Team:UNIPV-Pavia/Parts/Characterization

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(Data analysis for self-inducible promoters (initiation-treshold determination))
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===Data analysis for self-inducible promoters (initiation-treshold determination)===
===Data analysis for self-inducible promoters (initiation-treshold determination)===
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The task of our analysis is the evaluation of the initiation transcription point (in term of absorbance) for self-inducible devices. The transiction O.D.600 value is named, from now on, ODstart.  
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The task of our analysis is the evaluation of the initiation transcription point (in terms of absorbance) for self-inducible devices. The transition O.D.600 value is named, from now on, ODstart.
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Data from three indipendent wells were averaged and blanked. O.D.600 signals were blanked as described in "Preliminary Remarks" section, while the fluorescence signal was blanked with the fluorescence of <partinfo>BBa_T9002</partinfo> part, assembled in the same plasmid of the considered promoter. This operation allows the removal from the fluorescence signal of the “self-fluorescent” component and of the “leaky ” component (due to the leakage of pLux in absence of the autoinducer molecule HSL).
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Data from three indipendent wells were averaged and blanked. O.D.600 signals were blanked as described in "Preliminary Remarks" section, while the fluorescence signal was blanked with the fluorescence of <partinfo>BBa_T9002</partinfo> part, assembled in the same plasmid of the considered promoter. This operation allows the removal from the fluorescence signal of the autofluorescence component and of the “leaky ” component (due to the leakage of pLux in absence of the autoinducer molecule HSL).
ODstart was evaluated by computing the Scell signal for the desired self-inducible promoter and for the negative control.
ODstart was evaluated by computing the Scell signal for the desired self-inducible promoter and for the negative control.
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In particular, it is evident that the "blanked" signal is affected by the same noise described above and thus, the noise of SCell signal is analogous to the one described before.
In particular, it is evident that the "blanked" signal is affected by the same noise described above and thus, the noise of SCell signal is analogous to the one described before.
Thus, this threshold was used to compute the O.D.start for the cultures. This heuristic algorithm was implemented in Matlab and analysis results are reported in the “results” section.
Thus, this threshold was used to compute the O.D.start for the cultures. This heuristic algorithm was implemented in Matlab and analysis results are reported in the “results” section.
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===Data Analysis to estimate the HSL synthesys rate per cell===
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Revision as of 14:23, 26 October 2010


CHARACTERIZATION



New Parts

Improved Parts

Existing Parts from the Registry


Growth conditions

Microplate reader experiments for self-inducible promoters - Protocol #1

  • 8 ul of long term storage glycerol stock were inoculated in 1 ml of LB or M9 + suitable antibiotic in a 15 ml falcon tube and incubated at 37°C, 220 rpm for about 16 hours.
  • The grown cultures were then diluted 1:100 in 1 ml of LB or M9 supplemented medium and incubated in the same conditions as before for about 4 hours.
  • These new cultures were then pelletted (2000 rpm, 10 minutes) in order to eliminate the HSL produced during the growth.
  • Supernatants were discarded and the pellets were resuspended in 1 ml of LB or M9 + suitable antibiotic and transferred to a 1.5 ml tube
  • These cultures were diluted 1:1000 in 1 ml of LB or M9 + suitable antibiotic and aliquoted in a flat-bottom 96-well microplate in triplicate, avoiding to perform dynamic experiments in the microplate frame (in order to prevent evaporation effects in the frame). All the wells were filled with a 200 ul volume.
  • The microplate was incubated in the Tecan Infinite F200 microplate reader and fluorescence and absorbance were measured with this automatic protocol:
    • 37°C constant for all the experiment;
    • sampling time of 5 minutes;
    • fluorescence gain of 50;
    • O.D. filter was 600 nm;
    • GFP filters were 485nm (ex) / 540nm (em);
    • 15 seconds of linear shaking (3mm amplitude) followed by 10 seconds of waiting before the measurements in order to make a homogeneous culture.
    • Variable experiment duration time (from 3 to 24 hours).





Microplate reader experiments for constitutive promoters (R.P.U. evaluation) - Protocol #2

  • 8 ul of long term storage glycerol stock were inoculated in 5 ml of LB or M9 + suitable antibiotic in a 15 ml falcon tube and incubated at 37°C, 220 rpm for about 16 hours.
  • The grown cultures were then diluted 1:100 in 5 ml of LB or M9 supplemented medium and incubated in the same conditions as before for about 4 hours.
  • These new cultures were diluted to an O.D.600 of 0.02 (measured with a TECAN F200 microplate reader on a 200 ul of volume per well; it is not the 1 cm pathlength cuvette) in 2 ml LB or M9 + suitable antibiotic. In order to have the cultures at the desired O.D.600, the following dilution was performed:
UNIPV Pavia OD600 dil.png
  • These new dilutions were aliquoted in a flat-bottom 96-well microplate, avoiding to perform dynamic experiments in the microplate frame (in order to prevent evaporation effects in the frame). All the wells were filled with a 200 ul volume.
  • The microplate was incubated in the Tecan Infinite F200 microplate reader and fluorescence and absorbance were measured with this automatic protocol:
    • 37°C constant for all the experiment;
    • sampling time of 5 minutes;
    • fluorescence gain of 50 or 70;
    • O.D. filter was 600 nm;
    • GFP filters were 485nm (ex) / 540nm (em);
    • GFP filters were 535nm (ex) / 620nm (em);
    • 15 seconds of linear shaking (3mm amplitude) followed by 10 seconds of waiting before the measurements in order to make a homogeneous culture.
    • Experiment duration time: about 6 hours.





Microplate reader experiments for 3OC6-HSL quantification by means of <partinfo>BBa_T9002</partinfo> biosensor - Protocol #3

The aim of this experiment is the quantification of the 3OC6-HSL produced by cultures harbouring plasmids derived from <partinfo>BBa_K300009</partinfo>. These plasmids are BBa_J231xx-<partinfo>BBa_K300009</partinfo> assemblies, where BBa_J231xx are Anderson Promoter Collection library members. This assembled parts are 3OC6-HSL generators and one important parameter to be evaluated is the concentration of 3OC6-HSL produced.

The "3OC6-HSL generator" culture was processed as follows:

  • Preparation of 3OC6-HSL generating cultures:
    • 8 ul of BBa_J231xx-<partinfo>BBa_K300009</partinfo> long term glycerol stock were inoculated in 5 ml of LB + suitable antibiotic in a 15 ml falcon tube and incubated at 37°C, 220 rpm for about 16 hours.
    • The grown cultures were then diluted 1:100 in 5 ml of LB supplemented medium and incubated in the same conditions as before for 6 hours.
    • O.D.600 was measured, to verify that the growths were synchronized and, if not, final O.D.600 was considered as a correction factor to normalize the amount of 3OC6-HSL produced per cell.
    • When all the cultures reached the saturation phase, each falcon was pelletted (2000 rpm, 10 minutes) and supernatants were collected and filtered 0.2 um, in order to eliminate bacterial residues. These supernatants contained the 3OC6-HSL at the concentration produced by cultures. These supernatants were used to "induce" <partinfo>BBa_T9002</partinfo> cultures, in order to quantify the [HSL]. They were conserved at -20°C until the next day.
  • Growth and preparation of the biosensor culture of <partinfo>BBa_T9002</partinfo>
    • 8 ul of <partinfo>BBa_T9002</partinfo> long term glycerol stock were inoculated in 5 ml of LB + suitable antibiotic in a 15 ml falcon tube and incubated at 37°C, 220 rpm for about 16 hours.
    • The grown cultures were then diluted 1:100 in 5 ml of LB supplemented medium and incubated in the same conditions as before until they reached an O.D.600 of 0.07 (measured by Tecan INFINITE F200).
    • the required number (see below) of 200 ul aliquots of culture were transferred in each well of a 96-well microplate.
  • Calibration curve
    • A calibration curve was obtained, by inducing in triplicate wells of <partinfo>BBa_T9002</partinfo> with different known HSL concentrations:
      • 10 uM
      • 1 uM
      • 100 nM
      • 50 nM
      • 10 nM
      • 5 nM
      • 2 nM
      • 1 nM
      • 0,5 nM
      • 0,1 nM
      • 0 M
    • All inductions were performed adding 2ul of "inducer solution" (3OC6-HSL, Sigma Aldrich) at a proper concentration in 200 ul of culture.
  • HSL quantification
    • 2ul of supernatants prepared as described above were used to induce 200 ul of <partinfo>BBa_T9002</partinfo> cultures in triplicate.
    • If the amount of 3OC6-HSL present in the supernatant was not enough concentrated to trigger the induction of <partinfo>BBa_T9002</partinfo>, a bigger amount of supernatant (X ul) was used to induce the cultures (200-X ul of cultures). In this way, the calibration curve was obtained by using the same amount of <partinfo>BBa_T9002</partinfo> culture (200-X ul).
    • Fluorescence and absorbance were measured after 30 min from the induction with a Tecan Infinite F200 microplate reader and, using the information provided by the calibration curve, the amount of 3OC6-HSL present in every supernatant was evaluated (each reported fluorescence value was corrected with the O.D.600 of the culture).





Data Analysis


Preliminary remarks

  • All our growth curves have been obtained subtracting for each time sample the broth O.D.600 measurement from that of the culture; broth was considered in the same conditions of the culture (e.g. induced with the same inducer concentration and supplemented with the same antibiotic of the culture).
  • Fluorescence signals have been obtained subtracting for each time sample the fluorescent measurement of a non-fluorescent culture from that of the target culture. The non-fluorescent culture was considered in the same conditions of the target (e.g. induced with the same inducer concentration and with the BioBrick carried by the same plasmid, not encoding a fluorescent protein). This operation allows the removal, from the target fluorescent signal, of the "self-fluorescent" component and the fluorescence signal obtained is "blanked".





Doubling time evaluation

The natural logarithm of the growth curves (processed according to the above section) was computed and the linear phase (corresponding to the bacterial exponential growth phase) was isolated by visual inspection. Then the linear regression was performed in order to estimate the slope of the line m. Finally the doubling time was estimated as d=ln(2)/m [minutes].

In the case of multiple growth curves for a strain, the mean value of the processed curves was computed for each time sample before applying the above described procedure.





Data analysis for self-inducible promoters (initiation-treshold determination)

The task of our analysis is the evaluation of the initiation transcription point (in terms of absorbance) for self-inducible devices. The transition O.D.600 value is named, from now on, ODstart. Data from three indipendent wells were averaged and blanked. O.D.600 signals were blanked as described in "Preliminary Remarks" section, while the fluorescence signal was blanked with the fluorescence of <partinfo>BBa_T9002</partinfo> part, assembled in the same plasmid of the considered promoter. This operation allows the removal from the fluorescence signal of the autofluorescence component and of the “leaky ” component (due to the leakage of pLux in absence of the autoinducer molecule HSL).

ODstart was evaluated by computing the Scell signal for the desired self-inducible promoter and for the negative control. Two different signals, measured from independent samples of the same non-fluorescent culture in the same experiment, are considered: C1 and C2. The fluorescence signal of C1 and C2 can be thought as the addition of a “real signal” and of a noise component.

UNIPV Pavia noise1.png

since they are two time series acquired from the same culture, in the same growth condition by the same instrument.

F_C1 and F_C2 have the same expected value and the same standard deviation, since they are two independent realizations of the same aleatory process: in fact, they are two time series acquired from the same cultures, in the same growth conditions by the same instrument. Noise signal was computed as:

UNIPV Pavia noise2.png

The behaviour of the signal N is shown in figure:

Measurement Noise

An interesting signal is Scell of N. It can be evaluated as the time derivative of N, divided by O.D.600 of the culture. It has the behaviour shown in figure:

Scell Noise

It is fair to say that the noise of Scell is bigger for low O.D.600 values and its width decreases dramatically for higher O.D.600 values (e.g.: O.D.600>0,1 TECAN infinite F200).

The noise model proposed for the Scell noise signal is:

Scell noise model

Once derived the noise of the Scell signal, the evaluation of the O.D.start can be performed supposing that the signal is significantly growing when at least 5 consecutive time samples exceed a threshold defined as follows:

variance threshold

The operation of subtracting the two signals F_C1 and F_C2 is analogous to the “blanking” operation performed on data, as described previously. For, this reason, under the hypothesis that the signals have the same variance (this is a consistent hypothesis, since they are measured by the same instrument in the same experimental conditions), this argument can be extended to the “blanked” data considered in the processing. In particular, it is evident that the "blanked" signal is affected by the same noise described above and thus, the noise of SCell signal is analogous to the one described before. Thus, this threshold was used to compute the O.D.start for the cultures. This heuristic algorithm was implemented in Matlab and analysis results are reported in the “results” section.








Data Analysis to estimate the HSL synthesys rate per cell




Data analysis for RPU evaluation

The RPUs are standard units proposed by Kelly J. et al., 2008, in which the relative transcriptional strength of a promoter can be measured using a reference standard.

RPUs have been computed as:

UNIPV Pavia RPU formula.png

in which:

  • phi is the promoter of interest and J23101 is the reference standard promoter (taken from the Anderson Promoter Collection);
  • F is the blanked fluorescence of the culture, computed by subtracting for each time sample the fluorescence value of a negative control (a non-fluorescent culture). In our experiments, the TOP10 cells bearing BBa_B0032 or BBa_B0033 were usually used because they are RBSs and do not have expression systems for reporter genes;
  • ASB is the blanked absorbance (O.D.600) of the culture, computed as described in "Preliminary remarks" section.

RPU measurement has the following advantages (under suitable conditions)

  • it is proportional to PoPS (Polymerase Per Second), a very important parameter that expresses the transcription rate of a promoter;
  • it uses a reference standard and so measurements can be compared between different laboratories.

The hypotheses on which RPU theory is based can be found in Kelly J. et al., 2008, as well as all the mathematical steps. From our point of view, the main hypotheses that have to be satisfied are the following:

  • the reporter protein must have a half life higher than the experiment duration (we use GFPmut3 - <partinfo>BBa_E0040</partinfo> -, which has an estimated half life of at least 24 hours, or an engineered RFP - <partinfo>BBa_E1010</partinfo>, for which the half life has not been measured, but is qualitatively comparable with the GFP's);
  • strain, plasmid copy number, antibiotic, growth medium, growth conditions, protein generator assembled downstream of the promoter must be the same in the promoter of interest and in J23101 reference standard.
  • steady state must be valid, so (dF/dt)/ASB (proportional to the GFP synthesis rate per cell) must be constant.

In order to compute the RPUs, the Scell signals ((dGFP/dt)/ASB)) of the promoter of interest and of the reference J23101 were averaged in the time interval corresponding to the exponential growth phase. The boundaries of exponential phase were identified with a visual inspection of the linear phase of the logarithmic growth curve.