Place of pattern in proteomic biomarker discovery

被引:67
作者
Gillette, MA
Mani, DR
Carr, SA
机构
[1] MIT, Broad Inst, Cambridge, MA 02141 USA
[2] Harvard Univ, Cambridge, MA 02141 USA
[3] Massachusetts Gen Hosp, Cambridge, MA 02141 USA
关键词
biomarker discovery; proteomics; diagnostic; mass spectrometry; serum/plasma; pattern; machine learning; pattern recognition; feature selection; classification;
D O I
10.1021/pr0500962
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The role of pattern in biomarker discovery and clinical diagnosis is examined in its historical context. The use of MS-derived pattern is treated as a logical extension of prior applications of non-MS-derived pattern. Criticisms pertaining to specific technology platforms and analytic methodologies are considered separately from the larger issues of pattern utility and deployment in biomarker discovery. We present a hybrid strategy that marries the desirable attributes of high-information content MS pattern with the capability to obtain identity, and explore the key steps in establishing a data analysis pipeline for pattern-based biomarker discovery.
引用
收藏
页码:1143 / 1154
页数:12
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