Team:British Columbia/Notebook/CRISPR
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{{:Team:British_Columbia/Templates/MainHeader}} | {{:Team:British_Columbia/Templates/MainHeader}} | ||
+ | {{:Team:British_Columbia/Templates/Notebook}} | ||
=Team CRISPR= | =Team CRISPR= | ||
+ | <html> | ||
+ | <a name="top"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="juneweek1"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="juneweek2"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="juneweek3"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="juneweek4"></a> | ||
+ | </html> | ||
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+ | <a name="julyweek1"></a> | ||
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===July 3=== | ===July 3=== | ||
Line 14: | Line 34: | ||
Target: | Target: | ||
*tracerRNA | *tracerRNA | ||
- | *repeat + spacer + repeat - | + | *repeat + spacer + repeat - |
*leader - Ray, Fisal, Dan | *leader - Ray, Fisal, Dan | ||
Decoy: | Decoy: | ||
*PAM + spacer (on Amp) | *PAM + spacer (on Amp) | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | ==='''July 4th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Phosphorylate and assemble T4, T7, and tracrRNA ordered oligos for decoy plasmids. | ||
+ | |||
+ | '''Results:''' Oligonucleotides were assembled using the assembly from [[Team:British_Columbia/Notebook/Protocols/AnnealedOligonucleotides |annealed oligos protocol]]. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 5th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Ligated annealed oligos into pSB1C3, cut with E and S, and transform into 10G heat competent cells. Cells were recovered in 300 µL and 25 µL was plated along with a no insert control. | ||
+ | |||
+ | '''Results:''' NA | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 6th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Select colonies for screening | ||
+ | |||
+ | '''Results:''' Approximately 100 colonies were present for both the T4, T7 and tracr RNA spacers with approximately 10 colonies on the background plate. Colony PCR with VF and VR2 confirmed bands at approximately 350bp. 3 colonies from both T4, T7 and tracrRNA plates were sent for Sanger sequencing through Genewiz. | ||
+ | |||
+ | <html> | ||
+ | <a name="julyweek2"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 9th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Phosphorylate, ligate and amplify oligos for T4 and T7 repeat-spacer arrays. | ||
+ | |||
+ | '''Results:''' The T4 and T7 spacers, repeat and the Repeat-BB Suffix oligonucleotides were phosphorylated with [[Team:British_Columbia/Notebook/Protocols/T4PNK|T4 PNK]]. | ||
+ | |||
+ | All oligonucleotides were mixed in equimolar amounts at a final concentration of 10 nM each, annealed and ligated and PCR amplified according to the [[Team:British_Columbia/Notebook/Protocols/RepeatSpacerAssembly|repeat-assembly protocol]]. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
==='''July 10th'''=== | ==='''July 10th'''=== | ||
Line 28: | Line 100: | ||
'''Results:''' Unsuccessful no bands were seen on the agarose gel. | '''Results:''' Unsuccessful no bands were seen on the agarose gel. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 10th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Gel purify assembled sequences. | ||
+ | |||
+ | '''Results:''' The PCR product from yesterday was loaded into a 10% TBE-PAGE gel and run at 100V until the blue marker ran off. Bands corresponding to one (148 bp) and two (219 bp) were excised and purified. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 11th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Finish purification, cut, ligate and transform repeat-spacer assemblies | ||
+ | |||
+ | '''Results:''' Gel slurries were filtered and ethanol precipitated and quantified. Products were cut with E+S, ligated into PSB1C3 and transformed. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 12th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Finish purification, cut, ligate and transform repeat-spacer assemblies | ||
+ | |||
+ | '''Results:''' Gel slurries were filtered and ethanol precipitated and quantified. Products were cut with E+S, ligated into PSB1C3 and transformed. | ||
+ | |||
+ | <html> | ||
+ | <a name="julyweek3"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 15th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Screen/confirm insert length. | ||
+ | |||
+ | '''Results:''' 5 colonies from the single insert and 10 colonies from the double insert plate were screened via colony PCR for correct insert length. Three positive colonies from the single insert and 6 positive colonies from the double insert were inoculated for overnight cultures. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 17th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Figure out why no T7 sequences were assembled. | ||
+ | |||
+ | '''Results:''' Sequencing results showed that the T4 spacer was correctly assembled into the repeat-spacer-arrays for single and double inserts. Unfortunately, no T7 spacers were incorporated in the assembly. After going over the sequence of the oligonucleotides with Mike, this is most likely because one of the T7 splint sequences was not correctly designed; we accidentally left the PAM site in it (which would have prevented ligation). The splint was redesigned and reordered; also designed and ordered a second set of different T4 and T7 spacers. | ||
+ | <html> | ||
+ | <a name="julyweek4"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 22nd'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Restart assembly with fixed splint | ||
+ | |||
+ | '''Results:''' The repeat-spacer assembly was restarted with the fixed T7 splint and the new spacers and splints. New splints were phosphorylated with T4 PNK. | ||
+ | |||
+ | All oligonucleotides were mixed in equimolar amounts at a final concentration of 10 nM each, annealed and ligated and PCR amplified according to the repeat-assembly protocol. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 23rd'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Gel purify assembled sequences. | ||
+ | |||
+ | '''Results:''' The PCR product from yesterday was loaded into a 10% TBE-PAGE gel and run at 100 V until the bromophenol blue marker ran off. Bands corresponding to one (148 bp) and two (219 bp) were excised and purified. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 24th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Cut, ligate and transform repeat-spacer assemblies | ||
+ | |||
+ | '''Results:''' Gel purification products were quantified with the Qubit. Single inserts for T7 and the new T4 and T7, and double inserts for T4+T7 (original set) were cut with E+S, ligated into PSB1C3 and transformed. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 25th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Screen/confirm insert length. | ||
+ | |||
+ | '''Results:''' 5 colonies from each of the single insert and 10 colonies from the double insert plates were screened via colony PCR for correct insert length. Two positive colonies from each of the single insert and 6 positive colonies from each of the double inserts were inoculated for overnight cultures. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 26th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Miniprep and prepare for sequencing | ||
+ | |||
+ | '''Results:''' Miniprepped overnight cultures from yesterday and send to sequence confirm. | ||
+ | <html> | ||
+ | <a name="julyweek5"></a> | ||
+ | </html> | ||
+ | |||
+ | ==='''July 29th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Analyze sequencing results | ||
+ | |||
+ | '''Results:''' Based on the sequencing results, the single insert T7, new T4 and T7 and the double T4 and T7 inserts were correctly assembled. The constructs were given to Joe to add promoters and a terminator via standard assembly. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | <html> | ||
+ | <a name="augweek1"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="augweek2"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="augweek3"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="augweek4"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="augweek5"></a> | ||
+ | </html> | ||
+ | <html> | ||
+ | <a name="sepweek1"></a> | ||
+ | </html> | ||
+ | |||
+ | <html> | ||
+ | <a name="sepweek2"></a> | ||
+ | </html> | ||
+ | |||
+ | <html> | ||
+ | <a name="sepweek3"></a> | ||
+ | </html> | ||
+ | |||
+ | ==='''September 16th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Set up T4 phage growth curves. | ||
+ | |||
+ | '''Results:''' Added varying concentrations of phage based on Dan’s plaque assays to different concentrations of 10G cells inoculums. Plate all starting concentrations to get CFUs for inoculums. Doing this all in a 96 well plate on the TECAN in the Kiefer lab. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | |||
+ | ==='''September 18th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' More T4 growth curves. | ||
+ | |||
+ | '''Results:''' Ran more inoculums. Set up the machine to run longer because we weren’t reaching lag for a bunch of isolates. Also shook the plate more to get more oxygen in there. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | |||
+ | ==='''September 19th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Ran growth curves again start the combinatorial library stuff (see protocol). | ||
+ | |||
+ | '''Results:''' More inoculums wooooo. Digest gel looked good. Equilibrated the gel purified product concentrations. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | |||
+ | ==='''September 20th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Pick colonies into a library. | ||
+ | |||
+ | '''Results:''' Picked two 384 well plates worth of colonies and added 10 µg/ml of arabinose. I then added 10<sup>3</sup> phage. Will screen for growth tomorrow. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''September 21st'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Read OD of combinatorial library. | ||
+ | |||
+ | '''Results:''' There seems to be some hits, set them up under the same concentrations with 4 different arabinose concentrations. See if survival is arabinose dependant. | ||
+ | |||
+ | <html> | ||
+ | <a name="sepweek4"></a> | ||
+ | </html> | ||
+ | |||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
==='''September 22nd'''=== | ==='''September 22nd'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Read OD induced survivors | ||
+ | |||
+ | '''Results:''' There looks like there is a trend of survial at intermediate arabinose concentrations. | ||
+ | |||
'''Experimenter''': Anna Müller | '''Experimenter''': Anna Müller | ||
Line 41: | Line 343: | ||
'''Results:''' will follow. | '''Results:''' will follow. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''September 23rd'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Picked out hits from screen into a 96 well plate. Did growth with 10^3 phage. Michael also helped me do 45 colony PCRs, they all have 5kb bands (except for a couple) suggesting that cas9 is in the contruct. | ||
+ | |||
+ | '''Results:''' Ran another TECAN run overnight. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | ==='''September 24th'''=== | ||
+ | |||
+ | '''Experimenter''': Cam Strachan | ||
+ | |||
+ | '''Aim:''' Analyze 5 tones of growth data. | ||
+ | |||
+ | '''Results:''' Looks like there is a partition between survivors an diers. Summarized all this data for joel to see if it fits the models. | ||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> | ||
+ | |||
+ | |||
+ | <br> | ||
+ | |||
+ | <html> | ||
+ | |||
+ | <div> | ||
+ | <center> | ||
+ | |||
+ | <a href="https://2013.igem.org/Team:British_Columbia/Notebook"> | ||
+ | <img width="180" class="icon" src="https://static.igem.org/mediawiki/2013/7/79/UBCReturnArrow.png" | ||
+ | onmouseover="this.src='https://static.igem.org/mediawiki/2013/8/8a/UBCReturnNotebook2.png'" | ||
+ | onmouseout="this.src='https://static.igem.org/mediawiki/2013/7/79/UBCReturnArrow.png'"/></a> | ||
+ | </center> | ||
+ | </div> | ||
+ | |||
+ | |||
+ | </html> | ||
+ | |||
+ | <html> | ||
+ | <div align="right"><a href="#top">Top of Page</a></div> | ||
+ | </html> |
Latest revision as of 03:05, 29 October 2013
iGEM Home
Team CRISPR
July 3
List of BioBricks that are/will be on the way:
Cas9:
- Cas9 - Joe and Anna
- pTet -
- const. promoter + Cas9 - Joe
- promoter + Cas9 + Leader + R + spacer + R (on Kan)
- L + R + spacer + R
Target:
- tracerRNA
- repeat + spacer + repeat -
- leader - Ray, Fisal, Dan
Decoy:
- PAM + spacer (on Amp)
July 4th
Experimenter: Cam Strachan
Aim: Phosphorylate and assemble T4, T7, and tracrRNA ordered oligos for decoy plasmids.
Results: Oligonucleotides were assembled using the assembly from annealed oligos protocol.
July 5th
Experimenter: Cam Strachan
Aim: Ligated annealed oligos into pSB1C3, cut with E and S, and transform into 10G heat competent cells. Cells were recovered in 300 µL and 25 µL was plated along with a no insert control.
Results: NA
July 6th
Experimenter: Cam Strachan
Aim: Select colonies for screening
Results: Approximately 100 colonies were present for both the T4, T7 and tracr RNA spacers with approximately 10 colonies on the background plate. Colony PCR with VF and VR2 confirmed bands at approximately 350bp. 3 colonies from both T4, T7 and tracrRNA plates were sent for Sanger sequencing through Genewiz.
July 9th
Experimenter: Cam Strachan
Aim: Phosphorylate, ligate and amplify oligos for T4 and T7 repeat-spacer arrays.
Results: The T4 and T7 spacers, repeat and the Repeat-BB Suffix oligonucleotides were phosphorylated with T4 PNK.
All oligonucleotides were mixed in equimolar amounts at a final concentration of 10 nM each, annealed and ligated and PCR amplified according to the repeat-assembly protocol.
July 10th
Experimenter: Anna Müller
Aim: PCR the cas9 gene from Streptococcus thermophilus cells.
Results: Unsuccessful no bands were seen on the agarose gel.
July 10th
Experimenter: Cam Strachan
Aim: Gel purify assembled sequences.
Results: The PCR product from yesterday was loaded into a 10% TBE-PAGE gel and run at 100V until the blue marker ran off. Bands corresponding to one (148 bp) and two (219 bp) were excised and purified.
July 11th
Experimenter: Cam Strachan
Aim: Finish purification, cut, ligate and transform repeat-spacer assemblies
Results: Gel slurries were filtered and ethanol precipitated and quantified. Products were cut with E+S, ligated into PSB1C3 and transformed.
July 12th
Experimenter: Cam Strachan
Aim: Finish purification, cut, ligate and transform repeat-spacer assemblies
Results: Gel slurries were filtered and ethanol precipitated and quantified. Products were cut with E+S, ligated into PSB1C3 and transformed.
July 15th
Experimenter: Cam Strachan
Aim: Screen/confirm insert length.
Results: 5 colonies from the single insert and 10 colonies from the double insert plate were screened via colony PCR for correct insert length. Three positive colonies from the single insert and 6 positive colonies from the double insert were inoculated for overnight cultures.
July 17th
Experimenter: Cam Strachan
Aim: Figure out why no T7 sequences were assembled.
Results: Sequencing results showed that the T4 spacer was correctly assembled into the repeat-spacer-arrays for single and double inserts. Unfortunately, no T7 spacers were incorporated in the assembly. After going over the sequence of the oligonucleotides with Mike, this is most likely because one of the T7 splint sequences was not correctly designed; we accidentally left the PAM site in it (which would have prevented ligation). The splint was redesigned and reordered; also designed and ordered a second set of different T4 and T7 spacers.
July 22nd
Experimenter: Cam Strachan
Aim: Restart assembly with fixed splint
Results: The repeat-spacer assembly was restarted with the fixed T7 splint and the new spacers and splints. New splints were phosphorylated with T4 PNK.
All oligonucleotides were mixed in equimolar amounts at a final concentration of 10 nM each, annealed and ligated and PCR amplified according to the repeat-assembly protocol.
July 23rd
Experimenter: Cam Strachan
Aim: Gel purify assembled sequences.
Results: The PCR product from yesterday was loaded into a 10% TBE-PAGE gel and run at 100 V until the bromophenol blue marker ran off. Bands corresponding to one (148 bp) and two (219 bp) were excised and purified.
July 24th
Experimenter: Cam Strachan
Aim: Cut, ligate and transform repeat-spacer assemblies
Results: Gel purification products were quantified with the Qubit. Single inserts for T7 and the new T4 and T7, and double inserts for T4+T7 (original set) were cut with E+S, ligated into PSB1C3 and transformed.
July 25th
Experimenter: Cam Strachan
Aim: Screen/confirm insert length.
Results: 5 colonies from each of the single insert and 10 colonies from the double insert plates were screened via colony PCR for correct insert length. Two positive colonies from each of the single insert and 6 positive colonies from each of the double inserts were inoculated for overnight cultures.
July 26th
Experimenter: Cam Strachan
Aim: Miniprep and prepare for sequencing
Results: Miniprepped overnight cultures from yesterday and send to sequence confirm.
July 29th
Experimenter: Cam Strachan
Aim: Analyze sequencing results
Results: Based on the sequencing results, the single insert T7, new T4 and T7 and the double T4 and T7 inserts were correctly assembled. The constructs were given to Joe to add promoters and a terminator via standard assembly.
September 16th
Experimenter: Cam Strachan
Aim: Set up T4 phage growth curves.
Results: Added varying concentrations of phage based on Dan’s plaque assays to different concentrations of 10G cells inoculums. Plate all starting concentrations to get CFUs for inoculums. Doing this all in a 96 well plate on the TECAN in the Kiefer lab.
September 18th
Experimenter: Cam Strachan
Aim: More T4 growth curves.
Results: Ran more inoculums. Set up the machine to run longer because we weren’t reaching lag for a bunch of isolates. Also shook the plate more to get more oxygen in there.
September 19th
Experimenter: Cam Strachan
Aim: Ran growth curves again start the combinatorial library stuff (see protocol).
Results: More inoculums wooooo. Digest gel looked good. Equilibrated the gel purified product concentrations.
September 20th
Experimenter: Cam Strachan
Aim: Pick colonies into a library.
Results: Picked two 384 well plates worth of colonies and added 10 µg/ml of arabinose. I then added 103 phage. Will screen for growth tomorrow.
September 21st
Experimenter: Cam Strachan
Aim: Read OD of combinatorial library.
Results: There seems to be some hits, set them up under the same concentrations with 4 different arabinose concentrations. See if survival is arabinose dependant.
September 22nd
Experimenter: Cam Strachan
Aim: Read OD induced survivors
Results: There looks like there is a trend of survial at intermediate arabinose concentrations.
Experimenter: Anna Müller
Aim: Digest T4, T7 spacer sequence with PAM site(decoy construct) with EcoRI and SpeI to later on ligate into plasmid with ampicillin resistance.
Results: will follow.
Aim: Digest PsBIA3 plasmid with ampicillin resistance with EcoRI and SpeI to construct the decoy plasmides.
Results: will follow.
September 23rd
Experimenter: Cam Strachan
Aim: Picked out hits from screen into a 96 well plate. Did growth with 10^3 phage. Michael also helped me do 45 colony PCRs, they all have 5kb bands (except for a couple) suggesting that cas9 is in the contruct.
Results: Ran another TECAN run overnight.
September 24th
Experimenter: Cam Strachan
Aim: Analyze 5 tones of growth data.
Results: Looks like there is a partition between survivors an diers. Summarized all this data for joel to see if it fits the models.