Category: Science

Twin Studies and Beyond

Brian Palmer has a very weak article in Slate trying to make the case that “Twin studies are pretty much useless.” The article is supposed to be about the problem of twin studies as a method but it begins by raising the specter of eugenics. As if that were not enough guilt by association, Palmer then argues that twin studies threaten democracy or at least they would if they were true. (The argument is unclear but seems to rest on the false assumption that if genetics matters then nothing else does. Need I quote the tiresome point that poor eyesight has high heritability but that doesn’t make eyeglasses useless etc.)

After having muddied the waters, the author’s primary argument is this:

Twin studies rest on two fundamental assumptions: 1) Monozygotic twins are genetically identical, and 2) the world treats monozygotic and dizygotic twins equivalently (the so-called “equal environments assumption”). The first is demonstrably and absolutely untrue, while the second has never been proven.

On the first point, the fundamental assumption is not that MZ twins are identical but that they are more identical than fraternal twins. The math is a bit easier if you assume that MZ twins share all of their genes and fraternal twins share 50% on average but this is not necessary. In fact, if you take into account that MZ twins differ genetically this raises the variation that you should ascribe to genetics. If twin one smokes and twin two does not and you assume that they share 100% of their genes then you must conclude that smoking does not vary with genes. If the twins share only 99.99% of their genes then smoking may vary with genes.

On the second point (the equal-environments assumption), Palmer writes as if comparing MZ and DZ twins was the only source of heritability estimates. In fact, heritability estimates are found by looking at twins raised together and twins raised apart, siblings and siblings raised apart, parents and child correlations and so forth and the results from these studies are broadly similar.

Even more important, for an article that goes on about “modern genetics” the author seems completely unaware that it is now possible to do a whole-genome analysis. That is, instead of assuming that siblings share 50% of their genes on average it is possible to estimate, sibling-pair by sibling-pair, how many genes siblings share and then correlate that with various characteristics. Obviously, it takes a lot more data to do a study like this but it has been done. Visscher et al., for example, use data from 3,375 sibling pairs to estimate the heritability of height. Interestingly, they find a heritability of 0.8, very close to that found in traditional studies.

Using whole-genome methods it is not necessary to assume equal environments for MZ and DZ twins. In fact, using these methods you can do genetic studies across unrelated individuals. For example, in Genome-wide association studies establish that human intelligence is highly heritable and polygenic, the authors note:

Data from twin and family studies are consistent with a high heritability of intelligence, but this inference has been controversial. We conducted a genome-wide analysis of 3511 unrelated adults with data on 549 692 single nucleotide polymorphisms (SNPs) and detailed phenotypes on cognitive traits. We estimate that 40% of the variation in crystallized-type intelligence and 51% of the variation in fluid-type intelligence between individuals is accounted for by linkage disequilibrium between genotyped common SNP markers and unknown causal variants. These estimates provide lower bounds for the narrow-sense heritability of the traits.

Twin studies have their problems, just like any method. The thrust of recent advances–advances which have been made to analyze and surmount the kinds of objections that Palmer raises–however, is that the results from twin studies are robust.

Ok, here is a final and telling point.  Palmer argues that “Mutations and environmental factors cause measurable changes to the genome as life progresses.” Now that is true but you can judge how eager Palmer is to discredit twin studies regardless of the science by how he quickly concludes from this something which is truly laughable:

By the time a pair of twins reaches middle age, it’s very difficult to make any assumptions whatsoever about the similarity of their genes.

Jon Huntsman speaks

When we take a position that isn’t willing to embrace evolution, when we take a position that basically runs counter to what 98 of 100 climate scientists have said, what the National Academy of Science – Sciences has said about what is causing climate change and man’s contribution to it, I think we find ourselves on the wrong side of science, and, therefore, in a losing position….I can’t remember a time in our history where we actually were willing to shun science and become a – a party that – that was antithetical to science. I’m not sure that’s good for our future and it’s not a winning formula.

Here is more.  The recent evidence, by the way, is making matters look worse, not better.

Why philosophers should care about computational complexity

In a new paper, Scott Aaronson reports:

One might think that, once we know something is computable, how efficiently it can be computed is a practical question with little further philosophical importance. In this essay, I offer a detailed case that one would be wrong. In particular, I argue that computational complexity theory—the field that studies the resources (such as time, space, and randomness) needed to solve computational problems—leads to new perspectives on the nature of mathematical knowledge, the strong AI debate, computationalism, the problem of logical omniscience, Hume’s problem of induction, Goodman’s grue riddle, the foundations of quantum mechanics, economic rationality, closed timelike curves, and several other topics of philosophical interest. I end by discussing aspects of complexity theory itself that could benefit from philosophical analysis.

Here is some comment on the paper, and whether waterfalls play chess.

iPad markets in everything, and fungi too

New York entrepreneur John Vaccaro bought a bunch of Bernie Madoff’s expensive tailored clothing at the federal auction of Madoff’s property in November, 2010, and has resewn them into iPad covers, which he is selling (at rather luxurious prices) through his recently-launched clothing label Frederick James. Vaccaro has estimated that he has enough material to make 31 covers. Perhaps when that runs out, he can start making them from Madoff’s new clothes. Personally I prefer bright orange canvas to dull gray cashmere, anyway. [via CNN]

Here is the link and for the pointer I thank Andrew Zumwalt.  From another direction, Jim Swift directs my attention to this iPad app which helps auction off parking spaces.

Via Mark Thorson, here is plants trading with fungi:

Beneath your feet, plants and fungi are exchanging nutrients in a marketplace where generosity is rewarded and cheating punished. The two kingdoms were known to exchange nutrients at root level – now, researchers have shown that they have evolved ways to enforce fair trading.

New Wireless Technologies: LIFI and DIDO

Two new wireless technologies were unveiled to the public in the last few weeks. Harald Haas, speaking at TED Global, demonstrated wireless through LED lighting–basically fiber optics without the fiber. The Haas demonstration is impressive and the technology appears to be close to market for local operations, such as a building, although it is unclear to me how the signal is intended to reach the socket over distance  (broadband over power lines has proven difficult to implement). Here is Haas at TED:

Meanwhile Steve Perlman of Rearden Labs (yes, that Rearden) says his new DIDO technology breaks Shannon’s Law by at least 100 times–do note that these are fighting words, it isn’t called a law for nothing. What appears to be most impressive about the Perlman technology is that it is capable of being used over significant distances. We have yet to see a demonstration at large scale, however.

Business Week has a puffy but still fascinating profile of Perlman which includes this bit:

…his parents were both physicians, and they denied him an Apple II computer. They feared he would spend all day playing video games on the blasted machine—and they were right. “I was forced to build my own computer and create a graphics display for it and then write video games that I could play,” Perlman says….

Perlman would use this self-taught ability to understand electronics and computers as a way of getting out of jams. During his senior year in high school, he skipped so many classes that he was in danger of not graduating. So he built an illuminated marquee for the drama department to secure an English credit. Then he designed a computer simulation of the forces behind swings in the U.S. economy during the 19th century for a history credit. Later, while attending Columbia University, Perlman says he took a computer-programming class and taught himself Pascal during the open-book, midterm exam.

Hard Determinism and Punishment

Determinists argue that fault and blame have no place in criminal “justice”. Neuroscientist David Eagleman, for example, made this argument recently in The Atlantic:

The crux of the problem is that it no longer makes sense to ask, “To what extent was it his biology, and to what extent was it him?,” because we now understand that there is no meaningful distinction between a person’s biology and his decision-making. They are inseparable.

While our current style of punishment rests on a bedrock of personal volition and blame, our modern understanding of the brain suggests a different approach. Blameworthiness should be removed from the legal argot. It is a backward-looking concept that demands the impossible task of untangling the hopelessly complex web of genetics and environment that constructs the trajectory of a human life.

Eagleman and other determinists are against punishment but they recognize that incarceration still has a role to play because the public has a right to be safe. Philosopher Saul Smilansky now pounces with a timely paper on determinism and punishment.

It is surely wrong to punish people for something that is not their fault or under their control. (Hard determinists agree with this premise.) But incarceration is a type of punishment so under the hard determinist view, justice
requires that when we incarcerate criminals we must also compensate them to make up for the unjust punishment. Smilansky has a bit of a silly name for punishment with compensation, funishment.

Funishment, however, is very likely to cause a big increase in crime and that is also unjust. Smilansky concludes, therefore, that hard determinists have a problem:

[B]y its nature funishment is a practical reductio of hard determinism: it makes implementing hard determinism impossible to contemplate.

Smilansky has put hard determinists into a corner but I fear that they have a type of escape at least in practice if not in theory–it is the one used by many humanitarians in the past–punish people under the guise or belief that you are really doing them good. The inquisitors surely recognized that it was unjust to torture someone who was controlled by the devil. Nevertheless, if torture is what it takes to get the devil out, then torture is not punishment but treatment…and vice-versa. The record of the psychiatric profession and non-punishing treatment of criminals (and others) is not without blemish.

Eagleman goes to some lengths to distance himself from such conclusions. He says, for example, that

 To help a citizen reintegrate into society, the ethical goal is to change him as little as possible while bringing his behavior into line with society’s needs.

The tension, as I see it, is that if free will is a myth then it’s not clear why we should have an ethical goal of changing people as little as possible.

How close is China to the technological frontier?

From Anil Gupta, bad news:

To be sure, China’s R&D expenditure increased to 1.5% of GDP in 2010 from 1.1% in 2002, and should reach 2.5% by 2020. Its share of the world’s total R&D expenditure, 12.3% in 2010, was second only to the U.S., whose share remained steady at 34%-35%. According to the World Intellectual Property Organization, Chinese inventors filed 203,481 patent applications in 2008. That would make China the third most innovative country after Japan (502,054 filings) and the U.S. (400,769).

But more than 95% of the Chinese applications were filed domestically with the State Intellectual Property Office—and the vast majority cover “innovations” that make only tiny changes on existing designs. A better measure is to look at innovations that are recognized outside China—at patent filings or grants to China-origin inventions by the world’s leading patent offices, the U.S., the EU and Japan. On this score, China is way behind.

The most compelling evidence is the count of “triadic” patent filings or grants, where an application is filed with or patent granted by all three offices for the same innovation. According to the Organization for Economic Cooperation and Development, in 2008, the most recent year for which data are available, there were only 473 triadic patent filings from China versus 14,399 from the U.S., 14,525 from Europe, and 13,446 from Japan.

Starkly put, in 2010 China accounted for 20% of the world’s population, 9% of the world’s GDP, 12% of the world’s R&D expenditure, but only 1% of the patent filings with or patents granted by any of the leading patent offices outside China. Further, half of the China-origin patents were granted to subsidiaries of foreign multinationals.

That’s the worst news you are likely to read today.  By the way: “…the allocation of government funds for R&D projects is highly politicized.”

Claims about happiness and vacations

Such studies you should take with a grain of salt.  Still, I found these results interesting:

Jeroen Nawijn of NHTV Breda University of Applied Sciences in the Netherlands found a holiday happiness curve: Our mood tends to be lowest through the first 10 percent of a holiday and quite high during the “core phase,” which spans about 70 percent of the vacation time. Our spirits soar on the day before going home.

…Philip Pearce of James Cook University in Australia studied tourists visiting tropical islands along the Great Barrier Reef and discovered that their moods were particularly negative on the second and third days of their holidays, the time during which they also seemed to develop the most health problems. These ailments included skin rashes, tiredness, allergies, ear infections and asthma.

Yet it is not just a new climate or cultural differences that can make you feel bad; it is also the free time itself. Ad Vingerhoets, a quality-of-life expert at Tilburg University in the Netherlands, calls this a “leisure sickness.” People with this condition develop symptoms of illness during weekends and vacations, even though they rarely feel bad at work, he says.

If you’re looking for some good news…

Astronomers found a reservoir of water in space that measures 140 trillion times the earth’s ocean water.

It is also the farthest reservoir of water ever discovered in the universe, according to two teams of researchers.

The water surrounds a huge, feeding black hole called a “quasar” more than 12 billion light-years away. The quasar is powered by a giant black hole which gradually consumes a surrounding disk of gas and dust, while spewing out enormous amounts of energy.

Astronomers studied a quasar called APM 08279+5255, where the black hole is 20 billion times greater than the sun. They discovered Water vapor distributed around the black hole spanning hundreds stretching out to hundreds of light-years in size.

In other words,  “It’s another demonstration that water is pervasive throughout the universe, even at the very earliest times.”  But wait, oops, Katja Grace will tell us this isn’t really good news at all…

Specs that see right through you

The glasses can send me this information thanks to a built-in camera linked to software that analyses Picard’s facial expressions. They’re just one example of a number of “social X-ray specs” that are set to transform how we interact with each other. By sensing emotions that we would otherwise miss, these technologies can thwart disastrous social gaffes and help us understand each other better. Some companies are already wiring up their employees with the technology, to help them improve how they communicate with customers. Our emotional intelligence is about to be boosted, but are we ready to broadcast feelings we might rather keep private?

For one thing, it could be used to improve the efficiency of sales calls, albeit at a cost to privacy.  The full article is here and Robin Hanson thinks we might ban such devices.

The Singularity is Near: From Dust to Device

It’s now possible to scan and replicate an object with moving parts in a 3D printer. Check out what happens when the physicist reaches into the dust and pulls out a wrench. Truly, any sufficiently advanced technology is indistinguishable from magic.

http://youtu.be/ZboxMsSz5Aw

(FYI, I think some post-scanning information must have been added to the computer representation to fully describe the moving parts.)

Hat tip: Kottke.

Small steps toward a much better world (TGS is over)

Terrafugia, Inc., the Woburn, Mass., company developing a flying car or “roadable aircraft” called the Transition, says it received special exemptions from the National Highway Traffic Safety Administration.

The exemptions, which are particular to vehicles that fly and drive on roads, will allow the company to begin delivering the Transition when it is ready late next year. They allow the Transition to use plastic windows instead of standard automotive safety glass, and tires that aren’t normally allowed on multi-purpose vehicles.

The company says laminated safety glass used on cars for decades would add too much weight and could fracture in a way that would obscure the pilot’s view through the windshield. Lightweight polycarbonate windshields used in aircraft are designed in part to withstand impacts with birds, which are generally more of a hazard to pilots than drivers.

The article is here and for the pointer I thank Alex.

Pain as an agency problem: do smart or stupid species suffer more?

It is an interesting question, incidentally, why pain has to be so damned painful. Why not equip the brain with the equivalent of a little red flag, painlessly raised to warn, “Don’t do that again”? In The Greatest Show on Earth , I suggested that the brain might be torn between conflicting urges and tempted to ‘rebel’, perhaps hedonistically, against pursuing the best interests of the individual’s genetic fitness, in which case it might need to be whipped agonizingly into line. I’ll let that pass and return to my primary question for today: would you expect a positive or a negative correlation between mental ability and ability to feel pain? Most people unthinkingly assume a positive correlation, but why?

Isn’t it plausible that a clever species such as our own might need less pain, precisely because we are capable of intelligently working out what is good for us, and what damaging events we should avoid? Isn’t it plausible that an unintelligent species might need a massive wallop of pain, to drive home a lesson that we can learn with less powerful inducement?

That is from Richard Dawkins, via The Browser, still the best site on the internet.