Oligometrics.com "into the weeds"




E. coli can acquire antibiotic resistance from a trace of antibiotic contamination.

It was quite a shock to perform control experiments wherein supposedly wild type E. coli was streaked out on agar plates containing ampicillin, only to discover that quite a few colonies formed, which meant of course some of the bacterial cells had acquired the gene for antibiotic resistance. When E. coli that has never been exposed to ampicillin is used in the control, it is invariably true that no colonies ever form. So, our wild type cells had obviously been exposed to ampicillin at some point, and found a way to start making an ampicillin-destroying enzyme. The explanation lies in the techniques used in the lab: plastic pipettes are routinely rinsed in water and then sterilized with alcohol before being allowed to dry in their original paper sleeve before being reused. (Note: we are reducing our plastics waste while saving money on new pipettes!) There appears to be no down side to this technique in terms of sterility, since poured agar plates, prepared utilizing alcohol-sterilized plastic pipettes, show no signs of extraneous growth after several weeks held at room temperature. But, after segregating amp and non-amp plastic labware, the problem of amp-resistance creeping in to wild type E. coli disappeared. This means that prior to segregating the pipettes, even rinsed pipettes carried over enough ampicillin to give a few cells the ability to become amp-resistant, a tiny amount of antibiotic by any standard. It also gives rise to the question: how on earth can E. coli learn to become amp-resistant in a such short time (a week or two)? Do the cells constantly adapt to foreign molecules and find ways to metabolize them? Does this have implications regarding a cell's "molecular immune system" to say nothing about antibiotic resistance in general?

Inserted genes are lost unless they are essential for survival.

Contemplate for a moment a wonder organism that can:

a) grow in arid conditions or in seawater
b) produce large amounts of energy-rich material (such as oil)
c) be harvested easily and processed cheaply to recover the energy-rich material.

The above sounds fantastic: all we have to do is get busy on the genetic engineering part to transform, say, algae, into this wonder organism. But, there seems to be a catch. Bacteria that grow in the presence of an antibiotic only survive because they always produce an enzyme that destroys the antibiotic. Take away the antibiotic, and they soon stop making the enzyme. Future generations are susceptible to the antibiotic--in effect, the bacteria have to relearn to destroy it (see above). Or, they can be transformed with fresh plasmid which harbors the gene for antibiotic destruction, and they start to survive. If a separate useful protein is coded by the DNA that codes for antibiotic destruction, then in the process of maintaining antibiotic resistance, the bacteria will also make the useful protein if the gene for making it is turned on. This appears to be true for 50-100 generations. It has been found that if a bacterium which has been engineered to make GFP is maintained by repeatedly transferring it to fresh culture medium (that is, keeping it alive for well more than 100 generations), eventually it stops producing GFP, even though it is still making the protein which destroys antibiotic. This is interpreted as the bacterium learning to stop wasting its metabolic energy on making GFP since the GFP confers no advantage to the bacterium--unlike the antibiotic destroying enzyme, which of course is crucial for survival if antibiotic is present. In short, without environmental pressure, wasteful genes are eventually shut down, evidently as part of an overall survival mechanism, which strives for maximum efficiency. This has significant implications for the photosynthetic wonder organism we started with, since clearly making oil does not confer a benefit to the organism--and tends to put a damper on getting busy doing the genetic engineering, if all that work is going to be ignored by the organism, eventually.


gfp
Different phenotypes can be distinguished by careful observation.

Phenotype refers to the outward, visible traits an organism displays which are derived from inheritance. Thus, the size of an elephant's ears would be a phenotype, but an elephant's ability to stand on its front legs after it has been trained would not be a phenotype. (It could be argued that an elephant's ability to be trained at all is a phenotype, distinguishing it from other elephants and other species.) The part that gets inherited is of course carried by genes, and so the specific genetic attributes that an organism has (mostly DNA sequences) are called genotypes. Generally speaking, a change in the genotype can result in a new phenotype, if the genetic changes manifest themselves in observable ways. Often, changes in genotype are silent and result in no apparent new phenotype. But if a new phenotype is observed, it is a good bet a corresponding genotype change is present. This is why picking E. coli colonies that look different from the colonies that have not undergone a genetic change is so fruitful, and usually results in finding a new genotype. Note that in these cases, the changes are in the genes carried by plasmids, making it a relatively simple matter to isolate the genes and characterize them (that is, obtain their DNA sequences).


Two rounds of selection optimize genotype isolation.

The protocol which has been adopted in this laboratory was born partly out of a desire to use the old-school DNA isolation method, which allows one to actually see a DNA precipitate (and costs practically nothing), and partly to increase the chances that DNA sent off to be sequenced actually has the expected sequence. In addition, growing E. coli in overnight cultures to obtain enough cells for DNA isolation is simple enough that the two step procedure boils down to adding some extra time to the process of getting results, with the advantage of much greater confidence in the results, without wasting too much money sequencing useless DNA. The protocol involves first transforming E. coli with plasmids that have been constructed for the purpose of a particular experiment, streaking out the transformed cells, and selecting colonies which appear different. Different generally means a different level of brightness observed in the green fluorescence, sometimes brighter and sometimes less bright, compared to the unchanged organism. The plasmid construction protocols, which vary, usually involve placing new DNA into the plasmid and also the possibility of reinserting the old DNA from the original plasmid back into its original place, which gives back the same genotype (and phenotype) as was started with, i.e. the transformed but unchanged organism. Now, once a colony is picked, it is suspended in 2 ml of culture medium and allowed to grow overnight. At this point, that DNA could be isolated using a kit and sent off for sequencing, with a real chance the unchanged organism had been selected, since often, the phenotype changes are quite subtle and hard to distinguish. However, the DNA is isolated via a non-kit protocol (see "Molecular Cloning," Sambrook, J. and Russell, D.W. 3rd ed., Cold Spring Harbor Press, 2001) which works every time to give DNA which transforms cells easily. This DNA is not pure enough for sequencing or for further plasmid manipulation. In the second step, the non-kit DNA is used to transform cells, these are streaked out, and the phenotype is often confirmed--namely, a bright clone will appear bright, or a dim one will appear dim, provided the original different colony was picked and accurately characterized in the first place. Colony selection occurs once again (see the side bar), only this time the colony is grown in 4 ml of culture overnight, and the DNA is kit-isolated, giving material pure enough for sequencing or for further plasmid manipulations.


Routine maintenance of cultures can yield surprising and useful results.

After using E. coli in the lab for several months, it became evident that it can take on characteristics that are peculiar to the lab environment. Its ability to acquire ampicillin resistance after growing in the presence of trace amounts of the antibiotic has been noted above. When these same cells are streaked out on fresh agar (without amp) and then several colonies are picked and again streaked out on agar, the resultant cells take on new characteristics: a) they become susceptible to amp, and b) certain cultures take on the beneficial property of adhering less tightly to the plastic centrifuge tubes used in their manipulation. This is useful, since it is often necessary to re-suspend cells in media or some other solution, and it is quite tedious to vortex tubes (especially by hand) and have the cells remain stuck to the plastic in the pellet at the bottom of the tube for extended periods. It also may be important to suspend cells gently once they become competent, since their cell walls are now fragile. The new non-sticky phenotype, however, re-suspends easily, greatly speeding up most cell manipulations. So,the details of lab protocols can be used to find useful bacterial traits.
 

Choose a plasmid.

If a plasmid has two identical restriction sites close together, and moreover, if these sites are on either side of an important piece of DNA, then a single restriction enzyme can be used to cut out the DNA, and then see what the the new DNA (absent the important bit) will code for. This was done for a plasmid coding for GFP, where the final stop signal (TAA) was between two SacI sites (GAGCTC). In the early days, we were more interested in what could be done at all, rather than what could be done that was important. So as part of a training exercise, E. coli harboring the plasmid was grown in sufficient quantity, the plasmid DNA was isolated with a mini-prep kit, the DNA was cut with SacI, and then ligated with T4 ligase. Finally, it was used to transform a fresh batch of competent E. coli, and the cells were observed on agar plates. We were very pleased to see two phenotypes. One looked like the E. coli we started out with, which was making normal GFP. The other colonies appeared dim with attenuated green fluorescence. It was relatively easy to tell the two apart, but the two step procedure identified above came in handy: the DNA from the dim colonies was isolated and used to transform cells, and when these were streaked out, the brightness of 10-50 colonies was easier to compare to plates of 10-50 colonies making normal GFP, than trying to compare the brightness of individual colonies all on one plate. Finally, the new plasmid was isolated using a kit and sent off for sequencing, which showed the DNA had only one SacI site and the TAA was gone, as illustrated at right. (The next stop signal happened to be about 60 nucleotides downstream, which gave a GFP with a long tail with no apparent biological function). The really great thing about molecular biology is that every experiment can turn out to be useful. So even though the SacI cutting experiment described here was done initially to make sure various protocols were working, the resulting plasmid and the phenotype created in E. coli became a workhorse in the lab. If the now unique SacI site is used along with another site downstream of it, DNA inserts with their own stop signals can be installed which generally give bright phenotypes, and are usually easy to distinguish from unchanged colonies during routine insert experiments.
















Sidebar: One of the advantages of the two-step protocol is that strange DNA behavior can be discovered and filtered out. For example, the plasmid construction method sometimes results in a triple insert, which usually shuts down GFP production, but sometimes gives fluorescent colonies (the mechanism is unclear, but GFP expression appears to sometimes be on and sometimes be off.) At any event, if a dim colony is picked and the 2nd step gives colonies that are not all the same, with some obviously brighter than others, then this is taken as evidence of a triple insert. Note that triple inserts from this lab have been sequenced, supporting this contention.

Another interesting observation is that sometimes normal and successful DNA insertion experiments, which are not triple inserts, confirmed in the sequencing step, also give variable phenotypes. No definitive explanation has been found for one genotype leading to more than one phenotype. Variable phenotypes are observed to be associated with tails attached to GFP that are rich in the amino acid proline, and have thus been dubbed the "P-rich anomaly." One possibility is a form of quorum sensing, which could involve GFP-tail fusion molecules leaching into the agar and influencing neighboring cells.












Non-sticky bacteria.

It seems likely that yet another peculiarity of our lab has given us the non-sticky phenotype. Namely, our liquid cultures are not shaken. This means the E. coli have no reason to try to affix themselves to the sides of the flask, and instead move themselves via their flagella to attain the environment they want (they are "free range" if you like). Indeed, overnight cultures have only a small amount of cells settled on the bottom of the flask, and the cultures are very turbid. We have good growth with high yields of DNA and protein. In the gut, there are mechanisms for forming biofilms which prevent cells from simply washing away--so possibly E. coli can also change its cell surface in such a way as to make itself sticky if it finds itself moving around too much--and our cells have turned this off.

After many years, our original culture of bacteria finally failed to inoculate a sample of medium in a routine maintenance step. It therefore became necessary to restart a batch of E. coli from a commercial source, which posed no difficulties. However, there was a fear that the re-started culture would give once again the sticky phenotype, and the new lab strain would have to relearn to stop making the biofilm material proposed above. To our relief, the restarted cultures behaved in the same manner as the non-sticky strain already described. This leads to two possibilities.

  • The original stickiness observed was more a manifestation of lab technique (some people are better at re-suspending cells in a centrifuge tube than others.) That is, there was no phenotype change.
  • The message sent to E. coli cells to stop making biofilm is some kind of chemical which is essentially stuck to our glassware and is not washed off with routine cleaning. This would be interesting, but hard to track down--and implies the lab setting can have profound effects on the phenotypes observed for bacteria.



                    SacI

Design insert DNA with built-in restriction sites.

A few initial inserts were designed with the goal of maximizing the number of coding nucleotides, and minimizing the number of bases used for joining the insert DNA to the plasmid DNA. This was done by building in restriction site overhangs directly into the inserts so that the overhangs would complement the overhangs left after the plasmid was treated with appropriate restriction enzymes (such as SacI). In order for this to work, a 5'-phosphate needs to be installed on the insert, since the synthetic oligos are missing this phosphate, and it is required during the ligation step. This step requires an enzyme called polynucleotide kinase, which in our hands failed. Thus it became more expedient to install complete restriction sites at both ends of the inserts. This requires that they are cut with the same enzymes used to cut the plasmids. This leaves 5'-phosphates where you need them, making ligation convenient. Note the two CC's at the beginning are enough to make it possible for the restriction enzyme to cut, and the greater strength of the CG interaction (as opposed to an AT interaction) help in the formation of double stranded DNA. From the picture one can see that two additional coding nucleotides are made available with a built in overhang in the bottom sequence (because the CC is not needed). However, the complete restriction site method was used for inserts, since performing the restriction enzyme digestion alongside the plasmid digestion was very convenient, and this method proved to be very reliable. Additionally, a novel assembly method (detailed in later pages) greatly increases the effective lengths of inserts, making the conservation of coding nucleotides less important.

Designing tail peptides gives almost limitless research possibilities.

The problem of sequence space is addressed elsewhere at this site. The notion of designing peptides is a bit arrogant, given there is little in the way of guidance in this field, and the design is by definition coming close to saying "we can do this as well as nature can." But the alternative is to rely on chance, or more accurately, by the use of combinatorial techniques. Here, we do not distinguish the latter from directed evolution. Essentially, this means that all of the chemistry and physics that controls peptide and protein structure and function is a mystery, and the only way to make progress is to construct libraries and try all possible variations until you find one that works. Or, for evolution, start with a known entity and make random changes to it until you see improvement.

The trouble with this is that once a new peptide or protein is created, there is no way to know why it is better until all the biochemical tools are used to discover why the mutation is an improvement. For example, if an improved enzyme is created via an amino acid change, you're back to measuring enzyme kinetics to form a hypothesis about the function of the changed amino acid. This is especially irksome if AI tools are used, because presumably AI knows why the improvement came about, but we wouldn't understand the explanation, if AI could be persuaded to give one.

The upshot, then, is to design peptides with the tools at hand. Some of these will by derived from the vast amount of chemical knowledge that has bee accrued over the years, while others can be envisioned to develop as the feedback between peptide ideas and and the behavior of actual peptides develops.








                   overhangs