Team:UNIPV-Pavia/Parts/Characterization

From 2010.igem.org

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(Data Analysis - minimum induction required to activate lux pR for BBa_F2620)
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=Our Parts=
=Our Parts=
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<table class="cont" border="2" width="100%" align="center">
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<table class="cont" border="2" width="100%" align="center">
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<tr><th align="center" width="33%">
[https://2010.igem.org/Team:UNIPV-Pavia/Parts/Characterization/NewParts New Parts]
[https://2010.igem.org/Team:UNIPV-Pavia/Parts/Characterization/NewParts New Parts]
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[https://2010.igem.org/Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry Existing Parts from the Registry]
[https://2010.igem.org/Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry Existing Parts from the Registry]
</th></tr>
</th></tr>
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<tr>
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<!-- <tr>
<td>[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300010 |BBa_K300010]]
<td>[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300010 |BBa_K300010]]
[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300004 |BBa_K300004]]
[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300004 |BBa_K300004]]
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[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300004 |BBa_K300004]]
[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300004 |BBa_K300004]]
[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300000 |BBa_K300000]]</td>
[[Team:UNIPV-Pavia/Parts/Characterization/NewParts #BBa_K300000 |BBa_K300000]]</td>
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</tr> -->
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</table>
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</table><br>
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<hr>
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 +
==[[Team:UNIPV-Pavia/Parts/Characterization/NewParts |New Parts]]==
 +
 
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/NewParts#BBa_K300000 - BioBrick integrative base vector for E. coli |BBa_K300000 - BioBrick integrative base vector for E. coli]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/NewParts#BBa_K300001 - BioBrick integrative base vector for S. cerevisiae|BBa_K300001 - BioBrick integrative base vector for S. cerevisiae]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/NewParts#BBa_K300010 - PoPS-based self-inducible device|BBa_K300010 - PoPS-based self-inducible device]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/NewParts#BBa_K300093, BBa_K300094, BBa_K300097, BBa_K300095, BBa_K300086 and BBa_K300084 - Phasin and Intein-based tags for protein purification|BBa_K300093, BBa_K300094, BBa_K300097, BBa_K300095, BBa_K300086 and BBa_K300084 - Phasin and Intein-based tags for protein purification]]
 +
 
 +
==[[Team:UNIPV-Pavia/Parts/Characterization/RebExistingParts |Improved Parts]]==
 +
 
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/RebExistingParts #BBa_K300002 - Phasin (PhaP) - head domain|BBa_K300002 - Phasin (PhaP) - head domain - improvement of BBa_K208001]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/RebExistingParts #BBa_K300003 - Phasin (PhaP) - internal domain|BBa_K300003 - Phasin (PhaP) - internal domain - improvement of BBa_K208001]]
 +
 
 +
==[[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry |Existing Parts from the Registry]]==
 +
 
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_R0010, BBa_R0011 - Wild type and hybrid lac promoters|BBa_R0010, BBa_R0011 - Wild type and hybrid lac promoters]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_K300009/BBa_I4102 - PoPS->3OC6HSL sender device|BBa_K300009/BBa_I4102 - PoPS->3OC6HSL sender device]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_F2620 - 3OC6HSL -> PoPS Receiver|BBa_F2620 - 3OC6HSL -> PoPS Receiver]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_J61001 - R6K Origin of replication|BBa_J61001 -  R6K Origin of replication]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_J23100, BBa_J23101, BBa_J23105, BBa_J23106, BBa_J23110, BBa_J23114, BBa_J23116, BBa_J23118 - constitutive promoters from Anderson's collection|BBa_J23100, BBa_J23101, BBa_J23105, BBa_J23106, BBa_J23110, BBa_J23114, BBa_J23116, BBa_J23118 - constitutive promoters from Anderson's collection]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_P1004 - chloramphenicol resistance cassette|BBa_P1004 -  chloramphenicol resistance cassette]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_K125500 - GFP fusion brick|BBa_K125500 - GFP fusion brick]]
 +
* [[Team:UNIPV-Pavia/Parts/Characterization/ExistingPartsRegistry#BBa_J72008 - phi80 integration helper plasmid pInt80-649|BBa_J72008 - phi80 integration helper plasmid pInt80-649]]
 +
<hr><br>
 +
 
 +
 
 +
 
 +
 
 +
 
 +
 
 +
<br>
 +
----
 +
<br>
=Growth conditions=
=Growth conditions=
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* 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.
* 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.
* 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.
+
* 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
* 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.
+
* 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, see https://2009.igem.org/Team:UNIPV-Pavia/Methods_Materials/Evaporation). 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:
* 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;
** 37°C constant for all the experiment;
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*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.
*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.
*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:
+
*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 equivalent to the 1 cm pathlength cuvette) in 2 ml (wanted final volume) LB or M9 + suitable antibiotic. In order to have the cultures at the desired O.D.600 (O.D._wanted=0.02), the following dilution was performed:
[[Image:UNIPV_Pavia_OD600_dil.png|500px|center]]
[[Image:UNIPV_Pavia_OD600_dil.png|500px|center]]
*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.
*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.
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**O.D. filter was 600 nm;
**O.D. filter was 600 nm;
**GFP filters were 485nm (ex) / 540nm (em);
**GFP filters were 485nm (ex) / 540nm (em);
-
**GFP filters were 535nm (ex) / 620nm (em);
+
**RFP 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.
**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.
**Experiment duration time: about 6 hours.
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**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.  
**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.
**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.
+
**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.
-
**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.
+
*<em>Growth and preparation of the biosensor culture of <partinfo>BBa_T9002</partinfo></em>
*<em>Growth and preparation of the biosensor culture of <partinfo>BBa_T9002</partinfo></em>
**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.
**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.
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*** 0,1 nM
*** 0,1 nM
*** 0 M
*** 0 M
-
**All inductions were performed adding 2ul of "inducer solution" (3OC6-HSL, Sigma Aldrich) at a proper concentration in 200 ul of culture.
+
**All inductions were performed adding 2ul of "inducer solution" (3OC6-HSL, Sigma Aldrich) at the proper concentration in 200 ul of culture.
*<em>HSL quantification</em>
*<em>HSL quantification</em>
**2ul of supernatants prepared as described above were used to induce 200 ul of <partinfo>BBa_T9002</partinfo> cultures in triplicate.  
**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).
+
**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). Then, the calibration curve was obtained by using the same amount of <partinfo>BBa_T9002</partinfo> culture (200-X ul) induced with X ul of inducer solution at the proper concentration. To maintain the same experimental conditions, the inducer was diluted in the supernatant of a negative control (i.e., <partinfo>BBa_B0034</partinfo>).
**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).
**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).
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----
----
<br>
<br>
-
 
===Microplate reader experiments for <partinfo>BBa_F2620</partinfo> - Protocol #4===
===Microplate reader experiments for <partinfo>BBa_F2620</partinfo> - Protocol #4===
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<br>
<br>
===Preliminary remarks===
===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).
+
*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 (i.e. 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".
+
*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 culture of interest (e.g. induced with the same inducer concentration and with the same plasmid/antibiotic resistance, but without fluorescent reporter genes). This operation allows the removal, from the target fluorescent signal, of the "self-fluorescent" component and the fluorescence signal obtained is "blanked".
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===Data analysis for self-inducible promoters (initiation-treshold determination)===
===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.
+
The task of this 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, O.D.start.
-
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).
+
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 ''lux pR'' promoter 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.
+
O.D.start was evaluated by computing the ''Scell'' (GFPmut3 synthesis rate per cell) signal for the desired self-inducible promoter.
-
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.
+
-
[[Image:UNIPV_Pavia_noise1.png|400px|center]]
+
Scell was obtained by computing (1/O.D.600)*dGFP/dt, where O.D.600 and GFP are the blanked absorbance and fluorescence signals.
-
since they are two time series acquired from the same culture, in the same growth condition by the same instrument.
+
The goal is the estimation of the critical O.D.600 value (O.D.start) at which the Scell significantly increases. Because Scell is a very noisy signal, a threshold value which takes into account the noise variability was proposed and it is described below.
-
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.
+
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 (F_C1 and F_C2 respectively) can be thought as the addition of a “real signal” and a noise component.
 +
 
 +
[[Image:UNIPV_Pavia_noise1.png|200px|center]]
 +
 
 +
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:
Noise signal was computed as:
[[Image:UNIPV_Pavia_noise2.png|150px|center]]
[[Image:UNIPV_Pavia_noise2.png|150px|center]]
-
The behaviour of the signal N is shown in figure:
+
An interesting signal is the Scell of ''N'' time series. 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:
-
[[Image:UNIPV_Pavia_rumoreNoise.png|600px|center|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:
+
[[Image:UNIPV_Pavia_rumoreNoiseScell.png|600px|center|Scell Noise]]
[[Image:UNIPV_Pavia_rumoreNoiseScell.png|600px|center|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).
+
It is fair to say that the noise of Scell is bigger for low O.D.600 values and its amplitude decreases dramatically for higher O.D.600 values (e.g.: O.D.600>0.1 measured with the TECAN Infinite F200 in a 96-well microplate).
-
The noise model proposed for the Scell noise signal is:
+
The O.D.600-dependent noise model proposed for the Scell signal is:
[[Image:UNIPV_Pavia_ModelNoiseScell.png|300px|center|Scell noise model]]
[[Image:UNIPV_Pavia_ModelNoiseScell.png|300px|center|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:
+
According to the formula reported above, it is possible to obtain the sigma_bar value as follows:
 +
#multiply the Scell time series values with the corresponding O.D.600;
 +
#the sigma_bar constant value can be estimated as the standard deviation of this signal.
 +
 
 +
The Scell*O.D.600 signal behaviour is reported below:
 +
 
 +
[[Image:UNIPV_Pavia_rumoreNoise.png|600px|center|Measurement Noise]]
 +
 
 +
As this figure shows, the noise amplitude of this signal is no more O.D.600-dependent and the sigma_bar can be obtained.
 +
 
 +
 
 +
The evaluation of the O.D.start can be performed supposing that the transcription starts when the signal is significantly different from the noise. A threshold on the signal amplitude was estabilished as reported here:
[[Image:UNIPV_Pavia_threshold.png|300px|center|variance threshold]]
[[Image:UNIPV_Pavia_threshold.png|300px|center|variance threshold]]
 +
 +
In order to make the method more robust, induction was considered only when 5 consecutive values exceeded the threshold amplitude.
 +
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.  
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.
+
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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<br>
<br>
-
 
+
===Data analysis to estimate the HSL synthesis rate per cell===
-
===Data Analysis to estimate the HSL synthesys rate per cell===
+
The autoinducer synthesys rate per cell is a very important parameter to be evaluated in quorum sensing systems.  
The autoinducer synthesys rate per cell is a very important parameter to be evaluated in quorum sensing systems.  
-
In fact the knowledge of this parameter enables the rational design of cell-communication systems, such as the self inducible devices studied in this project.
+
In fact the knowledge of this parameter enables the rational design of cell-communication systems, such as the self-inducible devices studied in this project.
A model based approach was proposed to estimate this interesting parameter.  
A model based approach was proposed to estimate this interesting parameter.  
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an Ordinary Differential Equation (ODE) model which describes the HSL production in the growth media can be written:
an Ordinary Differential Equation (ODE) model which describes the HSL production in the growth media can be written:
-
 
+
{| align='center'
-
[[Image:PV_Immagine_formula1.jpg]]
+
|[[Image:PV_Immagine_formula1.png|250px]]
-
 
+
|}
where:
where:
* [HSL(t)] is the concentration of HSL molecule in the growth medium;
* [HSL(t)] is the concentration of HSL molecule in the growth medium;
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The analytical solution of this system is:
The analytical solution of this system is:
 +
{| align='center'
 +
|[[Image:PV_Immagine_formula2.png|300px]]
 +
|}
 +
K_HSL can be estimated for t=t_bar, corresponding to the transcription initiation time, as reported below.
-
[[Image:PV_Immagine_formula2.jpg]]
+
{| align='center'
-
 
+
|[[Image:PV_Immagine_formula3.png|250px]]
-
K_HSL can be estimated for t=t^, corresponding to the trasncription initiation time, as reported below.
+
|}
-
 
+
-
[[Image:PV_Immagine_formula3.jpg]] t_Start: OD(t_start)=OD_start + K_HSL(tstart)
+
-
 
+
where:
where:
* N was estimated by counting TOP10 colonies obtained by plating serial dilutions of cultures with known O.D.600.
* N was estimated by counting TOP10 colonies obtained by plating serial dilutions of cultures with known O.D.600.
-
* [HSL(t^)] was estimated as described in the section [[Data Analysis - minimum induction required to activate ''lux pR'' for <partinfo>BBa_F2620</partinfo>]]
+
* [HSL(t_bar)] was estimated as described in the section [[Team:UNIPV-Pavia/Parts/Characterization#Data Analysis - minimum induction required to activate lux pR for BBa_F2620|Data analysis - minimum induction required to activate ''lux pR'' for <partinfo>BBa_F2620</partinfo>]]
-
* the O.D.600 time series was measured in each experiment, so its time intergal can be computed by trapezoidal numerical integration
+
* the O.D.600 time series was measured in each experiment, so its time integral can be computed by trapezoidal numerical integration.
 +
N was estimated in LB and M9 media and values are reported below:
 +
 +
{| border='1' align='center'
 +
| || &nbsp;&nbsp;&nbsp;'''LB'''&nbsp;&nbsp;&nbsp; || &nbsp;&nbsp;&nbsp;'''M9'''&nbsp;&nbsp;&nbsp;
 +
|-
 +
| &nbsp; &nbsp; &nbsp; '''N''' &nbsp; &nbsp; &nbsp;|| &nbsp;&nbsp;2,818 * 10^9 &nbsp;&nbsp;||&nbsp;&nbsp; 2,123 * 10^9 &nbsp;&nbsp;
 +
|}
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===Data Analysis - minimum induction required to activate ''lux pR'' for <partinfo>BBa_F2620</partinfo>===
===Data Analysis - minimum induction required to activate ''lux pR'' for <partinfo>BBa_F2620</partinfo>===
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Cultures were grown according to [[Team:UNIPV-Pavia/Parts/Characterization#Microplate reader experiments for BBa_F2620 - Protocol #4|this one]]
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Cultures were grown according to [[Team:UNIPV-Pavia/Parts/Characterization#Microplate reader experiments for BBa_F2620 - Protocol #4|this protocol]].
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Data from three indipendent wells were averaged and blanked as described in "Preliminary Remarks" section.
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Minimum induction required to activate ''lux pR'' was evaluated by a visual inspection of Scell signal
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[[Image:pv_MinimumInduction.png|330px|thumb|center|Minimum induction required to activate ''lux pR'' for <partinfo>BBa_F2620</partinfo>]]
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<div align='center'>
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'''HSL(t_bar)''' : 0,04 nM
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</div>
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HSL(t_bar) was evaluated only in M9 medium because it is a minimum autofluorescence growth medium and it provides the most accurate result in estimating a low fluorescence.
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===Data analysis for RPU evaluation===
===Data analysis for RPU evaluation===
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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.
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The RPUs are standard units proposed by  Kelly J. et al., 2009, in which the relative transcriptional strength of a promoter can be measured using a reference standard.
RPUs have been computed as:
RPUs have been computed as:

Latest revision as of 02:42, 28 October 2010

CHARACTERIZATION



Our Parts

New Parts

Improved Parts

Existing Parts from the Registry


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.
  • 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, see https://2009.igem.org/Team:UNIPV-Pavia/Methods_Materials/Evaporation). 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 equivalent to the 1 cm pathlength cuvette) in 2 ml (wanted final volume) LB or M9 + suitable antibiotic. In order to have the cultures at the desired O.D.600 (O.D._wanted=0.02), 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);
    • RFP 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.
    • 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 the 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). Then, the calibration curve was obtained by using the same amount of <partinfo>BBa_T9002</partinfo> culture (200-X ul) induced with X ul of inducer solution at the proper concentration. To maintain the same experimental conditions, the inducer was diluted in the supernatant of a negative control (i.e., <partinfo>BBa_B0034</partinfo>).
    • 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).





Microplate reader experiments for <partinfo>BBa_F2620</partinfo> - Protocol #4

This protocol is identical to this one, but in addition, after cultures were transferred in the 96-well microplate, 2ul of inducer solution at the proper concentration were added to each well, thus obtaining the final desired concentration.





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 (i.e. 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 culture of interest (e.g. induced with the same inducer concentration and with the same plasmid/antibiotic resistance, but without fluorescent reporter genes). 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 this 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, O.D.start. 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 lux pR promoter in absence of the autoinducer molecule HSL).

O.D.start was evaluated by computing the Scell (GFPmut3 synthesis rate per cell) signal for the desired self-inducible promoter.

Scell was obtained by computing (1/O.D.600)*dGFP/dt, where O.D.600 and GFP are the blanked absorbance and fluorescence signals.

The goal is the estimation of the critical O.D.600 value (O.D.start) at which the Scell significantly increases. Because Scell is a very noisy signal, a threshold value which takes into account the noise variability was proposed and it is described below.

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 (F_C1 and F_C2 respectively) can be thought as the addition of a “real signal” and a noise component.

UNIPV Pavia noise1.png

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

An interesting signal is the Scell of N time series. 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 amplitude decreases dramatically for higher O.D.600 values (e.g.: O.D.600>0.1 measured with the TECAN Infinite F200 in a 96-well microplate).

The O.D.600-dependent noise model proposed for the Scell signal is:

Scell noise model

According to the formula reported above, it is possible to obtain the sigma_bar value as follows:

  1. multiply the Scell time series values with the corresponding O.D.600;
  2. the sigma_bar constant value can be estimated as the standard deviation of this signal.

The Scell*O.D.600 signal behaviour is reported below:

Measurement Noise

As this figure shows, the noise amplitude of this signal is no more O.D.600-dependent and the sigma_bar can be obtained.


The evaluation of the O.D.start can be performed supposing that the transcription starts when the signal is significantly different from the noise. A threshold on the signal amplitude was estabilished as reported here:

variance threshold

In order to make the method more robust, induction was considered only when 5 consecutive values exceeded the threshold amplitude.


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 synthesis rate per cell

The autoinducer synthesys rate per cell is a very important parameter to be evaluated in quorum sensing systems. In fact the knowledge of this parameter enables the rational design of cell-communication systems, such as the self-inducible devices studied in this project.

A model based approach was proposed to estimate this interesting parameter.

Under the hypotheses that:

  • no HSL is present at the beginning of the experiment - consistent hypothesis because a growth medium washing step is always performed before the experiment start in order to remove the HSL produced until that moment,
  • the HSL synthesis rate is not time-dependent (cells produce HSL at the same rate in each growth phase - this hypotesis simplifies the data analysis, but it should be further validated),
  • the half life of the autoinducer is much longer than the experiment duration (i.e. the degradation of the molecule is negligible - this hypothesis is consistent, since no HSL-degrading enzyme is present in E. coli),

an Ordinary Differential Equation (ODE) model which describes the HSL production in the growth media can be written:

PV Immagine formula1.png

where:

  • [HSL(t)] is the concentration of HSL molecule in the growth medium;
  • O.D.600(t) is the growth curve of the considered culture;
  • N is the Colony Forming Units (CFU) per O.D.600 unit (i.e. CFU in a well = O.D.600 * N)
  • K_HSL is the 3OC6-HSL synthesis rate per cell


The analytical solution of this system is:

PV Immagine formula2.png

K_HSL can be estimated for t=t_bar, corresponding to the transcription initiation time, as reported below.

PV Immagine formula3.png

where:

N was estimated in LB and M9 media and values are reported below:

   LB       M9   
      N         2,818 * 10^9      2,123 * 10^9   





Data Analysis - minimum induction required to activate lux pR for <partinfo>BBa_F2620</partinfo>

Cultures were grown according to this protocol.

Data from three indipendent wells were averaged and blanked as described in "Preliminary Remarks" section.

Minimum induction required to activate lux pR was evaluated by a visual inspection of Scell signal


Minimum induction required to activate lux pR for <partinfo>BBa_F2620</partinfo>


HSL(t_bar) : 0,04 nM

HSL(t_bar) was evaluated only in M9 medium because it is a minimum autofluorescence growth medium and it provides the most accurate result in estimating a low fluorescence.






Data analysis for RPU evaluation

The RPUs are standard units proposed by Kelly J. et al., 2009, 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.