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Author Topic:   Do you really understand the mathematics of evolution?
Taq
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Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 62 of 239 (877013)
06-01-2020 1:39 PM
Reply to: Message 60 by Kleinman
05-29-2020 6:48 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
Why won't you tell us how man replications it takes for a beneficial mutation to occur for a single step in the Kishony experiment?
I think you already saw it:
"The Poisson distribution is ok."
If this is a throw away argument, I really don't want to go through the effort of digging through all the formulae and doing the math. Is there a point you want to make with all of this?
Why? It's a very rare thing in life when you understand something exactly. Sometimes, all you can do is give a ballpark estimate.
You still need valid assumptions to get ballpark estimates.

This message is a reply to:
 Message 60 by Kleinman, posted 05-29-2020 6:48 PM Kleinman has replied

Replies to this message:
 Message 63 by Kleinman, posted 06-01-2020 2:41 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 64 of 239 (877024)
06-01-2020 3:41 PM
Reply to: Message 63 by Kleinman
06-01-2020 2:41 PM


Re: Trying to give nwr and Taq more than a vague understanding of DNA evolution
Kleinman writes:
The reason why the Poisson distribution is ok but not correct because the probability of success (the mutation rate) is very small and population sizes are very large (the number of trials). Under these circumstances, the Poisson distribution gives similar results as the binomial distribution (the correct distribution function for this probability problem).
A Poisson distribution is a binomial distribution:
"A familiar nongenetics example of a binominal probability distribution is a coin flip: heads and tails are two discrete outcomes, and the probability of each is 0.5 on any single flip. One type of binomial distribution is the Poisson distribution, which expresses the probability of a given number of occurrences of an event that occurs during a fixed time period."
https://www.genetics.org/content/genetics/202/2/371.full.pdf
If you can't do the math for this simplest of evolutionary experiments, how are you going to do the math for the more complex evolutionary experiments?
So what is the ultimate point you are trying to make? Explain to us why it is worth our time to do the calculations? If we do the calculations, will you admit that people do understand the calculations and stop posting in the thread?

This message is a reply to:
 Message 63 by Kleinman, posted 06-01-2020 2:41 PM Kleinman has replied

Replies to this message:
 Message 65 by Kleinman, posted 06-01-2020 4:48 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 66 of 239 (877031)
06-01-2020 5:53 PM
Reply to: Message 65 by Kleinman
06-01-2020 4:48 PM


Re: Trying to give nwr and Taq more than a vague understanding of DNA evolution
Kleinman writes:
Tell us how many replications are needed to give a reasonable probability of a drug-resistant variant occurring able to grow in the next higher drug-concentration region in the Kishony experiment and show your math.
Going with a per base mutation rate of 1E-9 and a genome size of 4.6E6 bases, that would be one mutation per 217 replications. If we are looking for a specific substitution mutation that would be 1 mutation out of 4.6E6 bases and 3 possible mutations per base for a total of 1.38E7 mutations. multiply the number of replications per mutation by the number of possible mutations and you get 3E9 replications. So you would need about 3 billion replications to have a reasonable chance of getting any specific substitution mutation in E. coli with that specific mutation rate and genome size.
E. coli in saturated liquid culture is about 1E6 to 1E7 per ml. If we added 1 bacterium to 100 ml to 1 liter of culture and let it reach stationary phase we should get our mutant.
Now what?

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 Message 65 by Kleinman, posted 06-01-2020 4:48 PM Kleinman has replied

Replies to this message:
 Message 67 by Kleinman, posted 06-01-2020 6:48 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 68 of 239 (877041)
06-02-2020 10:31 AM
Reply to: Message 67 by Kleinman
06-01-2020 6:48 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
There are several directions this discussion can take but let's stick with the line we are on and try to give the mathematical explanation of why the Kishony experiment won't work with two drugs instead of one.
I think we can all agree that needing two mutations at once is going to make adaptation nearly impossible if you start with zero variation. Is there a point beyond that?
What would this look like if you start out with a certain amount of variation?
When you have a mutation rate of 1e-9 and 3 billion replications of that genome, you will have on average, every substitution possible at every site in the genome no matter how long the genome in some member of that population.
I knew as much when I started, but sometimes it is easier to follow a train of thought instead of employing algebra to eliminate redundancies.
In the same vein, the neutral fixation rate is equal to the mutation rate no matter the size of the population.
Edited by Taq, : No reason given.

This message is a reply to:
 Message 67 by Kleinman, posted 06-01-2020 6:48 PM Kleinman has replied

Replies to this message:
 Message 69 by Kleinman, posted 06-02-2020 12:21 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 70 of 239 (877058)
06-02-2020 7:17 PM
Reply to: Message 69 by Kleinman
06-02-2020 12:21 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
We are talking about a second particular mutation occurring on some member of the population where a first particular mutation has already occurred.
The same calculations would apply, starting with the first bacterium to gain resistance to a single drug. You would need another 3 billion descendants from that first resistant bacterium to get the mutation for resistance to the 2nd drug.
We know what the variation is for the Kishony experiment, you are starting with a population size of 3e9.
That doesn't tell us what the genetic variation is. A population of 3 billion that recently descended from a common ancestor is going to have less genetic variation than a sample of 3 billion individuals from a population that has been dividing for a long time period. It is similar to the genetic variation in 10 close family members vs. the genetic variation of 10 individuals randomly sampled from across the globe.
If you can't do the mathematics, the best you can have is a vague understanding of the phenomenon.
I did the math. Your only complaint seems to be that I didn't do the math the way you wanted me to.
That's not correct but since fixation does not pertain to the Kishony experiment, it is not worth discussing this subject at this time.
Just in case you were curious.
quote:
For a diploid population of size N and neutral mutation rate mu , the initial frequency of a novel mutation is simply 1/(2N), and the number of new mutations per generation is 2N*mu * (1/2N)=mu . Since the fixation rate is the rate of novel neutral mutation multiplied by their probability of fixation, the overall fixation rate is mu. Thus, the rate of fixation for a mutation not subject to selection is simply the rate of introduction of such mutations.
Fixation - Wikipedia(population_genetics)

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 Message 69 by Kleinman, posted 06-02-2020 12:21 PM Kleinman has not replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 72 of 239 (877069)
06-03-2020 10:40 AM
Reply to: Message 71 by Kleinman
06-02-2020 8:16 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
How does the math work for the 2 drug experiment where some variant has to appear in the drug-free region with a beneficial mutation for each of the drugs before it can grow in the next higher drug-concentration region?
I would assume it would be the multiplicative, so 3E9^2.
The math tells us what the variation is. You start with a single wild-type bacterium without any resistance alleles.
Genetic variation is an observation. The Kishoni experiment does start with a single bacterium, but I am asking a different question. What if we start with a wild population that already has genetic variation?
You have started to do the math but then you said you can explain your train of thought without algebra.
I did the math. I started it AND FINISHED IT. What I didn't do is construct all of the equations and cancel out variables using algebra.
Fixation is not applicable to the Kishony experiment.
It is applicable to molecular evolution. If you ask for the math of evolution part of that math is the rate of fixation of neutral mutations. You will also get neutral mutations moving towards fixation in the Kishony experiment.

This message is a reply to:
 Message 71 by Kleinman, posted 06-02-2020 8:16 PM Kleinman has replied

Replies to this message:
 Message 73 by Kleinman, posted 06-03-2020 12:23 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 74 of 239 (877082)
06-03-2020 5:49 PM
Reply to: Message 73 by Kleinman
06-03-2020 12:23 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
That is incorrect. Do you understand the difference between joint probabilities when the individual probabilities are independent and when they are conditional?
How is it incorrect? How are they conditional and not independent?
Let's see your math.
That's the point of correctly understanding the mathematics of evolution. If you go back far enough in time, that variant doesn't exist anywhere in the universe.
We aren't going back in time. I am talking about right now. What if we gathered E. coli from around the world and put them in a single population? What then?

This message is a reply to:
 Message 73 by Kleinman, posted 06-03-2020 12:23 PM Kleinman has replied

Replies to this message:
 Message 75 by Kleinman, posted 06-03-2020 7:29 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 76 of 239 (877099)
06-04-2020 11:26 AM
Reply to: Message 75 by Kleinman
06-03-2020 7:29 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
In the single selection pressure case, the evolutionary steps are independent. Each step is a new binomial probability problem independent of the previous step and a new sample space occurs for each step. You can see this in the Kishony experiment, mutations A1 and A2 occur in separate drug-concentration regions and these regions correspond to the mathematical sample spaces.
I was under the impression that you were combining the antibiotics into one region which would require adaptations to both drugs in order to adapt to the single new region. Is this not the case? This would mean that even if we get a mutation for resistance against one of the drugs, that mutation won't be selected for.
You can do that but then you are not talking about evolution. You are talking about migration.
How is the genetic variation within a population not a factor in evolution?

This message is a reply to:
 Message 75 by Kleinman, posted 06-03-2020 7:29 PM Kleinman has replied

Replies to this message:
 Message 77 by Kleinman, posted 06-04-2020 12:11 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 78 of 239 (877130)
06-05-2020 10:44 AM
Reply to: Message 77 by Kleinman
06-04-2020 12:11 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
If you want to talk about the genetic variation of the entire world-wide population of e coli, you have to do that in the context of the different environments that the different populations are evolving.
We could talk about the population of E. coli in a single person's gut, if we wanted to. Would you agree that the genetic variation of the E. coli population in your gut is probably greater than that used in the Kishony experiment? Doesn't the starting genetic variation of a population affect how that population evolves, and how the math of population genetics applies to it?

This message is a reply to:
 Message 77 by Kleinman, posted 06-04-2020 12:11 PM Kleinman has replied

Replies to this message:
 Message 79 by Kleinman, posted 06-05-2020 11:59 AM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 80 of 239 (877136)
06-05-2020 12:27 PM
Reply to: Message 79 by Kleinman
06-05-2020 11:59 AM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
You are correct, the carrying capacity of our gut is greater than the Kishony experiment. What that means is that there is a high probability of drug-resistant variants already in that environment.
We also have to be careful not to fall victim to the Sharpshooter fallacy. It is entirely possible for a new mutation to be neutral in one genetic background and beneficial in another genetic background. This beneficial phenotype would be dependent on two mutations.
So how many neutral mutations can become beneficial mutations when combined with new mutations? I don't think we can really know this number for any genome. If there are millions of possible beneficial interactions, then it isn't surprising that a beneficial phenotype emerges that requires two mutations, one of which is neutral all by itself. It would be incorrect to draw a bulls eye around this phenotype and then claim that it is highly improbable that such a trait emerged.

This message is a reply to:
 Message 79 by Kleinman, posted 06-05-2020 11:59 AM Kleinman has replied

Replies to this message:
 Message 81 by Kleinman, posted 06-05-2020 1:05 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 82 of 239 (877157)
06-05-2020 4:39 PM
Reply to: Message 81 by Kleinman
06-05-2020 1:05 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
What you are missing is that with a mutation rate of 1e-9 that with 3e9 replications that you have shot at every target possible and hit each target on average once somewhere in the population. And what that means, for example, in the Kishony experiment that you are going to have some member of that population with a beneficial mutation for the Ciprofloxacin environment and a different member of the population with a beneficial mutation for trimethoprim. What determines whether either of these mutations are beneficial is the environment in which that variant is trying to grow.
There is a universe that exists outside of the Kishony experiment.
Sure you can know. Again, using the Kishony experiment as the example, we know that in that population of 3e9 that there about 13.8 million variants. The vast majority of those variants cannot grow in the regions where there are drugs.
Antibiotic resistance isn't the only beneficial adaptation that exists in the universe. I would also suspect that there are examples of antibiotic resistance where there are multiple mutated bases that can give rise to the same phenotype.
I would also agree that a mutation doesn't have to reach fixation in order to interact with new mutations.

This message is a reply to:
 Message 81 by Kleinman, posted 06-05-2020 1:05 PM Kleinman has replied

Replies to this message:
 Message 83 by Kleinman, posted 06-05-2020 5:19 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 85 of 239 (877203)
06-08-2020 10:38 AM
Reply to: Message 83 by Kleinman
06-05-2020 5:19 PM


Re: Trying to give nwr more than a vague understanding of DNA evolution
Kleinman writes:
Do you think that DNA evolution works differently outside of the Kishony experiment?
Not all adaptations are the same.
Outside of the Kishony experiment, there a multiple simultaneous selection pressures. Do you think that DNA evolution works more efficiently under those circumstances?
I think it is relatively rare for there to be only a single substitution mutation within the entire genome that will confer increased fitness in a given environment.
You do understand that if the different variants in a population are forced to compete in a limited carrying capacity environment will slow DNA evolution?
I understand that just fine. Evolution is very Malthusian in that there will be winners and losers, and this is true of neutral mutations as well.

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 Message 83 by Kleinman, posted 06-05-2020 5:19 PM Kleinman has not replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 86 of 239 (877204)
06-08-2020 10:42 AM
Reply to: Message 84 by Kleinman
06-08-2020 9:28 AM


Re: Does competition accelerate DNA evolution?
Kleinman writes:
Does competition and fixation accelerate DNA evolution?
That needs context. If we are talking about positive or negative selection, then competition does change the rate of fixation for those mutations under selection.
If it does, why do the Lenski team say this:
You tell us.

This message is a reply to:
 Message 84 by Kleinman, posted 06-08-2020 9:28 AM Kleinman has replied

Replies to this message:
 Message 87 by Kleinman, posted 06-08-2020 11:33 AM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 88 of 239 (877214)
06-08-2020 12:23 PM
Reply to: Message 87 by Kleinman
06-08-2020 11:33 AM


Re: Does competition accelerate DNA evolution?
Kleinman writes:
What is the mathematical difference between different adaptations?
The number of possible beneficial mutations would be a good start.
You still haven't mastered the mathematics for DNA evolution to a single selection pressure and only a single beneficial mutation that improves fitness. If you think have mastered that math, tell us how the math changes if there are two or more possible beneficial mutations which give improved fitness to a given selection pressure.
If there are more possible beneficial mutations then you need fewer divisions in order to see an increase in fitness.
Do you understand that fine enough to explain it mathematically? To make that question more specific, how do carrying capacity, selection conditions, and mutation rates affect the DNA evolution mathematical behavior of the Lenski experiment?
Why don't you tell us?
Competition and fixation and DNA evolution are distinctly different phenomena.
Say what?
Why do we see sequence conservation within exons when we compare genomes between species, but a lack of sequence conservation in introns?
So, now try to explain why his populations adapt so slowly. Show your math.
You first.

This message is a reply to:
 Message 87 by Kleinman, posted 06-08-2020 11:33 AM Kleinman has replied

Replies to this message:
 Message 89 by Kleinman, posted 06-08-2020 2:57 PM Taq has replied

  
Taq
Member
Posts: 10072
Joined: 03-06-2009
Member Rating: 5.2


Message 90 of 239 (877229)
06-08-2020 6:29 PM
Reply to: Message 89 by Kleinman
06-08-2020 2:57 PM


Re: Does competition accelerate DNA evolution?
Kleinman writes:
Do the math for the simplest case, assume there are only 2 possible beneficial mutations.
It would take half as many divisions.
Why don't you try first?
It would be nice to see some reciprocation.
You probably won't understand this but competition and fixation is a first law of thermodynamics process and DNA evolution is a second law of thermodynamics process.
All of biology boils down to thermodynamics, as do all physical processes. In a simplistic model, energy flows from the Sun to photsynthesizers to herbivores to carnivores. There is about 10% energy transfer at each trophic level. The total energy is limited in our solar system, and energy can't increase in our isolated solar system. Imperfect replicators competing for limited resources is what drives evolution.
And I don't know what you are seeing with introns and exons. You barely understand the basic principles of DNA evolution to single selection pressure.
When you compare functional genes between species you will see fewer differences between exons than you will introns. I understand selective pressures just fine.
And you should understand why DNA evolution is slowed in a competitive environment.
"Slower" is a relative term. What are you comparing to? Are you comparing it to a population that increases exponential towards infinity?
You have already shown that it takes 3e9 replications for a beneficial mutation to occur. So, when you have a populations such as Lenski's populations where many variants are competing for a fixed amount of glucose, that will limit the number of replications for all variants.
The number of replications is the same per culture because they are observed to reach the same density, and are started from the same number of bacteria.
Then, the most fit variant must drive to extinction the less fit variants in order to have sufficient resources for that most fit variant in that particular lineage to accumulate its 3e9 replications for the next beneficial mutation.
You are assuming that the mutations have to come in a specific order. If there are multiple beneficial mutations then you can have a mix of those beneficial mutations in the population simultaneously.

This message is a reply to:
 Message 89 by Kleinman, posted 06-08-2020 2:57 PM Kleinman has replied

Replies to this message:
 Message 91 by Kleinman, posted 06-08-2020 7:46 PM Taq has replied
 Message 92 by Kleinman, posted 06-09-2020 9:15 AM Taq has not replied

  
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