Related Experiment Video
Updated: Aug 28, 2026

Multiplex Immunofluorescence Combined with Spatial Image Analysis for the Clinical and Biological Assessment of the Tumor Microenvironment
Published on: June 2, 2023
A Neuro-Immune Score Defines a Stromal-Neural and Immune-Segregated Microenvironment Associated with Poor Prognosis
1Department of Laboratory Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China.
Abstract:
Colorectal cancer progression and therapeutic response are determined not only by tumor-intrinsic programs but also by neural, stromal, and immune components of the tumor microenvironment. However, biologically interpretable transcriptomic scores that jointly capture neural/stromal remodeling and immune activation remain limited. We developed a neuro-immune score (NIS), defined as the neural/stromal module score minus the immune activation module score. NIS was constructed using the combined TCGA-COAD/READ colorectal cancer cohort and externally evaluated in independent Gene Expression Omnibus (GEO) datasets. Single-cell RNA sequencing, focused ligand-receptor analysis, and spatial transcriptomics were further integrated to characterize the cellular origins, spatial organization, and potential mechanisms underlying NIS-associated biology. A high NIS (NIS-high) was associated with adverse prognosis in bulk transcriptomic cohorts. External validation demonstrated that a high NIS was significantly associated with worse disease-free survival/relapse-free survival (DFS/RFS) in GSE39582 and worse overall survival in GSE17536. A multi-cohort meta-analysis further supported a consistent association between NIS-high and poor clinical outcomes. Single-cell analysis localized the NIS-high signal mainly to glial-like cells, fibroblasts, pericytes, endothelial cells, and malignant epithelial cells, whereas CD8+ T cells and natural killer cells exhibited low NIS. Focused ligand-receptor analysis suggested that NIS-high cellular compartments may communicate with immune and tumor compartments through MIF-CD74/CXCR4, SPP1-CD44, extracellular matrix (ECM)-integrin, TGF-β, and immune checkpoint-related axes. Spatial transcriptomics further demonstrated that NIS-high regions were enriched in stromal, neural/glial-like, vascular/pericyte, and tumor-stromal niches, whereas NIS-low regions were associated with immune-activated and cytotoxic T/NK cell-rich areas. NIS captures a spatially organized state of the colorectal cancer microenvironment characterized by neural/stromal remodeling, activation of ECM and vascular/pericyte niches, and relatively reduced or spatially segregated immune activation. NIS may serve as a biologically interpretable microenvironment stratification score associated with adverse outcomes. It also provides a framework for future studies targeting stromal remodeling, myeloid-mediated immune regulation, neural-associated signaling, and antitumor immunity.
Related Concept Videos
The Tumor Microenvironment
The Tumor Microenvironment