Temporal and spatial topography of cell proliferation in cancer.
Giorgio GagliaSheheryar K KabrajiDanae RammosYang DaiAna VermaShu WangCaitlin E MillsMirra ChungJohann S Bergholz VillafaneShannon CoyJia-Ren LinRinath JeselsohnOtto MetzgerEric P WinerDeborah A DillonJean J ZhaoPeter Karl SorgerSandro SantagataPublished in: Nature cell biology (2022)
Proliferation is a fundamental trait of cancer cells, but its properties and spatial organization in tumours are poorly characterized. Here we use highly multiplexed tissue imaging to perform single-cell quantification of cell cycle regulators and then develop robust, multivariate, proliferation metrics. Across diverse cancers, proliferative architecture is organized at two spatial scales: large domains, and smaller niches enriched for specific immune lineages. Some tumour cells express cell cycle regulators in the (canonical) patterns expected of freely growing cells, a phenomenon we refer to as 'cell cycle coherence'. By contrast, the cell cycles of other tumour cell populations are skewed towards specific phases or exhibit non-canonical (incoherent) marker combinations. Coherence varies across space, with changes in oncogene activity and therapeutic intervention, and is associated with aggressive tumour behaviour. Thus, multivariate measures from high-plex tissue images capture clinically significant features of cancer proliferation, a fundamental step in enabling more precise use of anti-cancer therapies.
Keyphrases
- cell cycle
- single cell
- cell proliferation
- induced apoptosis
- signaling pathway
- rna seq
- papillary thyroid
- cell cycle arrest
- squamous cell
- high throughput
- randomized controlled trial
- endoplasmic reticulum stress
- cell therapy
- transcription factor
- high resolution
- magnetic resonance
- pi k akt
- cell death
- stem cells
- deep learning
- gene expression
- dna methylation
- squamous cell carcinoma
- optical coherence tomography
- genome wide
- convolutional neural network
- data analysis
- lymph node metastasis
- childhood cancer
- photodynamic therapy
- mesenchymal stem cells
- bone marrow
- fluorescence imaging
- mass spectrometry