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Development of a risk scoring system for evaluating the prognosis of patients with Her2-positive breast cancer
- Source :
- Cancer Cell International, Cancer Cell International, Vol 20, Iss 1, Pp 1-12 (2020)
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- Background As one of the many breast cancer subtypes, human epidermal growth factor receptor 2 (Her2)-positive breast cancer has higher invasiveness and poor prognosis, although the advent of anti-Her2 drugs has brought good news to patients. However, the emergence of drug resistance still limits its clinical efficacy, so there is an urgent need to explore new targets and develop a risk scoring system to improve treatments and evaluate patient prognosis. Methods Differentially expressed mRNAs associated with Her2-positive breast cancer were screened from a TCGA cohort. The prognostic risk scoring system was constructed according to univariate and Lasso Cox regression model analyses and combined with clinical factors (such as age and TNM) for univariate and multivariate analyses to verify the specificity and sensitivity of the risk scoring system. Finally, based on correlation and CNV mutation analyses, we explored the research value of the mRNAs involved in the system as key genes of the model. Results In this study, six mRNAs were screened and identified to construct a prognostic risk scoring system, including four up-regulated mRNA (RDH16, SPC25, SPC24, and SCUBE3) and two down-regulated mRNA (DGAT2 and CCDC69). The risk scoring system can divide Her2-positive breast cancer samples into high-risk and low-risk groups to evaluate patient prognosis. In addition, whether through the time-dependent receiver operating characteristics curve or compared with clinical factors, the risk scoring system showed high predictive sensitivity and specificity. Moreover, some CNV mutations in mRNA increase patient risk by influencing expression levels. Conclusion The risk scoring system constructed in this study is helpful to improve the screening of high-risk patients with Her2-positive breast cancer and is beneficial for implementing early diagnosis and personalized treatment. It is suggested that these mRNAs may play an important role in the progression of Her2-positive breast cancer.
- Subjects :
- Oncology
Cancer Research
medicine.medical_specialty
Multivariate analysis
Lasso Cox regression analysis
Drug resistance
lcsh:RC254-282
Prognostic risk scoring system
Her2-positive breast cancer
03 medical and health sciences
0302 clinical medicine
Breast cancer
Internal medicine
Genetics
medicine
lcsh:QH573-671
Survival analysis
030304 developmental biology
0303 health sciences
Receiver operating characteristic
lcsh:Cytology
Copy number variation
Proportional hazards model
business.industry
Univariate
lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens
medicine.disease
030220 oncology & carcinogenesis
Cohort
Primary Research
business
Subjects
Details
- ISSN :
- 14752867
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- Cancer Cell International
- Accession number :
- edsair.doi.dedup.....d639b0fd4b7baf9705b1917be609d4fc