Repeated observation of breast tumor subtypes in independent gene expression data sets

被引:3913
作者
Sorlie, T
Tibshirani, R
Parker, J
Hastie, T
Marron, JS
Nobel, A
Deng, S
Johnsen, H
Pesich, R
Geisler, S
Demeter, J
Perou, CM
Lonning, PE
Brown, PO
Borresen-Dale, AL
Botstein, D [1 ]
机构
[1] Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
[2] Stanford Univ, Sch Med, Dept Hlth Res & Policy & Stat, Stanford, CA 94305 USA
[3] Stanford Univ, Sch Med, Dept Stat & Hlth, Stanford, CA 94305 USA
[4] Stanford Univ, Sch Med, Dept Biochem, Stanford, CA 94305 USA
[5] Stanford Univ, Sch Med, Howard Hughes Med Inst, Stanford, CA 94305 USA
[6] Univ N Carolina, Dept Genet, Chapel Hill, NC 27599 USA
[7] Univ N Carolina, Dept Pathol & Lab Med, Lineberger Comprehens Canc Ctr, Chapel Hill, NC 27599 USA
[8] Univ N Carolina, Dept Stat, Chapel Hill, NC 27599 USA
[9] Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USA
[10] Haukeland Hosp, Sect Oncol, Dept Med, N-5021 Bergen, Norway
[11] Norwegian Radium Hosp, Dept Genet, N-0310 Oslo, Norway
关键词
D O I
10.1073/pnas.0932692100
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Characteristic patterns of gene expression measured by DNA microarrays have been used to classify tumors into clinically relevant subgroups. In this study, we have refined the previously defined subtypes of breast tumors that could be distinguished by their distinct patterns of gene expression. A total of 115 malignant breast tumors were analyzed by hierarchical clustering based on patterns of expression of 534 "intrinsic" genes and shown to subdivide into one basal-like, one ERBB2-overexpressing, two luminal-like, and one normal breast tissue-like subgroup. The genes used for classification were selected based on their similar expression levels between pairs of consecutive samples taken from the same tumor separated by 15 weeks of neoadjuvant treatment. Similar cluster analyses of two published, independent data sets representing different patient cohorts from different laboratories, uncovered some of the same breast cancer subtypes. In the one data set that included information on time to development of distant metastasis, subtypes were associated with significant differences in this clinical feature. By including a group of tumors from BRCA1 carriers in the analysis, we found that this genotype predisposes to the basal tumor subtype. Our results strongly support the idea that many of these breast tumor subtypes represent biologically distinct disease entities.
引用
收藏
页码:8418 / 8423
页数:6
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