Quantifying the Dynamics of Hematopoiesis by In Vivo IdU Pulse-Chase, Mass Cytometry, and Mathematical Modeling.
Amir ErezRatnadeep MukherjeeGrégoire Altan-BonnetPublished in: Cytometry. Part A : the journal of the International Society for Analytical Cytology (2019)
We present a new method to directly quantify the dynamics of differentiation of multiple cellular subsets in unperturbed mice. We combine a pulse-chase protocol of 5-iodo-2'-deoxyuridine (IdU) injections with subsequent analysis by mass cytometry (CyTOF) and mathematical modeling of the IdU dynamics. Measurements by CyTOF allow for a wide range of cells to be analyzed at once, due to the availability of a large staining panel without the complication of fluorescence spillover. These are also compatible with direct detection of integrated iodine signal, with minimal impact on immunophenotyping based on the surface markers. Mathematical modeling beyond a binary classification of surface marker abundance allows for a continuum of cellular states as the cells transition from one state to another. Thus, we present a complete and robust method for directly quantifying differentiation at the systemic level, allowing for system-wide comparisons between different mouse strains and/or experimental conditions. Published 2019. This article is a U.S. Government work and is in the public domain in the USA.
Keyphrases
- induced apoptosis
- cell cycle arrest
- blood pressure
- machine learning
- single cell
- healthcare
- randomized controlled trial
- type diabetes
- emergency department
- signaling pathway
- flow cytometry
- oxidative stress
- systematic review
- metabolic syndrome
- magnetic resonance imaging
- ultrasound guided
- peripheral blood
- platelet rich plasma
- real time pcr
- meta analyses