Background: Large-cell neuroendocrine carcinoma (LCNEC) of the lung is a rare neuroendocrine neoplasm. Previous studies have shown that microRNAs can be widely involved in tumor regulation through targeting critical genes. However, it is unclear about which miRNAs play vital roles in LCNEC’s pathogenesis and how they interact with transcription factors (TFs) to regulate the cancer-related genes. Methods: To clarify the new TFs-miRNA-target gene feed-forward loops (FFLs) model of LCNEC, we integrated multi-omics data from GEO, TRRUST, TRED, and miRTarBase database. First, expression profile datasets for mRNAs (GSE1037) and miRNAs (GSE19945) were downloaded from the GEO database. Overlapping differentially expressed genes (DEGs) and differentially expressed miRNAs (DEMs) were identified through integrative analysis. The target genes of the FFL being obtained from the mirTarBase database, the GO and KEGG functional enrichment analysis was performed on the target gene. Then, we screened for key miRNAs in the FFL and perform gene regulatory network analysis based on key miRNAs. Finally, the TF-miRNA-target gene FFLs were constructed by the hypergeometric test.Results: A total of 343 DEGs and 60 DEMs were identified in LCNECs compared to normal tissues, including 210 downregulated, 133 upregulated genes and 29 downregulated, 31 upregulated miRNAs. Additionally, 55 DEMs were predicted through miRanda, mirDB, and TargetScan to be associated with the LCNEC 77 key genes. Finally, ETS1-miR195-CD36 and E2F3-miR195-CD36 from the TF-miRNA-mRNA FFLs were constructed and are significantly enriched in focal adhesion, cytokine-receptor interaction, hematopoietic cell lineage, and transforming growth factor (TGF)-β signaling pathways. Survival analysis showed that the differential expression of the multi-effect factors ETS1, CD36, and hsa-miR-195 in the FFL significantly affected the survival time of LCNEC patients.Conclusion: In summary, we construct the TF-miRNA-target regulatory network, which is helpful to understand the complex LCNEC regulatory mechanisms. The expression difference of regulated multi-effect target factors ETS1, CD36, and hsa-miR-195 has a significant impact on the survival and development of LCNEC.