Related Experiment Video
Updated: Jan 21, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Prognostic Significance of Potential Immune Checkpoint Member HHLA2 in Human Tumors: A Comprehensive Analysis
Ben Wang1, Zhujie Ran2, Mengmeng Liu3
1Department of Orthopedics, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Abstract:
Immunological checkpoint inhibitors have been immensely successfully applied in the treatment of cancer, however, a portion of tumor patients can't benefit from checkpoint therapy. The low PD-1/CTLA-4 positive rate and involvement of multiple immunosuppressive pathways are thought to be one of the reasons for treatment failure in non-responding patients. A new immune checkpoint molecule, HHLA2, which was widely expressed in PD-1 negative human tumors, may be a promising target for the improvement of recent immune therapy. Yet, the prognostic value and transcriptional regulatory mechanisms of HHLA2 remains unclear. In this study, we aimed to evaluate the prognostic value and transcriptional regulation mechanism of HHLA2 according to clinical and experimental data from multiple databases, including cBioPortal, TCGA, Cistrome, TIMER, Oncomine, Kaplan-Meier, GeneXplain. It was found that the expression of HHLA2 was significantly elevated in renal tumors, and significantly decreased in colorectal tumors. Pan-cancer survival analysis indicates that HHLA2 was an independent prognostic factor in 9/20 of human cancers. Especially in renal clear cell carcinoma (P = 3.0E-7). Through plotting survival curve in Kaplan-Meier Plotter, it was found that hypomethylation of HHLA2 DNA was a favorable prognostic factor for KIRC patients. Yet, the copy number variant of HHLA2 was not significantly correlated with the overall survival of KIRC patients. Finally, by analyzing the motif of HHLA2 co-expression genes, we identified 15 transcription factors that may be involved in the regulation of the HHLA2 co-expression network. Among these transcription factors, BATF in B lymphocyte and SMAD in monocyte were confirmed to be able to directly bind to HHLA2 DNA according to chip-seq experimental data from Cistrome database.
Insights
HHLA2 is a novel immune checkpoint target, particularly promising for renal clear cell carcinoma. Its DNA hypomethylation indicates a favorable prognosis in these patients, suggesting new therapeutic avenues beyond PD-1/CTLA-4.
Area of Science:
- Immunology
- Oncology
- Molecular Biology
Background:
- Immune checkpoint inhibitors (ICIs) like PD-1/CTLA-4 are effective cancer treatments, but many patients do not respond.
- Low PD-1/CTLA-4 expression and multiple immunosuppressive pathways contribute to ICI resistance.
- HHLA2 is a novel immune checkpoint molecule expressed in PD-1 negative tumors, offering a potential new therapeutic target.
Purpose of the Study:
- To evaluate the prognostic value of HHLA2 in human cancers.
- To elucidate the transcriptional regulatory mechanisms of HHLA2.
- To explore HHLA2 as a potential target for improving cancer immunotherapy.
Main Methods:
- Utilized multi-database analysis (cBioPortal, TCGA, Cistrome, TIMER, Oncomine, Kaplan-Meier, GeneXplain).
- Performed pan-cancer survival analysis and specific analysis for renal clear cell carcinoma (KIRC).
- Analyzed HHLA2 DNA methylation, copy number variants, and co-expression gene motifs to identify regulatory transcription factors.
Main Results:
- HHLA2 expression was elevated in renal tumors and decreased in colorectal tumors.
- HHLA2 served as an independent prognostic factor in 9/20 human cancers, notably KIRC (P = 3.0E-7).
- HHLA2 DNA hypomethylation correlated with favorable prognosis in KIRC patients; copy number variation did not.
- Identified 15 potential transcription factors regulating HHLA2; BATF and SMAD were confirmed to bind HHLA2 DNA via ChIP-seq.
Conclusions:
- HHLA2 is a significant prognostic factor in multiple cancers, especially KIRC.
- HHLA2 DNA hypomethylation is a favorable prognostic biomarker for KIRC.
- BATF and SMAD are key transcription factors involved in HHLA2 regulation, offering insights into therapeutic strategies.
Related Concept Videos
The Spindle Assembly Checkpoint
Many proteins function together to control the spindle assembly checkpoint. Mutations affecting these proteins may allow cells to proceed into anaphase prematurely, resulting in the...
Statistical Significance
Cholesterol: Significance and Regulation
Considering cholesterol and...
The Significance of Membrane Transport
Transporters facilitate either an active or passive movement of solutes. They can allow a single-molecule transport down its...
Significance of Center of Mass
Significance Testing: Overview

