# Harnessing big data for precision medicine: radiomics based application of nanomaterials in MRI enhancement and multimodal therapy of hepatocellular carcinoma

**Authors:** Hongbin Shen, Deshui Ran, Jida Zhu, Aoxiao Tao, Kai Zheng, Qing Zhu, Haijun Wang

PMC · DOI: 10.3389/fimmu.2025.1659180 · Frontiers in Immunology · 2025-10-20

## TL;DR

This paper explores how nanomaterials can improve MRI diagnosis and treatment of liver cancer, using big data to enable precision medicine.

## Contribution

The study introduces novel nanomaterials for enhanced MRI contrast and therapy, and integrates radiomics with biological markers for personalized HCC treatment.

## Key findings

- Chiral Ni(OH)2 nanoparticles improve T1-weighted MRI contrast and selectively image HCC and metastases.
- β Lapachone-loaded mesoporous MnO2 nanoparticles enhance ROS generation and chemo dynamic therapy efficacy in HCC.
- Nanomaterials can activate the c-GAS STING pathway to boost antitumor immune responses.

## Abstract

Hepatocellular carcinoma (HCC) ranks among the most lethal malignancies worldwide, characterized by its high metastatic potential and poor prognosis. Early and precise detection and diagnosis of HCC remain a major clinical challenge. Magnetic resonance imaging (MRI), as the most widely used noninvasive technique for diagnosing liver diseases, currently suffers from limitations in traditional contrast agents, including low specificity and limited sensitivity, particularly when detecting small lesions. The emergence of nanotechnology offers novel approaches to enhance the diagnostic accuracy and therapeutic efficacy for HCC. Under the framework of big data driven precision medicine, this study explores the application of nanomaterials in HCC MRI enhancement and multimodal therapy. This review comprehensively summarizes two types of responsive nanomaterials: (1) Chiral Ni(OH)2 nanoparticles, which suggeste enhanced contrast in T1 weighted MRI and selective imaging capabilities for primary HCC and lung metastases; (2) β Lapachone loaded mesoporous MnO2 nanoparticles (HLMn), which effectively enhance the generation of reactive oxygen species (ROS) within tumor cells, disrupt redox homeostasis, and significantly improve the efficacy of chemo dynamic therapy (CDT). These nanoplatforms also exhibit potential to activate the c-GAS STING innate immune pathway, thereby augmenting antitumor immune responses. Nanomaterials hold great promise not only as enhanced contrast agents but also as precise therapeutic carriers. By integrating radiomics based imaging features with biological markers, we summarize current personalized HCC diagnosis and treatment planning models based on multimodal data. Simultaneously, we provide a critical summary of the synergistic application of advanced imaging and therapeutic nanotechnologies. In the future, leveraging big data for precise HCC diagnosis and treatment is anticipated to significantly improve patient survival.

## Linked entities

- **Chemicals:** β Lapachone (PubChem CID 3885)
- **Diseases:** Hepatocellular carcinoma (MONDO:0007256), liver cancer (MONDO:0002691)

## Full-text entities

- **Genes:** CGAS (cyclic GMP-AMP synthase) [NCBI Gene 115004] {aka C6orf150, D4, MB21D1, h-cGAS}, STING1 (stimulator of interferon response cGAMP interactor 1) [NCBI Gene 340061] {aka ERIS, MITA, MPYS, NET23, SAVI, STING}
- **Diseases:** metastases (MESH:D009362), malignancies (MESH:D009369), HCC (MESH:D006528), liver diseases (MESH:D008107)
- **Chemicals:** Ni(OH)2 (MESH:C037473), Lapachone (MESH:C014638), ROS (MESH:D017382), MnO2 (MESH:C016552)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

92 references — full list in the complete paper: https://tomesphere.com/paper/PMC12580344/full.md

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Source: https://tomesphere.com/paper/PMC12580344