Related Experiment Video
Updated: Jun 27, 2026

Profiling of Estrogen-regulated MicroRNAs in Breast Cancer Cells
Published on: February 21, 2014
High-Plex Digital Spatial Profiling Identified Prolactin-Induced Protein mRNA Associated With Response and Survival
Yuhang Han1, Danyang Ji1, Yujing Tan1
1Department of Medical Oncology National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital Chinese Academy of Medical Sciences and Peking Union Medical College Beijing China.
Abstract:
Everolimus (EVE) combined with letrozole is an approved treatment for hormone receptor-positive/human epidermal growth factor receptor 2-negative (HR+/HER2-) advanced breast cancer (ABC). However, predictive biomarkers for EVE efficacy remain undefined. In the phase 2 MIRACLE trial, we performed digital spatial profiling (DSP) on pretreatment tumor samples from 21 patients receiving EVE plus letrozole. Patients were divided into resistant and sensitive groups based on their best response to EVE. A total of 119 regions across three compartments-tumor, leukocytes, and stroma-were profiled for immune and transcriptomic markers. Responders had significantly higher fibroblast infiltration in PANCK+ (p = 0.011) and CD45-/PANCK- (p = 0.043) regions, whereas non-responders exhibited increased neutrophils in CD45+ (p = 0.0061) and PANCK+ (p = 0.03) regions. Prolactin-induced protein (PIP) mRNA expression was significantly elevated in non-responders in both PANCK+ (p < 0.0001) and CD45-/PANCK- (p = 0.0006) regions. PIP mRNA expression was found to be associated with EVE resistance and unfavorable progression-free survival (PFS). PIP mRNA expression and specific immune-stromal features are associated with resistance to EVE. These findings suggest the potential of PIP as a spatially resolved predictive biomarker for patient stratification in HR+/HER2- ABC.
Insights
Predictive biomarkers for everolimus (EVE) in advanced breast cancer are needed. Prolactin-induced protein (PIP) mRNA expression and immune-stromal features identify patients resistant to EVE, suggesting PIP as a potential predictive biomarker.
Area of Science:
- Oncology
- Translational Research
- Biomarker Discovery
Background:
- Everolimus (EVE) combined with letrozole is an approved treatment for hormone receptor-positive/human epidermal growth factor receptor 2-negative (HR+/HER2-) advanced breast cancer (ABC).
- Predictive biomarkers for EVE efficacy in ABC remain undefined.
- Digital spatial profiling (DSP) offers a method to explore the tumor microenvironment for predictive markers.
Purpose of the Study:
- To identify predictive biomarkers for EVE efficacy in HR+/HER2- ABC using DSP.
- To investigate immune and transcriptomic markers associated with response or resistance to EVE plus letrozole therapy.
- To evaluate the potential of Prolactin-induced protein (PIP) mRNA as a predictive biomarker.
Main Methods:
- Phase 2 MIRACLE trial data from 21 patients with HR+/HER2- ABC treated with EVE plus letrozole.
- Digital spatial profiling (DSP) of pretreatment tumor samples.
- Analysis of immune and transcriptomic markers across tumor, leukocyte, and stroma compartments.
Main Results:
- Responders showed higher fibroblast infiltration, while non-responders had increased neutrophils.
- Prolactin-induced protein (PIP) mRNA expression was significantly elevated in non-responders.
- Elevated PIP mRNA expression correlated with EVE resistance and unfavorable progression-free survival (PFS).
Conclusions:
- Specific immune-stromal features and PIP mRNA expression are associated with resistance to EVE in HR+/HER2- ABC.
- PIP mRNA shows potential as a spatially resolved predictive biomarker for patient stratification.
- Further validation of PIP could aid in optimizing EVE treatment strategies for advanced breast cancer.
Related Concept Videos
mTOR Signaling and Cancer Progression
The mTOR pathway or the...
PI3K/mTOR/AKT Signaling Pathway

