Stomach adenocarcinoma (STAD) is the second leading cause of cancer death and a fuller understanding of its molecular basis is needed to develop new therapeutic targets. mi
RNA
and
mRNA
data were downloaded from The Cancer Genome Atlas database, and the differentially expressed mi
RNA
s and genes were identified. The target genes of differentially expressed mi
RNA
s were screened by prediction tools. Furthermore, the biological function of these target genes was investigated. Several key mi
RNA
s and their target genes were selected for validation using quantitative real‐time polymerase chain reaction (
qRT
‐
PCR
). The Gene Expression Omnibus (
GEO
) dataset was used to verify the expression of selected mi
RNA
s and target genes. The diagnostic value of identified mi
RNA
s and genes was accessed by receiver operating characteristic analysis. A total of 1248 differentially expressed genes were identified in STAD. Additionally, nine differentially expressed mi
RNA
s were identified and 160 target genes of these nine mi
RNA
s were identified via target gene detection. Interestingly, they were remarkably enriched in the calcium signaling pathway and bile secretion.
qRT
‐
PCR
confirmed the expression of several key mi
RNA
s and their target genes. The expression levels of hsa‐miR‐145‐3p, hsa‐miR‐145‐5p,
ADAM
12
,
ACAN
,
HOXC
11
and
MMP
11
in the
GEO
database were compatible with the bioinformatics results. hsa‐miR‐139‐5p, hsa‐miR‐145‐3p and
MMP11
have a potential diagnostic value for STAD. Differential expression of the mature form of mi
RNA
s (hsa‐miR‐139‐5p, hsa‐miR‐145‐3p, hsa‐miR‐145‐5p and hsa‐miR‐490‐3p) and genes including
ADAM
12
,
ACAN
,
HOXC
11
and
MMP
11
and calcium and bile secretion signaling pathways may play important roles in the development of STAD.