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Classification of PR-positive and PR-negative subtypes in ER-positive and HER2-negative breast cancers based on pathway scores
- Source :
- BMC Medical Research Methodology, Vol 21, Iss 1, Pp 1-10 (2021), BMC Medical Research Methodology
- Publication Year :
- 2021
- Publisher :
- BMC, 2021.
-
Abstract
- Purpose PR loss in ER+/HER2- breast cancer indicates worse prognosis and insensitivity to anti-estrogen therapy, while the mechanisms of PR loss in ER+/HER2- breast cancer remain unrevealed. Methods In this study, ER+/PR+/HER2- and ER+/PR-/HER2- breast cancer cases from TCGA were used. 1387 pathways were analyzed and used as variables for classifying the two groups with LASSO regression. Results ER+/PR+/HER2- and ER+/PR-/HER2- breast cancer groups can be classified by a combination of 13 pathways using their activity score. Among the 13 pathways, those involving growth factors and ion-channel transporters were most significant in the distinction, followed by pathways involving immune modulation and cell metabolism. Two growth factor pathways, EGF and IGF-1, were deferentially regulated in ER+/PR+/HER2- and ER+/PR-/HER2- groups. Conclusions In conclusion, this study indicated in ER+/HER2- breast cancers the various status of PR expression can be an indication of molecular variation, particularly for the growth factor pathway activation.
- Subjects :
- On pathway
Medicine (General)
Receptor, ErbB-2
Epidemiology
medicine.medical_treatment
Breast Neoplasms
Health Informatics
LASSO
Biology
03 medical and health sciences
Estrogen receptor, Progesterone receptor
0302 clinical medicine
Breast cancer
R5-920
Lasso regression
Biomarkers, Tumor
medicine
Humans
skin and connective tissue diseases
Pathway activities
030304 developmental biology
0303 health sciences
Research
Growth factor
HER2 negative
Transporter
Molecular variation
Immune modulation
Prognosis
medicine.disease
Receptors, Estrogen
030220 oncology & carcinogenesis
Cancer research
Female
Receptors, Progesterone
Subjects
Details
- Language :
- English
- ISSN :
- 14712288
- Volume :
- 21
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- BMC Medical Research Methodology
- Accession number :
- edsair.doi.dedup.....8fd8aef74324478f528c24427613484d