Labs

Lab writeups:

  • Week 1 Lab: Pipetting

    Contents Dilution Practice Lab Practice Dilution practice 1 The stock concentration of a mystery substance (MS) is 5 M. Calculate how to dilute to 100 µM (0.1 mM).

  • Week 2 Lab: Gel Electrophoresis Art

    Contents: Planning Lab Prep Gel Art Planning Notes: i don’t have lambda DNA, but i do have Escherichia coli BL21 genomic DNA and a small collection of various plasmids and PCR products of varying rates. we also have a handful of restriction enzymes but not a lot, and mostly not common ones. i think my strategy is going to be: sketch out a design run a restriction digest on the E. coli genomic DNA to get a bunch of different-sized fragments. doesn’t particularly matter which one i think. run the digest on a gel, and purify out the fragments of the size i want with a Qiagen or NEB kit; note: i am going to have to elute with pretty small volumes to keep them concentrated enough to show up in subsequent gels. run a new gel with the purified fragments based on the design (possibly augmenting with PCR products if desired for brightness/intensity). take photo to show off for whatever reason, neither uploading Genbank files and downloading accession files for the E. coli genomic assembly in Benchling is working for me. i suspect it probably has to do with the size of the files and speed (or lack thereof) of my internet. so i can’t do much in-silico planning and testing. but i think my plan will work without it. it just means i’ll have to do more testing during instead of thinking/planning prior. Lab Prep: Sketch out a design. I found a photo of the Portland skyline with Mt. Hood in the background from the City of Portland’s Instagram. Photo credit: @james.is.jumbled. I traced the lines of primary visual components to get a line art style drawing, and then split it into a grid of 16 columns, for the 16 wells for the largest gel comb I have available. I recreated the gridded line art, scaled to a printout of the 1kb+ gel ladder, to approximate the size DNA fragments I would need in each column.

  • Week 3 Lab: Opentrons Art

  • Week 4 Lab: Protein Design Part I

    No lab this week; see week 4 homework instead.

  • Week 5 Lab: Protein Design Part II

    No lab this week; see week 5 homework instead.

  • Week 6 Lab: Gibson Assembly

  • Week 7 Lab: Neuromorphic Circuits

    We started off our node’s discussion of the neuromorphic circuits based off of a couple example circuits developed by TA Steven with help from ClaudeAI. Because I feel like I don’t really understand the analog vs binary computing, I was most interested in the design that explored that aspect. Option C: Competing Inhibitors Concept: One dominant ERN (CasE, high dose) controls the whole network. It kills both Csy4 and the green output directly.

  • Week 9 Lab: Cell-Free Systems

    Unfortunately, this lab is not available for remote participation.

  • Week 10 Lab: Mass Spectrometetry

    Unfortunately, this lab was not available for remote participation. See this week’s homework for data analysis.

Subsections of Labs

Week 1 Lab: Pipetting

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Contents

Practice

Dilution practice 1

The stock concentration of a mystery substance (MS) is 5 M. Calculate how to dilute to 100 µM (0.1 mM).

$$ C_1 V_1 = C_2 V_2 $$ $$ (5,000,000 \mu M)* V_1 = (10,000 \mu M)* (500 \mu L) $$ $$ (5,000,000 \mu M)* V_1 = 5,000,000 \mu M * \mu L $$ $$ V_1 = 1 \mu L $$

$$ V_{diluant} = V_2 - V_1 $$ $$ V_{water} = 500 \mu L - 1 \mu L $$ $$ V_{water} = 499 \mu L $$

$$ C_2 V_{2B} = C_3 V_3 $$ $$ (10,000 \mu M)* V_{2B} = (100 \mu M) * (100 \mu L) $$ $$ (10,000 \mu M)* V_{2B} = 10,000 \mu M * \mu L $$ $$ V_{2B} = 1 \mu L $$

$$ V_{diluant2} = V_3 - V_{2B} $$ $$ V_{water2} = 100 - 1 \mu L $$ $$ V_{water2} = 99 \mu L $$

For the first step, I would use 1 µL of the stock solution diluted into 499 µL of water to make 500 µL of a 10,000 µM solution. Then for the next step, I would use 1 µL of the 10,000 µM dilution, diluted into 99 µL of water to make 100 µL of a 100 µM solution.

Dilution practice 2

  1. The stock concentration of a mystery substance (MS) is 5 M. If the molar mass of MS is 532 g/mol, what’s the concentration of the stock concentration in g/mL? $$ 5 M = 5 \frac{mol}{L} $$ $$ 5 \frac{mol}{L} * 532 \frac{g}{mol} = 2,660 \frac{g}{L} $$ $$ 2,660 \frac{g}{L}* \frac{1L}{1,000 mL} = 2.66 \frac{g}{mL} $$

  2. You will perform a serial dilution to get 100 uM of MS. Devise a plan to dilute a 5 M MS solution to 100 uM. How many dilution steps will we need? Which tubes should we use? Which pipettes?
    We will need two empty microtubes. For the first step, we’ll use a P20 for the stock solution, and a P1000 for the water. For the second step, we’ll use a P20 for dilution 1, and a P200 for the water.

graph LR;
  A[stock solution 5M] -->|1µL stock into 499µL water| B[dilution 1: 10,000µM]
  B -->|1µL dilution1 into 99µL water| C[final dilution: 100 µM]
  1. Fill out the following chart to prepare a final reaction with 60 uL reaction volume. Why did we make 100 uM MS if we actually need 40 uM MS? Why not prepare 40 uM in serial dilutions?
ReagentStock concentrationDesired concentrationVolume
Loading dye6X1X10 µL
MS100 uM40 uM24 µL
dH2On/an/a26 µL

$$ C_{dye stock} V_{dye} = C_{dye final} V_{total} $$ $$ (6X) V_{dye} = (1X)* (60 µL) $$ $$ V_{dye} = \frac{60}{6} µL = 10 µL $$
$$ C_{MS stock} V_{MS} = C_{MS final} V_{total} $$ $$ (100 µM) V_{MS} = (40 µM)* (60 µL) $$ $$ V_{MS} = \frac{40*60 µM µL}{100 µM} = 24 µL $$
$$ V_{total} = V_{dye} + V_{MS} + V_{d H_2 O} $$ $$ 60 µL = 10 µL + 24 µL + V_{d H_2 O}$$ $$ V_{d H_2 O} = 60-10-24 µL = 26 µL $$

If we had 40 µM MS, then when we added the loading dye, it would be diluted below 40 µM. So we need to have a high enough concentration of MS, that we can add loading dye to 1X concentration and still reach a final MS concentration of 40 µM.

Lab

Part 1: Mixing Color

I made my stock color solutions by adding dye to approximately 5 ml water in three different 12 ml test tubes: 3 drops of yellow dye, 1 drop of blue dye, 2 drops of red dye, and then vortexing to mix.

Following the protocol, I obtained 6 colors. Step 4 was done with P20 and P200 in steps as described; steps 5 and 6 were done in single steps with the P1000 and P200 respectively. standard color solutions standard color solutions

I made an additional 4 colors as follows:

  1. Lime: 300 ul yellow, 50 ul blue
  2. Teal: 25 ul yellow, 600 ul blue
  3. Coral: 300 ul red, 50 ul yellow, 25 ul blue, 300 ul water
  4. Slate: 100 ul red, 300 ul blue, 300 ul water extra color solutions extra color solutions

My step 7 artwork is below and also the above cover image. rainbow rainbow

Part 2: Performing Serial Dilution

I don’t know what the Mystery Substance (MS) is supposed to be. I used some purified pUC19 plasmid, at a concentration of 197 ng/ul because that’s something I had available. It’s a double-stranded DNA, so the molecular weight would be around 660 g/mol per base pair, or a total of $660 \frac{g/mol}{bp} * 2.7 kb = 1,800 kg/mol$ approximately. Therefore, my stock concentration is $ 0.197 \frac{g}{L} * \frac{mol}{1,800,000 g} = 1.094E-7 mol/L = 0.11 uM = 110 nM$.

To get an arbitrarily chosen 1 nM stock, I did the following serial dilution:

$$ C_1 V_1 = C_2 V_2 $$ $$ (110 nM) V_1 = (10 nM)(50 ul) $$ $$ (110 nM) V_1 = 500 nM*ul $$ $$ V_1 = 4.5 ul $$

graph LR;
  A[0.11 uM stock solution ] -->|4.5 uL stock into 45.5 uL water| B[dilution: 0.01 uM]

Then I made the final solution according to the table. Again, the MS desired concentration was chosen arbitrarily.

ReagentStock concentrationDesired concentrationVolume
Loading dye6X1X10 µL
MS10 nM1 nM6 µL
dH2On/an/a44 µL

I added 20 ul of the final solution to an agarose gel (1% w/v). I made the agarose gel by measuring out 0.5 g of agarose, and adding it to 50 ml of 1x TAE buffer, then microwaving until melted. I poured it into a gel mold with a well comb and let set fully before putting into the electrophoresis set-up to practice loading into a well. one well loaded in gel one well loaded in gel

Week 2 Lab: Gel Electrophoresis Art

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Contents:

Planning Notes:

  • i don’t have lambda DNA, but i do have Escherichia coli BL21 genomic DNA and a small collection of various plasmids and PCR products of varying rates.
  • we also have a handful of restriction enzymes but not a lot, and mostly not common ones.
  • i think my strategy is going to be:
    1. sketch out a design
    2. run a restriction digest on the E. coli genomic DNA to get a bunch of different-sized fragments. doesn’t particularly matter which one i think.
    3. run the digest on a gel, and purify out the fragments of the size i want with a Qiagen or NEB kit; note: i am going to have to elute with pretty small volumes to keep them concentrated enough to show up in subsequent gels.
    4. run a new gel with the purified fragments based on the design (possibly augmenting with PCR products if desired for brightness/intensity).
    5. take photo to show off
  • for whatever reason, neither uploading Genbank files and downloading accession files for the E. coli genomic assembly in Benchling is working for me. i suspect it probably has to do with the size of the files and speed (or lack thereof) of my internet. so i can’t do much in-silico planning and testing. but i think my plan will work without it. it just means i’ll have to do more testing during instead of thinking/planning prior.

Lab Prep:

  1. Sketch out a design.
    I found a photo of the Portland skyline with Mt. Hood in the background from the City of Portland’s Instagram. Photo credit: @james.is.jumbled. I traced the lines of primary visual components to get a line art style drawing, and then split it into a grid of 16 columns, for the 16 wells for the largest gel comb I have available. I recreated the gridded line art, scaled to a printout of the 1kb+ gel ladder, to approximate the size DNA fragments I would need in each column. Portland skyline Portland skyline lineart lineart

  2. Restriction digest E. coli gDNA.

    • 10 ul E. coli BL21 gDNA (125 ng/ul)
    • 5 ul rCutSmart buffer
    • 1 ul MspI (2018)
    • 1 ul SpeI-HF (2015)
    • 1 ul XbaI (2015)
    • 2 ul NdeI (2009)
    • 34 ul ultra-pure water
    • Combined the above components in a microtube (50 ul total reaction volume) and vortexed to mix. Incubated at 37C for an hour. Note that all enzymes are from NEB and are all past their expiration dates, but have been stored in a -20C freezer the whole time.
  3. Gel purification of DNA fragments.
    I re-used an old gel for this first run. I combined 3ul of ladder with 2ul SYBR Green I dilution (diluted 1:50) and around 0.5ul loading dye on a scrap of parafilm, and loaded this mixture into well 5. I added 6ul of SYBR Green I dilution into the restriction digest along with 10ul of loading dye. I loaded around 33ul each into 2 lanes. I ran this electrophoresis for 40 minutes at 180mV. Lanes:

    1. 1kb+ ladder (NEB)
    2. Multi-enzyme digested E. coli gDNA
    3. Multi-enzyme digested E. coli gDNA
    4. PCR product
    5. PCR product
    6. PCR product gDNA digest gel imaging gDNA digest gel imaging

It was just smears, which I suppose isn’t too surprising, considering that I started with gDNA and all my enzymes were expired. From this gel, I cut out smears from the multi-enzyme digests at the following ranges: 1-0.1kb, 0.7-0.1kb. Using a Qiagen Qiaquick gel purification kit, I purified these semars individually. All purifications were eluted with 30 ul of elution buffer. I added these to tubes of PCR products for my gel art palette.

To another gel, I loaded the following into the wells, mixing each with 1ul of loading dye on parafilm prior to loading:

  1. ladder
  2. 10ul A
  3. 2ul A
  4. 1ul A
  5. linearized plasmid
  6. 15ul B
  7. 2ul B
  8. 1ul B
  9. 5ul A smears gel imaging smears gel imaging

These are not super clear, but I cut out additional smears from lanes 1, 6, and 9 at the following ranges: 0.5-0.1kb, 0.2-0.1kb. Eluted these with 25ul of elution buffer. Added these to my palette above: tubes .

This left me with the following palette (all sizes and size ranges are approximate):

  • A. PCR product: 6kb
  • B. PCR product: 5kb
  • C. PCR product: 4kb
  • D. PCR product: 3kb
  • E. PCR product: 1kb
  • F. PCR product: 700bp
  • G. PCR product: 650bp
  • H. PCR product: 500bp
  • J. PCR product: 200bp
  • K. PCR product: 100bp
  • L. smear from 100bp-1kb
  • M. smear from 100bp-700bp
  • N. smear from 100bp-500bp
  • O. smear from 100bp-200bp

Note that J and K are low concentration, and the smears didn’t show up well on the test plate, so I’m going to use larger volumes of those than I am for the rest.

I re-drew my gridded lineart with the PCR products that I know I have. new lineart new lineart

Gel Art lab

I cast a new electrophoresis gel by dissolving 1.3g agarose in 130ml 1x TAE, and pouring into a larger gel mold. This fit a comb with 16 wells. I allowed this to set before transferring into an electrophoresis set-up filled with 1x TAE. I loaded the following combinations into the wells, mixing each on parafilm with both 2ul of SYBR GreenI (50x dil) and appropriate volumes of loading dye, prior to loading. PCR products were 2ul each, except J and K which were 4ul each. Smears (L, M, N, O) were all in the range of 4-10ul per well.

  1. ladder
  2. empty well
  3. E, L, I
  4. J, O
  5. H, N
  6. D, I, O
  7. C, F, M, H, I
  8. B, F, M
  9. A, J, O
  10. B, I, O
  11. C, J, O
  12. D, F, M
  13. J, O
  14. G, N, I
  15. H, N, J
  16. empty well

Ran gel at 200V for around a half hour.

gel art comparison gel art comparison

Not all the bands are the same brightness, which I can probably attribute to the variable DNA concentration of my various PCR products. It also looks like I must’ve mixed up the 4kb and 5kb tubes. None of the smears showed up at all, which was a little disappointing. Overall though, the art turned out pretty well, I think, even if it was more trial and error than in-silico design and then execution.

Week 3 Lab: Opentrons Art

Week 4 Lab: Protein Design Part I

No lab this week; see week 4 homework instead.

Week 5 Lab: Protein Design Part II

No lab this week; see week 5 homework instead.

Week 6 Lab: Gibson Assembly

Week 7 Lab: Neuromorphic Circuits

We started off our node’s discussion of the neuromorphic circuits based off of a couple example circuits developed by TA Steven with help from ClaudeAI. Because I feel like I don’t really understand the analog vs binary computing, I was most interested in the design that explored that aspect.

Option C: Competing Inhibitors Concept: One dominant ERN (CasE, high dose) controls the whole network. It kills both Csy4 and the green output directly.

CasE (strong) ──kills──▶ Csy4 (weak, dies)
──kills──▶ mNeonGreen (green, OFF)

Csy4 (dead) ──can’t kill──▶ PgU (survives, but has nothing to do)

GroupPlasmidAmountRole
X1CasE200 ngDominant enzyme
X1eBFP250 ngBlue control light
X2Csy4_rec_CasE100 ngCsy4, killed by CasE
X2mMaroon150 ngMaroon control light
X3PgU_rec_Csy4100 ngPgU, freed because Csy4 is dead
BiasCasE_rec_mNeonGreen150 ngGreen, killed by CasE
Expected result: Blue ON, Maroon ON, Green OFF

Why it’s interesting: Shows that dosage (ng amounts) determines who wins. You could run a second experiment with CasE reduced to 50 ng to see if the outcome changes — demonstrating the analog nature of the circuit.

Worth noting that there was significant confusion over the way that Claude worded the “Roles” of the Enzyme_rec_output constructs. The correct interpretation is as follows: CasE_rec_mNeonGreen means that the plasmid encodes for mNeonGreen with a recognition site for CasE (therefore, it is amount of mNeonGreen minus amount of CasE to determine if fluorescent green is present).

I was interested in the analog/dosing aspect of this circuit, but I thought it might be more interesting to include a different color, so we would see either Green or a different fluorescence, depending on which enzyme there was more of.

My first attempt looked like this:

Circuit NameTransfection GroupContentsConcentration (ng/ul)DNA wanted (ng)
JKScircuit-1X1PgU50200
JKScircuit-1X1eBFP250100
JKScircuit-1X2PgU_rec_Csy45050
JKScircuit-1X2mMaroon150100
JKScircuit-1BiasPgU_rec_mNeonGreen50100
JKScircuit-1BiasCasE_rec_Csy4_rec_mKO250100

I figured that if there was more PgU than Csy4, then it would output orange. But if there was more Csy4 than PgU then it would output green. This is because PgU subtracts from mNeonGreen output, Csy4 subtracts from mKO2 output, and PgU subtracts from Csy4 output. So if there is high PgU, then mNeonGreen is not expressed; there is not enough Csy4 to compete with the PgU, and since there is not Csy4, there is nothing to inhibit the mKO2 output. If there is high Csy4, then there is not enough PgU to inhibit mNeonGreen (because it is mostly used up in competing with Csy4), and the remaining Csy4 inhibits mKO2. I figured that since I don’t have any CasE expressed in my system, it doesn’t matter that CasE could also inhibit mKO2. eBBFP2 and mMaroon1 are controls to check for transfection efficiency. I had the unbalanced DNA amounts because that tests the analog computing that I was interested in.

Unfortunately, this first attempt gave an error when I tried to put it into the Neuromorphic Wizard tool. Looking through our forum discussion post, I was able to somewhat troubleshoot off of this explanation TA Steven got from ClaudeAI when he was trying to troubleshoot Jessica Wu’s circuit:

Why it failed:

  1. The Predict API only accepts X1 + X2 groups (no OR, NOT, Bias etc.)
  2. Each group must have exactly: marker + ERN + ERN_rec_output

Based off this, I changed the Transfection Group for the last two lines from Bias to X1 or X2; because even though that’s what was in the example given in the lab, this suggested that the Neuromorphic Wizard API could only accept X1 and X2. So my second attempt looked like this:

Circuit NameTransfection GroupContentsConcentration (ng/ul)DNA wanted (ng)
JKScircuit-2X1PgU50200
JKScircuit-2X1eBFP250100
JKScircuit-2X2PgU_rec_Csy45050
JKScircuit-2X2mMaroon150100
JKScircuit-2X2PgU_rec_mNeonGreen50100
JKScircuit-2X1CasE_rec_Csy4_rec_mKO250100

Unfortunately, this still gave an error. I suspect that the PgU_rec_Csy4 and PgU_rec_mNeonGreen being in the same transfection group is outside the bounds of what the API could accept, but biologically, I don’t think this would be a problem. Essentially, I am using PgU_rec_Csy4 as an ERN instead of as a ERN_rec_output. The proper solution is probably to instead put PgU_rec_mNeonGreen into an X3 group instead of in X2 with the PgU_rec_Csy4, but we didn’t have enough colors to use as transfection controls since I wanted to use two colors as outputs.

TA Steven put my circuit into ClaudeAI to troubleshoot as well, and gave me this feedback:

Fixed. Here’s what changed:

OriginalFixedWhy
X2: PgU_rec_Csy4 (output, no ERN)X2: Csy4 (ERN)X2 needs a standalone ERN
X2: mMaroon1X2: mKO2API only recognizes eBFP2/mKO2 as markers
X1: CasE_rec_Csy4_rec_mKO2X1: Csy4_rec_mNeonGreenNo CasE source existed; output should be mNeonGreen
X2: PgU_rec_mNeonGreenkeptValid output, inhibited by PgU from X1

Circuit logic: PgU (X1, 200ng) ────inhibits────▶ PgU_rec_mNeonGreen (X2)
Csy4 (X2, 50ng) ────inhibits────▶ Csy4_rec_mNeonGreen (X1)

This is an asymmetric cross-inhibition — PgU is dosed 4x heavier than Csy4, so X1 should dominate the competition. The heatmap should show stronger suppression along the X1 axis. Total DNA: 600ng (under limit).

This is frustrating because I’m pretty sure this is a limitation of the Neuromorphic Wizard API, and my circuit is biologically sound. The first one is what I suggested originally, that I am using PgU_rec_Csy4 as an ERN instead of as a ERN_rec_output. I’m not sure why X2 needs a standalone ERN. The second one is just that it doesn’t accept mMaroon1 as a marker, which is odd because it’s listed on the Parts list as an option. The third one is what I explained earlier; that since I don’t have any CasE expressed in my system, it doesn’t matter that CasE could also inhibit mKO2.

While I would have liked to see experimentally what would happen with my design, since I do think it’s valid biologically, we wanted to submit validated circuits only, since each node could only submit two circuits. So TA Steven submitted my circuit that was fixed by Claude because it was able to give a valid output on the Predict tab of the Neuromorphic Wizard.

Results:

heatmap heatmap

I’m honestly not sure if this shows what I’d expect. I’m unclear on what these heatmaps are actually showing. Like I know that each dot is a cell that was transfected with the same things, but I’m not sure what exactly that means in regards to my circuit. I think I probably need to rewatch the lecture for clarity.

Week 9 Lab: Cell-Free Systems

Unfortunately, this lab is not available for remote participation.

Week 10 Lab: Mass Spectrometetry

Unfortunately, this lab was not available for remote participation. See this week’s homework for data analysis.