Background: Elongator complexes (ELPs) are the protein complexes that promote transcription through histone acetylation in eukaryotic cells and interact with elongating RNA polymerase II (RNAPII). ELPs role in plant growth and development, signal transduction, and response to biotic and abiotic stresses have been confirmed in model plants. However, the functions of the wheat ELP genes are not well documented. Results: The present study was identified 18 members of the ELPs from the wheat genome by a homology search and further bioinformatics and transcriptions patterns in response to different stress conditions were analyzed to dissect their potential regulatory mechanisms in wheat. Gene duplication analysis showed that 18 pairs of ELP paralogous genes were derived from segmental duplication, which was divided into 6 clades by protein phylogenetic and cluster analysis. The orthologous analysis of wheat TaELPs genes showed that TaELP genes may have evolved from orthologous genes of other plant species or closely related plants. Moreover, a variety of Cis-acting regulatory elements (CAREs) related to growth and development, hormone response, biotic and abiotic stresses were identified in the TaELPs promoter region. Publicly available RNA-seq data analysis indicated that TaELPs gene family members were differentially expressed in wheat seedlings, roots, stems, and leaf panicles, as well as under abiotic stresses. Further, the qRT-PCR analysis showed that the transcription of TaELPs was induced under hormone, salt, and drought stress and during leaf senescence. Conclusions: Overall, TaELP genes might be regulated by hormone signaling pathways and responded to abiotic stress and leaf senescence, which could be investigated further as a potential candidate gene for wheat abiotic stress tolerance and yield improvement.