Place of pattern in proteomic biomarker discovery

MA Gillette, DR Mani, SA Carr - Journal of proteome research, 2005 - ACS Publications
MA Gillette, DR Mani, SA Carr
Journal of proteome research, 2005ACS Publications
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 …
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.
Keywords: biomarker discovery • proteomics • diagnostic • mass spectrometry • serum/plasma • pattern • machine learning • pattern recognition • feature selection • classification
ACS Publications