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Is functional information in DNA always conserved? (Part one)

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Conservation of sequence in the course of natural history has always been considered a sign of function. But does function always coincide with sequence conservation? And are there other important aspects which must be considered? This topic has been discussed recently with some passion here, so I will dedicate a series of two posts to it, in the hope that we can base our discussions on reliable data. I apologize in advance if some of the following discussion is necessarily rather technical.

In general, in evolutionary analysis, conservation is considered a sign of function. Protein coding genes which are more strictly conserved in the course of time are usually considered as having greater functional constraint than those genes which change more. The same is supposed to be true for non coding sequences, although the topic is much more controversial.

So, we start here considering how much of the human genome is conserved, and how that conservation relates to function. These will be the first two points in the discussion.

 

1) How much of the human genome is made of conserved sequences?

Luckily, this is a point which is well understood. After all, conservation can be evaluated objectively aligning the genomes of different species, and that has already been done with enough precision.

However, it is important to remember that the result can be somewhat different according to how we define conservation, and according to the method we use to measure it. That is perfectly normal.

A very complete paper about sequence conservation in genomes is the following:

Adam Siepel, Gill Bejerano, Jakob S. Pedersen, et al.

”Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes”

In that paper, they evaluate conservation in vertebrate genomes. Just to make it short, they find about 4.3% of conservation in the human genome (referred to vertebrates), while allowing that:

These numbers are somewhat sensitive to the methods used for parameter estimation. Various different methods produced coverage estimates of 2.8% – 8.1% for the vertebrates, 36.9% – 53.1% for the insects, 18.4% – 36.6% for the worms, and 46.5% -67.6% for the yeasts (see Supplemental material). Note that the vertebrate coverage is similar to recent estimates of 5% – 8% for the share of the human genome that is under purifying selection (Chiaromonte et al. 2003; Roskinetal. 2003; Cooper et al. 2004), despite the use of quite different methods and datasets.

So, we can say that with most methods the  percentage of the human genome which is conserved is about 3 – 8%.

If we look carefully at Figure 3  in the same paper, and in particular to the data about vertebrates, we find other interesting information:

a) Protein coding regions (exons, in red) are highly conserved, about 68%, but they are only 18% of the conserved regions.

b) Introns are less conserved, almost 5%, and they are 28.5% of the conserved regions.

c) Unannotated regions (the rest of non coding DNA) are even less conserved, about 2,5%, and they are 41.2% of the conserved regions.

Other gene associated sequences (5’ UTR, 3’ UTR, etc.) represent smaller fractions.

So, there is no doubt that non coding DNA is less conserved than coding DNA (less than 5% versus 68%), but there is no doubt that most of conserved DNA is non coding (about 70%).

Another important point is that we are discussing here general conservation. The same paper analyzes also highly conserved elements (HCEs). They cover only 0.14% of the human genome, a much smaller fraction: About 42% of these were in gene coding or gene associated regions, and about 58% in non coding regions.

Finally, there is an even more restricted category, ultra conserved elements (UCEs), with 100% identity, which is described in this paper:

G. Bejerano et al.: “Ultraconserved elements in the human genome”.

2004 May 28;304(5675):1321-5. Epub 2004 May 6.

There are 481 segments longer than 200 base pairs (bp) that are absolutely conserved (100% identity with no insertions or deletions) between orthologous regions of the human, rat, and mouse genomes. Nearly all of these segments are also conserved in the chicken and dog genomes, with an average of 95 and 99% identity, respectively. Many are also significantly conserved in fish. These ultraconserved elements of the human genome are most often located either overlapping exons in genes involved in RNA processing or in introns or nearby genes involved in the regulation of transcription and development. Along with more than 5000 sequences of over 100 bp that are absolutely conserved among the three sequenced mammals, these represent a class of genetic elements whose functions and evolutionary origins are yet to be determined, but which are more highly conserved between these species than are proteins and appear to be essential for the ontogeny of mammals and other vertebrates.

This is an even smaller fraction of the genome.

 

2) Is there functional DNA which is not conserved,  in the human genome?

Certainly, and a lot of it!

Everybody knows that the ENCODE project has found that most of human genome is transcribed. That does not necessarily mean that it is functional, as many have pointed out.

A very recent paper from the people at ENCODE discusses the problem of function. It is:

“Defining functional DNA elements in the human genome”

The authors  in that paper use three different approaches to infer function in the human genome:

a) Evolutionary approach. That means conservation. They start with what we have already discussed at point 1, but they refer to mammalian conservation, which can be expected to be somewhat higher than vertebrate conservation. They comment:

The lower bound estimate that 5% of the human genome has been under evolutionary constraint was based on the excess conservation observed in mammalian alignments (2, 3, 87) relative to a neutral reference (typically ancestral repeats, small introns, or fourfold degenerate codon positions). However, estimates that incorporate alternate references, shape-based constraint (88), evolutionary turnover (89), or lineage-specific constraint (90) each suggests  roughly two to three times more constraint than previously (12–15%), and their union might be even larger as they each correct different aspects of alignment-based excess constraint. Moreover, the mutation rate estimates of the human genome are still uncertain and surprisingly low (91) and not inconsistent with a larger fraction of the genome under relatively weaker constraint (92). Although still weakly powered, human population studies suggest that an additional 4–11% of the genome may be under lineage-specific constraint after specifically excluding protein coding regions (90, 92, 93), and these numbers may also increase as our ability to detect human constraint increases with additional human genomes. Thus, revised models, lineage-specific constraint, and additional datasets may further increase evolution-based estimates.

Now, let’s look at Fig. 1 in the paper, a Venn diagram which sums up the results of a detailed analysis of available data. I have checked the exact numbers on which the figure is based in the Supporting Information file. the purple circle is the protein coding fraction in the genome, about 1.25%. The evolutionary conserved fraction of human genome is the red circle, and it is  7.38% of the whole genome.  The greater part of it (6.33%) is non coding DNA. That is in good accord with what reported at point 1.

b) Genetic approach. With that, the authors mean proof of modifications in phenotype with genetic alterations of the sequence. This is the “gold standard” of function. It means that function is certainly there.

The subset of genome for which there is genetic confirmation of function is the green area. I have not found the exact numbers for it in the paper, but I would say that it is about 15%. It can be seen that it somewhat overlaps the conserved circle, but at least 50% of it is not conserved and is not protein coding. As this is the gold standard, we have here a significant portion of non coding DNA which is not conserved while being certainly functional.

c) Biochemical approach. This is the traditional ENCODE approach, the one with indicates possible function in 80% of the genome. It is based on many biochemical evidences, which are explained in the paper.The blue areas indeed include about 80% of the whole genome.

However, the authors divided the blue area in three subsets, according to the level of activity detected. The dark blue area is the area with high level of activity. So, let’s consider only that subsets, leaving the other two as controversial, at present.

For the dark blue area (15.56%), evidence at transcription level and at other biochemical levels is very high. So, the inference of function can be considered very reliable. As can be seen, the dark blue area overlaps the green area and the red circle, but still about two thirds of it are out of both.

If we consider the union of these three different subsets (red circle, green area, dark blue area) we have the total portion of the genome for which there is convincing evidence of function, at the present state. It  is about 24%, and most of it is non coding.

Moreover, the percentage of functional genome can only increase in time. While the red circle (conserved elements) and the purple circle (protein coding genes) are more or less final, the green area (gold standard) can only expand, and it can potentially confirm the function of parts of the blue areas (including those with lower activity).

So, to sum up:

– At the present state of knowledge, function is extremely likely for 24% of the human genome.

– For about 15% (green area) it is certain.

Most of that functional genome (about 95% of it) is non coding.

Most of that functional genome (about 70% of it) is not conserved.

But that is not all. There are two other important points which must be addressed, and which are even more intriguing. They are:

3) Conserved function which does not imply conserved sequence.

4) Function which requires non conservation of sequence.

I will deal with them in the second part of this discussion.

Comments
Piotr:
I have given you one such thing.
No you haven't. You have simply listed an observed fact of nature. There isn't anything in evolutionary theory that would allow us to predict or expect one way or another.Eric Anderson
May 24, 2014
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Piotr, I have explained why some organisms have more DNA than others. Your willful ignorance is very telling. If a designer starts with a bird that can fly and then wants to get a bird that cannot, there is most likely more regulation required which requires more DNA. No coincidence at all.Joe
May 21, 2014
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Nonsense. Not the facts; the “not surprisingly” statement. There isn’t a single thing in evolutionary theory that would argue for organism X to have a larger genome than organism Y. There wouldn’t be any “surprise” if the facts were precisely the opposite of what they are. Whatever it is, it is.
I have given you one such thing. So it's pure coincidence that crocodiles have 2-3 times as much DNA as birds, and bats have genomes 0.5-0.6 times the typical mammalian size; and among the birds high C-value are correlated with flightlessness. Yeah, it could be "precisely the opposite" -- but somehow it isn't.Piotr
May 20, 2014
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Piotr:
Not surprisingly, flightless ratites have bigger genomes . . .
Nonsense. Not the facts; the "not surprisingly" statement. There isn't a single thing in evolutionary theory that would argue for organism X to have a larger genome than organism Y. There wouldn't be any "surprise" if the facts were precisely the opposite of what they are. Whatever it is, it is.
The cost of DNA maintenance and replication is low. Larger than zero, of course, but not large enough for negative selection to override drift.
As I said, the junk DNA proponent can always fall back to the circular argument . . . -----
Yep, but it wasn’t designed by engineers (which is probably just as well).
Well, that's precisely the question at issue, isn't it. Of course we could always just assert -- as a matter of philosophical preference -- that the systems in question weren't designed. And we could "explain" the existence of such systems by saying that some stuff works and sticks around, other stuff doesn't work and doesn't stick around, yet other stuff doesn't work but still sticks around. The Great Evolutionary Explanation: Stuff Happens.Eric Anderson
May 20, 2014
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The number of genes isn't as important as the number of gene products. Alternative gene splicing can do more with less. Overlapping genes can also do more with less. Naturally organisms that don't have that designed into their system would have more DNA. I bet ENIAC had far more components than a smart phone.Joe
May 20, 2014
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The whole idea that the most complex functional systems we know of consist of small islands of meaning swimming in a vast sea of chaos and nonsense should strike any engineer as preposterous.
Yep, but it wasn't designed by engineers (which is probably just as well).Piotr
May 20, 2014
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In some species selection against junk is strong enough to get rid of most of it (e.g. high metabolism, hence reduced cell size, hence a pressure to reduce the genome size as well). And guess what? The species in question thrive without it. Birds and bats have roughly the same number of genes as humans, but less than 50% of the DNA. It isn't because they require fewer regulatory sequences; its just because they fly. Not surprisingly, flightless ratites have bigger genomes -- ostriches more than twice as big as hummingbirds. The cost of DNA maintenance and replication is low. Larger than zero, of course, but not large enough for negative selection to override drift. Unless you are a prokaryote (in which case even a minimal cost is important), some extra pressure is necessary to effectively select for a smaller genome and remove the junk.Piotr
May 20, 2014
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Eric: Absolutely! You have put it perfectly. :)gpuccio
May 20, 2014
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jerry @94:
However, the higher the number that is functional the harder it is for any natural process to integrate/cooridinate this functionality in an organism.
Maybe. But one could certainly make a reasonable argument that having a bunch of junk would bring the system to a grinding halt and that it would be even more difficult for a complex functional system to continue operating with precision while swimming in a chaotic sea of junk. If one takes the view that the great majority of DNA is junk, then they are essentially saying that the functional aspects are islands swimming in a sea of chaotic junk. We have never seen anything like that in any complex functional system. Indeed, it is rather preposterous that such a system could function for any length of time without failing. That alone should give us considerable pause. Furthermore, if all this DNA is junk, then there are a lot of wasted resources being used keeping it around. Anything the cell spends time and energy and resources on other than function is -- by definition -- deleterious. Oh, sure, the junk DNA proponent can always fall back to vague and general claims that (i) the selection pressure isn't strong enough to eliminate all the junk (a circular argument), or (ii) there hasn't been enough time yet to eliminate all the junk (a questionable assertion, rather than demonstrated fact). The whole idea that the most complex functional systems we know of consist of small islands of meaning swimming in a vast sea of chaos and nonsense should strike any engineer as preposterous. Could it be true? Sure, from a purely logical standpoint. But it would come with its own set of additional recognition and coordination problems that have never been properly acknowledged or thought through by junk DNA proponents, much less explained. At the very least the whole idea of significant amounts of junk DNA should strike us as unlikely and should give us considerable pause.Eric Anderson
May 20, 2014
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Piotr: I like it when you are mean. When you are politically correct, you risk to be boring. So, please, attack! :)gpuccio
May 20, 2014
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Piotr and jerry: "Nothing much depends on the exact number anyway." I am not sure I agree with that. Let me explain, I don't think that if it is X we win, and if it is Y they win. That is certainly not the point. The point is to recognize the procedures in non coding DNA, and to understand if other procedures are in other places (epigenetic or else). IOWs, we need to understand how things happen, where is the software which makes them happen in a certain way. We need to understand the algorithmic origin of transcriptomes in metazoa. We need to distinguish adaptation from genuine new design. And so on. Non coding DNA is a precious resource for that, because certainly much of that happens there. So, the ideological need to minimize its importance because many people think that it could help creationists, or some other noble reasoning of that kind, is a serious scientific error.gpuccio
May 20, 2014
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Piotr: There is no downward trend. "80% or more" is referred to the transcriptional evidence found by ENCODE. That evidence has not changed. My "at least 20%" is a cautious evaluation which limits the present total to the part fro which transcriptional evidence is very strong. As I will try to discuss later, indeed there is no need for transcriptional evidence to be strong fro refined unction to exists, so it is perfectly possible that "80% or more" will be true, in the end. I remain cautious about the final percentage of the genome which could be functional, not because I think that a great part of it can really be "junk". Indeed, I believe that, while truly useless parts of the genome can exist, they will be shown to be really small. The real problem is the vast part of the genome which is very repetitive, IOWs the transposonic elements. Now, while as you know I am a big fan of transposons, I think that this transposonic part could well be a potential resource, not necessarily active functionally at all times or in all species. For example, transposons could have a fundamental role in directing evolution and speciation, or in adaptational processes. So, what we recognize as function can well depend on how we define function, and on our window of observation in time and space. But I do believe that most of our genome is there for some purpose, and that sooner or later we will understand those purposes. Take it as a personal prediction.gpuccio
May 20, 2014
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Nothing much depends on the exact number anyway.
I agree. However, the higher the number that is functional the harder it is for any natural process to integrate/cooridinate this functionality in an organism. The eukaryote cell is incredibly complex with extremely precise coordinated processes and we know very little about how this complexity came about and what does the actual coordination.jerry
May 20, 2014
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And wrt to "junk DNA", until the design is fully understood only fools would hazard guesses to the $ of real junk.Joe
May 20, 2014
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Piotr, The mutation doesn't have to know anything. If the organism's program produced the mutation due to some environmental cue, then it ain't random.Joe
May 20, 2014
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Joe @86, BA77 Hotspots of mutations, dependence of mutation rate on environmental stresses, etc -- it's all old news. Mutations are not distributed randomly in the sense that every locus can be affected with the same probability. None of it changes the fact that when a mutation happens it may turn out to be beneficial or deleterious, but it doesn't "know" what consequences it's going to have for the phenotype.Piotr
May 20, 2014
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Gpuccio: If I wanted to be mean, I'd say that it was "80% or more" two years ago, and "20% or more" today, so the trend is clearly a downward one. Let's wait and see what they say when the dust settles. Nothing much depends on the exact number anyway.Piotr
May 20, 2014
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Piotr: I was hoping to hear something more specific from you. I appreciate your loyalty to standard ideas of the scientific community, but I expected more excitement! :)gpuccio
May 20, 2014
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Piotr: Why not "at least"? 20% is the part for which we already have convincing evidence. New evidence is accumulating almost daily. My (semi-)educated guess is 40 - 60%. Or even more.gpuccio
May 20, 2014
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Whatever is good enough gets through the filter of natural selection. And that can be just about anything- shorter, longer, taller, fatter, slimmer, faster, slower, better sight, no sight, legs, no legs, gills and fins, lungs and legs, wings to fly, wings to swim, wings that just hang there, color, no color, stripes, spots, sharp teeth, grinding molars, loud, quiet, camouflage, no camo, smart, stupid- whatever.Joe
May 20, 2014
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Piotr:
Mutations are copying errors.
That is debatable, however that is the evo propaganda.
They are random at least in the sense that they happen irrespective of their potential adaptive value
That is the propaganda, however James Shapiro has presented evidence to the contrary.Joe
May 20, 2014
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Piotr, You really are squirming trying to avoid the issue. What created the beneficial innovation? Natural selection may have preserved it, what created it? Was it blind dumb chaos or not? By your definition of beneficial, anything that is alive has received a beneficial innovation. Being born with one leg, or a hole in your heart is beneficial, because as long as you are able to reproduce, its beneficial. Albinoism is beneficial. Dwarfism is a beneficial innovation. Cystic Fibrosis is a beneficial innovation, because people pass it on. Huntington's disease, hemophilia..... I guess those individuals just had good dumb blind luck.phoodoo
May 20, 2014
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Phoodoo: Mutations are just that -- copying errors. Natural selection manifests itself as a bias against some of them and in favour of others. If there is no selective pressure, there is no reason to regard a mutation as beneficial (or deleterious).Piotr
May 20, 2014
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Piotr, I asked you where the beneficial innovation came from. Your answer is that mutations are copying errors. So is that your answer as to where the beneficial innovations came from? I sense you being slippery with language again, and wanting to go back to natural selection, when the beneficial innovations don't come from NS. They may last due to NS, but they certainly don't come from NS. So does beneficial innovation come from anywhere other than the blind dumb luck of accidental replicators?phoodoo
May 20, 2014
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Piotr claims that: Mutations are copying errors. Yet it is now known that the vast majority of 'mutations' to the genome are directed not 'random': Revisiting the Central Dogma in the 21st Century - James A. Shapiro - 2009 Excerpt (Page 12): Underlying the central dogma and conventional views of genome evolution was the idea that the genome is a stable structure that changes rarely and accidentally by chemical fluctuations (106) or replication errors. This view has had to change with the realization that maintenance of genome stability is an active cellular function and the discovery of numerous dedicated biochemical systems for restructuring DNA molecules.(107–110) Genetic change is almost always the result of cellular action on the genome. These natural processes are analogous to human genetic engineering,,, (Page 14) Genome change arises as a consequence of natural genetic engineering, not from accidents. Replication errors and DNA damage are subject to cell surveillance and correction. When DNA damage correction does produce novel genetic structures, natural genetic engineering functions, such as mutator polymerases and nonhomologous end-joining complexes, are involved. Realizing that DNA change is a biochemical process means that it is subject to regulation like other cellular activities. Thus, we expect to see genome change occurring in response to different stimuli (Table 1) and operating nonrandomly throughout the genome, guided by various types of intermolecular contacts (Table 1 of Ref. 112). http://shapiro.bsd.uchicago.edu/Shapiro2009.AnnNYAcadSciMS.RevisitingCentral%20Dogma.pdf How life changes itself: the Read-Write (RW) genome. - 2013 Excerpt: Research dating back to the 1930s has shown that genetic change is the result of cell-mediated processes, not simply accidents or damage to the DNA. This cell-active view of genome change applies to all scales of DNA sequence variation, from point mutations to large-scale genome rearrangements and whole genome duplications (WGDs). This conceptual change to active cell inscriptions controlling RW genome functions has profound implications for all areas of the life sciences. http://www.ncbi.nlm.nih.gov/pubmed/23876611 moreover, New Research Elucidates Directed Mutation Mechanisms - Cornelius Hunter - January 7, 2013 Excerpt: mutations don’t occur randomly in the genome, but rather in the genes where they can help to address the challenge. But there is more. The gene’s single stranded DNA has certain coils and loops which expose only some of the gene’s nucleotides to mutation. So not only are certain genes targeted for mutation, but certain nucleotides within those genes are targeted in what is referred to as directed mutations.,,, These findings contradict evolution’s prediction that mutations are random with respect to need and sometimes just happen to occur in the right place at the right time.,,, http://darwins-god.blogspot.com/2013/01/news-research-elucidates-directed.html etc.. etc...bornagain77
May 20, 2014
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Phoodoo @79 Mutations are copying errors. They are random at least in the sense that they happen irrespective of their potential adaptive value; but the filter of natural selection leads to the preferential survival of some of them -- those we call "beneficial".Piotr
May 20, 2014
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I am happy that you set the threshold of junk at 80%. So, you agree with my assessment of at least 20% functional genome. Good to know. wd400 seemed to be less convinced even of that.
I see little justification for the "at least" part. "About" 20% is my (semi-)educated guess.
About our taxon being “high”: I expected someone would not agree, that’s why I added “if we agree to call humans that way”. However, we are at least the more recent, or among the most recent, I suppose.
All extant species are equally recent, from the humblest bacterium to the blue whale and the redwood tree, and all are products of almost 4 billion years of evolution.
Don’t you think that there is increasing complexity in the course of natural history? Just to know.
Since life started out as rather simple, it's quite natural that it should have tended to expand towards increasing complexity. But I don't think evolution necessarily makes living things more complex. Bacteria and Archaea reached a certain (apparently optimal) level of complexity very early and the vast majority of their lineages have remained there for billions of years. The rise of Eukaryota (and, it seems, sexual reproduction) made more complex organisms possible, eventually leading to multicellularity. But at every stage only some lineages evolved greater complexity; in fact, some organisms are less complex than their ancestors. Greater complexity doesn't always mean an adaptive edge. Are humans more complex than other animals? I won't deny that our intelligence is exceptional (and that my brain is one of my favourite organs), but how would you measure overall complexity? I don't even know if there is a theoretical limit of complexity, and if so, how close to it (or how far from it) we are.Piotr
May 20, 2014
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But Piotr, where does the beneficial innovation you talk of come from? That is the whole crux of the issue. Evolutionists would just love to sweep it under the rug of, well, its HGT, or its neutral, or its random mutations, or its, its, whatever, doesn't matter. Ultimately the theory has to say whether it is a luck of random chaos, or it is intended for survival. Your side wants to stick with the idea that's its completely random lucky chaos of dust, while steadfastly trying to downplay the role of blind luck.phoodoo
May 20, 2014
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Phoodoo:
In the case of evolution, Darwinists continually confuse the public by claiming that natural selection causes changes in organisms, which it most certainly does not.
Can you offer a quotation from a "Darwinist" who says so? I am sure that no evolutionary biologist worth his salt would put it like that. Natural selection affects the frequency of alleles in an evolving population by imposing a statistical bias in favour of some of them. It can't cause any changes in individual organisms.
And by doing so, it allows them to then claim that Darwinian evolution is not a random process, which is a complete ruse.
It's isn't a blind drunkard's walk, at any rate. The presence of a nearby adaptive peak gives it a tendency.
they do this, because they realize how absurd it is to consider all of the elegant solutions to life as being totally random events. So they confuse by clever word play such as yours.
It seems to me you are tilting your lance at a straw man. Evolution isn't what you probably think it is.
but the theory nonetheless is predicated on completely random events, and there is no process.
Everything in this complex universe is contingent on chance events. The asteroid impact that caused the extinction of some 75% of species on Earth 66 million years ago was a non-biological accident, but it surely had macroevolutionary consequences. No matter how fit you get, adaptive evolution cannot prepare you for such disasters.
It may not even be true that the fittest survive. It may simply be that the luckiest survive.
In a finite-size population there's always a larger-than-zero chance that a beneficial innovation will be eliminated by drift before it manages to spread thanks to positive selection. The probability of such an elimination is small if the population is large, but even so the first and only carrier of the beneficial mutation may fall ill and die (or become somebody's lunch) before reaching reproductive maturity. We all need a bit of luck to get on in life.Piotr
May 20, 2014
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Piotr, I agree with you that there is no need to be pedantic about word use, except where it completely changes the ideas being presented. In the case of evolution, Darwinists continually confuse the public by claiming that natural selection causes changes in organisms, which it most certainly does not. And by doing so, it allows them to then claim that Darwinian evolution is not a random process, which is a complete ruse. they do this, because they realize how absurd it is to consider all of the elegant solutions to life as being totally random events. So they confuse by clever word play such as yours. So all over the internet they say, natural selection is not random, and people buy this, without even debunking the idea that natural selection does not do anything! Its is simply an observation of what happens to the changes in generations. Its an important distinction, natural selection is most definitely NOT a mechanism. Whatever the mechanism is for the adaptation of life on earth, we still haven't got a clue. Your side claims its this process, (not really random, because that sounds ridiculous) but the theory nonetheless is predicated on completely random events, and there is no process. It may not even be true that the fittest survive. It may simply be that the luckiest survive.phoodoo
May 20, 2014
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