Objective: The aim of this study was to investigate the potential inflammatory cytokines and chemokines markers for temporomandibular joint osteoarthritis (TMJOA) diagnosis using a bioinformatics analysis. Methods: The differentially expressed genes of mRNA (DEGs) and transcripts of lncRNA (DETs) were identified between TMJOA samples and normal controls curated from GSE205389 by the “DESeq. 2” R package. KEGG and GO were conducted using the R package “ggplot2” and “clusterProfiler”. A PPI network was constructed to identify hub genes by using the STRING and Cytoscape. The co-expression network was constructed between mRNA and lncRNA to check the potential regulation and function of lncRNA on protein coding genes. Finally, the immune cell infiltration analysis was conducted with CIBERSORTx and confirmed with xCells. Results: We identified 171 DEGs and DETs, of which the DEGs were closely related to immune response, T cell activation, cytokine-cytokine-receptor interaction, and the muscle system process. PPI network of the DEGs screened the top 10 hub genes, including IL6, IL1B, IL10, CCL2, CCL5, CXCL1, CXCL10, ICAM1, CSF1 and MMP1. Additionally, the immune cell infiltration analysis showed that CD8+ T cells, M1 macrophage and B cells infiltration were increased in TMJOA samples. Finally, we demonstrated that the co-expression between mRNA and lncRNA was mainly enriched in inflammatory and muscle related pathways. Conclusions: We found that immune and muscle system related pathways as well as the immune infiltration played a significant role in the TMJOA development. Additionally, inflammatory cytokines and chemokines could be crucial markers for early-stage TMJOA diagnosis and personalized treatment strategies.