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Multiomic characterization, immunological and prognostic potential of SMAD3 in pan-cancer and validation in LIHC
Tao Zhou1, Dan Dan Zhang2, Jiejing Jin1
1Jiangxi Key Laboratory of Molecular Medicine, Jiangxi Medical College, The Second Affiliated Hospital of Nanchang University, Nanchang University, Nanchang, 330006, China.
Abstract:
SMAD3, a protein-coding gene, assumes a pivotal role within the transforming growth factor-beta (TGF-β) signaling pathway. Notably, aberrant SMAD3 expression has been linked to various malignancies. Nevertheless, an extensive examination of the comprehensive pan-cancer impact on SMAD3's diagnostic, prognostic, and immunological predictive utility has yet to be undertaken. Bioinformatics methods were employed to systematically investigate the potential carcinogenic impact of SMAD3. We extensively harnessed data from authoritative sources, including The Cancer Genome Atlas (TCGA), Genotype-Tissue Expression (GTEx), cBioPortal, Human Protein Atlas (HPA), UALCAN, and various other databases. Our study encompassed a comprehensive analysis of the following aspects: differential SMAD3 expression and its association with prognosis across diverse cancer types, gene mutations, immune cell infiltration, single-cell sequencing analysis, DNA methylation patterns, and drug sensitivity profiles. In vitro experiments were conducted with the primary objective of appraising both the expression profile and the precise functional attributes of SMAD3 within the milieu of Liver Hepatocellular Carcinoma (LIHC). Our findings revealed significant variations in SMAD3 expression between cancerous and adjacent normal tissues. High levels of SMAD3 expression were consistently associated with unfavorable prognoses across multiple cancer types,. Additionally, our analysis of SMAD3 methylation patterns in human cancers unveiled a favorable prognosis linked to elevated DNA methylation levels in pan-cancer. Furthermore, we identified positive associations between SMAD3 expression and RNAm6A methylation-related genes in the majority of cancers. Moreover, SMAD3 expression displayed substantial correlations with immune cell infiltration. Notably, immune checkpoint genes exhibited significant associations with SMAD3 expression across diverse cancers. Single-cell sequencing results elucidated the pan-cancer single-cell expression landscape of SMAD3. Within specific cancer subtypes, SMAD3 expression exhibited a noteworthy positive association with distinctive facets of malignancy. Finally, in our comprehensive analysis of drug sensitivity, we discerned a catalog of prospective therapeutic agents. In our comprehensive analysis across multiple cancer types, we observed a significant disparity in SMAD3 expression compared to normal tissues, and this findings suggest that SMAD3 holds promise as both a prognostic biomarker and a therapeutic target against various cancers. Difference displayed a noteworthy association with patient prognosis.
Insights
The SMAD3 gene, crucial in TGF-β signaling, shows altered expression across many cancers. High SMAD3 levels correlate with poor prognosis, but increased DNA methylation suggests a favorable outcome, indicating its potential as a cancer biomarker and therapeutic target.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- SMAD3 is a key protein in the transforming growth factor-beta (TGF-β) pathway.
- Aberrant SMAD3 expression is implicated in various cancers.
- A comprehensive pan-cancer analysis of SMAD3's diagnostic and prognostic utility is lacking.
Purpose of the Study:
- To investigate the pan-cancer impact of SMAD3 on diagnostic, prognostic, and immunological predictive value.
- To explore SMAD3's role in cancer development, progression, and therapeutic response.
- To evaluate SMAD3 as a potential biomarker and therapeutic target in diverse malignancies.
Main Methods:
- Utilized bioinformatics approaches leveraging TCGA, GTEx, cBioPortal, HPA, and UALCAN databases.
- Analyzed differential expression, prognosis association, gene mutations, methylation, immune infiltration, single-cell sequencing, and drug sensitivity.
- Conducted in vitro experiments for Liver Hepatocellular Carcinoma (LIHC) to assess SMAD3 expression and function.
Main Results:
- Significant SMAD3 expression differences observed between tumor and normal tissues across multiple cancer types.
- High SMAD3 expression correlated with unfavorable prognoses, while increased DNA methylation indicated a favorable prognosis.
- SMAD3 expression linked to immune cell infiltration, immune checkpoint genes, RNAm6A methylation, and identified potential therapeutic agents.
Conclusions:
- SMAD3 exhibits significant differential expression in pan-cancer, associated with prognosis and immune landscape.
- SMAD3 demonstrates potential as a prognostic biomarker and therapeutic target in various cancers.
- Further research into SMAD3's precise mechanisms and therapeutic applications is warranted.

