We next examined the expression of the markers identified previously (Table 2A) that showed good correlation with tumour volume -ALOX15, IL-1β, CSFR1, CD14 and INHBA - to their expression at the single-cell level in the macrophage subclusters. Here, ALOX15 is linked to neoplasm.