Pig growth involves multiple genes and coordinated regulatory mechanisms. The large Diqing Tibetan pigs (TPs) are a unique plateau pig breed in China. Data on the mechanisms of muscle growth and development in TPs are limited, and its transcriptional regulation mechanism remains unclear. This study identifies important genes and proteins involved in muscle growth in TPs. We obtained transcriptomic and proteomic data from the longissimus dorsi muscle tissues of TPs and Duroc pigs (DPs) via RNA-seq and isobaric tags for relative and absolute quantitation analyses, respectively. Comparative analyses of TPs and DPs yielded 557 differentially expressed genes (DEGs) and 56 differentially abundant proteins (DAPs). Functional annotation of these DEGs and DAPs was enriched in metabolic processes, metabolic pathways, cytoskeletal protein binding, AMPK signaling pathway, insulin signaling pathway, PPAR signaling pathway, and other related pathways. Ten genes were identified as key candidate regulators (FASN, PPARG, PCK1, ACTA2, TXN, SNU13, APOA1, ATP8, ALDH2, and IGFN1) that may play important roles in the muscle growth traits of TPs. This study provides a reference for analyzing the genetic regulation mechanism underlying muscle growth in pigs and improving the meat yield of TPs via molecular marker-assisted selection.