NEUROD1 and neoplasm: To estimate the limit of detection of ASCL1 and NEUROD1 signal in cfDNA, we applied the classifiers to serial dilutions of CDXs representing the three categories and found positive signals for ASCL1 and NEUROD1 down to 3% and 4% tumor fraction, respectively (Extended Data Fig. 4d).