Non-Invasive Profiling of Advanced Prostate Cancer via Multi-Parametric Liquid Biopsy and Radiomic Analysis.
Gareth MorrisonJonathan BuckleyDejerianne OstrowBino VargheseSteven Y CenJeffrey WerbinNolan EricsonAlexander CunhaYi-Tsung LuThaddeus GeorgeJeffrey SmithDavid QuinnVinay A DuddalwarTimothy TricheAmir GoldkornPublished in: International journal of molecular sciences (2022)
Integrating liquid biopsies of circulating tumor cells (CTCs) and cell-free DNA (cfDNA) with other minimally invasive measures may yield more comprehensive disease profiles. We evaluated the feasibility of concurrent cellular and molecular analysis of CTCs and cfDNA combined with radiomic analysis of CT scans from patients with metastatic castration-resistant PC (mCRPC). CTCs from 22 patients were enumerated, stained for PC-relevant markers, and clustered based on morphometric and immunofluorescent features using machine learning. DNA from single CTCs, matched cfDNA, and buffy coats was sequenced using a targeted amplicon cancer hotspot panel. Radiomic analysis was performed on bone metastases identified on CT scans from the same patients. CTCs were detected in 77% of patients and clustered reproducibly. cfDNA sequencing had high sensitivity (98.8%) for germline variants compared to WBC. Shared and unique somatic variants in PC-related genes were detected in cfDNA in 45% of patients (MAF > 0.1%) and in CTCs in 92% of patients (MAF > 10%). Radiomic analysis identified a signature that strongly correlated with CTC count and plasma cfDNA level. Integration of cellular, molecular, and radiomic data in a multi-parametric approach is feasible, yielding complementary profiles that may enable more comprehensive non-invasive disease modeling and prediction.
Keyphrases
- circulating tumor cells
- end stage renal disease
- prostate cancer
- ejection fraction
- newly diagnosed
- peritoneal dialysis
- minimally invasive
- computed tomography
- machine learning
- magnetic resonance imaging
- gene expression
- radiation therapy
- single cell
- artificial intelligence
- electronic health record
- genome wide
- contrast enhanced
- radical prostatectomy
- dna methylation
- patient reported
- peripheral blood
- robot assisted