Team:TU Delft/Project/alkane-degradation/results

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Alkane Degradation Results & Conclusions

Figure 1. – Schematic description of the alkane degradation pathway with the corresponding genes.

Characterization of the alkane hydroxylase system (AlkB2-system)

From the ratios hexadecane/undecane obtained from GC chromatograms, we may conclude that the samples obtained from the E.coli strain, carrying the AH system, contain relatively less octane than the control strain. By comparing peak ratios we were able to estimate the specific enzymatic activity of the system, which was found to be 0.045 U/mg.

For more information about our findings, read the detailed alkane hydroxylase results page.

Figure 2. Enzyme activity [U/mg total protein] of alkane hydroxylase system as compared to the negative control E.coli K12 strain

Characterization of the long-chain alkane monooxygenase (LadA)

The analysis of the obtained GC graphs allowed us to estimate the enzymatic activity. We observed a significant increase in enzyme activity in the strains carrying the ladA protein generator compared to the negative control strain. The highest enzyme activity value was found to be 3.33E-03 U/mg protein. In order to know more about the characterization of this system, read the detailed LadA results page.

Figure 3. Enzyme activity [U/mg lysate] of the alkane monooxygenase LadA as compared to the negative control E.coli K12 strain

Characterization of Alcohol Dehydrogenase (ADH)

According to our results, the E. coli cell extract has a dodecanol-1 dehydrogenase activity of 9.64e-12 kat/mg (0.58 mU/mg); whereas our recombinant strain expressing the Biobrick [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] has an activity of 2.93e-11 kat/mg (1.76 mU/mg), an improvement of 2-fold compared to the wild type activity; which also means 3% of the activity of the positive control Pseudomonas putida.

If you are interested in knowing more about our findings, read the detailed ADH results page.

Figure 4. Comparison between E. coli ADH activity and our recombinant strain.

Characterization of Aldehyde Dehydrogenase (ALDH)

Our results suggest that the recombinant strains E. coli 029A and E. coli 030A functionally express our biobricks. The expression of ALDH under the promoter-rbs combination [http://partsregistry.org/Part:BBa_J13002 BBa_J23100]-[http://partsregistry.org/Part:BBa_J13002 BBa_J61117] increases the dodecanal dehydrogenase activity in E. coli cell extracts 2-fold; whereas the expression of the same protein using the part [http://partsregistry.org/Part:BBa_J13002 BBa_J13002] as promoter-rbs combo increases the same activity 3-fold.

Moreover, the enzymatic activities measured for the constructs [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] and [http://partsregistry.org/Part:BBa_K398030 BBa_K398030] were equivalent to 33.98% and 42.01% of the Pseudomonas putida aldehyde dehydrogenase activity, respectively.

If you want to know more about of our findings, read the detailed ALDH results page.

It is worthy to mention that our part expresses the protein in a lower amount, meaning that cells express a highly active protein. Thus the cellular resources are spent in a more efficient way than in the strain that overproduces ALDH.

Figure 5. Comparison of ALDH activities in the different strains tested in this study

References

Kato T. et al. "Gene cloning and characterization of an aldehyde dehydrogenase from long-chain alkane-degrading Geobacillus thermoleovorans B23" Extremophiles (2010) 14:33-39.
http://mbel.kaist.ac.kr/lab/research/protein_en1.html
Hoffmann F. and Rinas U. "Stress Induced by Recombinant Protein Production in Escherichia coli" Advances in Biochemical Engineering/Biotechnology, 2004, Vol. 89/2004, pp. 73-92.

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 <html><center><img src="https://static.igem.org/mediawiki/2010/0/00/TU_Delft_project_navigation.jpg" usemap="#projectnavigation" border="0" /></center><map id="projectnavigation" name="projectnavigation"><area shape="rect" alt="Characterization" title="" coords="309,3,591,45" href="https://2010.igem.org/Team:TU_Delft#page=Project/alkane-degradation/characterization" target="" /><area shape="rect" alt="Results" title="" coords="609,3,891,44" href="https://2010.igem.org/Team:TU_Delft#page=Project/alkane-degradation/results" target="" /><area shape="rect" alt="Parts" title="" coords="9,3,290,44" href="https://2010.igem.org/Team:TU_Delft#page=Project/alkane-degradation/parts" target="" /></map></html>
 ==Alkane Degradation Results & Conclusions==
-[[Image:TUDelft_Alkane_degradation_route.png|600px|thumb|center|'''Figure 1''' – Schematic description of the alkane degradation pathway with the corresponding genes.]]
+[[Image:TUDelft_Alkane_degradation_route.png|600px|thumb|center|'''Figure 1.''' – Schematic description of the alkane degradation pathway with the corresponding genes.]]
-===Characterization of the alkane hydroxylase system===
+===[https://2010.igem.org/Team:TU_Delft/Project/alkane-degradation/results/alkane_hydroxylase Characterization of the alkane hydroxylase system (AlkB2-system)]===
-====Growth analysis====
-We attempted to culture our recombinant AH-carrying ''E.coli'' K12 strains ([http://partsregistry.org/Part:BBa_K398014 BBa_K398014]) on 1% v/v octanol or 1% v/v dodecane. Negligible growth was observed.
-====Resting-cell assays====
-The [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Resting-cell_assays_for_E.coli resting cell assays] were performed on our recombinant AH-carrying ''E.coli'' K12 cells ([http://partsregistry.org/Part:BBa_K398014 BBa_K398014]). 100 micromoles of octane was added to 6 mL of growth-stalled cells (1.5 mg cell dry weight total) and incubated at 37 degrees with shaking o/n. The organic phase was [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Ethyl_acetate_extraction_protocol extracted] using EtOAc and analysed by [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=General_gas_chromatography_program_for_alkanes_and_alkanols gas chromatography].
-The following are examples of typical chromatographs obtained:
-<html><span style="display:block;width:100%;clear:both;"> </span></html>
+From the ratios hexadecane/undecane obtained from GC chromatograms, we may conclude that the samples obtained from the ''E.coli'' strain, carrying the AH system, contain relatively less octane than the control strain. By comparing peak ratios we were able to estimate the specific enzymatic activity of the system, which was found to be 0.045 U/mg.
-[[Image:Blank_C-8.png|400px|thumb|left|Chromatograph of blank containing octane.]]
-[[Image:TUDelft_J13-AH.png|400px|thumb|left|Chromatograph of the negative control for the resting cell assay of the alkane hydroxylase system. The negative control consisted of ''E.coli'' K12 carrying BBa_J13002 in pSB1A2.]]
+For more information about our findings, read the [[Team:TU_Delft/Project/alkane-degradation/results/alkane_hydroxylase|detailed alkane hydroxylase results]] page.
-[[Image:014 AH.png|400px|left|thumb|Chromatograph of ''E.coli'' K12 strain carrying the AH system.]]
+[[Image:TUDelft_AlkB2_Total.png|600px|thumb|center|'''Figure 2.''' Enzyme activity [U/mg total protein] of alkane hydroxylase system as compared to the negative control ''E.coli'' K12 strain]]
-<html><span style="display:block;width:100%;clear:both;"> </span></html>
-The peaks shown in the chromatographs belong to the following compounds:
+===[https://2010.igem.org/Team:TU_Delft/Project/alkane-degradation/results/LadA Characterization of the long-chain alkane monooxygenase (LadA)]===
-{| style="color:black; background-color:white;" cellpadding="5" cellspacing="0" border="1"
-|<b>Retention time [min]</b>
-|<b>Compound</b>
-|-
-|~2.2
-|Ethyl acetate (solvent)
-|-
-|~5.2
-|Octane (substrate)
-|-
-|~11.8
-|Undecane (internal standard, 0.1% v/v of solvent)
-|}
-The surface areas of the peaks correspond to the amount of molecules present in the sample. Due to the fact that many factors play a role in establishing an equilibrium between the aqueous and organic phase once the EtOAC is added, it's general procedure to add an internal standard to the EtOAc. In our experiment we decided to use a 0.1% vol/vol of undecane in EtOAc. The <b>ratio</b> between the surface areas of octane and undecane can now give an indication of the amount of octane still present in the sample and be very useful for comparisons between chromatographs.
+The analysis of the obtained GC graphs allowed us to estimate the enzymatic activity. We observed a significant increase in enzyme activity in the strains carrying the ladA protein generator compared to the negative control strain. The highest enzyme activity value was found to be 3.33E-03 U/mg protein. In order to know more about the characterization of this system, read the [[Team:TU_Delft/Project/alkane-degradation/results/LadA|detailed LadA results]] page.
-The following table contains the surface areas found for the peaks of octane and undecane for each chromatograph, in duplicate. Strains numbers 1 and 2 are two positive colonies taken from the same plate.
+[[Image:TUDelft_LadA Total.png|600px|thumb|center|'''Figure 3.''' Enzyme activity [U/mg lysate] of the alkane monooxygenase LadA as compared to the negative control ''E.coli'' K12 strain]]
-{| style="color:black; background-color:white;" cellpadding="5" cellspacing="0" border="1"
+===[https://2010.igem.org/Team:TU_Delft/Project/alkane-degradation/results/ADH Characterization of Alcohol Dehydrogenase (ADH)]===
-|<b>Strain</b>
+According to our results, the ''E. coli'' cell extract has a dodecanol-1 dehydrogenase activity of 9.64e-12 kat/mg (0.58 mU/mg); whereas our recombinant strain expressing the Biobrick  [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] has an activity of 2.93e-11 kat/mg (1.76 mU/mg), an improvement of 2-fold compared to the wild type activity; which also means 3% of the activity of the positive control ''Pseudomonas putida''.
-|<b>Average octane surface area</b>
-|<b>Average undecane surface area</b>
-|<b>Ratio octane/undecane</b>
-|<b>Standard deviation (%)</b>
-|-
-|Blank
-|16982464.5
-|20395149
-|0.832
-|6.16
-|-
-|''E.coli'' K12 negative control
-|17076398.5
-|20889399
-|0.821
-|13.3
-|-
-|''E.coli'' K12 strain #1 (AH-system)
-|16074272
-|24698891.5
-|0.652
-|14.4
-|-
-|''E.coli'' K12 strain #2 (AH-system)
-|7906058
-|18010368.5
-|0.439
-|3.96
-|}
-From the ratios we may conclude that the samples obtained from the ''E.coli'' strain, carrying the AH system, contain relatively less octane than the control strain. Using a two-point calibration method, where we set the ratio of 0.898 equal to the total amount of octane added (16.2 uL, 99.7 umol), we can estimate the enzymatic activity of the AH-system. We know the reaction time (12 h.) and the mg of protein for each sample (using the conversion factor 0.41g/L/OD). See the table below for details.
+If you are interested in knowing more about our findings, read the [[Team:TU_Delft/Project/alkane-degradation/results/ADH|detailed ADH results]] page.
-{| style="color:black; background-color:white;" cellpadding="5" cellspacing="0" border="1"
+[[Image:TUDelftADH_final.jpg|600px|thumb|center|'''Figure 4.''' Comparison between E. coli ADH activity and our recombinant strain. ]]
-|<b>Strain</b>
-|<b>Ratio octane/undecane</b>
-|<b>Octane added [umol]</b>
-|<b>Octane converted [umol]</b>
-|<b>Protein [mg]</b>
-|<b>Enzymatic activity [U/mg protein]
-|-
-|Blank
-|0.832
-|99.7
-|0.00
-|0.00
-|0.00
-|-
-|''E.coli'' K12 negative control
-|0.821
-|99.7
-|1.34
-|1.51
-|1.23E-3
-|-
-|''E.coli'' K12 strain #1 (AH-system)
-|0.652
-|99.7
-|21.6
-|1.70
-|1.77E-2
-|-
-|''E.coli'' K12 strain #2 (AH-system)
-|0.439
-|99.7
-|47.0
-|1.46
-|4.49E-2
-|}
-====Conclusions====
+===[https://2010.igem.org/Team:TU_Delft/Project/alkane-degradation/results/ALDH Characterization of Aldehyde Dehydrogenase (ALDH)]===
-We've succeeded in characterizing the activity of the alkane hydroxylase system using gas chromatography. By comparing peak ratios we were able to estimate the specific enzymatic activity of the system.
-The lack of an octanol peak in the GC-graphs above could be caused by the octanol being trapped by the cell, and thus not showing up in the organic (EtOAc) phase. Another likely explanation is that the octanol is readily converted by an aspecific alcohol dehydrogenase native to the ''E.coli'' K12 strain.
-In the future we would like to perform a resting-cell assay using ''P. putida'' and determine the enzymatic activity needed to support growth. A comparison of this natural-degrader value with the biological activity we've found of 0.045 U/mg would give more information on the growth feasibility of a strain carring the AH-system BioBrick on octane.
-Furthermore, a study could be done on the AH-system over time to find out more information on the kinetics of the system.
-===Characterization of the long-chain alkane monooxygenase; LadA===
+Our results suggest that the recombinant strains ''E. coli'' 029A and ''E. coli'' 030A functionally express our biobricks. The expression of ALDH under the promoter-rbs combination [http://partsregistry.org/Part:BBa_J13002 BBa_J23100]-[http://partsregistry.org/Part:BBa_J13002 BBa_J61117] increases the dodecanal dehydrogenase activity in ''E. coli'' cell extracts 2-fold; whereas the expression of the same protein using the part [http://partsregistry.org/Part:BBa_J13002 BBa_J13002] as promoter-rbs combo increases the same activity 3-fold.
-====Enzyme activity assay based on NADH absorbance====
-Curves of the NADH absorbance for the blank, negative control and strains of interest displayed no significant differences, thus this method was abandoned. The reason for this could be explained by a lack of cofactors, a substrate diffusion limitation or even substrate inhibition.
-====Enzyme activity assay based on GC-analysis====
+Moreover, the enzymatic activities measured for the constructs [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] and [http://partsregistry.org/Part:BBa_K398030 BBa_K398030] were equivalent to 33.98% and 42.01% of the ''Pseudomonas putida'' aldehyde dehydrogenase activity, respectively.
-Our enzyme activity [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Enzyme_activity_assay_for_LadA_by_GC protocol] for LadA was loosely based an article by Maeng et al,1996. Homogenization of the alkane in the 50mM Tris buffer was achieved by adding Triton-X100, boiling and sonication. After 12 hours the residual alkane was extracted using EtOAc.
-The following are typical examples of the chromatographs obtained:
-<html><span style="display:block;width:100%;clear:both;"> </span></html>
-[[Image:TUDelft_Blank C-16.png|400px|thumb|left|Chromatograph of blank containing hexadecane]]
-[[Image:TUDelft_J13.png|400px|left|thumb|Chromatograph of the negative control for the enzyme kinetics of the alkane monooxygenase. The negative control consisted of ''E.coli'' K12 carrying [http://partsregistry.org/Part:BBa_J13002 BBa_J13002] in pSB1A2.]]
+If you want to know more about of our findings, read the [[Team:TU_Delft/Project/alkane-degradation/results/ALDH|detailed ALDH results]] page.
-[[Image:TUDelft_017-7.png|400px|left|thumb|Chromatograph of sample obtained from ''E.coli'' K12 carrying [http://partsregistry.org/Part:BBa_K398017 BBa_K398017] in pSB1A2.]]
+It is worthy to mention that our part expresses the protein in a lower amount, meaning that cells express a highly active protein. Thus the cellular resources are spent in a more efficient way than in the strain that overproduces ALDH.
-[[Image:TUDelft_027.png|400px|left|thumb|Chromatograph of sample obtained from ''E.coli'' TOP10 carrying [http://partsregistry.org/Part:BBa_K398027 BBa_K398027] in pSB1A2.]]
+[[Image:TUDelftALDH_final.jpg|600px|thumb|center|'''Figure 5.''' Comparison of ALDH activities in the different strains tested in this study]]
-<html><span style="display:block;width:100%;clear:both;"> </span></html>
-The peaks shown in the chromatographs belong to the following compounds:
+===References===
-{| style="color:black; background-color:white;" cellpadding="5" cellspacing="0" border="1"
-|<b>Retention time [min]</b>
-|<b>Compound</b>
-|-
-|~2.2
-|Ethyl acetate (solvent)
-|-
-|~11.8
-|Undecane (internal standard, 0.1% v/v of solvent)
-|-
-|~20.0
-|Hexadecane (substrate)
-|-
-|}
-The analysis of the GC graphs was analogous to that of the AH system, described above. We made use of the internal standards present in each sample to determine the ratio of the surface areas of hexadecane vs. internal standard. These ratios can be related to the amounts of hexadecane added to eventually estimate the enzymatic activity. The following table displays the average ratios found and the enzyme activity estimates. Strains numbers 1 and 2 are two positive colonies taken from the same plate.
-{| style="color:black; background-color:white;" cellpadding="5" cellspacing="0" border="1"
-|<b>Strain</b>
-|<b>Average ratio hexadecane/undecane</b>
-|<b>Standard deviation [%]</b>
-|<b>Hexadecane converted [umol]</b>
-|<b>Protein [mg]</b>
-|<b>Enzymatic activity [U/mg protein]
-|-
-|Blank
-|0.900
-|3.19
-|0.00
-|0.00
-|0.00
-|-
-|''E.coli'' K12 negative control ([http://partsregistry.org/Part:BBa_J13002 J13002])
-|0.807
-|3.48
-|1.76
-|4.46
-|5.49E-04
-|-
-|''E.coli'' K12 strain #1 ([http://partsregistry.org/Part:BBa_K398017 K398017])
-|0.600
-|15.4
-|5.68
-|4.58
-|1.72E-03
-|-
-|''E.coli'' K12 strain #2 ([http://partsregistry.org/Part:BBa_K398017 K398017])
-|0.532
-|4.25
-|6.95
-|3.18
-|3.03E-03
-|-
-|''E.coli'' TOP10 strain ([http://partsregistry.org/Part:BBa_K398027 K398027])
-|0.492
-|2.98
-|7.71
-|3.22
-|3.33E-03
-|}
-===Characterization of the Alcohol DeHydrogenase (ADH) system===
-=====Growth on alcohols as sole carbon source=====
-*As we described before, we tried to grow our strain ''Escherichia coli'' 018A ([http://partsregistry.org/Part:BBa_K398018 BBa_K398018] on the plasmid pSB1A2) on the alkanols Octanol-1 and Dodecanol-1 (1% V/V on M9 medium without any other carbon source). No growth was observed after 48 hours. We abandoned this experiment after this result.
-=====Resting cell assays=====
-*We grew ''Escherichia coli'' 018A and ''Escherichia coli'' negative control (Biobrick BBa_J13002 on plasmid pSB1A2 ) in 50 mL of M9 medium with glucose and CAS aminoacids.
-*The cells were harevested when the O.D. at 600nm was around 0.3; they were spun down at 4000 rpm, for 10 min at 4ºC. And the resting cell assays were prepared according to the [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Resting-cell_assays_for_E.coli standard protocol]
-{| style="color:black; background-color:white;" cellpadding="2" cellspacing="0" border="1";
-|'''Strain'''
-|'''O.D.'''
-|-
-|J13002
-|0.327
-|-
-|018A
-|0.338
-|}
-*After an overnight incubation at 37ºC, the organic phase was extracted using 3 mL of ethyl acetate (dodecane was used as internal standard). We tried to determine production of alkanals or alkanoic acids by Gas Chromatography measurements. The chromatograms are shown below:
-[[Image:TUDelftADH_chrom.jpg|750px|thumb|center|Typical chromatograms obtained after the resting cell assays: (A) Blank, (B) Negative control which is E. coli K12, (C) E. coli 018A (our recombinant strain) and (D) standard of the expected product.]]
-*According to our results there was no degradation of octanol-1 ='( , after this experiment the protocol was abandoned. We think that the cells lack of transporters for long-chain alcohols, we preferred to check the cell extract in order to know if there was any biological activity in the cytoplasma.
-=====NADH production in cell extracts=====
-*'''EXPERIMENT 1'''
-Cells were cultured in 50mL of LB medium and harvested when the O.D. 600nm of the culture was around 0.6. Two different cultures of the recominant strain and the negative control were prepared.
-{| style="color:black; background-color:white;" cellpadding="2" cellspacing="0" border="1"
-|Strain
-|O.D. 600nm
-|-
-|J13002 (1)
-|0.654
-|-
-|J13002 (2)
-|0.621
-|-
-|018A (1)
-|0.615
-|-
-|018A (2)
-|0.580
-|}
-Cytoplasmic proteins were extracted using our standard [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Preparing_cell_lysates_for_enzyme_kinetics_measurements protocol]. And a  standard curve for protein quantification was prepared.
-[[Image:TUDelftADH_bradford.jpg|600px|thumb|center|Standard curve for total protein quantification.]]
-The total protein of each sample was quantified using 20uL of cell extract, the results are shown below.
-[[Image:TUDelftADH_pH95.jpg|400px|thumb|general|ADH activity at pH=9.5]]
-[[Image:TUDelftADH_pH8.jpg|400px|thumb|general|ADH activity at pH=8.0]]
-{| style="color:black; background-color:white;" cellpadding="4" cellspacing="0" border="1"
-|Sample
-|'''O.D. 562 nm'''
-|'''Total ug of protein'''
-|'''ug/uL'''
-|-
-|J13002(1A)
-|0.135
-|10.393
-|1.0393
-|-
-|J13002 (1B)
-|0.135
-|10.393
-|1.0393
-|-
-|J13002 (2A)
-|0.128
-|9.7363
-|0.9736
-|-
-|J13002 (2B)
-|0.129
-|9.8302
-|0.9830
-|-
-|018A (1A)
-|0.097
-|6.8275
-|0.6827
-|-
-|018A (1B)
-|0.091
-|6.2645
-|0.6264
-|-
-|018A (2A)
-|0.092
-|6.3583
-|0.6358
-|-
-|018A (2B)
-|0.092
-|6.3583
-|0.6358
-|}
-The alcohol dehydrogenase activity was measured using the standard [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Alcohol.2FAldehyde_dehydrogenase_activity_assays protocol] and Dodecanol-1 as substrate. You can download our raw data by clicking on the link: [https://static.igem.org/mediawiki/2010/3/3c/TUDelft_ADH_raw.xls TUDelft_ADH_raw.xls]
-After the data treatment, the results that we obtained are shown in the table below.
-*All the enzyme activities were normalized to the TOTAL amount of protein in the cell extract. The results are shown in katal per mg of protein in the cell extract and Enzymatic Units per mg of protein in the cell extract. You can download our results file here:  [https://static.igem.org/mediawiki/2010/8/89/TUDelft_ADH_results.xls TUDelft_ADH_results.xls]
-*Maybe you are not familiar with the term "katal", officially the katal is the STANDARD UNIT FOR CATALYTIC ACTIVITY in the International System of Units; the katal is defined as the amount of enzyme that converts 1 mol of substrate each second. [http://www.clinchem.org/cgi/content/full/48/3/586 Click here] to know more about it, and because people are not that familiar with the term, we report the activities in U/mg. One enzyme activity unit is defined as the amount of protein that converts 1 umol of substrate each minute.
-*T-tests were performed in order to show that there is a difference between E. coli and our recombinant strain; a result for t-test of 1 means that both samples are statistically different; whereas a t-test of nearly 0 means that samples belong to the same group (no difference between both). Our level of significance is 0.025, in two tailed test. That means that if our t-test result is 0.95 we conclude that both samples are statistically different, whereas 0.949 or lower means that both samples are not statistically different.
-<html>
-<table>
-<tr><td></td><td colspan=4 style="text-align: center;"><b>pH=9.5</b></td><td colspan=4 style="text-align: center;"><b>pH=8</b></td></tr>
-<tr><td>&nbsp;</td><td colspan=2 style="text-align: center;"><b>Heat</b></td><td colspan=2 style="text-align: center;"><b>Native</b></td><td colspan=2 style="text-align: center;"><b>Heat</b></td><td colspan=2 style="text-align: center;"><b>Native</b></td></tr>
-<tr><td>&nbsp;</td><td>J13002</td><td>018A</td><td>J13002</td><td>018A</td><td>J13002</td><td>018A</td><td>J13002</td><td>018A</td></tr>
-<tr><td><b>kat/mg</b></td><td>6,156E-12</td><td>1,941E-11</td><td>1,053E-11</td><td>2,806E-11</td><td>3,211E-12</td><td>4,496E-11</td><td>1,302E-11</td><td>2,638E-11</td></tr>
-<tr><td><b>U/mg</b></td><td>3,694E-04</td><td>1,091E-03</td><td>6,317E-04</td><td>1,694E-03</td><td>1,927E-04</td><td>2,139E-03</td><td>7,811E-04</td><td>1,608E-03</td></tr>
-<tr><td><b>stdev</b></td><td>1,157E-12</td><td>4,579E-12</td><td>1,343E-12</td><td>9,961E-13</td><td>6,395E-12</td><td>2,331E-11</td><td>6,511E-13</td><td>9,961E-13</td></tr>
-<tr><td><b>Improvement</b></td><td>-</td><td>215,34%</td><td>-</td><td>166,51%</td><td>-</td><td>1299,87%</td><td>-</td><td>166,51%</td></tr>
-<tr><td><b>ttest</b></td><td>-</td><td>0,9963</td><td>-</td><td>1,0000</td><td>-</td><td>0,9988</td><td>-</td><td>1,000</td></tr>
-</table>
-</html>
-*'''EXPERIMENT 2'''
-We ran a second experiment at pH 9.5, with two other strains that seemed to be positive in the colony PCR test. In this test we also added two extra strains of E. coli in order to have more data for the statistical analysis, the strains used were J13002 and 331 ([http://partsregistry.org/wiki/index.php?title=Part:BBa_K398331 BBa_K398331] in pSB1A2). We followed the same procedure as in the experiment 1, for this experiment we also included a positive control which was cell extracts from a culture of ''Pseudomonas putida'' growing on octane as sole carbon source, the cells were inoculated the night before and they were harvested when the O.D. at 600 nm was 0.608; the results obtained were the following:
-<table class="tableizer-table">
-<tr class="tableizer-firstrow"><th></th><th>kat/mg</th><th>U/mg</th><th>STDEV</th><th>Improvement</th><th>T-test</th><th>Relative to putida</th><th>&nbsp;</th></tr> <tr><td>E. Coli</td><td>8.75E-12</td><td>5.25E-04</td><td>8.18987E-12</td><td>-</td><td>-</td><td>0.90%</td><td>&nbsp;</td></tr> <tr><td>018A-2</td><td>9.30E-12</td><td>5.58E-04</td><td>1.84877E-12</td><td>6.26%</td><td>0.4708</td><td>0.96%</td><td>&nbsp;</td></tr> <tr><td>018A-3</td><td>3.05E-11</td><td>1.83E-03</td><td>6.27802E-12</td><td>249.14%</td><td>0.9808</td><td>3.15%</td><td>&nbsp;</td></tr> <tr><td>018A-4</td><td>8.26E-12</td><td>4.96E-04</td><td>1.8256E-12</td><td>-5.59%</td><td>0.4053</td><td>0.85%</td><td>&nbsp;</td></tr> <tr><td>P. Putida</td><td>9.69E-10</td><td>5.82E-02</td><td>2.09109E-10</td><td>-</td><td>0.9883</td><td>100.00%</td><td></td></tr></table>
-According to these results, the other two strains (018A-2 and 018A-4) do not functionally express the part BBa_K398018. However, these results confirm our findings from the first experiment. You can download our result in this link: [[ Image:TUDelft_ADH_results2.xls]]  You can also find a summary in this file:[[ Image:TUDelft_ADH_summary.xls]]
-==== Conclusions ====
-[[Image:TUDelftADH_final.jpg|600px|thumb|center|Comparison between E. coli ADH activity and our recombinant strain. ]]
-According to our results, a normal ''E. coli'' cell extract has a dodecanol-1 dehydrogenase activity of 9.64e-12 kat/mg (0.58 mU/mg); whereas our recombinant strain 018A has an activity of 2.93e-11 kat/mg (1.76 mU/mg). According to our analysis, the enzymatic activities of both strains are statistically different at confidence level of 0.95, which means that the part [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] increases 2 times the alcohol dehydrogenase activity in the cell extract. We can conclude from our data that the parts [http://partsregistry.org/Part:BBa_K398005 BBa_K398005] and [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] have biological activity; particularly when we used [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] the enzyme activity of ''E. coli'' cell extracts became  equivalent to 3% of the ''in vitro'' activity of the positive control (''Pseudomonas putida''). A comparison of both activities maybe it is not interesting from the functional point of view, since those differences could be related to substrate affinity or discrepancies in the optimal pH.
-However, we think that from this comparison of both ''in vitro'' activities we can suggest future teams interested in our part [http://partsregistry.org/Part:BBa_K398005 BBa_K398005] to use a stronger promoter-rbs combination; maybe by increasing the amount of protein produced it is possible to get higher ''in vitro'' and ''in vivo'' activities. Nevertheless, we have to stress that the ''in vivo'' activity of the part [http://partsregistry.org/Part:BBa_K398018 BBa_K398018] is still unknown for us, maybe there is a lack of long-chain alcohol transporter proteins or it is necessary to over-express this part in order to see/measure it.
-===Characterization of the ALdehyde DeHydrogenase system===
-=====Growth on aldehydes as sole carbon source=====
-As we described before, we tried to grow our recombinant strains ''Escherichia coli'' 029A ([http://partsregistry.org/Part:BBa_K398029 BBa_K398029] on the plasmid pSB1A2)  and ''Escherichia coli'' 030A ([http://partsregistry.org/Part:BBa_K398030 BBa_K398030] on the plasmid pSB1A2)   on Octanal and Dodecanal. No growth was observed after 48 hours. We abandoned this experiment after this result.
-=====Resting cell assays=====
-*We grew 'Escherichia coli'' 029A, ''Escherichia coli'' 030Aand ''Escherichia coli'' negative control (Biobrick BBa_J13002 on plasmid pSB1A2 ) in 50 mL of M9 medium with glucose and CAS aminoacids.
-*The cells were harevested when the O.D. at 600nm was around 0.3; they were spun down at 4000 rpm, for 10 min at 4ºC. And the resting cell assays were prepared according to the [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Resting-cell_assays_for_E.coli standard protocol]
-{| style="color:black; background-color:white;" cellpadding="2" cellspacing="0" border="1";
-|'''Strain'''
-|'''O.D.'''
-|-
-|J13002
-|0.327
-|-
-|029A
-|0.340
-|-
-|030A
-|0.330
-|}
-'''Note''': This experiment was run in parallel with the resting cell assays for 018A, the negative control culture of the strain J13002 used was the same for both experiments.
-*After an overnight incubation at 37ºC with the substrate (octanal), the organic phase was extracted using 3 mL of ethyl acetate (dodecane was used as internal standard). We tried to determine production of alkanoic acids by Gas Chromatography measurements. The chromatograms are shown below:
-[[Image:TUDelftALDH_chrom.jpg|750px|thumb|center| Typical chromatograms obtained after the resting cell assays: (A) Blank, (B) Negative control which is E. coli K12, (C) E. coli 029A (our recombinant strain) and (D) E. coli 029A (our recombinant strain).]]
-*According to our results there was a peak reduction for octanal, however we were worried because of the fact that we didn't see the peak of the product (dodecanoic acid) appearing. It could be that the cells are just storing the product inside the cell. The experiment required to much time in order to get more results: the extractions, preparation of triplicates, cultures, cell suspensions... etc. it was a work that would require an effort of all the team for a couple of weeks. We decided to go for something easier and faster to measure; since we had some experience with the NADH determinations that was our choice.
-==== NADH production in cell extracts====
-Cells were cultured in 50mL of LB medium and harvested when the O.D. 600nm of the culture was between 0.5-0.8. Two different cultures of each recominant strain and the negative control were prepared.
-Cytoplasmic proteins were extracted using our standard [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Preparing_cell_lysates_for_enzyme_kinetics_measurements protocol]. A standard curve for protein quantification was prepared using Bradford.
-The total protein of each sample was quantified using 20uL of cell extract.
-The aldehyde dehydrogenase activity was measured using the standard [https://2010.igem.org/Team:TU_Delft#page=Notebook/protocols&anchor=Alcohol.2FAldehyde_dehydrogenase_activity_assays protocol] and Dodecanal as substrate.
-After the data treatment, the results that we obtained were the following:
-<table class="tableizer-table">
-<tr class="tableizer-firstrow"><th></th><th>&nbsp;</th><th>J13002</th><th>029A (1)</th><th>029A (2)</th><th>030A (1)</th><th>030A (2)</th><th>P. putida</th></tr> <tr><td>Specific activity</td><td>kat/mg</td><td>8.604E-11</td><td>1.470E-10</td><td>2.853E-10</td><td>2.433E-10</td><td>2.912E-10</td><td>6.362E-10</td></tr> <tr><td>&nbsp;</td><td>U/mg</td><td>5.162E-03</td><td>8.820E-03</td><td>1.712E-02</td><td>1.460E-02</td><td>1.747E-02</td><td>3.817E-02</td></tr> <tr><td>Standard deviation</td><td>&nbsp;</td><td>1.778E-12</td><td>6.187E-12</td><td>4.026E-11</td><td>3.539E-11</td><td>4.319E-11</td><td>3.361E-11</td></tr> <tr><td>Relative to (J13002)</td><td>&nbsp;</td><td>100.00%</td><td>170.86%</td><td>331.59%</td><td>282.79%</td><td>338.46%</td><td>739.41%</td></tr> <tr><td>Relative activity (P. putida)</td><td>&nbsp;</td><td>13.52%</td><td>23.11%</td><td>44.84%</td><td>38.25%</td><td>45.78%</td><td>100.00%</td></tr> <tr><td>T-test vs J13002</td><td>&nbsp;</td><td>-</td><td>0.9827</td><td>0.9599</td><td>0.9764</td><td>0.9976</td><td>0.9976</td></tr> <tr><td>T-test vs P. putida</td><td>&nbsp;</td><td>0.9999</td><td>1.0000</td><td>0.9998</td><td>0.9974</td><td>1.0000</td><td>-</td></tr> <tr><td>Average activity [kat/mg]</td><td>&nbsp;</td><td>8.604E-11</td><td>2.161E-10</td><td>&nbsp;</td><td>2.673E-10</td><td>&nbsp;</td><td>6.362E-10</td></tr></table>
-You can download a file with our raw data, results anda summary here:  [[ Image:TUDelft_ALDH_results.xls]]
-==== Protein expression====
-According to our protein gel, ''E. coli'' 030A overporduces ALDH. Whereas the protein production in ''E. coli'' 029A is barely visible. From this result we can conclude that overproduction is not necessary in order to obtain biological activity. From an overproduction of the enzyme the improvement is just 9% of the ''Pseudomonas putida'' activity. This could mean that there is protein biologically inactive, which is just a waste of cellular resources.
-[[Image:TUDelftADH_gel.jpg|600px|thumb|center|Expression profile for different E. coli strains. Expected size for ALDH 53.81 kDa]]
-==== Conclusion====
-Our results suggest that the recombinant strains ''E. coli'' 029A and ''E. coli'' 030A functionally express our biobricks, we couldn't prove ''in vivo'' activity. However, it is clear from the statistical analysis performed that the expression of the biobrick [http://partsregistry.org/Part:BBa_K398006 BBa_K398006] under the promoter-rbs combination [http://partsregistry.org/Part:BBa_J13002 BBa_J23100]-[http://partsregistry.org/Part:BBa_J13002 BBa_J61117] increases the dodecanal dehydrogenase activity in ''E. coli'' cell extracts 2-fold; whereas the expression of the same protein using the part [http://partsregistry.org/Part:BBa_J13002 BBa_J13002] as promoter-rbs combo increases the same activity 3-fold. Moreover, the enzymatic activities measured for the constructs [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] and [http://partsregistry.org/Part:BBa_K398030 BBa_K398030] were equivalent to 33.98% and 42.01% of the ''Pseudomonas putida'' aldehyde dehydrogenase activity, respectively.
-In our resting cell experiment, apparently there is a decrease of the octanal peak, which may be due to the biological activity of our construct. However, it was not possible to see the formation of the expected product: octanoic acid. Other experiments like more resting cell assays (analyzing intracellular metabolites) or the use of C13 marked octanal may be useful in order to confirm and measure the ''in vivo'' biological activity of these parts.
-[[Image:TUDelftALDH_final.jpg|600px|thumb|center|Comparison of ALDH activities in the different strains tested in this study]]
-*From the work published by Kato and co-workers in 2010 [http://www.springerlink.com/content/214116w7482469g0/fulltext.pdf], we knew that the purified enzyme has an activity equal to 0.63 U/mg, and according to the same study the tetradecanal dehydrogenase activity is 73 times higher than the octanal dehydrogenase; from the figure 5a of the cited paper we inferred that the dodecanal dehydrogenase activity is around 50% of the tetradecanal activity. Thus, the dodecanal dehydrogenase should be around 36.5 times the activity of octanal dehydrogenase which gives 22.995 U/mg pure ALDH.
-*The same number expressed in kat/mg equals to 4e-7 kat/mg pure ALDH. Our cell extracts have dodecanal dehydrogenase activities of 2.15e-10 kat/mg protein cell extract (029A) and 2.67 e-10 kat/mg protein cell extract (030A). If we substract the normal ''E. coli'' activity, the net activities given by our biobricks are 1.301e-10 kat/mg protein cell extract (029A) and 1.812e-10kat/mg protein cell extract (030A). Which means that our strains had produced 3.253e-4 mg pure ALDH/mg protein cell extract (029A) and 4.53e-4 mg pure ALDH/mg protein cell extract (030A), respectively. Assuming a 70%(w/w) of protein content in ''E. coli'', that means that a strain carrying pSB1A2 with the biobricks [http://partsregistry.org/Part:BBa_K398030 BBa_K398030] and [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] will produce 0.0317% (w/w) and 0.0228% (w/w) of their total weight as ALDH protein.
-*From the expression profile, we saw that the strain ''E. coli'' 029A produces less ALDH protein; however, the activity is comparable to the strain ''E. coli'' 030A which over produces ALDH, this means that the strain 029A spends more efficiently its cell resources and produces a highly active ALDH protein.
-==== About our project and RBS characterization (link between projects)====
-*Originally, we decided to characterize the Anderson promoter family because we wanted to functionally express our proteins without stressing our cells. So far, with the biobrick [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] we achieved an ''in vitro'' activity close to 34% of the activity reported for a natural alkane-degrading bateria. If someone else proves that our biobrick has the expected biological activity then that would mean that our design was successful.
-*Nowadays, WE, as Synthetic Biologists, have the challenge of starting to produce parts that are being expressed in cells in the exact amount in order to confer biological activity. Over-expression (the standard protein expression method so far) is equal to waste; cells invest most of their resources for protein production (stressing the cells [http://www.springerlink.com/content/69k0pcbyc4l2qmfx/]); moreover, the production of inclusion bodies (aggregates of inactive protein) is reported when there is a high over-expression level [http://mbel.kaist.ac.kr/lab/research/protein_en1.html]. This means that high levels of protein over-expression will give as output large quantities of protein without biological function.
-*With this project, we wanted to give other teams an insight about how much of specific proteins should be expressed in a cell in order to confer biological activity. Questions that arose at the beginning of our project were: How much of a protein should be expressed in order to have biological activity? Which promoter-rbs combo should be used in order to achieve a successful expression of a biologically active protein?. During the design phase (first two months), we didn't find answers to these questions and we decided to take the initiative and give the first steps towards finding answers to our questions.
-*Some people may think that we didn't succeed on proving that our biobricks confer biological activity, however we feel that with this study we are giving the first steps on the way of engineering pathways using standard parts and rational expression of proteins. Some numbers about biologically active protein were given, in order to confirm our statements more studies are required and we suggest to use [http://partsregistry.org/Part:BBa_K398029 BBa_K398029] as a starting point, ADH ([http://partsregistry.org/Part:BBa_K398018 BBa_K398018]) is also a nice starting point because we confirmed that has biological activity; however its performance is really mediocre compared to a natural oil-degrading bacteria as ''Pseudomonas putida''.
-==== What would we measure if we had more time for this project? ====
-'''Biological activity tests:''' C13-labeled Dodecanal degradation measurements or resting cell assays. More studies are required in order to prove the ''in vivo'' activity.
-'''Fraction of Bt-ALDH expressed compared to the total amount of protein in the cell.''' We inferred the amount of ACTIVE Bt-ALDH in our cell extract, however this number is not accurate until we can measure the total amount of Bt-ALDH in the recombinant strain.
-'''Expression of Bt-ALDH using other promoter-rbs combo.''' This will give us an insight about the optimum promoter-rbs combo required for the highest possible activity without causing cell stress.
-If someone else reports that our numbers and statements are correct, then they will confirm by the very first time in the iGEM competition the amount of protein required for successful expression of an ''in vivo'' biologically active enzyme. We will look forward for anyone willing to do this job on 2011 ;-)
-====USEFUL LITERATURE AND REFERENCES====
 #Kato T. et al. "Gene cloning and characterization of an aldehyde dehydrogenase from long-chain alkane-degrading ''Geobacillus thermoleovorans'' B23" Extremophiles (2010) 14:33-39.
 #http://mbel.kaist.ac.kr/lab/research/protein_en1.html