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Updated: Jun 21, 2026

Spatial Profiling of Protein and RNA Expression in Tissue: An Approach to Fine-Tune Virtual Microdissection
Published on: July 6, 2022
Spatial and Single-Cell Transcriptomics Unraveled Spatial Evolution of Papillary Thyroid Cancer
Guangzhe Zheng1, Shaobo Chen2, Wanqi Ma1
1Medical Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, 250117, China.
Papillary thyroid cancer (PTC) recurrence and metastasis are addressed by integrating single-cell RNA sequencing and spatially-resolved transcriptomics. This approach reveals PTC evolution pathways and identifies diagnostic markers for improved patient outcomes.
Area of Science:
- Oncology
- Genomics
- Cell Biology
Background:
- Papillary thyroid cancer (PTC) recurrence and metastasis pose significant clinical challenges.
- Current diagnostic methods lack variant-specific morphological criteria and suffer from high signal-to-noise ratios in mutation-based approaches.
- Intratumor heterogeneity, crucial for understanding cancer progression, is often lost in conventional molecular classifications.
Purpose of the Study:
- To integrate single-cell RNA sequencing (scRNA-seq) and spatially-resolved transcriptomics (SRT) for a comprehensive analysis of PTC.
- To elucidate the mechanisms driving spatial heterogeneity, malignancy, and metastasis in PTC by linking transcriptome data with local morphology.
- To develop improved diagnostic strategies for PTC based on single-cell and spatial analyses.
Main Methods:
- Integration of scRNA-seq to capture individual cell transcriptomes.
- Application of SRT to retain spatial information and morphological context.
- Comparative analysis of transcriptomic data with morphological features to understand tumor evolution.
- Identification of molecular footprints associated with malignancy and metastasis.
Main Results:
- PTC cells exhibit diverse evolutionary routes driven by enhanced aerobic metabolism and suppressed protein synthesis.
- Cell-cell interactions play a role in PTC progression.
- Two distinct malignant and metastatic molecular signatures were identified to differentiate PTC cells from normal thyrocytes.
- Resistance to ferroptosis was found to be a contributing factor in PTC evolution.
Conclusions:
- The study advances the understanding of intratumor spatial heterogeneity and evolution in PTC at single-cell and spatial levels.
- The findings provide a foundation for developing more precise diagnostic and prognostic strategies for papillary thyroid cancer.
- Integrating transcriptomic and spatial data offers a powerful approach to dissect complex tumor biology.
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