Improvement of feed efficiency (FE) in pigs is an important milestone in order to reduce the economic and environmental impact of pig production. The goal of finding biomarkers for FE has been persisting for decades. However, due to the complexity of the FE trait, these goals have still not been met. Here, we search for quantitative trait loci (QTL), candidate genes, and biological pathways associated with FE using both genotype and RNA-seq data. We obtained genotype and colon epithelium RNA-seq data for 371 and 96 pigs, respectively. In total, a genome-wide association study (GWAS) and differential expression (DE) analysis lead to detection of three QTL on SSC9 and 93 DE genes associated with FE. Possible intersection points between genes located in QTL and DE genes were found on levels of transcription factor-target and protein-protein interaction. Moreover, a cis-eQTL analysis revealed associations between genotype and expression levels of 19 DE genes including three genes located in the GWAS QTLs, which may fulfill the connection between genotype and phenotype through DE. Finally, single nucleotide polymorphism calling using RNA-seq data for genes located in RFI QTL revealed 53 polymorphisms, which may include causative mutations.