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Friday, November 20, 2015

The truth about ENCODE

A few months ago I highlighted a paper by Casane et al. (2015) where they said ...
In September 2012, a batch of more than 30 articles presenting the results of the ENCODE (Encyclopaedia of DNA Elements) project was released. Many of these articles appeared in Nature and Science, the two most prestigious interdisciplinary scientific journals. Since that time, hundreds of other articles dedicated to the further analyses of the Encode data have been published. The time of hundreds of scientists and hundreds of millions of dollars were not invested in vain since this project had led to an apparent paradigm shift: contrary to the classical view, 80% of the human genome is not junk DNA, but is functional. This hypothesis has been criticized by evolutionary biologists, sometimes eagerly, and detailed refutations have been published in specialized journals with impact factors far below those that published the main contribution of the Encode project to our understanding of genome architecture. In 2014, the Encode consortium released a new batch of articles that neither suggested that 80% of the genome is functional nor commented on the disappearance of their 2012 scientific breakthrough. Unfortunately, by that time many biologists had accepted the idea that 80% of the genome is functional, or at least, that this idea is a valid alternative to the long held evolutionary genetic view that it is not. In order to understand the dynamics of the genome, it is necessary to re-examine the basics of evolutionary genetics because, not only are they well established, they also will allow us to avoid the pitfall of a panglossian interpretation of Encode. Actually, the architecture of the genome and its dynamics are the product of trade-offs between various evolutionary forces, and many structural features are not related to functional properties. In other words, evolution does not produce the best of all worlds, not even the best of all possible worlds, but only one possible world.
How did we get to this stage where the most publicized result of papers published by leading scientists in the best journals turns out to be wrong, but hardly anyone knows it?

Back in September 2012, the ENCODE Consortium was preparing to publish dozens of papers on their analysis of the human genome. Most of the results were quite boring but that doesn't mean they were useless. The leaders of the Consortium must have been worried that science journalists would not give them the publicity they craved so they came up with a strategy and a publicity campaign to promote their work.

Their leader was Ewan Birney, a scientist with valuable skills as a herder of cats but little experience in evolutionary biology and the history of the junk DNA debate.

The ENCODE Consortium decided to add up all the transcription factor binding sites—spurious or not—and all the chromatin makers—whether or not they meant anything—and all the transcripts—even if they were junk. With a little judicious juggling of numbers they came up with the following summary of their results (Birney et al., 2012) ..
The human genome encodes the blueprint of life, but the function of the vast majority of its nearly three billion bases is unknown. The Encyclopedia of DNA Elements (ENCODE) project has systematically mapped regions of transcription, transcription factor association, chromatin structure and histone modification. These data enabled us to assign biochemical functions for 80% of the genome, in particular outside of the well-studied protein-coding regions. Many discovered candidate regulatory elements are physically associated with one another and with expressed genes, providing new insights into the mechanisms of gene regulation. The newly identified elements also show a statistical correspondence to sequence variants linked to human disease, and can thereby guide interpretation of this variation. Overall, the project provides new insights into the organization and regulation of our genes and genome, and is an expansive resource of functional annotations for biomedical research.
See What did the ENCODE Consortium say in 2012? for more details on what the ENCODE Consortium leaders said, and did, when their papers came out.

The bottom line is that these leaders knew exactly what they were doing and why. By saying they have assigned biochemical functions for 80% of the genome they knew that this would be the headline. They knew that journalists and publicists would interpret this to mean the end of junk DNA. Most of ENCODE leaders actually believed it.

That's exactly what happened ... aided and abetted by the ENCODE Consortium, the journals Nature and Science, and gullible science journalists all over the world. (Ryan Gregory has published a list of articles that appeared in the popular press: The ENCODE media hype machine..)

Almost immediately the knowledgeable scientists and science writers tried to expose this publicity campaign hype. The first criticisms appeared on various science blogs and this was followed by a series of papers in the published scientific literature. Ed Yong, an experienced science journalist, interviewed Ewan Birney and blogged about ENCODE on the first day. Yong reported the standard publicity hype that most of our genome is functional and this interpretation is confirmed by Ewan Birney and other senior scientists. Two days later, Ed Yong started adding updates to his blog posting after reading the blogs of many scientists including some who were well-recognized experts on genomes and evolution [ENCODE: the rough guide to the human genome].

Within a few days of publishing their results the ENCODE Consortium was coming under intense criticism from all sides. A few journalists, like John Timmer, recongized right away what the problem was ...
Yet the third sentence of the lead ENCODE paper contains an eye-catching figure that ended up being reported widely: "These data enabled us to assign biochemical functions for 80 percent of the genome." Unfortunately, the significance of that statement hinged on a much less widely reported item: the definition of "biochemical function" used by the authors.

This was more than a matter of semantics. Many press reports that resulted painted an entirely fictitious history of biology's past, along with a misleading picture of its present. As a result, the public that relied on those press reports now has a completely mistaken view of our current state of knowledge (this happens to be the exact opposite of what journalism is intended to accomplish). But you can't entirely blame the press in this case. They were egged on by the journals and university press offices that promoted the work—and, in some cases, the scientists themselves.

[Most of what you read was wrong: how press releases rewrote scientific history]
Nature may have begun to realize that it made a mistake in promoting the idea that most of our genome was functional. Two days after the papers appeared, Brendan Maher, a Feature Editor for Nature, tried to get the journal off the hook but only succeeded in making matters worse [see Brendan Maher Writes About the ENCODE/Junk DNA Publicity Fiasco].

Meanwhile, two private for-profit companies, illumina and Nature, team up to promote the ENCODE results. They even hire Tim Minchin to narrate it. This is what hype looks like ...

Soon articles began to appear in the scientific literature challenging the ENCODE Consortium's interpretation of function and explaining the difference between an effect—such as the binding of a transcription factor to a random piece of DNA—and a true biological function.

Eddy, S.R. (2012) The C-value paradox, junk DNA and ENCODE. Current Biology, 22:R898. [doi: 10.1016/j.cub.2012.10.002]

Niu, D. K., and Jiang, L. (2012) Can ENCODE tell us how much junk DNA we carry in our genome?. Biochemical and biophysical research communications 430:1340-1343. [doi: 10.1016/j.bbrc.2012.12.074]

Doolittle, W.F. (2013) Is junk DNA bunk? A critique of ENCODE. Proc. Natl. Acad. Sci. (USA) published online March 11, 2013. [PubMed] [doi: 10.1073/pnas.1221376110]

Graur, D., Zheng, Y., Price, N., Azevedo, R. B., Zufall, R. A., and Elhaik, E. (2013) On the immortality of television sets: "function" in the human genome according to the evolution-free gospel of ENCODE. Genome Biology and Evolution published online: February 20, 2013 [doi: 10.1093/gbe/evt028

Eddy, S.R. (2013) The ENCODE project: missteps overshadowing a success. Current Biology, 23:R259-R261. [10.1016/j.cub.2013.03.023]

Hurst, L.D. (2013) Open questions: A logic (or lack thereof) of genome organization. BMC biology, 11:58. [doi:10.1186/1741-7007-11-58]

Morange, M. (2014) Genome as a Multipurpose Structure Built by Evolution. Perspectives in biology and medicine, 57:162-171. [doi: 10.1353/pbm.2014.000]

Palazzo, A.F., and Gregory, T.R. (2014) The Case for Junk DNA. PLoS Genetics, 10:e1004351. [doi: 10.1371/journal.pgen.1004351]

By March 2013—six months after publication of the ENCODE papers—some editors at Nature decided that they had better say something else [see Anonymous Nature Editors Respond to ENCODE Criticism]. Here's the closest thing to an apology that they have ever written ....
The debate over ENCODE’s definition of function retreads some old battles, dating back perhaps to geneticist Susumu Ohno’s coinage of the term junk DNA in the 1970s. The phrase has had a polarizing effect on the life-sciences community ever since, despite several revisions of its meaning. Indeed, many news reports and press releases describing ENCODE’s work claimed that by showing that most of the genome was ‘functional’, the project had killed the concept of junk DNA. This claim annoyed both those who thought it a premature obituary and those who considered it old news.

There is a valuable and genuine debate here. To define what, if anything, the billions of non-protein-coding base pairs in the human genome do, and how they affect cellular and system-level processes, remains an important, open and debatable question. Ironically, it is a question that the language of the current debate may detract from. As Ewan Birney, co-director of the ENCODE project, noted on his blog: “Hindsight is a cruel and wonderful thing, and probably we could have achieved the same thing without generating this unneeded, confusing discussion on what we meant and how we said it”.
Oops! The importance of junk DNA is still an "important, open and debatable question" in spite of what the video sponsored by Nature might imply.

(To this day, neither Nature nor Science have actually apologized for misleading the public about the ENCODE results. [see Science still doesn't get it ])

The ENCODE Consortium leaders responded in April 2014—eighteen months after their original papers were published.

Kellis, M., Wold, B., Snyder, M.P., Bernstein, B.E., Kundaje, A., Marinov, G.K., Ward, L.D., Birney, E., Crawford, G. E., and Dekker, J. (2014) Defining functional DNA elements in the human genome. Proc. Natl. Acad. Sci. (USA) 111:6131-6138. [doi: 10.1073/pnas.1318948111]

In that paper they acknowledge that there are multiple meanings of the word function and their choice of "biochemical" function may not have been the best choice ....
However, biochemical signatures are often a consequence of function, rather than causal. They are also not always deterministic evidence of function, but can occur stochastically.
This is exactly what many scientists have been telling them. Apparently they did not know this in September 2012.

They also include in their paper a section on "Case for Abundant Junk DNA." It summarizes the evidence for junk DNA, evidence that the ENCODE Consortium did not acknowledge in 2012 and certainly didn't refute.

In answer to the question, "What Fraction of the Human Genome Is Functional?" they now conclude that ENCODE hasn't answered that question and more work is needed. They now claim that the real value of ENCODE is to provide "high-resolution, highly-reproducible maps of DNA segments with biochemical signatures associate with diverse molecular functions."
We believe that this public resource is far more important than any interim estimate of the fraction of the human genome that is functional.
There you have it, straight from the horse's mouth. The ENCODE Consortium now believes that you should NOT interpret their results to mean that 80% of the genome is functional and therefore not junk DNA. There is good evidence for abundant junk DNA and the issue is still debatable.

I hope everyone pays attention and stops referring to the promotional hype saying that ENCODE has refuted junk DNA. That's not what the ENCODE Consortium leaders now say about their results.

Casane, D., Fumey, J., et Laurenti, P. (2015) L’apophénie d’ENCODE ou Pangloss examine le génome humain. Med. Sci. (Paris) 31: 680-686. [doi: 10.1051/medsci/20153106023]


Mark said...

Your resolve is to be commended.

Steve Watson said...

Thank you for this, Larry. I was at a talk last weekend by Fazale Rana, who was of course hyping ENCODE. Summary: junk DNA was the "best argument" for evolution and now it's been decisively refuted and all the opposition to it is because evolutionists don't want to admit they're wrong. He even included a quote from PZ to back that up. I'm going to be blogging my experience of last weekend, and also reporting on it to my local CFI group, so this is a neat and timely summary.

Athel Cornish-Bowden said...

Excellent article. Thanks, Larry. Keep up the good work.

Mikkel Rumraket Rasmussen said...

A creationist liar and ignoramus then? Say it aint so.

Petrushka said...

Can we say that the leading journals have been sandbagged?

Joe Felsenstein said...

It will be interesting, but perhaps distressing, to see what textbook authors write about junk DNA in the coming decade. After all, they will be the sources that many students will pay attention to. Will other biochemistry textbook authors be aware of the quiet retraction by the ENCODE leadership? Will the authors of elementary biology textbooks be aware of it? Will the authors of evolution textbooks be aware of it?

Come to think of it, I know several authors of major textbooks of biology or of evolution. I'd better ask them. I hope to find that they are good on the issue. If not, I'll point them here.

Larry Moran said...

As a general rule, biochemistry textbook authors know very little about molecular evolution and surprisingly little about biochemistry! I know most of them so this is not just speculation.

They are very prone to stasis—writing about the same ideas and concepts that they were taught as undergraduates. Ironically, they are also very likely to fall for the hype of new discoveries as long as the paradigm being shifted isn't something that upsets their own views.

The biochemistry textbook authors are very likely to promote the ENCODE hype because it fits with their outmoded, adaptationist, view of evolution.

On the other hand, you would be hard pressed to find any textbook (other than my own!) that explains why the amino acid sequences of globin or cytochromes is so different in different species.

Remember the example of a real "paradigm" shift called chemiosmotic theory? It took decades for this to enter the biochemistry textbooks in a meaningful way and even now there are textbooks that don't fully accept it. That's because it conflicted with the way the authors were taught as undergraduates.

Larry Moran said...

If I were to put more emphasis on junk DNA in my textbook it would meet with considerable resistance from biochemistry instructors in many universities. I can guarantee you that I would receive angry letters from some of them pointing out my ignorance of the latest results and quoting ENCODE.

I know this because it has happened in the past whenever I tried to introduce a new way of looking at something.

This is a conundrum. If I get too far ahead of my audience (biochemistry instructors) they won't recommend the book to their students and I won't be able to change the views of those students.

Unknown said...

Larry - you might be interested to know that together with Richard Dawkins I have just finished updating our book “The Ancestor’s Tale” and I have specifically added a section that deals with ‘junk’, ENCODE, and what functionality means. Happy to send it to you, if you are interested.

Diogenes said...

Larry, I've been hoping you would respond to the Facebook rants of "Evolution 2.0", apparently one Perry Marshall, who has been attacking you a lot lately. It's the usual James Shapiro-type cellular teleology-- evolution is driven by "cell-mediated changes", meaning the cell PLANS its evolution-- not creationist, just Shapiro style stupidity. He writes things like "Larry Moran is an old school Darwinist dummy, Darwinists predicted junk DNA, ENCODE killed junk DNA dead three years ago", and so on. He wrote a post like this 3 or 4 days back, so you might have to search for it. I can't put in a direct link.

In his most recent post, he goes on about "Evolution Fraud" and accuses you of saying evolution is random because you don't want to do science but just want to drink martinis when you should be working.

Larry Moran said...
This comment has been removed by the author.
Piotr Gąsiorowski said...

Here are the links to his rant:

I wonder, though, if it's worth anyone's notice.

Larry Moran said...

Wow! Apparently I'm an evangelist for "Old-School Darwinism."

Who knew"

Larry Moran and the 3 Martini Lunch, part 2: Massive Evolution Fraud

Larry Moran, Intelligent Design, and the Three Martini Lunch

Faizal Ali said...

It's OK. Now that Barry Arrington fully understands that junk DNA is not a prediction of Darwinism, he'll surely set Marshall right.

Unknown said...

Well, it's mostly me that wrote it, but he agrees with the sentiment. Will drop you an email (I've already passed it by Ryan Gregory).

Piotr Gąsiorowski said...

But there's a PREDICTION (sic) there:

PREDICTION: Ten years from now, when we understand twice as much about the genome as we do now, most scientists will be reluctant to admit they ever entertained such anti-scientific superstitions. [He means junk DNA.]

It was made on 17 November 2015. See you again in 2025.

Gerdien de Jong said...

The article by Casane, D., Fumey, J., et Laurenti, P. (2015) is not available on internet from teh journal or in our university library. Anyway to get this available?

Fair Witness said...

This Marshall guy seems to be yet another engineer whose motivated reasoning led him to abuse the poor analogy of DNA-is-a-Code, therefore it needed a Coder, therefore it proves Creation. Then he hides his creator in the complexity of the cell, ala Stephen Meyer. And evolution is the result of the cell modifying it's own code. This looks like another example of a smart person mistakenly thinking his training in one area qualifies him to be an expert in another.

Piotr Gąsiorowski said...

It can be downloaded from ResearchGate. I got my copy there.

Anonymous said...

I took an introductory course to genetics over the summer using a recently published book that had a section talking about the ENCODE results. The book was Genetics: A Conceptual Approach by Benjamin Pierce. On page 600 it reads:

In a series of papers published in 2012, ENCODE concluded that at least 80% of the human genome is involved in some type of function. Many of the functional sequences consisted of sites where proteins bind and influence the expression of genes. Prior to this study, much of the genome was considered "junk DNA" with no function, but the ENCODE study has greatly altered this view and suggests that there is little nonfunctional DNA in the human genome.

The back cover reads:

Only about 1.5% of the human genome directly codes for proteins; previously, much of that remaining genome was thought to consist of nonfunctional or “junk” DNA. However, new studies reveal that three-quarters of the human genome is transcribed, and research has identified a number of noncoding RNAs that have important cellular functions.

Larry Moran said...

Damn. That's exactly what I feared and it's why Nature and Science need to correct their mistakes.

SRM said...

Ironically, they are also very likely to fall for the hype of new discoveries as long as the paradigm being shifted isn't something that upsets their own views.

I think you really hit it on the head several years ago with your "deflated ego" description.

I am just thinking about so-called "paradigm changes" and about Peter Mitchell and the chemiosmotic theory, Carl Woese and three domain concept (which I understand you dispute), and now the ENCODE junk DNA assertion. What made the first two concepts slow to be accepted and the last one immediately accepted by many?

Well, its the almost religious conviction that if something exists it must be functional and that this is exactly what the doctor ordered to explain the inordinate complexity of humans (in a way the modest number of proteins coding genes does not readily do).

The PMF and ATP synthesis, and all this talk about Archaea etc... who cares? But everyone it seems (creationist and scientist alike) has a horse in the race when it comes to wanting to explain how we are so special.

SRM said...

It's the usual James Shapiro-type cellular teleology-- evolution is driven by "cell-mediated changes", meaning the cell PLANS its evolution-- not creationist, just Shapiro style stupidity.

But note, he is a creationist.

John Harshman said...

On the bright side, Dan Graur is about to publish a new book on molecular evolution:

It isn't out yet, but I strongly suspect it won't look favorably on the ENCODE claims.

Anonymous said...

Those two linked blog entries gave me a headache. This Perry Marshall is an arrogant idiot.

Diogenes said...

But note, he is a creationist

I stand corrected. I was trying to be broad-minded, "Hey, not every idiot is a creationist! Some are secular!" Then I get proven wrong...

Joe Felsenstein said...

In 2011 at the Evolution2011 meeting in Ottawa, I joined Larry, Carl Zimmer, and some other people who were having a lunchtime drink. This was the first time I had met Larry.

I don't recall seeing him drink even a single Martini. Maybe a beer.

aljones909 said...

An evangelical christian plus:

"Perry Marshall is a well known, successful expert on internet marketing, and his career has included developing new algorithms and paradigms in business and market analysis."

What can possibly go wrong.

Diogenes said...

"Expert on internet marketing!" So, he's trying to market the Death of Junk DNA.

Blame this guy for all the cookies stuffed into your browser.

Diogenes said...

I must give you a sense of the commenters at Perry Marshall's blog:

Recently I had been reading Plant Intelligence by Buhlmer where I was first introduced to Barbara McClintock who instantly became one of my heros, she apparently stated each of her corn plants had a distinct personality however to realize this you must be in a child like state. Make a heart connection! Nobel prize winning child like heart focused brain…

I co sponsored Richard Gerber author Vibrational Medicine in early 90’s to speak in Toronto. He said the entire Universe in made of one element, LIGHT…and then with a twinkle in his eye said ‘just as the mystics have been saying, we are beings of light’. He then said we live in a holographic Universe or as mystics have said for eons an illusion.
Beings of light playing a DNA self replicating existence…
Anyone who watches TV or has a basic interest in Ancient Aliens has heard how some super duper ancient ET civilization came here to seed the Planet and apparently manipulated DNA to create the current human race. Apparently our ancestors were pretty hot and the ancients could not resist. ANCIENT ALIENS 101…kinda puts a hole in religion other than as a way to build community spirit, fear and accumulate wealth.
One of my defining moments was years ago reading how Crick and a colleague postulated Earth is far too young to have developed a technology as sophisticated as DNA.
Technology = DNA?? now there is a game changer…
I caught myself a terrible code…
In Dolores Cannon Convoluted Universe series she tells of a patient under hypnosis who said he saw this being millions of years advanced of humans travelling through the Universe, a perfect blend of technology and consciousness…if reincarnation exists, which no scientist in their right mind would accept any more than doctors in the mid 1800’s would wash their hands, perhaps in a few generations we will understand and accept the basic code of human life and be able to travel throughout dimensions in an instant, have all knowledge, realize we are eternal beings in a material world…know it …not some airy fairy superstitious new age fantasy…we actually know we operate DNA self replicating bodies w conscious awareness…giddy yup..
Apparently without heart centered awareness it will never happen no matter how deeply we investigate the holographic picture…
I have read where original DNA had 12 strands and was reduced to 2.
The ancient Eastern religions spoke of 12 dimensions a human can experience while in a physical body. Physical, Astral, Causal, Mental, are lower limited realities…is DNA the vehicle SOUL/Consciousness/awareness/, whatever makes us unique, to experience Earth to become self realized.
Currently humanity is pretty well stuck in physical and emotional [astral] reality, lower dimension of hate, greed, anger…DNA w 2 strands of information perhaps limits our perspective…
If the DNA still retained the 12 strands would the coded information make it easier to access these other states of consciousness?
Is this where those who created us operate?
Could GOD just be other more advanced conscious beings as some suggest?

And this guy thinks Larry is the drunk!

Diogenes said...

Link to the above:

Piotr Gąsiorowski said...

... original DNA had 12 strands and was reduced to 2.

He isn't drunk. He's on some 'shrooms.

Unknown said...

There is a recent and interesting paper in Nature that describes the whole genome assembly of Oropetium thomaeum, aka the resurrection plant, able to suffer prolonged periods of drought and then pop-back to life upon re-watering. The novelty of the paper lay in the use solely of a Small Molecule Real Time (SMRT) sequencing platform-- specifically, that on offer from Pac-Bio (

The work is a tour de force that demonstrates just how powerful are the forces of advances in sequence acquisition in modern biological research. Nonetheless, two aspects of the paper bug me. First, it often reads like a Pac-Bio press release. That may be warranted by the outstanding results they describe, but it made me cringe, nonetheless. The second gripe I have is more germane to the present discussion: When touting the capacity of SMRT platforms to decode large and complex genomes, the authors make repeated reference to the direct applicability of such data to enable ENCODE-like projects in species other than humans.

It's a disturbing trend in scientific research and policies of funding agencies: "Sure, we spent $100's of millions on the ENCODE project, maybe the results are right or wrong hardly makes a difference. But if you can tie your ongoing research program to that PR-driven juggernaut, you'll probably be gainfully employed for a long, long time".

Science by press release: This cannot end well.

The Other Jim said...

Interesting... the Graur book "sample chapter" has a section on prokaryote-eukaryote origins, and the "Universal tree of life". Now I just need to get these grants and paper reviews and revisions off my desk to read something more interesting ;-)

Fair Witness said...

On the more rational side, Joe Brinkman gives him a good thrashing in the comments on this thread:

SRM said...

... original DNA had 12 strands and was reduced to 2.

Well I just had to google 12 stranded DNA and came up with this site. Apparently we have been slowly converting to 12 stranded DNA over the last couple decades or so. I would like to think this is a mock site but since it involves a Doctor of Naturopathy, I suppose it isn't. of changes in our DNA

Steve Watson said...

Is that like, upgrading from IPv4 to IPv6? From ethernet to fiber? Apparently, it was supposed to be complete in 2012. Typical infrastructure project, always years behind schedule....

Joe Felsenstein said...

Maybe it's connected with reducing from 12 Tribes down to 2.

So we could talk of the Ten Lost Strands.

Piotr Gąsiorowski said...


It's possible that human sanity is not doomed yet. A glimmer of hope.

As it turns out, Dr. Fox was arrested on fraud charges shortly after she gave that interview and was sent to jail for falsifying results on tests she never conducted, as well as injecting patients with steroids without their knowledge. These details conjure the image of a creepy mad scientist doing work on hopelessly delusional people wishing to see themselves and their progeny in a space of notable honor and privilege, when in fact all they were doing was getting scammed.

SRM said...

Interesting. I googled her name and there are much more recent references to her ideas but usually no mention of her fraud convictions.

In case you want to waste your time:

sigh... I guess its just the tip of the iceberg in terms of nonsense in this world.

J Wapatoo said...

Fancy way to attack Shapiro, though… But neither intelligent, no decent.