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Improving cancer detection through combinations of cancer and immune biomarkers: a modelling approach

癌症 免疫系统 癌症生物标志物 医学 计算生物学 生物信息学 计算机科学 免疫学 生物 内科学
作者
Raluca Eftimie,Esraa Hassanein
出处
期刊:Journal of Translational Medicine [BioMed Central]
卷期号:16 (1): 73-73 被引量:20
标识
DOI:10.1186/s12967-018-1432-8
摘要

BACKGROUND: Early cancer diagnosis is one of the most important challenges of cancer research, since in many cancers it can lead to cure for patients with early stage diseases. For epithelial ovarian cancer (which is the leading cause of death among gynaecologic malignancies) the classical detection approach is based on measurements of CA-125 biomarker. However, the poor sensitivity and specificity of this biomarker impacts the detection of early-stage cancers. METHODS: Here we use a computational approach to investigate the effect of combining multiple biomarkers for ovarian cancer (e.g., CA-125 and IL-7), to improve early cancer detection. RESULTS: We show that this combined biomarkers approach could lead indeed to earlier cancer detection. However, the immune response (which influences the level of secreted IL-7 biomarker) plays an important role in improving and/or delaying cancer detection. Moreover, the detection level of IL-7 immune biomarker could be in a range that would not allow to distinguish between a healthy state and a cancerous state. In this case, the construction of solution diagrams in the space generated by the IL-7 and CA-125 biomarkers could allow us predict the long-term evolution of cancer biomarkers, thus allowing us to make predictions on cancer detection times. CONCLUSIONS: Combining cancer and immune biomarkers could improve cancer detection times, and any predictions that could be made (at least through the use of CA-125/IL-7 biomarkers) are patient specific.
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