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Myeloid Leukemia

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Classification of AML by DNA-Oligonucleotide Microarrays 235<br />

Fig. 6. Classification task. The support vector machine separates a given set of binary<br />

labeled training data with a hyperplane that is maximally distant from them (maximal<br />

margin). The middle black line is the decision surface defining the borderline between<br />

the area of prediction of type I samples (squares) and type II samples (circles). The outer<br />

lines precisely meet the constraint. Support vectors marked as critical for the classification<br />

task are the points that lie closest to the separating hyperplane.<br />

3.4.6. Functional Gene Annotation: NetAffx Database<br />

The NetAffx database can be used to functionally annotate the probe sets<br />

represented on the microarrays. The NetAffx Analysis Center<br />

(www.affymetrix.com/analysis/) is an integrated, freely available online<br />

resource created by Affymetrix (21). This Web-based application enables<br />

researchers to correlate results from experiments with array design and annotation<br />

information. It is a dynamic tool and provides access to underlying array<br />

content and the design of GeneChip probe arrays, including probe sequences<br />

and extensive gene annotations from both Affymetrix and the public domain. It<br />

allows the user to search array contents for sequences of interest, review gene<br />

and protein characterizations for represented probe sets, and sort transcripts by<br />

functional group, metabolic pathway, and disease association. For each cataloged<br />

Affymetrix GeneChip microarray, an anchoring databank summarizes<br />

all the annotations for the probe sets. The information provided for each probe<br />

set falls into two categories: sequence annotations and static information.<br />

Sequence annotations refer to the information about the representative<br />

sequence for a probe set, including functional annotations for gene title, gene

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