We further identified upregulated transcription factors in these specific fibroblast subpopulations through transcription factor analysis, such as FOXF1 (a tumor suppressor transcription factor) (Bian et al., 2024) and FOXQ1 (a tumor-promoting transcription factor) (Wu et al., 2023). Here, FOXQ1 is linked to neoplasm.