Bylesjo, Max
30Chen, Minjun
31Cheng, Jie
32Cheng, Jing
33Chou, Jeff
34Davison, Timothy S
35Delorenzi, Mauro
36Deng, Youping
37Devanarayan, Viswanath
38Dix, David J
39Dopazo, Joaquin
40Dorff, Kevin C
41Elloumi, Fathi
42Fan, Jianqing
43Fan, Shicai
44Fan, Xiaohui
45Fang, Hong
46Gonzaludo, Nina
47Hess, Kenneth R
48Hong, Huixiao
49Huan, Jun
50Irizarry, Rafael A
51Judson, Richard
52Juraeva, Dilafruz
53Lababidi, Samir
54Lambert, Christophe G
55Li, Li
56Li, Yanen
57Li, Zhen
58Lin, Simon M
59Liu, Guozhen
60Lobenhofer, Edward K
61Luo, Jun
62Luo, Wen
63Mccall, Matthew N
64Nikolsky, Yuri
65Pennello, Gene A
66Perkins, Roger G
67Philip, Reena
68Popovici, Vlad
69Price, Nathan D
70Qian, Feng
71Scherer, Andreas
72Shi, Tieliu
73Shi, Weiwei
74Sung, Jaeyun
75Thierry-Mieg, Danielle
76Thierry-Mieg, Jean
77Thodima, Venkata
78Trygg, Johan
79Vishnuvajjala, Lakshmi
80Wang, Sue Jane
81Wu, Jianping
82Wu, Yichao
83Xie, Qian
84Yousef, Waleed A
85Zhang, Liang
86Zhang, Xuegong
87Zhong, Sheng
88Zhou, Yiming
89Zhu, Sheng
90Arasappan, Dhivya
91Bao, Wenjun
92Lucas, Anne Bergstrom
93Berthold, Frank
94Brennan, Richard J
95Buness, Andreas
96Catalano, Jennifer G
97Chang, Chang
98Chen, Rong
99Cheng, Yiyu
100...
atitleThe MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models.
jtitleNature biotechnology
risdate20100801
volume28
issue8
spage827
epage838
pages827-838
eissn1546-1696
formatjournal
genrearticle
ristypeJOUR
doi10.1038/nbt.1665
urlhttp://search.proquest.com/docview/748928838/
issn10870156
date2010-08-01