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HemoSYS: A Toolkit for Image-based Systems Biology of Tumor Hemodynamics
- Source :
- Scientific Reports, Scientific Reports, Vol 10, Iss 1, Pp 1-14 (2020)
- Publication Year :
- 2020
- Publisher :
- Nature Publishing Group UK, 2020.
-
Abstract
- Abnormal tumor hemodynamics are a critical determinant of a tumor’s microenvironment (TME), and profoundly affect drug delivery, therapeutic efficacy and the emergence of drug and radio-resistance. Since multiple hemodynamic variables can simultaneously exhibit transient and spatiotemporally heterogeneous behavior, there is an exigent need for analysis tools that employ multiple variables to characterize the anomalous hemodynamics within the TME. To address this, we developed a new toolkit called HemoSYS for quantifying the hemodynamic landscape within angiogenic microenvironments. It employs multivariable time-series data such as in vivo tumor blood flow (BF), blood volume (BV) and intravascular oxygen saturation (Hbsat) acquired concurrently using a wide-field multicontrast optical imaging system. The HemoSYS toolkit consists of propagation, clustering, coupling, perturbation and Fourier analysis modules. We demonstrate the utility of each module for characterizing the in vivo hemodynamic landscape of an orthotropic breast cancer model. With HemoSYS, we successfully described: (i) the propagation dynamics of acute hypoxia; (ii) the initiation and dissolution of distinct hemodynamic niches; (iii) tumor blood flow regulation via local vasomotion; (iv) the hemodynamic response to a systemic perturbation with carbogen gas; and (v) frequency domain analysis of hemodynamic heterogeneity in the TME. HemoSYS (freely downloadable via the internet) enables vascular phenotyping from multicontrast in vivo optical imaging data. Its modular design also enables characterization of non-tumor hemodynamics (e.g. brain), other preclinical disease models (e.g. stroke), vascular-targeted therapeutics, and hemodynamic data from other imaging modalities (e.g. MRI).
- Subjects :
- Cancer microenvironment
Diagnostic Imaging
Haemodynamic response
Systems biology
lcsh:Medicine
Hemodynamics
Mice, Nude
Vasomotion
Blood volume
01 natural sciences
Article
010309 optics
03 medical and health sciences
Mice
0302 clinical medicine
In vivo
Carbogen
Cell Line, Tumor
0103 physical sciences
Tumor Microenvironment
Medicine
Animals
lcsh:Science
Multidisciplinary
Neovascularization, Pathologic
business.industry
Systems Biology
lcsh:R
Mammary Neoplasms, Experimental
Blood flow
lcsh:Q
Cancer imaging
Female
business
030217 neurology & neurosurgery
Tumour angiogenesis
Software
Biomedical engineering
Subjects
Details
- Language :
- English
- ISSN :
- 20452322
- Volume :
- 10
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....3fb25890fd3da045b3b614f280908272