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Tumor-Educated Platelet RNA for the Detection and (Pseudo)progression Monitoring of Glioblastoma.
- Source :
-
Cell reports. Medicine [Cell Rep Med] 2020 Oct 20; Vol. 1 (7), pp. 100101. Date of Electronic Publication: 2020 Oct 20. - Publication Year :
- 2020
-
Abstract
- Tumor-educated platelets (TEPs) are potential biomarkers for cancer diagnostics. We employ TEP-derived RNA panels, determined by swarm intelligence, to detect and monitor glioblastoma . We assessed specificity by comparing the spliced RNA profile of TEPs from glioblastoma patients with multiple sclerosis and brain metastasis patients (validation series, n = 157; accuracy, 80%; AUC, 0.81 [95% CI, 0.74-0.89; p < 0.001]). Second, analysis of patients with glioblastoma versus asymptomatic healthy controls in an independent validation series (n = 347) provided a detection accuracy of 95% and AUC of 0.97 (95% CI, 0.95-0.99; p < 0.001). Finally, we developed the digitalSWARM algorithm to improve monitoring of glioblastoma progression and demonstrate that the TEP tumor scores of individual glioblastoma patients represent tumor behavior and could be used to distinguish false positive progression from true progression (validation series, n = 20; accuracy, 85%; AUC, 0.86 [95% CI, 0.70-1.00; p < 0.012]). In conclusion, TEPs have potential as a minimally invasive biosource for blood-based diagnostics and monitoring of glioblastoma patients.<br />Competing Interests: M.G.B., R.J.A.N., and T.W. are inventors on relevant patent applications. T.W. and R.J.A.N. received funding from Illumina and are shareholders of GRAIL, Inc.<br /> (© 2020 The Authors.)
- Subjects :
- Adult
Aged
Aged, 80 and over
Algorithms
Biomarkers, Tumor genetics
Biomarkers, Tumor metabolism
Blood Platelets pathology
Brain Neoplasms genetics
Brain Neoplasms mortality
Brain Neoplasms surgery
Case-Control Studies
Disease Progression
Glioblastoma genetics
Glioblastoma mortality
Glioblastoma surgery
Humans
Middle Aged
Multiple Sclerosis genetics
Multiple Sclerosis pathology
Neoplasm Metastasis
RNA Splicing
RNA, Neoplasm metabolism
ROC Curve
Survival Analysis
Tumor Microenvironment genetics
Blood Platelets metabolism
Brain Neoplasms diagnosis
Glioblastoma diagnosis
Monitoring, Physiologic methods
Multiple Sclerosis diagnosis
RNA, Neoplasm genetics
Subjects
Details
- Language :
- English
- ISSN :
- 2666-3791
- Volume :
- 1
- Issue :
- 7
- Database :
- MEDLINE
- Journal :
- Cell reports. Medicine
- Publication Type :
- Academic Journal
- Accession number :
- 33103128
- Full Text :
- https://doi.org/10.1016/j.xcrm.2020.100101