Real Time, Spatial, and Temporal Mapping of the Distribution of c-di-GMP during Biofilm Development.
Harikrishnan A S NairSaravanan PeriasamyLiang YangStaffan KjellebergScott Alan RicePublished in: The Journal of biological chemistry (2016)
Bis-(3'-5')-cyclic dimeric guanosine monophosphate (c-di-GMP) is a dynamic intracellular signaling molecule that plays a central role in the biofilm life cycle. Current methodologies for the quantification of c-di-GMP are typically based on chemical extraction, representing end point measurements. Chemical methodologies also fail to take into consideration the physiological heterogeneity of the biofilm and thus represent an average c-di-GMP concentration across the entire biofilm. To address these problems, a ratiometric, image-based quantification method has been developed based on expression of the green fluorescence protein (GFP) under the control of the c-di-GMP-responsive cdrA promoter (Rybtke, M. T., Borlee, B. R., Murakami, K., Irie, Y., Hentzer, M., Nielsen, T. E., Givskov, M., Parsek, M. R., and Tolker-Nielsen, T. (2012) Appl. Environ. Microbiol. 78, 5060-5069). The methodology uses the cyan fluorescent protein (CFP) as a biomass indicator and the GFP as a c-di-GMP reporter. Thus, the CFP/GFP ratio gives the effective c-di-GMP per biomass. A binary mask was applied to alleviate background fluorescence, and fluorescence was calibrated against known c-di-GMP concentrations. Using flow cells for biofilm formation, c-di-GMP showed a non-uniform distribution across the biofilm, with concentrated hot spots of c-di-GMP. Additionally, c-di-GMP was found to be localized at the outer boundary of mature colonies in contrast to a uniform distribution in early stage, small colonies. These data demonstrate the application of a method for the in situ, real time quantification of c-di-GMP and show that the amount of this biofilm-regulating second messenger was dynamic with time and colony size, reflecting the extent of biofilm heterogeneity in real time.
Keyphrases
- biofilm formation
- pseudomonas aeruginosa
- candida albicans
- staphylococcus aureus
- escherichia coli
- early stage
- cystic fibrosis
- gene expression
- poor prognosis
- radiation therapy
- binding protein
- living cells
- single molecule
- machine learning
- computed tomography
- small molecule
- quantum dots
- magnetic resonance
- crispr cas
- obstructive sleep apnea
- single cell
- high resolution
- magnetic resonance imaging
- wastewater treatment
- lymph node
- artificial intelligence
- fluorescent probe
- cell cycle arrest
- ionic liquid
- rectal cancer
- contrast enhanced
- amino acid
- data analysis