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Spa-RQ: an Image Analysis Tool to Visualise and Quantify Spatial Phenotypes Applied to Non-Small Cell Lung Cancer
- Source :
- Scientific Reports, Vol 9, Iss 1, Pp 1-11 (2019), Scientific Reports
- Publication Year :
- 2019
- Publisher :
- Springer Science and Business Media LLC, 2019.
-
Abstract
- To facilitate analysis of spatial tissue phenotypes, we created an open-source tool package named ‘Spa-RQ’ for ‘Spatial tissue analysis: image Registration & Quantification’. Spa-RQ contains software for image registration (Spa-R) and quantitative analysis of DAB staining overlap (Spa-Q). It provides an easy-to-implement workflow for serial sectioning and staining as an alternative to multiplexed techniques. To demonstrate Spa-RQ’s applicability, we analysed the spatial aspects of oncogenic KRAS-related signalling activities in non-small cell lung cancer (NSCLC). Using Spa-R in conjunction with ImageJ/Fiji, we first performed annotation-guided tumour-by-tumour phenotyping using multiple signalling markers. This analysis showed histopathology-selective activation of PI3K/AKT and MAPK signalling in Kras mutant murine tumours, as well as high p38MAPK stress signalling in p53 null murine NSCLC. Subsequently, Spa-RQ was applied to measure the co-activation of MAPK, AKT, and their mutual effector mTOR pathway in individual tumours. Both murine and clinical NSCLC samples could be stratified into ‘MAPK/mTOR’, ‘AKT/mTOR’, and ‘Null’ signature subclasses, suggesting mutually exclusive MAPK and AKT signalling activities. Spa-RQ thus provides a robust and easy to use tool that can be employed to identify spatially-distributed tissue phenotypes.
- Subjects :
- MAPK/ERK pathway
Lung Neoplasms
TUMOR EVOLUTION
lcsh:Medicine
3,3'-Diaminobenzidine
MICROENVIRONMENT
medicine.disease_cause
THERAPY
Immunoenzyme Techniques
PATHWAY
TRACKING
0302 clinical medicine
Carcinoma, Non-Small-Cell Lung
Image Processing, Computer-Assisted
HETEROGENEITY
Hematoxylin
lcsh:Science
0303 health sciences
Multidisciplinary
ORIGIN
Effector
TOR Serine-Threonine Kinases
Phenotype
Neoplasm Proteins
030220 oncology & carcinogenesis
KRAS
Signal transduction
Signal Transduction
MAP Kinase Signaling System
Tumour heterogeneity
3122 Cancers
Computational biology
Biology
Proof of Concept Study
Article
03 medical and health sciences
Biomarkers, Tumor
medicine
Humans
Lung cancer
Protein kinase B
PI3K/AKT/mTOR pathway
030304 developmental biology
Mitogen-Activated Protein Kinase Kinases
Staining and Labeling
lcsh:R
PLATFORM
DRIVEN
Phosphoproteins
medicine.disease
Genes, ras
1182 Biochemistry, cell and molecular biology
lcsh:Q
3111 Biomedicine
Proto-Oncogene Proteins c-akt
Non-small-cell lung cancer
Software
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....eff48670a6edf34c09a7ce030f730dbd
- Full Text :
- https://doi.org/10.1038/s41598-019-54038-9