21st century science publishing will be multilevel and multimedia

I have to call your attention to this article, Stalking the Fourth Domain in Metagenomic Data: Searching for, Discovering, and Interpreting Novel, Deep Branches in Marker Gene Phylogenetic Trees, just published in PLoS One. It’s cool in itself; it’s about the analysis of metagenomic data, which may have exposed a fourth major branch in the tree of life, beyond the bacteria, eukaryotes, and archaea…or it may have just exposed some very weird, highly derived viruses. This is work spawned from Craig Venter’s wonderfully fascinating work of just doing shotgun sequencing of sea water, processing all of the DNA from the crazy assortment of organisms present there, and sorting them out afterwards.

But something else that’s special about it is that the author, Jonathan Eisen, has bypassed his university’s press office and not written a formal press release at all. Instead, he has provided informal commentary on the paper on his own blog, which isn’t novel, except in its conscious effort to change the game (Eisen has also been important in open publishing, as in PLoS). This is awesome, and scientists ought to get a little nervous. It maintains the formality and structured writing of a standard peer-reviewed paper, which is good — we don’t want new media to violate the discipline of well-tested, successful formats. But it also adds another layer of effort to the work, in which the author breaks out from the conventional structure and talks about the work as he or she would in a seminar or in meeting with other scientists. A paper provides the data and major interpretations, but it’s this kind of conversational interaction that can let you see the bigger picture.

I say scientists might want to be a little bit nervous about this, because I can imagine a day when this kind of presentation becomes de rigueur for everything you publish, just as it’s now understood that you could give a talk on a paper. It’s a different skill set, too, and it’s going to require a different kind of talent to be able to address fellow scientists, the lay public, and science journalists. Those are important skills to have, and this kind of thing could end up making them better appreciated in the science community.

Are any of your grad students and post-docs blogging? You might want to think about getting them trained in this brave new world now, before it’s too late. And you might want to consider getting started yourself, if you aren’t already.

Will radiation hormesis protect us from exploding nuclear reactors?

That reputable scientist, Ann Coulter, recently wrote a genuinely irresponsible and dishonest column on radiation hormesis. She claims we shouldn’t worry about the damaged Japanese reactors because they’ll make the locals healthier!

With the terrible earthquake and resulting tsunami that have devastated Japan, the only good news is that anyone exposed to excess radiation from the nuclear power plants is now probably much less likely to get cancer.

This only seems counterintuitive because of media hysteria for the past 20 years trying to convince Americans that radiation at any dose is bad. There is, however, burgeoning evidence that excess radiation operates as a sort of cancer vaccine.

As The New York Times science section reported in 2001, an increasing number of scientists believe that at some level — much higher than the minimums set by the U.S. government — radiation is good for you.

But wait! If that isn’t enough stupid for you, she went on the O’Reilly show to argue about it. Yes! Coulter and O’Reilly, arguing over science. America really has become an idiocracy.

I only know about hormesis from my dabbling in teratology; a pharmacologist or toxicologist would be a far better source. But I know enough about hormesis to tell you that she’s wrong. She has taken a tiny grain of truth and mangled it to make an entirely fallacious argument.

Radiation is always harmful — it breaks DNA, for instance, and can produce free radicals that damage cells. You want to minimize exposure as much as possible, all right? However, your cells also have repair and protective mechanisms that they can switch on or up-regulate and produce a positive effect. So: radiation is bad for you, cellular defense mechanisms are good for you.

Hormesis refers to a biphasic dose response curve. That is, when exposed to a toxic agent at very low doses, you may observe an initial reduction in deleterious effects; as the dose is increased, you begin to see a dose-dependent increase in the effects. The most likely mechanism is an upregulation of cellular defenses that overcompensates for the damage the agent is doing. This is real (I told you there’s a grain of truth to what she wrote), and it’s been observed in multiple situations. I can even give an example from my own work.

Alcohol is a teratogenic substance — it causes severe deformities in zebrafish embryos at high doses and prolonged exposure, on the order of several percent for several hours. I’ve done concentration series, where we give sets of embryos exposures at increasing concentrations, and we get a nice linear curve out of it: more alcohol leads to increasing frequency and severity of midline and branchial arch defects. With one exception: at low concentrations of about 0.5% alcohol, the treated embryos actually have reduced mortality rates relative to the controls, and no developmental anomalies.

If Ann Coulter got her hands on that work, she’d probably be arguing that pregnant women ought to run out and party all night.

We think there is probably a combination of factors going on. One is that alcohol is actually a fuel, so what they’re getting is a little extra dose of energy; it’s also deleterious to pathogens, so we’re probably killing off bacteria that might otherwise harm the embryos, and we’re killing those faster than we are killing healthy embryonic cells. It’s the same principle behind medieval beer and wine drinking — it was healthier than the water because the alcohol killed the germs.

However, the key thing to note about hormetic effects is that they only apply at low dosages. Low dosages tend to be where the damaging effects are weakest, anyway, and where the data are also the poorest. The US government recommendations for radiation exposure are based on a linear no threshold model in which there is no hormesis to reduced effects at low concentrations for a couple of reasons. One is methodological. The data we can get from high exposures to toxic agents tends to be much more robust and consistent, and we do see simple relationships like a ten-fold increase in dose produces a ten-fold increase in effect, whereas at low doses, where the effects are much weaker, variability adds so much noise to the measurements that it may be difficult to get a repeatable and consistent relationship. So the strategy is to determine the relationships at high doses and extrapolate backwards.

Then, of course, the major reason recommendations are made on the simple linear model is that it is the most conservative model. The data are weaker at the low end; there is more variability from individual to individual; the safest bet is always to recommend lower exposures than are known to be harmful.

In the low dosage regime, these responses get complicated at the same time the data gets harder to collect. This is why it’s a bad idea to base public policy on the weakest information. I’ll quote a chunk from a review by Calabrese (2008) that describes why you have to be careful in interpreting these data.

In 2002, Calabrese and Baldwin published a paper entitled “Defining hormesis” in which they argued that hormesis is a dose-response relationship with specific quantitative and temporal characteristics. It was further argued that the concept of benefit or harm should be decoupled from that definition. To fail to do so has the potential of politicizing the scientific evaluation of the dose-response relationship, especially in the area of risk assessment. Calabrese and Baldwin also recognized that benefit or harm had the distinct potential to be seen from specific points of view. For example, in a highly heterogeneous population with considerable inter-individual variation, a beneficial dose for one subgroup may be a harmful dose for another subgroup. In addition, it is now known that low doses of antiviral, antibacterial, and antitumor drugs can enhance the growth of these potentially harmful agents (i.e., viruses), cells, and organisms while possibly harming the human patient receiving the drug. In such cases, a low concentration of these agents may be hormetic for the disease-causing organisms but harmful to people. In many assessments of immune responses, it was determined that approximately 80% of the reported hormetic responses that were assessed with respect to clinical implications were thought to be beneficial to humans. This suggested, however, that approximately 20% of the hormetic-like low-dose stimulatory responses may be potentially adverse. Most antianxiety drugs at low doses display hormetic dose-response relationships, thereby showing beneficial responses to animal models and human subjects. Some antianxiety drugs enhance anxiety in the low-dose stimulatory zone while decreasing anxiety at higher inhibitory doses. In these two cases, the hormetic stimulation is either decreasing or increasing anxiety, depending on the agent and the animal model]. Thus, the concepts of beneficial or harmful are important to apply to dose-response relationships and need to be seen within a broad biological, clinical, and societal context. The dose-response relationship itself, however, should be seen in a manner that is distinct from these necessary and yet subsequent applications.

I know, the Cabrese quote may have been a little dense for most. Let me give you another real world example with which I’m familiar, and you probably are, too.

Here in Minnesota in the winter we get very snowy, icy conditions. If I’m driving down the road and I sense a slippery patch, what I will immediately do is become more alert, slow down, and drive more carefully — I will effectively reduce my risk of an accident on that road because I detected ice. This does not in any way imply that ice reduces traffic accidents. Again, with the way Ann Coulter’s mind works, she’d argue that what we ought to do to encourage more responsible driving is to send trucks out before a storm to hose the roads down with water instead of salt.

Ann Coulter is blithely ignoring competent scientists’ informed recommendations to promote a dangerous complacency in the face of a radiation hazard. She’s using a childish, lazy interpretation of a complex phenomenon to tell people lies.


Calabrese EJ (2008) Hormesis: Why it is important to toxicology and toxicologists. Environmental Toxicology and Chemistry 27(7):1451-1474.

Brachiopods: another piece in the puzzle of eye evolution

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About 600 million years ago, or a little more, there was a population of small wormlike creatures that were the forebears of all modern bilaterian animals. They were small, soft-bodied, and simple, not much more than a jellyfish in structure, and they lived by crawling sluglike over the soft muck of the sea bottom. We have no fossils of them, and no direct picture of their form, but we know a surprising amount about them because we can infer the nature of their genes.

These animals would have been the predecessors of flies and squid, cats and starfish, and what we can do is look at the genes that these diverse modern animals have, and those that are held in common we all inherited together from that distant ancestor. So we know that flies and cats both have hearts that are initiated in early development by the same genes, nkx2.5 and tinman, and infer that our common ancestor had a heart induced by those genes…and that it was only a simple muscular tube. We know that modern animals all have a body plan demarcated by expression of Hox genes, containing muscles expressing myoD, so it’s reasonable to deduce that our last common ancestor had a muscular and longitudinally patterned body. And all of us have anterior eyes demarcated by early expression of pax6, as did our ancient many-times-great grandparent worm.

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We do not have fossils of these small, soft organisms, but that’s no obstacle to picturing them. You just have to see the world like a modern molecular or developmental biologist. One of the graphical conceits of the Matrix movies was that the hero could see the hidden mathematical structure of the world, which was visualized as green streams of symbols flowing over everything. We aspire to the same understanding of the structure of life, only what we see are patterns of genetic circuity, shared modules that are whirring away throughout development to produce the forms we see with our eyes; and also, unfortunately, we currently only see these patterns spottily and murkily. There is no developmental biologist with the power of Neo yet, but give us a few decades.

There’s another thing we know about these ancient ancestors: they had two kinds of eyes. ciliary and rhabomeric. Your eyes contain ciliary photoreceptors; they have a particular cellular structure, and they use a recognizable form of opsin. A squid has a distinctly different kind of photoreceptor, called rhabdomeric, with a different cell structure and a different form of opsin. We humans also have some rhabdomeric receptors tucked away in our retinas, while invertebrates have ciliary receptors as well, so we know the common ancestor had both.

Now this ancestral population eventually split into two great tribes, the protostomes, which includes squid and flies, and the deuterostomes, which includes cats and starfish. It should be an obvious indication of the general state of that ancestor that it represents all that those four diverse animals have in common. It also tells us that while that ancestor had eyes, they were almost certainly very simple, and could have been nothing more than a patch of light-sensitive cells, or perhaps even single cells, as we see in some larval eyes.

What we think happened at this division is that both tribes took the primitive eyes and specialized them independently. Each group evolved under similar constraints: they needed directionally-sensitive eyes that could tell what direction a source of illumination was coming from (and these would eventually form true image-forming eyes), and they also needed sensors to detect general light levels — is it day or night, are we in the open or under a rock? Think of it like a camera system: there is a part that gets all the attention, the lens and image-forming chip, but there’s also a light meter that senses ambient light levels.

The two tribes made different choices, though. The protostomes pulled the rhabdomeric photoreceptor out of their toolbox, and used that to make the camera; they used the ciliary photoreceptor to make their light meter. The deuterostomes (actually, just us chordates) instead used the ciliary photoreceptor for their camera, and the rhabdomeric photoreceptor for the light meter. It’s the same ancestral toolkit, but we’ve just specialized in different ways.

At least, that’s the general model we’ve been exploring. A new discovery at the Kewalo Marine Laboratory, one of the premiere labs for evo-devo research, has made the interpretation a little more complex.

That discovery is that brachiopod larvae, which are protostomes, have been found to have directionally sensitive eyes…which are ciliary. A protostome should have directionally sensitive eyes that are rhabdomeric. How interesting!

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Brightfield microscopy of a Terebratalia transversa larva, with red eye spots visible in the apical lobe (black arrows). (A) Dorsal view. (B) Lateral view.

In addition to being ciliary in structure, these eyes express ciliary opsin. They are also true cerebral eyes, also expressing pax6 and having a nervous connection to the central nervous system.

Notice what is going on here: a protostome is building a camera, and unlike all the other protostomes we’ve observed, it’s pulled a ciliary photoreceptor out of its pocket to make it. This is a surprise, but it doesn’t upset any theories too much — it just means we need to explore a couple of alternative explanations. We don’t have answers to resolve these hypotheses yet — we need more data and experiments — but it’ll be fun to watch the work roll onward.

One explanation is illustrated in A, below. The initial animal state was to build directional, cerebral eyes using rhabdomeric photoreceptors. The vertebrates are oddballs who swapped in ciliary receptors instead, while these larval eyes in brachiopods are major peculiarities, an evolutionary novelty which resembles a cerebral eye, but is actually non-homologous. This seems unlikely to me; there are multiple elements of the eye circuitry at work in these eyes, and if they’re using the same gene circuitry, we ought to recognize them as homologous at the molecular level…the only one that counts.

The second explanation in B is that all of these cerebral eyes are homologous, but that the receptor type is more plastic than we thought — it’s relatively easy to switch on the ciliary module vs. the rhabodmeric module, so we would expect to see multiple flip-flops in the evolutionary record.

If we accept that it’s easy to switch receptor type, though, then why assume that the last common ancestor had a directional, cerebral eye that was rhabdomeric? It could have been ciliary, which is also a more parsimonious explanation, because it requires only one switch of types in the protostomes, shown in C.

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(Click for larger image)

Alternative hypothesis on the evolution of photoreceptor deployment in cerebral eyes. Schematic representation of three hypotheses accounting for the deployment of ciliary photoreceptors in the cerebral eyes of Terebratalia and vertebrates, versus rhabdomeric photoreceptors in Platynereis and other protostomes. (A) Deployment of rhabdomeric photoreceptors as the ancestral state in cerebral eyes, with the larval eyes of Terebratalia, containing ciliary photoreceptors, representing an evolutionary novelty. The deployment of ciliary photoreceptors is the result of a substitution (with ciliary photoreceptors having replaced rhabdomeric photoreceptors in the cerebral eyes) early in the chordate lineage. (B) Larval eyes in Terebratalia are homologous to the cerebral eyes in other protostomes, but ciliary photoreceptors have been substituted for rhabdomeric photoreceptors, as in the vertebrates. (C) Ciliary photoreceptors in cerebral eyes represent the ancestral condition, inherited by Terebratalia and vertebrates. Deployment of rhabdomeric photoreceptors in the cerebral eyes of Platynereis and other protostomes are the result of substitution events.

Whichever hypothesis pans out, though, the important message is that photoreceptor type is a more evolutionarily labile choice than previously thought. What I want to see is more research into photoreceptor development in more exotic invertebrates — that’s where we’ll learn more about our evolutionary history.


I have to mention a couple of other cool features of this paper. If you ever want to see a minimalist directional eye, here it is: the larval eye sensor of brachiopods consists of two cells, a lens cell that actually does the job of light detection, and a pigment cell that acts as a shade, preventing light from one direction from striking the lens cell. That’s all it takes.

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I lied! That isn’t a minimal directional eye at all: here it is.

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This rather blew my mind. The brachiopod gastrula senses light. The figure above is of a very early stage in development, when the organism is little more than a couple of sheets of cells with no organs at all, only tisses in the process of forming up into rough structures. It definitely has no brain, no nervous tissue at all, and no eyes…and there it is, that dark blue smear is a region selectively expressing ciliary opsin as if it were a retina. Furthermore, when tested behaviorally (mind blown again…behavior, in a gastrula), populations in a light box show a statistical tendency to drift into the light. Presumably, light stimulation of the opsin is coupled to the activity of cilia used for motility in the outer epithelium of the embryo.

Amazing. It suggests how eyes evolved in multicellular organisms, as well — initially, it was just localized general expression of light-sensitive molecules coupled directly to motors in the skin, no brain required.


Passamaneck Y, Furchheim N, Hejnol A, Martindale MQ, Lüter C (2011) Ciliary photoreceptors in the cerebral eyes of a protostome larva. EvoDevo, 2:6.

I am getting a very poor impression of astrobiology

I received email from one of those astrobiologists, the people behind the Journal of Cosmology, in this case Carl H. Gibson. I was…amused.

Dear Professor Meyers:

I understand you have some problem with our interpretation of Richard Hoover’s article proposed for the Journal of Cosmology. I certainly hope you will write up your comments for publication in a peer review, along with the article.

Attached is an article that might interest you on the subject of astrobiology. Have you written anything in this area?

Regards,
Carl

Ah. He understands that I had some problem with Hoover’s article. I think if he takes a slightly closer look at what I wrote, he might be able to notice that I think the whole article was a creaky, broken cart loaded with rotting donkey bollocks. I thought it was perfectly clear, but I guess I have a thing or two to learn about expressing my opinions unflinchingly.

No, I haven’t published anything in the field of astrobiology. It’s not my area of interest at all, and I don’t seem to meet any of the qualifications, all of which involve being an engineer, a physicist, or a crackpot. I’m only a biologist.

I do have to thank Dr Gibson for the very interesting article he sent along. It was quite the silliest thing I’ve read in days … which is saying something, given the kind of stuff creationists like to throw over the transom. I had no idea the field was such a mucking ground for foolishness.

The paper is titled, “The origin of life from primordial planets”, by Carl H. Gibson, Rudolph E. Schild, and N. Chandra Wickramasinghe, and you can find it in the International Journal of Astrobiology 10 (2): 83-98 (2011), if you’re really interested. Almost all of it is physics and cosmology, and it’s way over my head, so that part could be absolutely brilliant, and these guys really could be shaking up the entire discipline of cosmology and I wouldn’t be aware of it. So let me just grant them that part of their story, although to be honest, the parts that I do understand make me really, really suspicious.

Anyway, they’re pushing a new cosmological model called HGD (hydro-gravitational-dynamics) in opposition to the standard ΔCDMHC model (that stands for dark energy cold-dark-matter-hierarchical clustering). They really like their acronyms, which made the paper a hard slog, but my impression is that they’re arguing that planets formed first out of turbulence in cosmic gases, congealing into dark clumps that were home to life first, and then colliding together to form stars. I have no way to tell if the physics is BS, other than that it isn’t any part of the standard models I’ve read in popular physics books, but the basic premise is that first masses condensed, then life evolved, then stars formed. Yeah, seriously.

The onset of prebiotic chemistry and the emergence of life templates as a culmination of such a process must await the condensation of water molecules and organics first into solid grains and thence into planetary cores. Assuming the collapsing proto-planet cloud keeps track with the background radiation temperature, this can be shown to happen between ~2-30 My after the plasma to neutral transition. With radioactive nuclides 26Al and 60Fe maintaining warm liquid interiors for tens of My, and with frequent exchanges of material taking place between planets, the entire Universe would essentially constitute a connected primordial soup.

Life would have an incomparably better chance to originate in such a cosmological setting than at any later time in the history of the Universe. Once a cosmological origin of life is achieved in the framework of our HGD cosmology, exponential self-replication and propagation continues, seeded by planets and comets expelled to close-by proto-galaxies.

That’s right. Life arose 14 billion years ago. They say it again in the abstract: Life originated following the plasma-to-gas transition between 2 and 20 Myr after the big bang, while planetary core oceans were between critical and freezing temperatures, and interchanges of material between planets constituted essentially a cosmological primordial soup.” We’ve also got a diagram.

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That is awesomely weird. So, somehow, life evolved under the bizarre physical conditions of the early universe, under conditions completely unlike anything on earth, survived the formation of stars, incredibly low population densities, extreme variations in temperature and radiation, and drifted through space for billions of years to finally settle on the relatively warm, wet, thick oceans of ancient Earth, and found itself right at home.

And this is somehow a better explanation than that life arose natively.

Why? All they’ve got to justify this nonsense is the long discredited views of Hoyle and Wickramasinghe that 4½ billion years is not enough. And their alternative explanation is that the Big Bang produced a universe-spanning interconnected soup in which evolution occurred.

In view of the grotesquely small improbability of the origin of the first template for life (Hoyle & Wickramasinghe 1982) it is obvious that it would pay handsomely for abio- genesis to embrace the largest available cosmic setting. The requirement is for a connected set of cosmic domains where prebiology and steps towards a viable set of life templates could take place and evolve. In the present HGD model of cosmology the optimal setting for this is in events that follow the plasma-to-gas transition 300000 years after the big bang. A substantial fraction of the mass of the entire Universe at this stage will be in the form of frozen planets, enriched in heavy elements, and with radioactive heat sources maintaining much of their interior as liquid for some million years. The close proximity between such objects (mean separations typically 10-30 AU) will permit exchanges of intermediate templates and co-evolution that ultimately leads to the emergence of a fully fledged living system. No later stage in the evolution of the Universe would provide so ideal a setting for the de novo origination of life.

Never mind. I don’t think any serious biologist has any significant problems with the probability of life originating on this planet, but I think we’d all agree that the ancient planetary nebula was an even more hostile environment than the Hadean earth. I think their team needs some more competent biologists contributing — they may have the “astro” part down, but the “biology” part is looking laughable.

I do hope there is intelligent life in astrobiology, and that there are better qualified scientists who will take some time to criticize the cranks in their field.

NASA speaks out boldly on the ‘bacteria from space’ claims

That was sarcasm in the title, everyone. NASA has released a public statement in which they gingerly edge away from Hoover’s paper.

NASA is a scientific and technical agency committed to a culture of openness with the media and public. While we value the free exchange of ideas, data, and information as part of scientific and technical inquiry, NASA cannot stand behind or support a scientific claim unless it has been peer-reviewed or thoroughly examined by other qualified experts. This paper was submitted in 2007 to the International Journal of Astrobiology. However, the peer review process was not completed for that submission. NASA also was unaware of the recent submission of the paper to the Journal of Cosmology or of the paper’s subsequent publication. Additional questions should be directed to the author of the paper.

In other words, “What paper? We don’t know nothin’ about that paper.”

It’s disappointing cover-their-butts bureaucratese from an organization that, as a science and engineering institution, ought to have a rather more demanding attitude about rigor and evidence. Oh, well. It’s one small step for a bureaucracy; one giant leap…which a bureaucrat won’t take.

By the way, my phone has been busy over this nonsense today. I don’t quite know what it is, but for some reason the initial claim of “Life in space!” struck a chord with many people, and the fact that a number of scientists are quickly replying with “No, it isn’t” is making some people very, very angry. We’re also seeing a lot of that infuriated rejection of the rejection in the comments here.

I think many confuse their wish to see evidence of extraterrestrial life with the evidence for extraterrestrial life. Personally, I’d love to see the discovery of life that originated elsewhere other than our world — that would provide a radically different insight into evolution. I know there has been evidence of organic molecules in space, and I suspect that life does exist on other planets (possibly even other planets in our solar system), but I’m not going to accept a claim of discovery without adequate evidence.

And I’m sorry, but Hoover’s paper is poorly written, sloppy work that uses a non-biologist’s impressions of complex textures in a mineral to imply morphological evidence for fossilized bacteria. You’d think NASA would know better: we had a similar phenomenon a few years ago, in which people claimed to see a “face on Mars,” a claim that NASA effectively debunked. This is the same thing. It’s a shame that NASA isn’t being as quick to dismiss bad science this time around.

Go to Dublin…for the science!

Since the World Atheist Conference is in Dublin this June, you should go just to test this scientific conclusion: the Guinness does taste better in Ireland. I think so, too. So here’s the experiment: buy a glass of Guinness in your airport bar, fly to Ireland, drink some more there. Attend the atheist conference to cleanse the palate, as it were. Drink more Guinness, get on the plane and fly home, and have another one.

Compare.

So now you have another reason to go. It’s an Experiment!

Why do muscles hurt after exercise?

As long as I’m stranded in a snowstorm (thankfully fading right now) and unable to teach my human physiology class this morning, I thought I’d at least put a small part of the story I was going to tell on the web. We’re currently talking about muscle physiology, and I’ve already gone over the sliding filament theory of muscle contraction…oh, you know that one, right?

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Muscles contract using interlaced filaments of myosin (in red, above) and actin (blue), and myosin acts as a kind of motor gear, burning ATP to ratchet the actin filaments along their length, shortening the muscle. The ratchet functions whenever the cell has ATP and also is flushed with the release of calcium from internal stores, which is the chemical trigger to initiate a contraction. But you knew that already.

You also knew about basic metabolic biochemistry, the process that breaks down sugars to release energy, which is captured in the form of ATP and various reducing agents.

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All you need to remember to follow along is that there is the glycolytic pathway, which snaps a 6-carbon sugar in half to produce two 3-carbon fragments and a little bit of energy, and that there is the rest of the biochemistry shown here, which takes the 3-carbon fragments and burns them down the rest of the way to CO2, producing a lot of energy in the form of ATP. Unfortunately, that second, very efficient part is dependent on the availability of oxygen, so in many cases, where your muscles are working harder than the respiratory/circulatory system can deliver oxygen to them, they are only doing the glycolytic part of the process.

Like I said, though, you already knew all that. I was planning a quick review of these basics this morning, and to discuss factors that influence strength and endurance in muscle activity, and then to answer the one question I’m addressing here: why do my muscles hurt after exercising?

There are actually a couple of reasons. One that you may have heard of before is lactic acid buildup, but this is actually only a short term concern. Lactic acid is a byproduct of glycolysis. If you’re working hard, you can’t deliver oxygen to the muscles as fast as they need it, so they rely almost entirely on the glycolytic pathway for energy, which in my diagram above has three products: ATP (which the cell wants to use for contractions), and pyruvic acid and the reducing agent NADH2, which the cell is unable to use at that time because of the lack of oxygen. What the cell does to keep the unusable products from accumulating and bringing the glycolytic pathway to a halt is, in short, to use the reducing agent to convert pyruvic to lactate, which then diffuses away into the bloodstream. Later, when you’re taking it easy and recovering from your workout, the lactate will be recovered and reprocessed to recover more ATP and also to rebuild some of the glucose that was burned.

(Scratch much of the above paragraph. While many physiology textbooks state that lactic acid accumulation is a problem, the biochemists say otherwise: what builds up is lactate, which doesn’t acidify the tissues and can actually act as a buffer. The source of acids that cause the transient ache are the hydrolysis reactions that occur as ATP is used at a rapid rate.)

Anyway, the point here is that one source of that burning ache during exercise is lactic acid accumulation. This does not explain why it hurts the next morning when you get up, though, because the acid will have been cleaned up by then. That’s a different problem.

One reason for stiffness and soreness is the long term effect of flushing the muscle cell with calcium. During exercise, each contraction is accompanied by a surge of calcium ions, followed by its removal by pumps in the sarcoplasmic reticulum slurping it back up for storage. So exercise consists of a repeated cycle of surge and slurp of calcium ions, and one of the effects is that the increased levels of ions lead to actual physical swelling of the muscle fibers, which can reduce short-term performance. Another effect is that altering the calcium balance of the cell leads to the activation of enzymes that break down and rebuild proteins in the cell. What that does is promote active remodeling of those actin/myosin filaments, construction of new filaments, and growth of the muscle. It hurts because the muscle is under construction and is being physically remodeled, just like your coach probably told you. No pain, no gain.

There’s another reason muscles may hurt a great deal the day after exercise, and that is that you can actually disrupt and damage and even kill muscle fibers, and that certain kinds of exercise are particularly effective at damaging the tissue.

A couple of years ago, I had this brought home personally. Our students have to give a senior seminar in a biology topic of their choice in their last year, before we let them graduate, and one of my students was interested in exercise physiology and knew about this phenomenon of eccentric exercise promoting greater tissue damage. He also knew that it had its most potent effects in naive tissue — muscles can adapt to repeated abuse, and show smaller and smaller responses to this kind of exercise over time. He was an athlete, so it was going to have minimal effect on him, so he looked about for a flabby, lazy, deskbound sort of person to test, and somehow he thought his advisor, me, would be a perfect subject.

Concentric and eccentric exercise are different. Imagine holding a weight in your hand as you sit there, and you contract your biceps to bend your elbow and lift the weight towards your face — imagine drinking a large stein of beer, for instance (it’s exercise, really). The muscle filaments are ratcheting along to contract, and they are shortening the muscle: that is concentric exercise. Now, though, you lower your hand to put the stein back on the table. You don’t simply relax all your muscles and let your arm flop so the stein falls with a crash to the table — it might spill! — instead, the muscle fibers in your biceps are at a low level of activity, the myosin/actin filaments are ratcheting to generate tension, while the muscle is lengthening, rather than shortening. That’s eccentric exercise: some of your muscle fibers are trying to shorten the muscle while the muscle is actually lengthening.

So my student took me to the gym for a relatively easy hour of working out in the weight room, concentrating on eccentric exercise. It wasn’t bad at all, and he kept the workout relatively light, so I never strained myself. So we did things like assisted bench presses, where he would help me raise the weight (the concentric part), and then I would ease it down slowly (the eccentric part). It wasn’t bad at all, I thought, and we did a series of simple exercise to work out different muscle groups.

Then, the next morning, I tried to get up. Aaaaiaiaiaeeeaaargh. His experiment had been spectacularly successful, and I could barely move. Let me tell you, brushing my teeth that day was the most exquisite agony — just raising my hand to my mouth was bad enough, but wiggling my arm gently once I got it there? Forget about it.

So I got to be a prop at his seminar, standing still at the front of the room and occasionally screaming through gritted teeth when he asked me to move in certain ways, while he explained what was going on in my muscles. I had to give him an A for admiration at his fabulously sadomasochistic technique.

So what had I done to my muscles? Forced lengthening of muscles under tension actually causes small tears in the fibers, disrupting the excitation-contraction coupling mechanism. There are tiny membranous tubes running through the muscle fibers called the t-tubule system, which conducts electrical activity at the membrane deep into the interior, where it activates the sarcoplasmic reticulum to release calcium. Those were being torn. That makes the membrane leaky and sensitive, leading to fluid imbalances, and generally making the muscle less responsive until repaired.

Another factor is damage to the filament structure. The peculiar extension while contracting would lead to errors in the alignment of the overlapping parts of the myosin and actin filaments, leading to tangled, disrupted structures that are no longer able to function efficiently, and further contraction could cause physical injury to the fiber, which triggers a pain and inflammation response.

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During an active lengthening, longer, weaker sarcomeres are stretched onto the descending limb of their length-tension relation where they lengthen rapidly, uncontrollably, until they are beyond myofilament overlap and tension in passive structures has halted further lengthening. Repeated overextension of sarcomeres leads to their disruption. Muscle fibres with disrupted sarcomeres in series with still-functioning sarcomeres show a shift in optimum length for tension in the direction of longer muscle lengths. When the region of disruption is large enough it leads to membrane damage. This could be envisaged as a two-stage process, beginning with tearing of t-tubules. Any fall in tension at this point would be reversible with caffeine. It would be followed by damage to the sarcoplasmic reticulum, uncontrolled Ca2+ release from its stores and triggering of a local injury contracture. That, in turn, would raise muscle passive tension. If the damage was extensive enough, parts of the fibre, or the whole fibre, would die. This fall in tension would not be recoverable with caffeine. Breakdown products of dead and dying cells would lead to a local inflammatory response associated with tissue oedema and soreness.

This process actually messes up your muscles. These are electron micrographs of muscle biopsies taken from human subjects who’d been put through the procedure (I drew the line there, and did not let me student stab me with big needles — hadn’t he gotten enough pleasure out of this already — so these aren’t my muscles).

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The control at the top left shows normal, healthy, well-organized muscle fibers; the panel just below it as a sample from muscle immediately after eccentric exercise, which is clearly more disorganized. The three panels labeled “1d” all show muscle one day after eccentric exercise, and all show signs of disruption — look at those z discs, the dark bands in the muscle. They’ve been broken up quite a bit.

If your muscles hurt, though, don’t panic: the panel at the top right is of muscle fibers 14 days after exercise, and they are fully recovered and are once again well-ordered.

So why do your muscles hurt after exercise? There are three major reasons. 1) a transient accumulation of acids produced by ATP hydrolysis that can cause some soreness during exercise. 2) Changes in ion concentrations in the muscle that can cause some fluid swelling, and also triggers active remodeling of the proteins for growth. And 3) you broke ’em. You can cause micro-tears and internal disruption of muscle proteins that can actually force your muscles to throw out and reconstruct whole fibers.

What should you do if your muscles are aching after exercise? Personally, I say just stop it altogether, but that’s just me. For the more active and sensible among you, a better solution would be to reduce the intensity of exercise to light, submaximal exertion and stretching exercises, which have been found to reduce soreness and promote more rapid recovery of muscle tension. Light massage is also good for reducing pain, but hasn’t been found to do much to facilitate actual physical recovery otherwise. I’m all for reducing pain, of course.

As usual, though, if pain worsens or continues for more than a few days, or is particularly intense and localized, get off the internet and SEE A REAL DOCTOR. In the case of my intentionally induced eccentric muscle exercise, the serious pain only lasted for about 3 days, and after a week, felt no after-effects at all.


Proske U, Morgan DL (2001) Muscle damage from eccentric exercise: mechanism, mechanical signs, adaptation, and clinical applications. J Physiol 537(2):333-345.

Where’s the duct tape?

Obviously, I did it all wrong. I have a digital video microscope in my lab, but what I did was spend about $20,000 on a nice microscope, $1000 on a digital still camera and about $500 on a digital video camera, and $200 on a pair of custom adapters to link them together. The principle is simple enough, though; you’re just mounting a camera on the scope where your eye would be and grabbing images with a standard computer interface. So here’s New Scientist bragging about building a video microscope for £15.

I’ve done something similar in the past, but I can one-up Lewis Sykes: I made my adapter with cardboard and duct tape, instead of going all out and fabricating fancy-pants acrylic rings.

I should confess that there is a little bit of a quality difference between the images I get on my lab scope and the ones you can get out of $30 microscope. As long as you’re not trying to resolve sub-micron details, though, you can probably get by.

I shouldn’t have read all those Conan books as a kid

My parents never got me nice things. Sure, there was that one Tony the Tiger cereal bowl we kids all fought over back in the 1960s, but they never got us one of these.

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See? If I’d been born just a little earlier, 14,000 years ago instead of in the 1950s, Dad might have given me the skull of one of his enemies from which to dine on my Chocolate Frosted Sugar Bombs. I was deprived.

This cool paper by Bello, Parfitt, and Stringer describes finds from a cave in Somerset, England which, among many other relics of Upper Paleolithic habitation, included several human skull caps with clear signs of post-mortem modification. My father’s lineage descended from people in that part of the world, so now I’m really miffed — it was an old family tradition, and they just didn’t keep it up.

Anyway, the authors analyzed these curious crania and found cut marks where they’d been defleshed, and percussion marks where the bone had been shaped. They’re fairly thorough in describing the process — it’s almost a how-to — so maybe we’ll get something on Etsy or Make magazine sometime.

The distribution of the cut-marks and percussion damage on the Gough’s Cave cranial sample indicates the skilled post-mortem processing of the head. This included careful removal of soft tissues and controlled percussion. Cut-marks on the areas of insertion of neck muscles and the presence of cut-marks in proximity to the foramen magnum indicate that the head was detached from the body at the base of the skull. This is confirmed by the distribution of cut-marks on the axis and atlas vertebrae, which indicate dismemberment of the neck and head. It is likely that this took place shortly after death, before desiccation of the soft tissues or decomposition and natural disarticulation had occurred. The presence of cut-marks on the areas of insertions of the medial pterygoid muscle (both on the sphenoid and the mandible) indicate subsequent detachment of the mandible from the skull. In the case of the two maxillae, the front teeth showed post-mortem scratches and percussion fractures on the inferior border of their labial surfaces. Although non-masticatory scratches on front teeth are well documented, descriptions of percussion modifications are rare in the literature, making it difficult to interpret their significance. Because of the taphonomic and sedimentological characteristics of the site, it is very unlikely that these modifications were naturally produced by sediment pressure or trampling. Neither can these marks be attributed to post-excavation cleaning or instrument damage. If associated with the processing of the head, it is possible that scratches and breakages were induced by a lever inserted between the occlusal plane of the front teeth, in order to disjoint and separate upper and lower jaws. The distribution of cut-marks on the temporal, sphenoid, parietal and zygomatic bones indicate removal of the major muscles of the skull (masseter and temporalis). The location of cut-marks in discrete areas such as the lingual surface of the mandible, the alveolar process of the maxilla, the root of the zygomatic process on the temporal bone and along the fronto-nasal suture, indicates that the tongue, lips, ears, and nose were also removed. Cut-marks around and inside the eye sockets and on the malar fossae of the maxilla suggest extraction of the eyes and cheeks. Finally, the high incidence of oblique para-sagittal cut-marks on the vault, in areas far from the attachment of muscles, on the squama of the frontal and on the parietals on both sides of the sagittal suture, suggests scalp removal. All these modifications are indicative of meticulous removal of the soft tissues covering the skull. The final stage in the sequence of alterations involved controlled percussion resulting in a systematic pattern of removal of the facial bones and the cranial base with minimum breakage of the vault. The distribution of impact damage and flaking is indicative of carefully controlled chipping of the broken edges in order to make them more regular.

Well, I’m going to go have my breakfast now. In a plain old boring ceramic bowl. You know, this heart-healthy diet I’m on would have a little more pizazz if it were served properly…just a hint.

A physicist agrees with me!

So I guess they can’t be all bad. Yesterday, I chastised Michio Kaku severely for stepping out of his expertise as a physicist to say something stupid about biology. James Kakalios agreed with me, and sent along a little essay about the subject that also makes the point that expertise is important.

In Defense of Elites

James Kakalios

Following the recent mid-term elections, the consensus of many pundits is that this past November the American public sent a strong message of “anti-elitism.” The good news is that nothing could be further from the truth.

Americans are certainly not anti-elite, nor are they anti-intellectual. Everyone, after all, wants their doctor, lawyer, or auto-mechanic to be an expert in their field. Few would willingly choose a brain surgeon who was at the bottom of their graduating class, no matter how much fun they may be to share a beer with.

However, Americans are anti-snobbery and have no patience for those whose insecurity compels them to tell us why we’re “wrong” to like what we do, whether it’s NASCAR, fantasy baseball, comic books or Star Wars (OK, the critics may have a point about Episode II: Attack of the Clones). Given the demands of the ever-expanding modern work-week (forget about the jetpack, what I want to know is where’s my four hour work week that was similarly promised to be here in the 21st century!), it is no wonder that that many Americans might devote their limited free time to learning the starting nine players of their local baseball team rather than the nine justices on the Supreme Court.

But there is a real issue that goes beyond a lack of free time. Nearly every week brings another news story of the low regard in which the general public holds intellectuals and scientists. From doubting claims of climatologists concerning the source of changes in the Earth’s average temperature, to persistent attempts by some local school boards to sabotage their children’s education of the principles of Darwinian evolution, the view of many seems to be that “science is just another opinion.”

As a physics professor who is also an avid reader of comic books, I know that it was not always so. Back in the 1950’s and 1960’s, superhero comic books reflected the popular zeitgist and, whether the planet was threatened by invaders from planet X or superpowered master villains, it was typically a scientist that saved the day. Science fiction comic books whose stories took place in the future (sometimes all the way in the year 2000!) often promised that we would live in a gleaming utopia brought to us by scientific advancements.

And in many ways the comic books have been proven correct. Diseases and ailments that were fatal just a few generations ago can now be easily treated, we can peer into the body without the cut of a knife using Magnetic Resonance Imaging, there are few points on the globe that can not be reached by wireless communication, and the computing power of a laptop exceeds that of room-size calculating machines that represented the state of the art in 1950. All brought to us through the efforts of elites.

And this is where the current distrust of scientists becomes a major concern. For there are real problems that need to be addressed, but we can’t handle them without the advice of experts, which are often not respected by both the general public and the scientific community.

The findings and conclusions of scientists and engineers who have devoted years and years to the mastery of their fields of inquiry should be accorded the respect they deserve, and not dismissed for ideological reasons. Few people second-guess the political motivations of their dentist when informed that they have a cavity – why would they do the same with atmospheric scientists when they discuss a hole in the ozone layer? Strong science, elaborated by experts, is the foundation for sound policy.

What happens when experts disagree? More good news — this happens much less than one might think, at least concerning questions of fact (interpretations are another matter). Of course, it is important to realize that not every scientist is an expert in every branch of science (I am concerned here with scientific communication, and not interdisciplinary research). If my cardiologist tells me that I need open heart surgery, I may seek a second opinion before having a difficult and expensive operation — but I won’t consult a dermatologist.

It pains me to say this, but — physics professors are not experts in all fields of science. While we may be able to address, for example, the quantum mechanical mechanisms by which carbon dioxide ignores visible light but absorbs and re—emits infra—red radiation, and can discuss the application of the scientific method, we are not climatologists, and should respect the conclusions of those who have devoted the same time and effort to their field as we have to ours. As the science fiction author Robert Heinlein wrote: “Expertise in one field does not carry over into other fields. But experts often think so. The narrower their field of knowledge the more likely they are to think so.”

Most couples therapists will tell you — miscommunication is a two-way street. Scientists and the general public need to stop talking past each other, so that we can all benefit from the counsel of elite experts. For the problems that we as a nation face are as serious as a heart attack!

James Kakalios is the Taylor Distinguished Professor in the School of Physics and Astronomy at the University of Minnesota, and the author of The Amazing Story of Quantum Mechanics (Gotham, 2010).