A Novel Imaging Biomarker Extracted from Fluorescence Microscopic Imaging of TRA-8/DR5 Oligomers Predicts TRA-8 Therapeutic Efficacy in Breast and Pancreatic Cancer Mouse Models
- PMID: 26552657
- DOI: 10.1007/s11307-015-0913-x
A Novel Imaging Biomarker Extracted from Fluorescence Microscopic Imaging of TRA-8/DR5 Oligomers Predicts TRA-8 Therapeutic Efficacy in Breast and Pancreatic Cancer Mouse Models
Abstract
Purpose: The aim of the study was to develop a reliable quantitative imaging biomarker from fluorescence microscopic imaging of TRA-8/death receptor 5 (DR5) oligomer to predict TRA-8 therapeutic efficacy in human breast and pancreatic cancer mouse models.
Procedures: Two breast (2LMP, SUM159) and two pancreatic (MIA PaCa-2, PANC1) cancer cell lines were used. 10(5) cells per cell line were placed in a culture dish and treated with Cy5.5-labeled TRA-8 overnight in vitro. Three fluorescence microphotographs (×20) were acquired from randomly selected areas, and about 300 cells were analyzed per cell line. Two-dimensional (2D) fluorescence signal distribution of Cy5.5-TRA-8 on each cell was measured. Gaussian curve fitting to the distribution was determined by the least square regression method, and the coefficient of determination (R (2)) of the fitting was found. In addition, two features of the best fitting Gaussian curve such as peak amplitude and the volume under the curve (VUC) were retrieved. A novel image biomarker was extracted by correlating the combination of R (2) value, peak amplitude, and the VUC with the logarithmic values of the half maximal inhibitory concentrations (IC50) of TRA-8 for the four cell lines or the percentage of tumor growth inhibition (%TGI) at a week of TRA-8 treatment in animal models.
Results: Cy5.5-TRA-8 binding to DR5 receptors resulted in an oligomer on each cell membrane, and its fluorescence signal distribution followed Gaussian curve. Peak amplitude of fluorescence signal in the oligomeric region, R (2) value of the Gaussian fitting, and the VUC in TRA-8-sensitive cells were significantly higher than those in resistant cells (p < 0.05). The novel imaging biomarker was significantly correlated with either log10(IC50) or %TGI (p < 0.001).
Conclusion: The imaging biomarker extracted from the cellular distribution pattern of Cy5.5-TRA-8 may serve as a predictive biomarker of TRA-8 therapy for cancer patients.
Keywords: DR5; Fluorescence imaging; Imaging biomarker; Oligomerization; TRA-8.
Similar articles
-
Dual combination therapy targeting DR5 and EMMPRIN in pancreatic adenocarcinoma.Mol Cancer Ther. 2012 Feb;11(2):405-15. doi: 10.1158/1535-7163.MCT-11-0581. Epub 2011 Dec 27. Mol Cancer Ther. 2012. PMID: 22203731 Free PMC article.
-
Treatment of human colon cancer xenografts with TRA-8 anti-death receptor 5 antibody alone or in combination with CPT-11.Clin Cancer Res. 2008 Apr 1;14(7):2180-9. doi: 10.1158/1078-0432.CCR-07-1392. Clin Cancer Res. 2008. PMID: 18381960 Free PMC article.
-
Antitumor efficacy of TRA-8 anti-DR5 monoclonal antibody alone or in combination with chemotherapy and/or radiation therapy in a human breast cancer model.Clin Cancer Res. 2003 Sep 1;9(10 Pt 1):3731-41. Clin Cancer Res. 2003. PMID: 14506165
-
Multiplexed fluorescence imaging of tumor biomarkers in gene expression and protein levels for personalized and predictive medicine.Curr Mol Med. 2009 Nov;9(8):1017-23. doi: 10.2174/156652409789712765. Curr Mol Med. 2009. PMID: 19747113 Free PMC article. Review.
-
Cancer heterogeneity and imaging.Semin Cell Dev Biol. 2017 Apr;64:48-57. doi: 10.1016/j.semcdb.2016.10.001. Epub 2016 Oct 4. Semin Cell Dev Biol. 2017. PMID: 27717679 Review.
Cited by
-
Radiomics Facilitates Candidate Selection for Irradiation Stents Among Patients With Unresectable Pancreatic Cancer.Front Oncol. 2019 Sep 27;9:973. doi: 10.3389/fonc.2019.00973. eCollection 2019. Front Oncol. 2019. PMID: 31612111 Free PMC article.
-
Calmodulin antagonist enhances DR5-mediated apoptotic signaling in TRA-8 resistant triple negative breast cancer cells.J Cell Biochem. 2018 Jul;119(7):6216-6230. doi: 10.1002/jcb.26848. Epub 2018 Apr 16. J Cell Biochem. 2018. PMID: 29663486 Free PMC article.
-
Calmodulin Binding to Death Receptor 5-mediated Death-Inducing Signaling Complex in Breast Cancer Cells.J Cell Biochem. 2017 Aug;118(8):2285-2294. doi: 10.1002/jcb.25882. Epub 2017 Apr 12. J Cell Biochem. 2017. PMID: 28092099 Free PMC article.
References
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Medical