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biosensors
genetically-engineered microbes/stand-alone biological components that sense and report on specific environmental conditions
benefits of using biosensors
they convert challenging and expensive signals into easily detectable outputs; report on micron-scale microbial experiences that are not available using common analytical approaches
metagenomics
who is there, biosensors can identify who is metabolically active
transcriptomics
what genes are expressed, biosensors can identify when and where are genes expressed
proteomics
what proteins/enzymes are present, biosensors can identify what enzymes are functional
metabolomics
what metabolites are present, biosensors can identify what metabolites are bioavailable
-omics vs. biosensors
whole community activities vs. specific microbial activities in time and space
what are the -omics
metagenomics, transcriptomics, proteomics, metabolomics
traditional use of biosensors in environmental research
detection of pollutants
what do biosensors consist of?
sensor, processing, and output module
sensor module
detects one or more environmental conditions as inputs
processing module
performs calculations using input signals
output module
produces detectable and quantifiable signal
DNA circuit diagrams
depict biosensors with information about genes in each module, regulation of gene expression, and module component interaction
shape of relationship between bionsensor output and input
sigmoidal
dynamic range of a sensor
difference between limit of detection and maximum input before saturation
limit of detection
threshold environmentla input needed for activation
how can biosensors address environmental challenges
report on complex microbial interactions, study spatial heterogeneity in situ, record hard-to-observe reactions
cell-to-cell signaling mediated by chemical signals
quorum sensing
quorum sensing
use of the accumulation of diffusible biomolecular signals to regulate commuinty behavior
N-acyl homoserine lactones (AHLs_
sginals used by marine bacteria to regulate enzymes that decompose POC
POC
particulate organic carbon
how do AHLs module nitrogen cycling
regulate denitrification and transfer of nitrogen-fixing machinery among bacteria
how are AHLs harnessed in engineered system
help control formation of biofilms and flocs for wastewater treatment
bioavailable fraction of signals
concentration that a microbe experiences
challenges when studying bioavailability with traditional methods
extremely low-level chemical concentrations
types of bias introduced from traditional chemical extraction methods
overestimation due to apolar signals, destruction of sample, no observation in situ
use of biosensors in soil
non-invasive measurements of AHL through indicator gases, soil controls on growth of nitrogen-fixing symbionts, exchange of symbiotic plasmids through AHl, plant-microbe communication
how can biosensors report on complex microbial interactions
how the environment influences cell-cell signaling, quantify how HGT varies with environment
what are examples of environmental conditions that can influence the frequency of microbe-microbe interactions
hydration, heterogeneity
drawbacks of traditional methods of studying conjugative HGT
cannot distinguish between new transconjugants and cells arising from VGT; cannot provide information on transfer frequencies
approaches for fluorescent reporters for HGT tracking
donor strain represses fluorescence until transferred
applications of fluorescent reporters for HGT tracking
how environmental parameters impact rate and range of conjugation
how do microbes use spatial gradients
control movement via chemotaxis, coexist as community, perform metabolic reactions
chemotaxis
movement of organism in response to chemical stimulus
impact of spatial heterogeneity on denitrification and N2O production
metal cofactors, nitrogen cycling depending on different oxygen requirements
methanogenesis and spatial variability
different environments (saturated soils, animal rumens, deep marine biosphere, engineered systems) and availability of electron donor sources
microbial AND gates
report on conditions controlling methanogenesis and denitrification: enzymes for carbon and nitrogen processing, proteins mediating metal uptake, bioavailability metal cofactors
cell-free biosensors
sense environmental input and produce a pigment or fluorescent output
cryptic reactions
fast chemical transformations in the environment that are hard to observe
why are iron and sulfur cryptic reactions important
related to decomposition of organic matter and production of greenhouse gases
sulfur cycle
controls ~29% of carbon minearlization in marine sediments
iron cycle
hard to track due to rapid biotic and abiotic reactions
how to leverage synthetic biology to study cryptic cycling
coding “spy” microbes to produce an easily measurable output when detecting a hard-to-observe metabolite; engineering microbes participating in cryptic reactions as biosensors, record information about production of a cryptic chemical before consumption
essential functions of biosensors
respond to environmental condition and translate response to output
intracellular sensors
protein or Rna switches engineered to sense environmental condition and a couple sensing to change in transcription
transcription factors
undergo conformational shift when analyte binds
riboswitches
RNA switches; use analyte binding to drive conformational change to affect gene expression
two component systems (TCSs)
extracellular sensors consisting of membrane-bound kinase that senses conditions and transmits info to intercellular response regular protein
kinase and gram-negative and gram-positive bacteria
unlike like gram-positive, gram-negative bacteria have kinase on the inner membrane, so analytes muss pass through pore protein before binding
visual reporters
fluorescent proetins, luminescent proteins, pigment-producing enzymes
drawbacks of visual reporters
hard to use in opaque materials
alternatives to visual reporters
ice nucleation protein, gas reporters, gas vesciles
ice nucleation protein (INP)
catalyzes ice formation from supercooled water; single channel; aerobic and aerobic sample conditions
gas reporters
gas chromatography mass spectometry is used to detect volatile gases
CH3X
CH3Cl, CH3Br, CH3I; used to report on conjugation in soil and activity of sensing module
C2H4
used to report number of microbial biosensors used to perform sensing; requires oxygen
gas vesicles
protein-structures filled with gas used by cyanobacteria to regulate buoyancy; used for contrast agent
application of logic gates
multiple inputs into a single output
biological memory
method by which cells can be programmed to record their past experiences by converting sensing information into heritable changes; permanent or rewritable
rewritable memory
recorded in a way that enables it to be reset; a pair of output states is used to indicate the most recent experience of a cell
permanent memory
written into the microbe’s DNA in a way that cannot be reversed; DNA recombinases that catalyze irreversible sequence inversinos
tuning input specificity
biosensors must respond specifically to signal of interest
improving tuning input specificity
random mutagenesis
tuning input sensitivity
biosensors must report on environmentally-relevant concentrations of the targeted analytes
improving input sensitivity
increasing or decreasing amount of sensor protein synthesized
cellular chassis
stripped down microbe intended to support engineered genes
challenges of introducing foreign DNA into undomesticated microbes
DNA transformation requires individual strian cultures
requirements for functioning of synthetic circuits
modules must be synthesized using regulatory elements for transcription (promoters) and translation (RBSs)
approaches to building fucntional genetic circuits
use of native promoters and RBSs, implementation of non-native regulatory elements that function independently from native system, use of regulatory elements that have similar funcitons across different organisms
identifying native machinery with a range of activities
single-cell transcriptomics
orthogonal biomolecular machinery
promoter and polymerase pairs that are functionally orthogonal to those in native organisms
broad-host range elements
regulatory elements that present similar activities across diverse organisms
examples of newly-programmable microbes
predatory soil and sediment bacteria, pollutant-degrading bacteria; gut bacteria; photosynthetic microbes; plant growth promoting rhizobacteria; bacteria associated with marine phytoplankton and animals; metal-reducing bacteria; bacteria from volcanic springs and hydrothermal vents
cell-free biosensors/transcription-translation reactions/ TX-TL reactions
contain lyophilized biomolecules that require hydration to use
cell-free biosensor design
cell extracts are prepared from lysed cells containing transcription and translational machinery; DNA program is added along with nutrients
field use of cell-free biosensors
field measurements of zinc and copper in municipal water, quorum sensing
requirements for biosensors to be useful for answering environmental questions
specific and sensitive sensing modules, production of measurable outputs, function of environmental study scales, use microbial strains of relevance, uitable for safe field applications
how can research expand inputs to biosensors
expanding the suite of sensing systems
how can research expand for outputs of biosensors
make them more environmentally-compatible
how can research be expanded for processing modules
recording complex information in situ
how can research be expanded for tuning
designing sensors that function across longer time scales
how can research be expanded by chassis
engineering more environmentally-relevant microbes
how can research be expanded for field deployment
engineering safe and reliable biosensors