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Updated: Jun 20, 2026

Spatial Profiling of Protein and RNA Expression in Tissue: An Approach to Fine-Tune Virtual Microdissection
Published on: July 6, 2022
Biomarker identification through spatial proteomics for the characterization of indeterminate thyroid nodules
Giulia Capitoli1,2, Antonio Maria Alviano3, Nicole Monza4
1Bicocca Bioinformatics Biostatistics and Bioimaging Research Centre - B4, Department of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy. giulia.capitoli@unimib.it.
Proteomic analysis identified molecular markers to differentiate challenging thyroid lesions, including NRAS-mutant tumors. These novel biomarkers may aid in thyroid nodule characterization and understanding disease drivers.
Area of Science:
- Biochemistry
- Proteomics
- Molecular Biology
Background:
- Indeterminate thyroid nodules present diagnostic challenges.
- Novel molecular biomarkers are needed for accurate characterization.
- Proteomic analysis offers a promising approach for biomarker discovery.
Purpose of the Study:
- To explore proteomic analyses for biomarker discovery in challenging thyroid lesions.
- To identify molecular features for classifying thyroid tumor histologies.
- To distinguish between NRAS-mutant (mNRAS) and NRAS-wild-type (wtNRAS) thyroid tumors.
Main Methods:
- Linear Discriminant Analysis (LDA) applied to Matrix-Assisted Laser Desorption Ionization Mass Spectrometry Imaging (MALDI-MSI) data.
- Selection of impactful molecular features for tumor classification and NRAS mutation status discrimination.
- Identification of relevant peaks using nanoscale liquid chromatography electrospray ionization tandem mass spectrometry (nLC-ESI-MS/MS).
Main Results:
- LDA identified nine markers distinguishing noninvasive follicular thyroid neoplasms with papillary-like nuclear features (NIFTPs) from other histologies (73% accuracy).
- Nineteen markers were selected to identify mNRAS cases (84% accuracy).
- Nine differentially expressed proteins were putatively identified, including DDX42 and Histone H4 with specific distribution patterns; Protein disulfide-isomerase A1 and Complement C4-B were overexpressed in wtNRAS cases.
Conclusions:
- LDA-selected features effectively distinguish NIFTPs and discriminate between mNRAS and wtNRAS cases.
- Identified protein markers may complement genetic analyses for thyroid nodule characterization.
- These findings provide insights into pathogenic drivers of mNRAS versus wtNRAS thyroid lesions.
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