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A robust blood gene expression-based prognostic model for castration-resistant prostate cancer
- Source :
- Repisalud, Instituto de Salud Carlos III (ISCIII), BMC Medicine
- Publication Year :
- 2015
- Publisher :
- BioMed Central (BMC), 2015.
-
Abstract
- Castration-resistant prostate cancer (CRPC) is associated with wide variations in survival. Recent studies of whole blood mRNA expression-based biomarkers strongly predicted survival but the genes used in these biomarker models were non-overlapping and their relationship was unknown. We developed a biomarker model for CRPC that is robust, but also captures underlying biological processes that drive prostate cancer lethality. Using three independent cohorts of CRPC patients, we developed an integrative genomic approach for understanding the biological processes underlying genes associated with cancer progression, constructed a novel four-gene model that captured these changes, and compared the performance of the new model with existing gene models and other clinical parameters. Our analysis revealed striking patterns of myeloid- and lymphoid-specific distribution of genes that were differentially expressed in whole blood mRNA profiles: up-regulated genes in patients with worse survival were overexpressed in myeloid cells, whereas down-regulated genes were noted in lymphocytes. A resulting novel four-gene model showed significant prognostic power independent of known clinical predictors in two independent datasets totaling 90 patients with CRPC, and was superior to the two existing gene models. Whole blood mRNA profiling provides clinically relevant information in patients with CRPC. Integrative genomic analysis revealed patterns of differential mRNA expression with changes in gene expression in immune cell components which robustly predicted the survival of CRPC patients. The next step would be validation in a cohort of suitable size to quantify the prognostic improvement by the gene score upon the standard set of clinical parameters. The project was partially funded by Young Investigator Award from Prostate Cancer Foundation (LW), R01MH090948 (JZ), and U01AG046170 (JZ). None of the aforementioned funding bodies were involved in the study design and conduct. We would like to thank our team of clinical coordinators including Teena Kochukoshy, Manpreet Brar, and Victoria Gresia for consenting patients, collecting blood, and providing database support for the study. JDB's laboratory is supported by a Cancer Research UK Centre grant, Experimental Cancer Medicine Centre funding, a Prostate Cancer UK and Movember Centre of Excellence grant, and a National Institute for Health Research Biomedical Research Center to the Royal Marsden/ICR. Sí
- Subjects :
- Oncology
BIOMARKER
SELECTION
Male
Myeloid
Regulación hacia abajo
Gene Expression
Prostate cancer
Gene expression
Phenomena and Processes::Biological Phenomena::Biological Processes [Medical Subject Headings]
NETWORK
Neoplasm Metastasis
Masculino
Medicine(all)
Marcadores biológicos
Linfocitos
MEN
General Medicine
Middle Aged
Prognosis
3. Good health
ddc
Gene Expression Regulation, Neoplastic
Prostatic Neoplasms, Castration-Resistant
medicine.anatomical_structure
SURVIVAL
Biomarker (medicine)
Células mieloides
Research Article
PCA3
medicine.medical_specialty
Check Tags::Male [Medical Subject Headings]
Anatomy::Cells::Myeloid Cells [Medical Subject Headings]
Diseases::Neoplasms::Neoplasms by Site::Urogenital Neoplasms::Genital Neoplasms, Male::Prostatic Neoplasms [Medical Subject Headings]
Internal medicine
medicine
Chemicals and Drugs::Biological Factors::Biological Markers [Medical Subject Headings]
Biomarkers, Tumor
Anatomy::Cells::Blood Cells::Leukocytes::Leukocytes, Mononuclear::Lymphocytes [Medical Subject Headings]
Humans
RNA, Messenger
SIGNATURES
Aged
Neoplasm Staging
Phenomena and Processes::Chemical Phenomena::Biochemical Phenomena::Biochemical Processes::Down-Regulation [Medical Subject Headings]
business.industry
ARN mensajero
Neoplasias de la próstata resistentes a la castración
Gene Expression Profiling
Procesos biológicos
Cancer
Chemicals and Drugs::Nucleic Acids, Nucleotides, and Nucleosides::Nucleic Acids::RNA::RNA, Messenger [Medical Subject Headings]
1ST-LINE CHEMOTHERAPY
medicine.disease
Gene expression profiling
TO-LYMPHOCYTE RATIO
Immunology
Cancer biomarkers
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Repisalud, Instituto de Salud Carlos III (ISCIII), BMC Medicine
- Accession number :
- edsair.doi.dedup.....20bece3b92e99eda2d9a7400a20bd626