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Updated: May 23, 2026

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Comprehensive Spatial Profiling of Species-agnostic Transcriptomes via Stereo-seq
Published on: October 31, 2025
Spatial Transcriptomics and Bulk RNA-Seq Analysis Revealed Molecular Classification of Invasive Lobular Carcinoma
Momoko Tokura1, Jun Nakayama1,2, Hironori Suzuki1,3
1Laboratory of Integrative Oncology, National Cancer Center Research Institute, Tokyo, Japan.
Cancer Science
|May 21, 2026
Summary
Pleomorphic invasive lobular carcinoma (ILC) shows worse prognosis and distinct molecular features, including heat stress response. ILC exhibits three molecular subtypes (proliferative, immunoreactive, stroma-rich) that better predict prognosis than histological classification.
Area of Science:
- Oncology
- Genomics
- Molecular Biology
Background:
- Invasive lobular carcinoma (ILC) is a distinct breast cancer subtype with variable histological features and prognoses.
- Pleomorphic-ILC (P-ILC) is associated with a worse prognosis compared to classic-ILC (C-ILC) due to high-grade nuclear atypia.
- The molecular underpinnings differentiating P-ILC from C-ILC are not well understood.
Purpose of the Study:
- To investigate the molecular differences between C-ILC and P-ILC.
- To identify molecular subtypes of ILC and their prognostic implications.
- To explore potential diagnostic markers and therapeutic targets for ILC.
Main Methods:
- Spatial transcriptomic profiling was performed on fresh-frozen C-ILC and P-ILC samples.
- Bulk RNA-sequencing datasets were used to confirm reproducibility.
- Molecular clustering analysis was conducted on differentially expressed genes.
Main Results:
- P-ILC showed significant enrichment of cellular response to heat stress.
- Three molecular subtypes of ILC were identified: proliferative (PR), immunoreactive (IM), and stroma-rich (ST).
- PR subtypes were associated with P-ILC, while ST subtypes were associated with C-ILC, and these subtypes correlated with distinct prognostic outcomes.
Conclusions:
- Molecular profiling may offer a more accurate prognostic assessment for ILC than traditional histological classification.
- The identified molecular subtypes and pathways (e.g., heat stress response) may serve as potential diagnostic markers and therapeutic targets for ILC.
- Current treatment strategies for ILC do not sufficiently consider molecular subtype classification.
