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Single-cell metabolomics: changes in the metabolome of freshly isolated and cultured neurons.
Nemes P
,
Knolhoff AM
,
Rubakhin SS
,
Sweedler JV
.
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Metabolites are involved in a diverse range of intracellular processes, including a cell's response to a changing extracellular environment. Using single-cell capillary electrophoresis coupled to electrospray ionization mass spectrometry, we investigated how placing individual identified neurons in culture affects their metabolic profile. First, glycerol-based cell stabilization was evaluated using metacerebral neurons from Aplysia californica; the measurement error was reduced from ∼24% relative standard deviation to ∼6% for glycerol-stabilized cells compared to those isolated without glycerol stabilization. In order to determine the changes induced by culturing, 14 freshly isolated and 11 overnight-cultured neurons of two metabolically distinct cell types from A. californica, the B1 and B2 buccal neurons, were characterized. Of the more than 300 distinctive cell-related signals detected, 35 compounds were selected for their known biological roles and compared among each measured cell. Unsupervised multivariate and statistical analysis revealed robust metabolic differences between these two identified neuron types. We then compared the changes induced by overnight culturing; metabolite concentrations were distinct for 26 compounds in the cultured B1 cells. In contrast, culturing had less influence on the metabolic profile of the B2 neurons, with only five compounds changing significantly. As a result of these culturing-induced changes, the metabolic composition of the B1 neurons became indistinguishable from the cultured B2 cells. This observation suggests that the two cell types differentially regulate their in vivo or in vitro metabolomes in response to a changing environment.
Figure 1. Analyte extraction strategies for single isolated MCC neurons of
the A. californica CNS. (a) PCA score
plot of the CE-ESI-MS data revealed differences between sample extracts:
cells isolated in ASW and 33% glycerol-ASW solutions form separate
data clusters. Duplicate analytical measurements are included. (b)
The PCA loading plot helped to identify specific metabolic differences
between the cell extracts. Underlined numbers correspond to compounds
identified in Table 1. (c) The composition
of the cell-isolation solution had a pronounced effect on extraction
efficiency for many, but not all, metabolites. For example, when isolating
neurons in glycerol-ASW, the ion signal intensities did not appreciably
vary for glycine betaine, significantly increased for adenosine, and
decreased for ornithine. Bars correspond to individual cells measured
in technical duplicates. (d) Histograms show the cumulative measurement
error as RSD for 35 metabolites measured in duplicate. Gaussian curves
(solid lines) fitted on these data had a median and width of â¼24%
(RSD) and â¼16% for cells isolated in ASW, and â¼6% (RSD)
and â¼13% for those treated with 33% glycerol-ASW. The higher
analytical reproducibility offered by glycerol stabilization was beneficial
for assessing chemical changes upon neuron culturing. Key: MCC1â4 = freshly isolated and MCC5â8 = glycerol-stabilized MCC cell extracts.
Figure 2. Metabolic differentiation between freshly isolated and
cultured
neurons of A. californica. (a) PCA
score plots of the CE-ESI-MS data uncovered differences in metabolite
abundances between the freshly isolated B1 and B2 neurons. (b) In
contrast, these neurons possessed indistinguishable chemistries after
cell culture. Respective loading plots are shown in Figure S2. Metabolic differences were (c) clear between the
freshly isolated and cultured B1 cells and (d) minor between the freshly
isolated and cultured B2 neurons. These results indicate that despite
metabolic dissimilarities in the freshly isolated state, B1 and B2
neuron chemistries became similar upon culturing. Key: B11â7 = freshly isolated B1; B21â7 = freshly isolated B2; cB11â5 = cultured B1; and cB21â6 = cultured
B2 neuron extracts. Technical replicate measurements are included.
Figure 3. Morphological and statistically significant metabolic
changes upon
single-cell culturing. (a) In culture, B1 and B2 neurons typically
formed a network of neurites overnight, as demonstrated in the microscope
image of a representative cultured B2 cell. (b) Statistical analysis
of the data revealed that culturing imposed cell-type dependent variations
in neuron chemistries. For example, both neuron types in culture became
depleted in alanine. (c) Acetylcholine abundance decreased in the
B2 but not the B1 neurons. (d) In stark contrast, other compounds
such as glycine accumulated in the B2 neurons only. Bars correspond
to individual cells measured in technical duplicates. Key: square,
box, and whisker represent statistical median, standard error, and
confidence interval, respectively. NS labels statistically insignificant
variations, and asterisk (*) and two asterisks (**) mark p-values below 0.05 and 0.005, respectively. Scale = 50 μm.
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