# A novel multi-layered immune structural model for peripheral blood immune scoring in cancer patients: perspective and hypothesis

**Authors:** Hao Jin

PMC · DOI: 10.3389/fimmu.2025.1675411 · Frontiers in Immunology · 2025-10-29

## TL;DR

This paper proposes a new immune structural model for assessing immune status in cancer patients using peripheral blood data, aiming to improve personalized treatment and prognosis.

## Contribution

A novel immune structural model inspired by protein hierarchy for multi-dimensional immune scoring in cancer patients.

## Key findings

- The model classifies immune components into primary, secondary, and tertiary structures.
- It integrates data from flow cytometry, cytokine profiling, and immune checkpoint assessments.
- The model could enhance clinical evaluation and personalized treatment in cancer.

## Abstract

Accurately assessing and quantifying immune competence in cancer patients remains a major challenge in tumor immunology. Traditional intratumoral immune profiling, such as tissue pathology and tissue-based cytometry techniques, faces significant challenges due to difficulties in tissue sampling, spatial heterogeneity, and technical limitations. In contrast, peripheral blood immune profiling is a more practical and reproducible approach, providing valuable insights into systemic immune status. This article introduces a novel immune structural model, inspired by protein structural hierarchy, to classify immune components into three hierarchical levels: primary, secondary, and tertiary immune structures. We hypothesize that this model can provide a systematic framework for constructing an immune scoring system (ISS) that integrates multi-dimensional immune information from flow cytometry, cytokine profiling, and immune checkpoint molecule assessments. The proposed model offers a new way to assess immune status and could serve as a valuable tool for clinical personalized treatment and prognostic evaluation.

## Linked entities

- **Diseases:** cancer (MONDO:0004992)

## Full-text entities

- **Diseases:** cancer (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12605482/full.md

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12605482/full.md

## References

12 references — full list in the complete paper: https://tomesphere.com/paper/PMC12605482/full.md

---
Source: https://tomesphere.com/paper/PMC12605482