AI Article Synopsis

  • Analyzing somatic evolution in tumors over time and space is crucial for cancer research, and CalicoST is introduced as a new algorithm that enhances understanding by inferring copy number aberrations (CNAs) from spatially resolved transcriptomics (SRT) data.
  • CalicoST identifies types of CNAs, such as copy-neutral loss of heterozygosity and mirrored subclonal CNAs, which are often overlooked in traditional total copy number analysis, achieving an impressive average accuracy of 86% using data from nine patients.
  • This algorithm successfully reconstructs the phylogeography of tumors in three-dimensional space, illustrating mirrored subclonal CNAs in a prostate cancer study, highlighting the genetic and physical complexity of tumor evolution.

Article Abstract

Analyzing somatic evolution within a tumor over time and across space is a key challenge in cancer research. Spatially resolved transcriptomics (SRT) measures gene expression at thousands of spatial locations in a tumor, but does not directly reveal genomic aberrations. We introduce CalicoST, an algorithm to simultaneously infer allele-specific copy number aberrations (CNAs) and reconstruct spatial tumor evolution, or phylogeography, from SRT data. CalicoST identifies important classes of CNAs-including copy-neutral loss of heterozygosity and mirrored subclonal CNAs-that are invisible to total copy number analysis. Using nine patients' data from the Human Tumor Atlas Network, CalicoST achieves an average accuracy of 86%, approximately 21% higher than existing methods. CalicoST reconstructs a tumor phylogeography in three-dimensional space for two patients with multiple adjacent slices. CalicoST analysis of multiple SRT slices from a cancerous prostate organ reveals mirrored subclonal CNAs on the two sides of the prostate, forming a bifurcating phylogeography in both genetic and physical space.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11621028PMC
http://dx.doi.org/10.1038/s41592-024-02438-9DOI Listing

Publication Analysis

Top Keywords

copy number
12
allele-specific copy
8
number aberrations
8
tumor phylogeography
8
spatially resolved
8
resolved transcriptomics
8
mirrored subclonal
8
tumor
6
calicost
5
inferring allele-specific
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!