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Tamoxifen Integromics and Personalized Medicine: Dynamic Modular Transformations Underpinning Response to Tamoxifen in Breast Cancer Treatment
- Source :
- OMICS: A Journal of Integrative Biology. 18:15-33
- Publication Year :
- 2014
- Publisher :
- Mary Ann Liebert Inc, 2014.
-
Abstract
- Recent advances in pharmacogenomics technologies allow bold steps to be taken towards personalized medicine, more accurate health planning, and personalized drug development. In this framework, systems pharmacology network-based approaches offer an appealing way for integrating multi-omics data and set the basis for defining systems-level drug response biomarkers. On the road to individualized tamoxifen treatment in estrogen receptor-positive breast cancer patients, we examine the dynamics of the attendant pharmacological response mechanisms. By means of an "integromics" network approach, we assessed the tamoxifen effect through the way the high-order organization of interactome (i.e., the modules) is perturbed. To accomplish that, first we integrated the time series transcriptome data with the human protein interaction data, and second, an efficient module-detecting algorithm was applied onto the composite graphs. Our findings show that tamoxifen induces severe modular transformations on specific areas of the interactome. Our modular biomarkers in response to tamoxifen attest to the immunomodulatory role of tamoxifen, and further reveal that it deregulates cell cycle and apoptosis pathways, while coordinating the proteasome and basal transcription factors. To the best of our knowledge, this is the first report that informs the fields of personalized medicine and clinical pharmacology about the actual dynamic interactome response to tamoxifen administration.
- Subjects :
- Proteasome Endopeptidase Complex
Antineoplastic Agents, Hormonal
Computer science
Apoptosis
Breast Neoplasms
Computational biology
Bioinformatics
Biochemistry
Interactome
Biomarkers, Pharmacological
law.invention
law
Protein Interaction Mapping
Genetics
medicine
Humans
Gene Regulatory Networks
Precision Medicine
Molecular Biology
Clinical pharmacology
business.industry
Cell Cycle
Precision medicine
Tamoxifen
Drug development
Pharmacogenetics
Pharmacogenomics
Molecular Medicine
Female
Personalized medicine
Transcriptome
business
Algorithms
Transcription Factors
Biotechnology
Systems pharmacology
medicine.drug
Subjects
Details
- ISSN :
- 15578100 and 15362310
- Volume :
- 18
- Database :
- OpenAIRE
- Journal :
- OMICS: A Journal of Integrative Biology
- Accession number :
- edsair.doi.dedup.....5bae57ab8825051173aa4b2a0213ca70
- Full Text :
- https://doi.org/10.1089/omi.2013.0055