CEACAM1 and neoplasm: Further, we exported and analyzed the median CEACAM1 expression levels on these three metaclusters and found the correlations detected by SAM were due to significantly increased CEACAM1 expression in the treatment-resistant tumor samples in the cases of C58831 and C58836 or treatment-naive samples in the case of C58762 (Fig. 3m).