Bioinformatics Seminars

Bioinformatics Seminar

Time: 11AM
Venue: Davis Auditorium and Online

10 March 2026

SMINT: A Unified Workflow for Integrative Spatial Multi-Omic Analysis of Tumor Tissue

Jurgen Kriel
WEHI

Integrating data across different spatial modalities—such as transcriptomics and metabolomics—remains a significant challenge due to difficulties in accurate cell segmentation and micrometer-precision alignment. In this seminar, I will present SMINT (Spatial Multi-omics INTegration), a unified computational and experimental framework designed to overcome these hurdles. Using IDH-mutatant glioma as a model, we demonstrate how SMINT aligns high-resolution spatial transcriptomics (10x Genomics Xenium) with spatial metabolomics (MALDI-IMS) to create single-cell multi-omic maps. I will discuss our findings on cell segmentation and alignment strategies and showcase how SMINT identifies distinct cellular neighborhoods at the tumor leading edge, revealing novel associations between oncogenic transcripts and metabolic signatures. This workflow provides a scalable foundation for generating testable biological hypotheses in cancer research and beyond.


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