In conclusion, we indicate that our approach to multi-modal ctDNA analysis using deep whole genome sequencing combined with TAPS detects cancer signals in early- and late-stage cancer with high accuracy. The next step will be to perform prospective studies in unselected consecutive cases to fully establish diagnostic performance.