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1.
PLoS Comput Biol ; 11(8): e1004400, 2015 08.
Article in English | MEDLINE | ID: mdl-26275208

ABSTRACT

How do bacteria regulate their cellular physiology in response to starvation? Here, we present a detailed characterization of Escherichia coli growth and starvation over a time-course lasting two weeks. We have measured multiple cellular components, including RNA and proteins at deep genomic coverage, as well as lipid modifications and flux through central metabolism. Our study focuses on the physiological response of E. coli in stationary phase as a result of being starved for glucose, not on the genetic adaptation of E. coli to utilize alternative nutrients. In our analysis, we have taken advantage of the temporal correlations within and among RNA and protein abundances to identify systematic trends in gene regulation. Specifically, we have developed a general computational strategy for classifying expression-profile time courses into distinct categories in an unbiased manner. We have also developed, from dynamic models of gene expression, a framework to characterize protein degradation patterns based on the observed temporal relationships between mRNA and protein abundances. By comparing and contrasting our transcriptomic and proteomic data, we have identified several broad physiological trends in the E. coli starvation response. Strikingly, mRNAs are widely down-regulated in response to glucose starvation, presumably as a strategy for reducing new protein synthesis. By contrast, protein abundances display more varied responses. The abundances of many proteins involved in energy-intensive processes mirror the corresponding mRNA profiles while proteins involved in nutrient metabolism remain abundant even though their corresponding mRNAs are down-regulated.


Subject(s)
Escherichia coli/metabolism , Escherichia coli/physiology , Glucose/metabolism , Systems Biology/methods , Algorithms , Escherichia coli/cytology , Escherichia coli/genetics , Gene Expression Profiling , Gene Expression Regulation, Bacterial/genetics , Gene Expression Regulation, Bacterial/physiology
2.
Sci Rep ; 7: 45303, 2017 04 18.
Article in English | MEDLINE | ID: mdl-28417974

ABSTRACT

Modern systems biology requires extensive, carefully curated measurements of cellular components in response to different environmental conditions. While high-throughput methods have made transcriptomics and proteomics datasets widely accessible and relatively economical to generate, systematic measurements of both mRNA and protein abundances under a wide range of different conditions are still relatively rare. Here we present a detailed, genome-wide transcriptomics and proteomics dataset of E. coli grown under 34 different conditions. Additionally, we provide measurements of doubling times and in-vivo metabolic fluxes through the central carbon metabolism. We manipulate concentrations of sodium and magnesium in the growth media, and we consider four different carbon sources glucose, gluconate, lactate, and glycerol. Moreover, samples are taken both in exponential and stationary phase, and we include two extensive time-courses, with multiple samples taken between 3 hours and 2 weeks. We find that exponential-phase samples systematically differ from stationary-phase samples, in particular at the level of mRNA. Regulatory responses to different carbon sources or salt stresses are more moderate, but we find numerous differentially expressed genes for growth on gluconate and under salt and magnesium stress. Our data set provides a rich resource for future computational modeling of E. coli gene regulation, transcription, and translation.


Subject(s)
Carbon/metabolism , Culture Media/chemistry , Escherichia coli Proteins/genetics , Escherichia coli/growth & development , Bacteriological Techniques , Escherichia coli/genetics , Escherichia coli Proteins/metabolism , Gene Expression Regulation, Bacterial , Magnesium/metabolism , Phenotype , Sodium/metabolism
3.
ACS Nano ; 6(6): 5157-63, 2012 Jun 26.
Article in English | MEDLINE | ID: mdl-22519712

ABSTRACT

Here, we demonstrate that the assembly of nanostructures with different dimensionalities yields "multicomponent hybrid" transparent conductive films (TCFs) with sheet resistance and optical transmittance comparable to that of indium tin oxide (ITO) films. It was shown that sheet resistance of single-component Ag nanowire (NW) films can be further decreased by introducing gold-decorated reduced graphene oxide (RG-O) nanoplatelets that bridge the closely located noncontacting metal NWs. RG-O nanoplatelets can act as a protective and adhesive layer for underneath metal NWs, resulting in better performance of hybrid TCFs compared to single-component TCFs. Additionally, these hybrid TCFs possess antibacterial properties, demonstrating their multifunctional characteristics that might have a potential for biomedical device applications. Further development of this strategy paves a way toward next generation TCFs composed of different nanostructures and characterized by multiple (or additional) functionalities.


Subject(s)
Bacterial Physiological Phenomena/drug effects , Membranes, Artificial , Nanoparticles/administration & dosage , Nanoparticles/chemistry , Anti-Bacterial Agents/pharmacology , Electric Conductivity , Materials Testing , Refractometry
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