Related Experiment Video
Updated: Feb 7, 2026

Elastic Staining on Paraffin-embedded Slides of pT3N0M0 Gastric Cancer Tissue
Published on: May 1, 2019
Noninvasive Imaging Assessment of Tertiary Lymphoid Structures and Immunotherapy Response in Gastric Cancer: A
Zepang Sun1, Zhenhui Li2, M Usman Ahmad3
1Department of Gastrointestinal Surgery, The Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China.
Purpose:
Tertiary lymphoid structures (TLS) are associated with improved survival and enhanced response to anticancer immunotherapy. This study aimed to develop a CT imaging-based approach for noninvasive assessment of TLSs and immunotherapy response.
Experimental Design:
This study involved 3,155 patients with gastric cancer. TLSs were classified into four stages (absence, Agg, FL-I, and FL-II) according to their maturation based on IHC staining. A CT imaging-based TLS scoring model (ctTLS) was developed to assess TLS status, subsequently classified into four classes (ctTLS-0/1/2/3). We next evaluated the model's associations with prognosis and immunotherapy response. To enhance the model's interpretability, we analyzed multiomics data and employed the Shapley value strategy.
Results:
The ctTLS model achieved high accuracies in predicting TLS status in the internal validation (AUC range, 0.727-0.809) and external validation (0.704-0.807) cohorts. In retrospective and prospective validation cohorts, ctTLSs exhibited significant associations with both disease-free and overall survival (HR range, 0.206-0.634; all P < 0.01). Shapley value analysis highlighted ctTLSs as the strongest predictor of TLS status. Upon analyzing multiomics data, we found that higher ctTLS levels positively correlated with tumor immune activation and apoptosis signaling, while displaying a negative correlation with tumor proliferation and metabolism signaling. Intriguingly, patients with high ctTLSs (but not low ctTLSs) exhibited substantial benefits from immunotherapy (P < 0.0001). The objective response rate of four ctTLS classes was 16.7% in ctTLS-0, 35.5% in ctTLS-1, 45.8% in ctTLS-2, and 53.8% in ctTLS-3.
Conclusions:
The ctTLS model could noninvasively assess TLS status, enabling improved prognosis evaluation and informed decisions about immunotherapy.
Related Concept Videos
Tertiary Healthcare System
Tumor Immunotherapy
Protein and Protein Structure
A protein's shape is critical to its function. For example, an enzyme...
Primary Lymphoid Organs
The red bone marrow is a soft, spongy tissue nestled in the interior of long bones such as the humerus and femur. It is the site...
Nomenclature of Secondary and Tertiary Amines
Lymphoid Cells and Tissues
Lymphoid cells consist of various types of immune system cells. These include B and T lymphocytes, which are responsible for producing antibodies and killing infected cells, respectively. Dendritic cells act as messengers between the innate and adaptive...

