SMYD
3 is a member of the SET and myeloid‐Nervy‐DEAF‐1 (MYND) domain‐containing protein family of methyltransferases, which are known to play critical roles in carcinogenesis. Expression of
SMYD
3 is elevated in various cancers, including esophageal squamous cell carcinoma (ESCC), and is correlated with the survival time of patients with
ESCC
. Here, we dissect gene expression data, from a previously described
KYSE
150
ESCC
cell line in which
SMYD
3 had been knocked down, by integration with the protein–protein interaction (
PPI
) network, to find the new potential biological roles of
SMYD
3 and subsequent target genes. By construction of a specific
PPI
network, differentially expressed genes (
DEG
s), following
SMYD
3 knockdown, were identified as interacting with thousands of neighboring proteins. Enrichment analyses from the DAVID Functional Annotation Chart found significant Gene Ontology (
GO
) terms associated with transcription activities, which were closely related to
SMYD
3 function. For example,
YAP
1 and
GATA
3 might be a target gene for
SMYD
3 to regulate transcription. Enrichment annotation of the total
DEG PPI
network by
GO
‘Biological Process’ generated a connected functional map and found 532 significant terms, including known and potential biological roles of
SMYD
3 protein, such as expression regulation, signal transduction, cell cycle, cell metastasis, and invasion. Subcellular localization analyses found that
DEG
s and their interacting proteins were distributed in multiple layers, which might reflect the intricate biological processes at the spatial level. Our analysis of the
PPI
network has provided important clues for future detection of the biological roles and mechanisms, as well as the target genes of
SMYD
3.