The role of SPP1 in evaluating the prognosis, immune infiltration, and drug sensitivity of hepatocellular carcinoma

K Kai Cui (School of Chemistry and Chemical Engineering) X Xia Li Y Yongrun Li Z Zhong Li (State Key Laboratory of Clean and Efficient Coal Utilization, College of Chemistry and Chemical Engineering) D Du Wang X Xinhong Wang S Shuxin Qin J Junjie Li (Physics Department, University of California, San Diego, La Jolla, CA, USA.) J Jiaye Long

Abstract

Background Secretory phosphoprotein 1 (SPP1) has been linked to tumor progression and immune regulation, but its prognostic value, impact on the tumor immune microenvironment (TIME), and drug sensitivity in HCC remain unclear. Methods We performed a pan-cancer analysis using TIMER and validated SPP1 upregulation in six GEO datasets (GSE45436, GSE54236, GSE121248, GSE76427, GSE64041, and GSE60502) and HPA protein data. In TCGA-LIHC, we assessed overall survival (OS) and progression-free survival (PFS) using univariate/multivariate Cox analyses, ROC analysis, and a calibrated nomogram. We identified differentially expressed genes (DEGs) and performed GO/KEGG and GSEA analyses. Immune infiltration was estimated with CIBERSORT and TIMER, and relationships with immune checkpoints were explored. Drug sensitivity was predicted with pRRophetic using GDSC data. In vitro , SPP1 was knocked down or overexpressed in HCC cell lines to evaluate effects on proliferation, migration, invasion, and apoptosis via qRT-PCR, Western blot, CCK-8, colony formation, wound healing, Transwell invasion, and TUNEL assays. Results SPP1 was significantly upregulated in HCC at mRNA and protein levels. High SPP1 predicted poorer OS and PFS and was associated with higher histological grade, advanced stage, and greater T stage. The nomogram showed good calibration and discrimination. DEGs and enrichment analyses implicated cytokine receptor interaction, fatty acid metabolism, and PI3K-Akt signaling; GSEA confirmed immune- and metabolism-related pathways. High SPP1 correlated with higher immune/ESTIMATE scores, increased M0/M2 macrophages and dendritic cells, reduced CD8 + T cells, and upregulation of multiple immune checkpoints. Drug-sensitivity predictions showed high-SPP1 tumors were more sensitive to several anti-cancer drugs (e.g., sorafenib), while resistance to others was suggested. Functionally, SPP1 knockdown inhibited, while overexpression promoted, proliferation, migration, and invasion; knockdown increased apoptosis. Conclusions SPP1 acts as an oncogenic driver in HCC, associated with poor prognosis, an immunosuppressive TIME, and distinct drug-response patterns.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 21, Issue 4
Published April 22, 2026
Pages e0347842
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (9)

K

Kai Cui

School of Chemistry and Chemical Engineering

X

Xia Li

Y

Yongrun Li

Z

Zhong Li

State Key Laboratory of Clean and Efficient Coal Utilization, College of Chemistry and Chemical Engineering

D

Du Wang

X

Xinhong Wang

S

Shuxin Qin

J

Junjie Li

Physics Department, University of California, San Diego, La Jolla, CA, USA.

J

Jiaye Long