A Molecular Signature Predictive of Indolent Prostate Cancer

被引:102
作者
Irshad, Shazia [1 ]
Bansal, Mukesh [2 ]
Castillo-Martin, Mireia [3 ]
Zheng, Tian [4 ,5 ]
Aytes, Alvaro [1 ]
Wenske, Sven [1 ,4 ]
Le Magnen, Clementine [1 ]
Guarnieri, Paolo [2 ,4 ]
Sumazin, Pavel [2 ]
Benson, Mitchell C. [1 ,4 ]
Shen, Michael M. [2 ,4 ,6 ,7 ]
Califano, Andrea [2 ,4 ,8 ,9 ,10 ]
Abate-Shen, Cory [1 ,2 ,4 ,11 ]
机构
[1] Columbia Univ, Med Ctr, Dept Urol, New York, NY 10029 USA
[2] Columbia Univ, Med Ctr, Dept Syst Biol, New York, NY 10029 USA
[3] Icahn Sch Med Mt Sinai, Dept Pathol, New York, NY 10029 USA
[4] Columbia Univ, Med Ctr, Herbert Irving Comprehens Canc Ctr, New York, NY 10029 USA
[5] Columbia Univ, Med Ctr, Dept Stat, New York, NY 10029 USA
[6] Columbia Univ, Med Ctr, Dept Med, New York, NY 10029 USA
[7] Columbia Univ, Med Ctr, Dept Genet & Dev, New York, NY 10029 USA
[8] Columbia Univ, Med Ctr, Dept Biochem & Mol Biophys, New York, NY 10029 USA
[9] Columbia Univ, Med Ctr, Dept Biomed Informat, New York, NY 10029 USA
[10] Columbia Univ, Med Ctr, Inst Canc Genet, New York, NY 10029 USA
[11] Columbia Univ, Med Ctr, Dept Pathol & Cell Biol, New York, NY 10029 USA
基金
瑞士国家科学基金会;
关键词
GENE-EXPRESSION PROFILES; CELLULAR SENESCENCE; ACTIVE SURVEILLANCE; TUMOR SUPPRESSION; NKX3.1; CLASSIFICATION; METAANALYSIS; PROGRESSION; PROGNOSIS; MEN;
D O I
10.1126/scitranslmed.3006408
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Many newly diagnosed prostate cancers present as low Gleason score tumors that require no treatment intervention. Distinguishing the many indolent tumors from the minority of lethal ones remains a major clinical challenge. We now show that low Gleason score prostate tumors can be distinguished as indolent and aggressive subgroups on the basis of their expression of genes associated with aging and senescence. Using gene set enrichment analysis, we identified a 19-gene signature enriched in indolent prostate tumors. We then further classified this signature with a decision tree learning model to identify three genes-FGFR1, PMP22, and CDKN1A-that together accurately predicted outcome of low Gleason score tumors. Validation of this three-gene panel on independent cohorts confirmed its independent prognostic value as well as its ability to improve prognosis with currently used clinical nomograms. Furthermore, protein expression of this three-gene panel in biopsy samples distinguished Gleason 6 patients who failed surveillance over a 10-year period. We propose that this signature may be incorporated into prognostic assays for monitoring patients on active surveillance to facilitate appropriate courses of treatment.
引用
收藏
页数:13
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