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Singular value decomposition-based regression identifies activation of endogenous signaling pathways in vivo.


ABSTRACT: The ability to detect activation of signaling pathways based solely on gene expression data represents an important goal in biological research. We tested the sensitivity of singular value decomposition-based regression by focusing on functional interactions between the Ras and transforming growth factor beta signaling pathways. Our findings demonstrate that this approach is sufficiently sensitive to detect the secondary activation of endogenous signaling pathways as it occurs through crosstalk following ectopic activation of a primary pathway.

SUBMITTER: Liu Z 

PROVIDER: S-EPMC2646284 | biostudies-literature | 2008

REPOSITORIES: biostudies-literature

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Singular value decomposition-based regression identifies activation of endogenous signaling pathways in vivo.

Liu Zhandong Z   Wang Min M   Alvarez James V JV   Bonney Megan E ME   Chen Chien-chung CC   D'Cruz Celina C   Pan Tien-chi TC   Tadesse Mahlet G MG   Chodosh Lewis A LA  

Genome biology 20081218 12


The ability to detect activation of signaling pathways based solely on gene expression data represents an important goal in biological research. We tested the sensitivity of singular value decomposition-based regression by focusing on functional interactions between the Ras and transforming growth factor beta signaling pathways. Our findings demonstrate that this approach is sufficiently sensitive to detect the secondary activation of endogenous signaling pathways as it occurs through crosstalk  ...[more]

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