Related Experiment Video
Updated: Aug 31, 2025

Spatial Profiling of Protein and RNA Expression in Tissue: An Approach to Fine-Tune Virtual Microdissection
Published on: July 6, 2022
Spatially resolved proteomic profiling identifies tumor cell CD44 as a biomarker associated with sensitivity to PD-1
Myrto K Moutafi1, Magdalena Molero2,3, Sandra Martinez Morilla1
1Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA.
Background:
Most patients with advanced non-small-cell lung cancer (NSCLC) fail to derive significant benefit from programmed cell death protein-1 (PD-1) axis blockade, and new biomarkers of response are needed. In this study, we aimed to discover and validate spatially resolved protein markers associated with sensitivity to PD-1 axis inhibition in NSCLC.
Methods:
We initially assessed a discovery cohort of 56 patients with NSCLC treated with PD-1 axis inhibitors at Yale Cancer Center. Using the GeoMx Digital Spatial Profiling (DSP) system, 71 proteins were measured in spatial context on each spot in a tissue microarray. We used the AQUA method of quantitative immunofluorescence (QIF) to orthogonally validate candidate biomarkers. For external independent validation, we assessed whole tissue sections derived from 128 patients with NSCLC treated with single-agent PD-1 axis inhibitors at the 12 de Octubre Hospital (Madrid) using DSP. We further analyzed two immunotherapy untreated cohorts to address prognostic significance (n=252 from Yale Cancer Center; n=124 from University Clinic of Navarra) using QIF and DSP, respectively.
Results:
Using continuous log-scaled data, we identified CD44 expression in the tumor compartment (pan-cytokeratin (CK)+) as a novel predictor of prolonged progression-free survival (PFS) (multivariate HR=0.68, p=0.043) in the discovery set. We validated by QIF that tumor CD44 levels assessed as continuous QIF scores were associated with longer PFS (multivariate HR=0.31, p=0.022) and overall survival (multivariate HR=0.29, p=0.038). Using DSP in an independent immunotherapy treated cohort, we validated that CD44 levels in the tumor compartment, but not in the immune compartment (panCK-/CD45+), were associated with clinical benefit (OR=1.22, p=0.018) and extended PFS under PD-1 axis inhibition using the highest tertile cutpoint (multivariate HR=0.62, p=0.03). The effect of tumor cell CD44 in predicting PFS remained significant after correcting for programmed death-ligand 1 (PD-L1) Tumor Proportion Score (TPS) in both cohorts. High tumor cell CD44 was not prognostic in the absence of immunotherapy. Using DSP data, intratumoral regions with elevated tumor cell CD44 expression showed prominent (fold change>1.5, adjusted p<0.05) upregulation of PD-L1, TIM-3, ICOS, and CD40 in two independent cohorts.
Conclusions:
This work highlights CD44 as a novel indicative biomarker of sensitivity to PD-1 axis blockade that might help to improve immunotherapy strategies for NSCLC.
Insights
CD44 expression in tumor cells predicts improved outcomes for non-small-cell lung cancer (NSCLC) patients treated with PD-1 blockade immunotherapy. This finding offers a new biomarker to guide treatment strategies and enhance patient response to cancer therapies.
Area of Science:
- Oncology
- Immunotherapy
- Biomarker Discovery
Background:
- Many advanced non-small-cell lung cancer (NSCLC) patients do not benefit from PD-1 axis blockade.
- Novel biomarkers are crucial for predicting response to PD-1 axis inhibition in NSCLC.
Purpose of the Study:
- To identify and validate spatially resolved protein markers associated with sensitivity to PD-1 axis inhibition in NSCLC.
- To discover novel biomarkers for predicting response to immunotherapy in NSCLC.
Main Methods:
- Utilized Digital Spatial Profiling (DSP) and quantitative immunofluorescence (QIF) on patient cohorts.
- Assessed protein expression in spatial context within tumor tissues.
- Validated findings across discovery and independent validation cohorts, including immunotherapy-untreated groups.
Main Results:
- CD44 expression in tumor cells (pan-cytokeratin+) emerged as a novel predictor of prolonged progression-free survival (PFS).
- Tumor CD44 levels correlated with longer PFS and overall survival, independent of PD-L1 Tumor Proportion Score (TPS).
- Elevated tumor CD44 was associated with increased expression of PD-L1, TIM-3, ICOS, and CD40.
Conclusions:
- CD44 is a promising biomarker for predicting sensitivity to PD-1 axis blockade in NSCLC.
- This discovery can aid in refining immunotherapy strategies for NSCLC patients.
- CD44's role highlights its potential in guiding personalized cancer treatment approaches.
More Related Videos
10:29Semi-automatic PD-L1 Characterization and Enumeration of Circulating Tumor Cells from Non-small Cell Lung Cancer Patients by Immunofluorescence
Published on: August 14, 2019
09:17Digital Spatial Profiling for Characterization of the Microenvironment in Adult-Type Diffusely Infiltrating Glioma
Published on: September 13, 2022