Rectal cancer (RC) accounts for one-third of colorectal cancer (CRC), and 40% of these are locally advanced rectal cancer (LARC) at diagnosis. The use of neoadjuvant chemoradiotherapy (nCRT) significantly reduces the rate of local recurrence compared to adjuvant therapy or surgery alone. However, after nCRT, up to 40-60% of patients show a poor pathological response, while only about 20% achieve a pathological complete response. In this scenario, the identification of novel predictors of tumor response to nCRT are urgently needed to reduce LARC mortality, and to spare poorly responding patients from unnecessary treatments. Therefore, by combining gene and microRNA expression datasets with proteomic data from LARC patients, we developed an integrated network centered on seven hub-genes putatively involved in the response to nCRT. In an independent validation cohort of LARC patients, we confirmed the differential expression of NFKB1, TRAF6 and STAT3 depending on a response to nCRT. In addition, the functional enrichment analysis also revealed that these genes are strongly related to hallmarks of cancer and inflammation, whose dysfunction may causatively affect LARC patient’s response to nCRT. Furthermore, by constructing the transcription factor-module network, we hypothesized a protective role of POU2F3 gene, which could be used as a new drug target in LARC patients. Finally, we identified and in vitro tested entinostat, a histone deacetylase (HDAC) inhibitor, as a chemical compound that could be combined with classical therapeutic regimen in order to design more efficient therapeutic strategies in LARC.