The Unz Review - Mobile

The Unz Review: An Alternative Media Selection

A Collection of Interesting, Important, and Controversial Perspectives Largely Excluded from the American Mainstream Media

Email This Page to Someone


 Remember My Information



=>
 Gene Expression Blog
Sharia should be law of land Muslims who believe sharia should be law who accept death penalty for apostasy % of Muslims who accept death penalty for apostasy
Afghanistan 99% 79% 78%
Pakistan 84% 76% 64%
Egypt 74% 86% 64%
Palestinian territories 89% 66% “59%
Jordan 71% 82% 58%
Malaysia 86% 62% 53%
Iraq 91% 42% 38%
Bangladesh 82% 44% 36%
Tunisia 56% 29% 16%
Lebanon 29% 46% 13%
Indonesia 72% 18% 13%
Tajikstan 27% 22% 6%
Kyrgyzstan 35% 14% 5%
Bosnia 15% 15% 2%
Kosovo 20% 11% 2%
Turkey 12% 17% 2%
Albania 12% 8% 1%
Kazakhstan 10% 4% 0%

41nsHqj5QIL._SY344_BO1,204,203,200_ The above data is from Pew. Questions were asked only of Muslims. In some nations, such as Turkey, “Muslims” include basically the whole population, at least nominally. In others, such as Malaysia it is somewhat over half the population. The first response column is the proportion of Muslims who wish to enact sharia as the law of the land in a given nation. The second set of responses are those Muslims who agree with the first question, and also agree with the traditional death penalty for apostates in Islam. Multiplying the two out, and you get the total proportion of Muslims in a given country who assent to the traditional death penalty for apostates in Islam. This is probably a floor, in that a minority of those Muslims who don’t want sharia enacted may agree with the death penalty for leaving Islam for a variety of reasons (Muhammad Ali Jinnah, who was neither personally religious or observant, nevertheless defended the killer of a “blasphemer” during the British period on the grounds of communal honor).

What you see above are a range of attitudes, and interesting conflicts with public practice. In Indonesia it is not illegal to convert from Islam to another religion, and this is done. But about ten percent of the population still accepts the death penalty for apostasy, at least nominally. In Malaysia it is very difficult for an ethnic Malay to convert to another religion, as the connection between that identity and Islam is quite close, though there is often more latitude for non-Malays. About half of Muslims accept the death penalty for leaving Islam. The difference between Indonesia and Malaysia probably is a reflection of divergent social norms which arose in different historical contexts (in Indonesia, the conflicts were as much between Muslim groups of various sects and ethnicities, while in Malaysia the cleavage was more between the non-Muslim Chinese and the Muslim Malay). Just because a given percentage agree with the death penalty for apostasy does not entail that they’d automatically kill an apostate personally, but it probably indicates a level of tolerance and acceptance of intimidation and violence directed toward the act of apostasy.

51+cUvOGl1L._SY344_BO1,204,203,200_ It is instructive to compare Bangladesh and Pakistan. About ~1/3 of Bangladesh’s Muslims (~90% of the population) agree with the death penalty for apostasy, while ~2/3 of Pakistan’s Muslims (>90% of the population) do so. The reason that there is no campaign against secular bloggers in Pakistan is that secular bloggers in Pakistan would be insane to be as public and vocal as their equivalents in Bangladesh. With the majority of the population accepting the legitimacy of capital violence against those who are more extreme in their defiance of religious orthodoxy, the equilibrium state is for that dissent to exist in an underground fashion. Bangladesh is somewhat different because of its peculiar history. As a multi-ethnic nation which was to serve as the state for the Muslims of the Indian subcontinent Pakistan’s attachment to religious identity is nearly necessary. In contrast, Bangladesh’s origins occurred through a rebellion by a left-wing nationalist movement grounded in the ethnic rights of Bengalis within the then Pakistan (and an Indian intervention!), and predicated on a common linguistic heritage. The national anthem of Bangladesh was written by the Hindu Bengali Tagore (compare the lyrics of the Bangladesh anthem with Pakistan’s).

There is a culture-war within Bangladesh, and it is conditioned on an understanding of the nation’s identity in religious terms. This is clear when you notice the official name of the nation: the People’s Republic of Bangladesh, a nod to the dominant party’s affinity with 20th century socialism. But, in 1988 Islam was also added as the “state religion,” a move that was rumored at the time to be motivated by potential aid largesse from Middle Eastern petrostates. In contrast, Pakistan is the Islamic Republic of Pakistan.

This is the context of the literal war within Bangladesh between those aligned with Islamism of various sorts and their critics, who range from non-Islamist Muslims to intellectuals from a Hindu background and outright atheists. Over the weekend there was another attack, prompting protests. Here are some relevant aspects:

Hundreds of people, including writers, publishers and bookshop owners, took to the streets of the capital, Dhaka, on Monday to protest against what they said was government inaction over a string of attacks, including the murder on Saturday of a publisher of secular books.

Rallies were also held in other cities and towns to demand more protection for publishers, bloggers and writers, some of whom have fled the country or gone into hiding.

The people who have so far fallen victim to the attacks are thinking people, those who believe in freedom of expression, and those who believe in secular values. A series of killings have taken place but now the focus is on publishers … I feel absolutely traumatised,” said Mohiuddin Ahmed, a publisher in Dhaka.

Fears of Islamic extremist violence have been rising in mainly moderate Muslim-majority Bangladesh after four atheist bloggers were murdered by machete-wielding attackers this year.

Two foreigners – an Italian aid worker and a Japanese farmer – have also been killed, while Dhaka’s main shrine for the small local Shia Muslim minority was bombed last month, killing two people and wounding dozens.

While it was believed to be the first attack on Shia Muslims in Bangladesh, in the past two years banned Islamic militant groups have killed more than a dozen Sufi Muslims and attacked Hindus and Christians.

The killing of foreigners has worried the country’s expatriate community and threatened its fragile economy, which is heavily reliant on foreign aid and a $25bn (£16bn) garment industry making clothing for international brands.

Points I want to note:

* Dhaka is a city of ~15 million, but “hundreds” of people show up at a protest. Lots of people are sitting this out, because they are scared. But, the terror is not such that some people won’t bravely stand up for freedom of expression, even for a group which is uniformly reviled within Muslim societies as traitors.

* Rallies outside of Dhaka suggest that the cultural division here is national, and not a function of metropolitan cosmopolitanism (it plays out a bit in my family, which divided down the middle between more religious and less religious).

* The attacks on intellectuals have a dark resonance for many Bangladeshis. During the war against Pakistan many creative intellectuals were killed in a targeted manner by the army because of their utility to the independence movement. And, it is known that some of the Islamist groups have roots which go back to pro-Pakistan elements during the 1971 war.

* The attacks on Shias indicates that these activists are adopting the norms of international Sunni Islamists, who target Shia. The attacks on foreigners also suggests that they want to move the needle on the climate in Bangladesh in terms of openness, trade, and general tolerance.

* Over the years Bangladesh, despite its corruption and political paralysis, has kept its head down in terms of international entanglements and domestic Islamic violence. This has allowed for the development of a non-aid based economy, and a flourishing NGO sector. The sort of institutional stability needed for this sort of development to proceed could easily be suborned by sectarian violence.

It strikes me that we’re at a precipice. The last time I went to Bangladesh was in 2004. If these killings continue, then I may not go back for decades. The government has a problem, in that it’s not very effective, and, there is probably some popular sympathy for this sort of violence, which the rival center-right Bangladesh National Party will want to tap into.

There are many people whose feelings on this issue are rather confused and inchoate. Here’s something from reddit (in response to someone posting one of my posts):

I feel like its one of those new ‘modern’ trends to declare oneself atheist in Bangladesh. Atheist muslims have always existed and will always continue to exist, its nothing new. As long as you arent shoving your views down other people’s throats or hating on other people’s beliefs (or lack of beliefs), there’s nothing wrong with it at all. Even in Islam, the only time capital punishment is applied to an atheist is when the atheist is going around giving hate speeches against the religion. Religious hate speech is punishable by law under Islam. But as far as your belief goes, how would anyone even know what’s in your heart?? Belief is a very personal thing, and no one can be certain of what’s in someone’s heart but the person and God himself.

I am very religious and very spiritual, but I was born and raised in Canada so I have friends of various faiths. We all share our beliefs and try to see things from each others’ points of views, but we never disrespect each other or put down each others’ beliefs even if something doesn’t make sense to us. The problem with these “modern” attention-seeking atheists is that they try to declare their views (atheism) by insulting the views of others (theism). Just because you have a difficult time comprehending the possibility of a universe outside our material universe, it doesn’t mean that other people can’t grasp this concept. Personally, I really dislike closed-minded, one-sided, ignorant people. Whether that’s an atheist or a theist is irrelevant. The ‘modern’ atheists in BD are all just closed-minded, arrogant, one-sided, ignorant attention-seekers. There’s nothing ‘educated’ or ‘enlightened’ about them at all.

To which one commenter responded: “Sure, but should they be chopped up with machetes in public?”

I can agree that many atheists are obnoxious, including myself on occasion. I find many religious people obnoxious too, but they should be free to practice and preach. Growing up in a Muslim milieu I can tell you that many Muslims were offensive and obnoxious when it came to generalizations about other religions, in particular Hindus. That’s their liberty in the United States of America, we don’t live in India where “hurt feelings” rule the day with an iron grip.

To me it is interesting that many liberals I see on the internet with whom I am on good terms otherwise with seem more focused on policing “Islamophobia” than in the genuine illiberalism which is so common among today’s 1.5 billion Muslims. So in response to the killings I put up a tweet which was self-consciously inflammatory:

The_God_Delusion_UK But, this is the United States, and you can say harsh things about religion. In particular, this religion has been sanctioning death to those who criticize it for a while now, so I take my American liberty to criticize when I can. Nevertheless, some were more curious about the jibe against Islam than the fact that people in Bangladesh are getting killed for criticizing Islam.

The data are what they are. I’ve pasted some of this at the top of the post to show how deep the animus goes against dissenters in Islam. And by Islam, I mean Muslims. Yes, Kosovo is tolerant. But there are fewer than 2 million people who live there. In contrast, Pakistan has nearly 180 million Muslims!

Several years ago the financial journalist Heidi Moore decided to “whitesplain” Islam to me. Her contention was that Richard Dawkins was racist and should not generalize about Islam. Similar barbs have been thrown at Sam Harris. As a point of fact I believe many of the things that Dawkins and Harris have said are not grounded in an empirical basis, nor are their analytic frameworks to my liking. But, I also think it is ludicrous to assume that their attitude toward Islam is rooted in racism, as opposed to a generalized distaste for monotheism, as well as a concern for the intolerance against atheists which is so common within the world of Islam and among Muslims.

The reality is that many liberals who are deeply worried about Islamophobia know as much about Islam as Ben Carson does. That’s a fact. I say this as someone who knows a fair amount about the religion, despite my obvious distaste for it. The arguments that American liberals and conservatives have about Islam are not about Islam, but about each other’s self-perceptions, and their cartoon of what Islam is.

That’s “problematic”, as they would say. There are 1.5 billion Muslims, and many of them are on the move. They’re going to be in your neighborhoods, assuming you aren’t part of the socioeconomic elite, which will no doubt insulate itself from the diversity that it welcomes rhetorically. We had better actually deal with reality of the world out there, rather than our own imaginings.

 
• Category: Foreign Policy, Race/Ethnicity • Tags: Islam

cost_per_genome_oct2015

Nathan Taylor points out that sequencing costs are crashing again. Not very surprising from what I’ve been hearing about the direction that firms like Illumina are moving. The cost of sequencing isn’t going to be the rate limiting step in the near future. Here’s some raw data for the past year:

Cost per genome
Jul-14 $4,905
Oct-14 $5,731
Jan-15 $3,970
Apr-15 $4,211
Jul-15 $1,363
 
• Category: Science • Tags: Genomics

He under whose supreme control are horses, all chariots, and the villages, and cattle; he who gave being to the Sun and Morning, who leads the waters: He, O men, is Indra.

To whom two armies cry in close encounter, both enemies, the stronger and the weaker; whom two invoke upon one chariot mounted, each for himself: He, O ye men, is Indra.

- Rig Veda

Sons of Indra

Sons of Indra

Five years ago I found out that my friend Daniel MacArthur and I are members of the same Y chromosomal haplogroup, R1a. Both of us thought it was rather cool, that ~5,000 years ago there lived a man who was ancestral to us both on the direct paternal line. Five years on, and both Dan and I have sons who continue this lineage. True, surely Dan and I share more than one lineage of connection over the past ~5,000 years, the Y chromosomal one is simply the one that is genetically irrefutable since recombination does not break apart the sequence of variants, the haplotype, allowing the inference to be as simple as taking candy from a baby. The common ancestral information is transmitted as a whole block, excepting the mutations which separate us from our common forefather. Additionally, since he has attested South Asian ancestry (< 200 years), we probably share many lines of descent over the past ~3,000 years (one of Dan’s ancestors was stationed in Bengal in the 19th century, so I think our genealogies intersect a decent amount for non-related individuals).

Screenshot - 10272015 - 03:41:22 PM But there’s something special about R1a beyond the fact that it binds me paternally with a host of people who I know from all around the world. The figure to the right is from the supplements of a Genome Research paper, A recent bottleneck of Y chromosome diversity coincides with a global change in culture. You see that R1a1 diverges by very few mutational steps, and a rake-like pattern defines the phylogeny. That is in keeping with a history of relatively recent diversification, and rapid population expansion. The Genome Research paper found that R1a, along with a host of other Y chromosomal lineages, have undergone very rapid demographic expansion over the past when put through the sieve of phylogenomic inference. This is similar to what you see with the Genghis Khan haplotype. Remember, this is a very specific signature of direct male descent. It does not necessarily extrapolate well to the rest of the human genome. So, though Daniel MacArthur and I share a common Y chromosomal lineage, he is Northern European and I am South Asian, with all that implies for the set of genealogies which come together to contribute to the patterns of variation we see in our whole genomes.

Screenshot - 11012015 - 11:20:26 AM But recently we’ve been gaining even more understanding at the phylogeography of R1a, and its likely history. To the left is a figure from the supplements of Reconstructing Genetic History of Siberian and Northeastern European Populations. You see in this chart a few important things. First, the sister to the haplogroup R, which includes R1b and R1a, and therefore huge numbers of European, West, and South Asian men, is Q, an Amerindian one. The Mal’ta boy, who lived ~24,000 years ago, seems likely to have carried a basal R1 lineage. This is reasonable because most people peg the divergence of R1a and R1b ~20,000 years ago (or somewhat more recently). A major takeaway here is that the dominant lineages across much of western Eurasia today on the male side seem to derive from a group with central Eurasian affinities. The two R1 lineages are very rare in Europe before ~4,000 years ago, according to ancient DNA. This is also concomitant with the arrival of “Ancient North Eurasian” (ANE) ancestry, which is closer to that of Mesolithic European hunter-gatherers than East Eurasians, but still rather anciently diverged, on the order of ~30-40,000 years before the present. Amerindians also have substantial admixture from this group, as do many groups in the Caucasus, and South Asia.

 

The second major issue that is evident from this figure is that Western and most Eastern European R1a diverge from South Asian and Central Asian R1a. The Altay population in this paper are Turkic, but “trace approximately 37%…of their ancestry to another unknown population, which the model predicted to be related to modern Europeans.” And, its R1a looks basal to the South Indian sample, which because it is from Singapore, is likely to be Tamil. Nearly 15 years ago in The Eurasian Heartland: A continental perspective on Y-chromosome diversity, Spencer Wells reported R1a at reasonable frequencies even among non-Brahmin South Indians. More recent work using more markers suggests that R1a has two very common major lineages in Eurasia, with one very common in Eastern Europe, and decreasing in frequency west, and another common in South Asia, with appreciable fractions in regions of Central Asia such as the Altai mountains. Going back to the earlier work, and connecting the dots, it looks like these two “brotherhoods” of R1a diverged on the order of ~4,000 years ago, both undergoing rapid expansion in different regions of Eurasia.

Oh, but there’s more! Eight thousand years of natural selection in Europe has been updated with new ancient DNA results form Iosif Lazaridis’ work. As you might know by now it seems likely that the Indo-European languages were brought into Europe by peoples related to (descended from?) the Yamna culture of the trans-Caspian steppe. The Yamna were genetically a compound population, with about half their ancestry being derived form “eastern hunter-gatherers” (EHG), who themselves were a equal compound between “western hunter-gatherhers” (WHG), the latter presumably descendants of the Pleistocene populations which had retreated to the habitable fringes of the continent, and the previously mentioned ANE group, with Siberian affinities. The other half of the Yamna peoples’ ancestry derives from something similar to that of the early European farmers (EEF), but somewhat different. In particular, rather than western Anatolian affinities, this ancestry seems more trans-Caucasian or eastern Anatolian, with Armenians and Kartvelian groups either being source population, or related to the source populations.

Intriguingly, the Yamna carry the R1b haplogroup, today rather rare in Eastern Europe, but common, and modal, in Western Europe, with extremely high frequencies along the Atlantic fringe. The new version of the preprint now reports some ancient DNA results form the successor culture to the Yamna, the Srubna. There are two intriguing aspects to the new results. First, the Srubna have nearly ~20% ancestry from a population related to the EEF. There are two possible options here. One, that there was back-migration from Europe after the initial migration west. Second, that an EEF-like migration occurred directly from the Middle East to the steppe. But now, from the preprint:

Srubnaya possess exclusively (n=6) R1a Y-95 chromosomes (Extended Data Table 1), and four of them (and one Poltavka male) belonged to haplogroup R1a-Z93 which is common in central/south Asians…very rare in present-day Europeans…and absent in all ancient central Europeans studied to date.

First things first. There are some “Out of India” theorists who posit that R1a derives from South Asia. If you take a very deep time perspective this may be true; recall that much of Eurasia was not habitable during the Last Glacial Maximum (LGM), so the distribution of populations was very different from what we see today. But, on the scale of ~4,000 years ago it seems that one can say that the very common variant of R1a found in the eastern Iranian world and South Asia likely derives from the steppe. The reasoning here is that while peoples in South Asia have elements of ancestry across their genome with affinities to the steppe people (e.g., ANE), there is little evidence for South Asian distinctive ancestry (e.g., ASI) in the steppe people. Additionally, the majority of South Asia mtDNA does not have a West Eurasian profile, but is closer to the lineages of eastern Eurasia. This is strongly suggestive of mostly male migrants. What we can say definitively is that it looks as if male lineages overturned each other multiple times on the steppe. First, R1b was dominant. Then in the same region one lineage of R1a came to the fore, only to later be marginalized by another lineage of the same haplogroup. Finally, in Central Asia more generally the Turkic migrations reshaped the whole ethnographic landscape within historical memory.

F5.mediumThough I begin this post with Y chromosomes, I will not end with them. My belief though is that the Y chromosomal story gives us a deep insight into the nature of social relations over the past ~5,000 years. More on this later. But, the constant turnover of the Y chromosomal record should clue us in to the fact that human demographic history exhibits punctuated turnover events, which reshape the genetic landscape radically over a few centuries. This is a far cry from a model of a set of serial founder events from Africa, dispersing outward as a phylogenetic tree overlain upon a spatial map over a time-scale of tens of thousands of years in Fisher waves.

Specifically, I’m referring here to the 2005 paper, Support from the relationship of genetic and geographic distance in human populations for a serial founder effect originating in Africa. Currently, the best rejoinder to this model is probably Towards a new history and geography of human genes informed by ancient DNA, by Joe Pickrell and David Reich. In this review the authors show that though the serial founder bottleneck framework is consistent with the data at a certain level of granularity, it is not the only possibility. What ancient DNA in particular is telling is that local geographic continuity of lineage is often very rare. This result then should make us skeptical of taking contemporary genetic variation, inferring phylogenies, and then overlaying those phylogenies upon the spatial distribution of particular ethno-linguistic groups. Of course, on a coarser scale of granularity the “Out of Africa” model inferred from older genetic work from the pre-ancient DNA era is probably correct. That is, African populations tend to harbor lots of genetic variation, and are basal in relation to non-African lineages. Or, put another way, non-Africans are a derived lineage of Africans. ~100,000 years ago almost all of the ancestors of non-Africans would have been in Africa (or perhaps the biogeographic extension of Africa in the Middle East).

But the story beyond that scale is more complex. At least some of the first settlers of Europe have no modern descendants in Europe. In fact, these populations are nearly as close to East Asians as they are to modern Europeans, suggesting that the modern east-west and north-south axes in Eurasia are products of events of the last few tens of thousands of years at most. In fact, the synthetic origins of Europeans and South Asians is strongly suggestive of the likelihood that inferences from modern genetic variation only have time depths back ~4-5,000 years or so in much of Eurasia. A recent paper in Science, Ancient Ethiopian genome reveals extensive Eurasian admixture throughout the African continent, suggests widespread back-migration to Africa itself from Eurasia! Though I disagree with the interpretation in some details (I don’t believe that this occurred ~3,000 years ago), the circumstantial evidence from this and other studies is strong that there has been several waves of migration of Eurasian groups back to Africa. Excepting the northern fringe of the continent in no region is this preponderant, so that the status of Africa as the home of the original population of modern humans from which others derives, remains unshaken. For now.

Nevertheless, both ancient DNA and whole genome sequencing are fleshing out surprising and enigmatic details in relation to how human genetic variation came to distribute itself around the the world today. Here we can come back to Europe. Mostly because there has been a lot of genetic work on this continent, and the ancient DNA is probably thick enough that we won’t find any major new surprises. In short, the phylogenomic history of the continent over the past ~10,000 years has been “solved” more or less. What did we find out? What can it tell us about the more general human story?

nature14317-f3 We can start with the present. As noted in The History and Geography of Human Genes Europe is a very genetically homogeneous continent. The distances as inferred from allele frequency differences between two given populations is very low, and Northern Europe between the Atlantic fringe and the great Eurasian plain in particular is very uniform in terms of the total genome. Today, we know why. As outlined in Massive migration from the steppe was a source for Indo-European languages in Europe, Northern Europe was demographically shaken ~4,000-5,000 years ago by population movements triggered by peoples which left the steppe. It was not a total replacement. But the world of the first farmers, who had issued out of the Middle East ~8,000 years ago, was rocked in the north. The male Y haplogroups associated with these old farming groups, such as G2a, are found at low, though relatively even, proportions all across Northern Europe today.

One interesting aspect of the story is the huge genetic distance between some of these ancient groups. For example, that between the first farmers from the Middle East and their nearby hunter-gatherer neighbors ~8,000 years ago was of the same order as between Europeans and East Asians! This is more than ten times the larger genetic distances you can find in Europe today, but this persisted for thousands of years, though it seems that hunter-gatherer ancestry increased over time among the farming populations, likely through admixture with the local substrate. The reason for this high genetic distance is because the early European farmers carried ancestry which has been termed “Basal Eurasian” (BEu). This points to the fact that these people seem to have diverged first away from all other non-Africans when it comes to Out-of-Africa populations. In other words, ~40% of the ancestry of early European farmers is from a population which is more genetically distant from European hunter-gatherers than Andaman Islanders are. It was the arrival of the steppe people which resulted in the leveling of the genetic distances across much of Europe, overwhelmingly so in the north, and to a non-trivial extent in the south.

nihms132060f1 So if Europe went through a great homogenization and leveling ~4,000 years ago, why does the “genetic map of Europe” exist? That is, why does geography predict variation in genes so well? There are three things one might say about this. First, PC 1, the larger dimension of variation is north-south. This comports with the idea that the heritage of the early farmers persisted in the south to a far greater extent, and the Indo-European demographic impact was more modest, if not trivial. An earlier explanation I had seen floated around was that there was a north-south gradient due to expansion from the post-Pleistocene refugia, via the serial bottleneck effect. The real explanation for the north-south difference though seems more likely to be the differing proportions of Indo-European ancestry, overlain upon the early farmer and hunter-gatherer ancestry.

The second issue to consider is that the underlying genetic variation in Europe was absorbed into the expanding population. Even if the steppe invaders differed little from east to west, there were differing levels of absorption of the substrate, and after several thousand years there had likely been some divergence between the different early farmer groups, perhaps due to differing levels of admixture with hunter-gatherers. Basically, PC analysis could still pick up the signal of underlying variation even if that component was minor if the dominant element was not particularly structured (you can pick up indigenous structure in Mestizo populations in Mexico for this reason).

Finally, after the initial punctuated change, there was an equilibration as isolation by distance dynamics resulted in divergence across the North European plain. We have enough historical records to know that aside from the Slavic migrations there seems to have been little change in the population structure of Europe since the Roman period (the Saxon migrations were not trivial, but they were neither preponderant nor continent-wide in impact).

What general inferences can we glean from this specific European case? As Graham Coop’s group has noted, one must account both for continuous gene flow via isolation by distance dynamics, and pulse admixture events between very distant populations. Consider the metaphor of a forest expanding over the landscape. There will be local structure, accrued over generations, hundreds and thousands of years. But perhaps periodically a fire will sweep through the landscape and clear huge swaths of territory. Into this virgin landscape may expand forests which derive from isolated reservoirs which escape the flames. Over time geographic structuring will be evident again, and depending on the number of refuges the jigsaw puzzle of genetic islands expanding into the gaps will fade somewhat as migration smooths the edges.

The reference to fire here is conscious, insofar as fire can immolate structure which has taken generations to develop. Before the steppe people arrived in Northern Europe the first farmers had established a long-standing cultural commonwealth of sorts. Their legacy had persisted for thousands of years. Then, in a period of centuries, it all changed. Why? Culture.

Outright genocide with weapons is a dangerous business. Societies which engage in endemic long-term warfare as a primary male vocation, such as highland New Guinea, have high mortality rates. But in the context of the Malthusian world, where villages persist on the knife’s edge of subsistence, marginalization and disturbance of long-held patterns is all that might be needed for cultures to descend into famine and starvation. In 1493 Charles C. Mann notes that the mass death triggered by the arrival of Europeans and Africans to the New World had as much to do with the destabilization of society by illness as much as the illness itself. In a world where all hands were on deck to bring in the harvest, the loss of critical labor during those periods could result in starvation, and high death rates led to the rapid collapse of the institutions which served as scaffolds for the maintenance of everyday life.

The scenario then might be one where populations on the Eurasian steppe develop some of the basic elements which would lead to agro-pastoralism, and undergo population expansion. With numbers, and well fed on the agro-pastoralist diet, these tribes might have poured into the lands of the farmers as rapid mobile groups in their wagons. The pattern in antiquity down to the early modern period, from the Goths to the Mongols, was to extract rents and treat the farmers as cattle. There was no incentive for one to starve cattle, and so the demographic impact of conquests was relatively modest.

But what about a world with less institutional complexity? In a world where the basic levers of rent to extract from the conquered did not exist, the natural path would be to replace them. The story goes that Genghis Khan had hoped to turn North China into a vast pastureland by driving out the peasantry (and almost certainly killing most of them through starvation), but his sage Khitai adviser explained the wealth that could be gained by taxing humans rather than raising stock on land. But the Khitai themselves were a semi-civilized people with centuries of experience milking the Han peasantry, and were heirs to a tradition of pastoralist predation that went back to the Hsiung-Nu. And yet no doubt there was a time when the idea of collecting rents from a conquered people was an innovation in and itself. The genocidal antics of the Israelites in the Hebrew Bible strike us as dark and atavistic, but they reflect a cultural mindset which is nearly contemporaneous* with the arrival of Indo-Europeans to Europe.

This plausible sketch puts into better perspective Steven Pinker’s thesis in Better Angels of Our Nature as well as Peter Turchin’s War and Peace and War. The emergence of state institutions and pacific ideologies in the past ~3,000 years may be a sort of response to the high-stakes inter-group competitions which would level societies and turnover populations on a regular basis in the human past.

And yet not all was as sweetness and light. In terms of their total genome the differences between the Srubna and their predecessors were not very great. Conversely, the differences in the total genome between Slavic people and South Asians are legion. But interlaced more recently across the landscape of a more stable structuring of genetic variation, a great regrowth of the forest through isolation by distance equilibration if you will, has been the explosion of powerful patrilineages which trace out an intriguing skein across the landscape. The total genome signal of these men may quickly decay over the generations, as their female-line descendants lose the golden allure of their status, but their male-line descendants continue to accrue mating prowess by dint of their association with great kinship units which succeeded in a winner-take-all game with other such groups of men. On top of the story of migrations of whole peoples, and the extinction and absorption of others, is the story of bands of men operating as units, related either in truth or fictively, which extract rents across a thickly populated landscape of human cattle. Another way to state this is that the thuggish state which imposed a monopoly of violence on a chaotic world where small-scale conflict was becoming too expensive allowed for the emergence of patriarchy as we understand in its customary form. Like so many hirelings, the men charged with protecting the people, made the whole world their possession and left dreams of their people behind.

John Ross, Cherokee Chief

John Ross, Cherokee Chief

While the cultural and genetic affinities of folk wanderings were tightly coupled, I am not sure that the Y chromosomal lineages are so neat. The Hazara people of Afghanistan exhibit an Asiatic appearance in comparison to other Afghans, and their Y chromosomes suggest a close connection to the Khalkha Mongols, but they are Shia Muslims who speak Persian. It does seem that the R1 lineages ascendant in Europe and South Asia owe their success to the Indo-Europeans, but both R1b and R1a transcend a connection to Indo-European ethno-linguistic groups. In some cases, as in that of R1a in the Levant, one might see in that a submerged Indo-European element, from the Mitanni down to the later Persian and Kurdish peoples. But in other cases, such as R1b among the Basque and R1a among Dravidian-speaking tribal people in South India, what we are seeing is the long arm of the patriarchy reaching beyond bounds of cultural and genetic affinity. The great Cherokee chief John Ross was famously 7/8th Scottish in ancestry. But he was a voice for the Cherokee people nevertheless. In most places where the Mongol hordes washed over they assimilated to the cultural folkways of the people whom they conquered. Like modern corporations the patriarchies were only loosely associated with other units of human organization, even if they used them as their vehicles of choice.

And so the story ties back to the beginning. Many of us are the sons of Indra, Zeus, and Thor. The descendants of Herakles, and of Abraham who haggled with God himself. Of Ishmael, whose hand will be against everyone and everyone’s hand against him. Of Niall of the Nine Hostages, and Temujin. The interests of men like this know no nation, nations are but ends to their will. The tension we see in our modern world, between egocentric plutocratic elites jostling nation-states like playthings, might be simply the repetition of an old pattern. In the Bible Saul was rebuked for not destroying all the capital of the Amalekites, perhaps reflecting the tensions of interests which reflect the leader of a people who must act in the collective good, but have their own selfish needs and dreams of self aggrandizement for their own very particular posterity.

Addendum: Ancient DNA will expand in its ability to discern various patterns in the past. But the general disturbances will fall in line with what I have outlined above, I believe. Rather, the move will be from phylogenomics, to population genomics. Phylogenomics leverages genomic methods to attempt to infer phylogenetic patterns. Population genomics explores the classical parameters which shape the change in allele frequencies in lineages, and ultimately, deep evolutionary questions. We now know from ancient DNA that in all likelihood the phenotype which we associate with modern Europeans is a novel configuration. To some extent this is to be expected, as the basic elements which combine to form the European genome, fusing together lineages which diverged at least ~50,000 years before the present (BEu vs. everyone else outside of Africa) and ~35,000 years before the present (ANE vs. WHG), only came together around ~4,000 years ago. But there is more, as natural selection seems to have changed allele frequencies after these elements came together. That is, selection may have been operating across the European landscape when Hannibal was skirting the Alps!

And again, this is likely a general story. Physical anthropologists have long wondered why classical East Asian skeletal morphology seems to be scarce in the prehistoric past. But what if the classical East Asian appearance is relatively new? The Ainu, who have long been considered at “Lost White Race” turn out to be a basal Northeast Asian group. It may be that they retain more of the “ancestral” features of East Eurasians.

The first age of selection studies in the 2000s was fraught with confusion and false positives. To a great extent we still don’t know what to make many of the signals, which are deposited in the middle of obscure open reading frames. But the real golden age of selection will probably begin when we have more temporal transects with whole genome sequencing of ancient DNA, and with the phylogenomic context relatively robust as an interpretative framework.

* I am aware that the Hebrew Bible coalesced between thousands of the years after the arrival of Indo-Europeans to Europe, but it no doubt distills very ancient folkways. This seems obvious for example in the recollection of the Sumerian flood story.

 

k10543 Been too busy to read much, but Joe Henrich’s The Secret of Our Success: How Culture Is Driving Human Evolution, Domesticating Our Species, and Making Us Smarter, is out. I have read a little bit of Genghis Khan: His Conquests, His Empire, His Legacy. A touch too over-dramatic and credulous in regards to colorful legends for my taste so far to be frank.

Two Neandertal preprints you might want to check out, The Strength of Selection Against Neanderthal Introgression and The Genetic Cost of Neanderthal Introgression. If you haven’t checked out DNA.land, you should. Though not totally clear how it’s much different from openSNP.

Nathan Taylor has a post up, Homo naledi and the braided stream of humanity. It’s miscegenation all the way down. I can agree with it in its broadest strokes. On Facebook I posted a link to some stuff about selection for height in Europe, and a reader asked “what does this mean for white people?” My simple response was nothing, because for much of this period people who we would recognize as white didn’t really exist. The ancestral genetic elements which combine to produce most of the population of Europe did not cohere together into one population until ~4,000 years ago, give or take. And, the most recent data suggest that the pigmentation loci which result in the typical light complexion of Northern Europeans did not arrive at their current allele frequencies until sometime after this period.

This isn’t to make Europeans special. I think this sort of reality probably holds for most of the major world populations. A recent paper on the Ainu seem to confirm that they’re relatively basal in relation to other East Asian populations. My own suspicion though is that this is simply because a lot of groups were absorbed or demographically marginalized by expanding groups of farmers from the region between the Yellow and Yangzi rivers.

Halloween was fun. But boy is it way more regimented than when I was a kid. Trick-or-treating at stores in the afternoon and very early evening downtown seems to be edging out the old traversing blocks at night.

 
• Category: Miscellaneous • Tags: Open Thread

Screenshot - 10262015 - 05:22:41 PM Iain Matheison, first author of Eight thousand years of natural selection in Europe, has a short note up at his website, Selection on height in Europe. He concludes:

More generally, it seems strange that height is the only trait for which a robust signal of polygenic selection has been observed. It’s hard to imagine that traits like diabetes risk and lipid levels were not also under selection in this period. I think it’s mostly down to lack of power in the predictors for other traits. Possibly larger GWAS and better predictors will reveal more. Finally, most of the work in this area has focussed on Europe, since that’s where the large cohorts are. But similar dynamics must also have happened in the rest of the world and it’s only by looking at other populations that we’ll be able to understand more generally the process of human adaptation.

North Chinese are also taller than South Chinese. And there are many quantitative traits in humans. We’re living in a golden age of phylogenomic analysis of humans in particular, but at some point in the near future the lens will begin to turn back onto classical population genetic questions of the parameters which shape the nature of variation. The initial wave of enthusiasm for selection scans ~2005 seems to have abated somewhat, but I think it’s only a slight pause, as polygenic selection and “soft sweeps” come onto the radar of genomicists….

 
• Category: Science • Tags: Evolution, Genomics

51ejzECZcAL._SX329_BO1,204,203,200_ Today I got on the internet after spending the morning with my kids and then lifting with a friend, to see Tyler Cowen say this: “this is one of the very best non-fiction books of the year,” in relation to Genghis Khan: His Conquests, His Empire, His Legacy. I’ve read a fair amount on the Mongols conquests and Central Asia in general (e.g., <Empires of the Silk Road: A History of Central Eurasia from the Bronze Age to the Present or Lost Enlightenment: Central Asia’s Golden Age from the Arab Conquest to Tamerlane). And, I’ve also read the author, Frank McLynn before. His Marcus Aurelius: A Life, could have been a bit more thoroughly edited. People ask me how I figure out which books to read. One of them is by strong recommendations from people whose judgement I don’t think is crazy. I don’t know Tyler Cowen that well, and he’s not a god in my universe, but he decided to type out “one of the very best non-fiction books of the year”, and it’s on a topic which I’m already somewhat interested in, then of course I’m going to read it (also, at 700+ pages, there is a high possibility of lots of information per unit of cost).

k10386 When people try to talk about cross-cultural comparisons I often tell them to shut up. For example, let me mention the reader (who I will not name though I know this person continues to read me) who could not think of any non-Western thought which expressed the sort of altruistic ethos reminiscent of the Christian Gospel (this reader was not at the time a Christian by the way). When I asked if they knew of the thinkers of ancient China they admitted they were only very familiar with Western works. Which immediately prompted me to ask how they could make a comparative judgement in the first place.

This is a reminder to readers that though any truly educated person does not need to know the works and thought of all societies across history, one does need to sample more than one. I have long thought one of the most important figures in fact, if not legend, in Chinese history was Xunzi, who influenced both later Confucianism as well as Legalism. And, as it happens, there is a recent affordable translation of his thought, striking the right balance between being overly academic and excessively abridged. Last week I promoted Meditations, so this week I thought I should balance it out.

Obviously still very busy with things since coming back from ASHG. My blogging productivity tends to be a bit punctuated…. You know how it goes.

 
• Category: Miscellaneous • Tags: Open Thread

Historic_cost_of_sequencing_a_human_genome.svg For several years there has been a nerdy debate in some labs about sequencing vs. genotyping (more precisely, doing genotyping-by-sequencing vs. going with an array). There are many pros and cons. If you are working on non-model organisms there may not be a good SNP array for you, so the decision is done. If you work on humans in contrast there are several options which are rather affordable. But at some point I assume that sequencing will get so cheap that that SNP array technology will be rendered obsolete, rather like what RNA-seq is doing to microarrays. Currently the cost of sequencing has not declined much for a few years, as Illumina basically squeezes de facto monopoly allowable price out of customers. At some point in the near future this monopoly will break, with the current bet being on a Nanopore driven disruption of the space. Then the collapse in cost by base genome will commence again, until the technology gets good enough that it’s not really the rate limiter in the pipeline.

With the announcement that 23andMe is increasing their price, from $99 to $199, it got me to thinking about comparing sequencing vs. genotyping. You see, 23andMe uses a SNP-chip. Last I checked just under one million markers, with a custom set of 30,000 added on to the standard Illumina set. They’ve got over one million people genotyped, so they’ve been at this for a long time. But is $199 worth it for a one million markers? As regular readers know I’ve been following the progress of the small start-up Full Genomes for a while. You can get WGS elsewhere, but this group has been very proactive about attempting to cultivate a retail presence (that is, direct-to-consumer). Their prices are on their website, but below is a comparison chart:

Company Service Cost Time User-friendly How much of genome?
Full Genomes 30x coverage $1,850 Months No Medical grade accuracy of whole genome
Full Genomes 10x coverage $745 Months No Not medical grade, but probably whole genome
Full Genomes 4x coverage $375 Months No Will have gaps in genome, but most
Full Genomes 2x coverage $250 Months No Lots of gaps in genome, but a lot of it
23andMe 1 million marker SNP $199 Weeks Yes Accurate genotype calls 1 million out of 5 million variants

Basically coverage is telling you how many times a marker is going to come back in the raw results. If there an error in one particular position you can figure that out pretty easily if you expect to have sampled it 30 times. In contrast, if you have only one read to look at for a position then if it’s not matching the reference it is highly like you’re seeing a false positive. For evolutionary genomics work low coverage is really not a major issue, because you’re curious about population wide dynamics. But if you want to make accurate calls which are medically actionable, then you need to be confident, and for that you need to have high depth on your coverage. With >30x you’re catching almost all the variants in your genome, and so can pick up things like mutations novel to you, which wouldn’t come back on a SNP-array in most cases, since they’re ascertained on common variants.

Since I knew Full Genomes‘ cost chart I knew that their 2x sequencing is now approaching the genotyping results provided by 23andMe in terms of apples-to-oranges cost comparisons. I say apples-to-oranges, because the truth is that Full Genomes is providing a different service. It’s very much of a “rough cut,” while 23andMe is delivering turn-key personal genomics. But, if you are comfortable with .bam and .vcf files, then now is the time to actually consider sequencing (though from what I know Full Genomes‘ turnaround time is on the order of three to six months, while 23andMe is closer to one month). For me the sweet spot right now would be 10x, as 30x is probably overkill, especially if you already have genotype data and are comfortable with imputation….

 
• Category: Science • Tags: Genomics

23andme_logo If you’re not sleeping under a rock, you know that today 23andMe has rolled out its plan to provide government (FDA) approved medical results. In the generality I knew this was in the offing. I asked contacts within the company, and they pretty much signaled this was imminent, though they didn’t detail the specifics. This is a big deal because for a lot of people the medical results are big reason you’d get the service. Certainly I have friends who have been waiting for years, who kept asking when this would happen, as then they could the pitch to family to get typed.

But there’s a minor hitch: you’ll be charged more for fewer results. They’re going to be jacking up the price to $199 from $99. Arguably the results they’ll be giving you are more robust than the older full suite, but basically 23andMe is increasing prices, while giving customers a leaner deal than many of us were used to before the FDA clampdown (also, carrier testing is provided pretty much free for many people with insurance if you are going to have a child).

The question then emerges for the rationale behind this price increase. After all, in the tech sector it’s not the norm to charge more for less after users have become used to a particular price point. My own hunch is this: with well over 1 million customers they’re going to aim to squeeze more information out of their current user base than gain more customers. From what I had heard, 23andMe was basically losing on customers in the initial years to grow their data set. But recently SNP array have become cheap enough that on paper they’d actually be making a profit by pushing their product for $199 if you just took the array price into account.

I’m a little disappointed in the particular turn of events, though overall I stand by my assertion from two years back that these bumps in the road will be little in the long run. The future is coming at us, at varying rates of increase or decrease, but always with a positive velocity.

 
• Category: Science • Tags: Genomics, Personal Genomics

Screenshot - 10192015 - 03:36:05 PM
Screenshot - 10192015 - 03:51:57 PM The media is blowing up with a new story about the phylogeography and phylogenetics of the domestic dog.* The New York Times has a good write up, and I like its title: Central Asia Could Be Birthplace of the Modern Dog (the headline was changed to “15,000 Years Ago, Probably in Asia, the Dog Was Born” while I was writing this post, which strikes me as even more tentative). The conditional clause is pretty important, because this is not definitive, but suggestive. The paper is titled Genetic structure in village dogs reveals a Central Asian domestication origin, but the text itself is a lot more qualified than the title might let on. There are many more chapters to this story to be told.

Screenshot - 10192015 - 04:54:55 PM The issue of the where dogs came from is kind of a big deal. There have been claims for the origin of dogs in East Asia, Middle East, and Europe. If you look at these papers there are major issues in terms of the underlying data used to make these inferences (e.g., the East Asian argument relies on Y lineages, while the arguments favoring Europe are based on mtDNA, with a particular comparison to ancient genomes from Europe, and the Middle Eastern result turns out to have had issues of sample bias). To be fair, you can only make arguments based on the data you have on hand. But, the track record for humans should make us careful about that in relation to strong general inferences.

A big upside of this particular paper is that the massive geographic coverage. This took a lot of work, as I discussed this with Ryan Boyko (second author) a few years ago (dogs can be ornery and village dogs in particular are not hygienic creatures). Additionally, as they note they use a “semicustom” SNP-chip, with nearly 200,000 markers. This is sufficient density in mammals for most inference, and is probably overkill for breed analysis which used to be the bread & butter of dog genetics. As you can see from the PCA plot, a lot of the genetic variation is partitioned by geography.

Basically, dogs at some point diverged from a common ancestor, and accrued variation which distinguished lineages by region. Second, the spread of European origin dogs is a major dynamic which affects much of the world. In the paper itself the authors mention that there’s going to be some ascertainment bias in their sample set toward this admixture in non-European lineages because of the concentration of post-colonial lineages in cities. You see similar patterns with domestic cats, which is an organism I know better. A rule of thumb seems to be that if Christianity was successful a region, the local domestic lineages may also have been swamped (perhaps this is correlated with cultural complexity, which are correlated with dogs well adapted toward resisting invasive European dogs?). Nevertheless, there are interesting populations like the Carolina dog which preserve pre-European lineages.

The major finding, allowed by their geographic finding, is that Central Asian dogs exhibit evidence of a long ago bottleneck in their genome due to their pattern of linkage disequilibrium (LD). LD can be thought of as a violation of Mendel’s law of assortment on a biomolecular scale. Genetic variants at different loci are co-inherited together at a higher fraction than would be the expected case if they were segregating in the population independently (e.g., if allele A and a are both at 0.5, and B and b are 0.5, then A should be found in equal proportion associated with B and b, but in a case of LD it wouldn’t be). In a physical sense one can imagine these as haplotypes, sequences of variation across the genome, where particular alleles are often found on the same segment.

All this is important as LD is a signature of different demographic events, including the bottleneck above. When you have a very recent admixture between two populations you get elevated LD. Adjoining ancestrally informative alleles take generations to disassociate from each other through of recombination. But bottlenecks can also induce increased LD, as particular haplotypes increase rapidly in frequency through sampling processes. Populations which have gone through sharp recent reductions in population will exhibit long range LD. LD between alleles which are posited relatively far apart on a genomic scale. Over time recombination breaks apart these associations, and LD gets shorter and shorter. This “decay” in LD over time has been used to peg admixture dates, but in this case the authors note that:

LD is lowest in Afghanistan and Central Asia at short inter-SNP distances (< 0.0005 cM) and lowest in Vietnam at intermediate distances (0.01–0.05 cM), with rates increasing in other populations depending on their isolation and distance from Asia. These patterns of LD decay strongly suggest a Central Asian origin for domestic dogs with a subsequent population expansion (larger contemporary Ne) in East Asia and elsewhere. These patterns are consistent if physical, rather than genetic, inter-SNP distance is measured, or if different subsets of dogs are used for each population

Pat Shipman--The Inaders cover--3-1-15 PMZ To my mind there are two other major reasons that it is likely that Central Asia is a highly likely candidate region for the origin of modern domesticates. Simply, and alluded to in the paper, is that Central Asia is in a central position in relation to the full pre-Columbian range of the species. The likelihood from all the genetic evidence is that dogs are descended from a population similar to Eurasian wolves; so their locus of origin has to be in the Palearctic ecozone. Second, there is archaeological signs that canids with a dog-like morphology arose very early here. Ancient DNA also lends some support to this supposition.

Is this is a slam dunk case? Not at all. As some commentators have pointed out, at a certain level of granularity inferences from extant variation have limited utility. But the question is the level of granularity…modern human origin in Africa inferred from archaeology, mtDNA, and microsatellites, have been broadly supported. This seems to be the scale that this sort of paper is targeting.

The second major issue that this paper tries to pin indirectly is the period of domestication. They converge upon the date of ~15,000 years before the present, which seems to be the new mainstream/conservative estimate. An ancient DNA paper which was published this spring though pushes the possible date as far back as ~40,000 years before the present. Additionally, dogs moved with humans, and it strikes me that if the Amerindians brought dogs with them, then a date of ~15,000 years is close to the lower bound (the distribution of dates isn’t symmetrical).

In a few years, with lots of whole-genome analyses with this level of geographic coverage, as well as ancient DNA, I expect that some of the story above will be confirmed, but the overall picture is likely to be complex and more bizarre than we would expect. I say that because it seems very unlikely to me that dogs are going to be any simpler a story than that of humans. If the vast majority of Northern Europeans were replaced ~5,000 years ago, was there a concomitant replacement of dogs? Some ancient DNA indicates replacement, just as has been the case with humans. It seems likely that large animals during the Pleistocene underwent complex meta-population dynamics of extinction and recolonization several times. One can imagine a scenario where the vast majority of modern dog ancestry derives from Central Eurasian ~15,000 years before the present, after the Last Glacial Maximum, but where threads of more diverged ancestry persist in some populations, not to mention acknowledged gene flow from local wolves.

At the end of the day, if someone made me bet where the ancestral lineage which diverged from the ancestors of Eurasian wolves flourished, I would say Central Asia. But, my confidence in this assertion is only moderate, and it seems likely that even this simple answer might mislead us as to the complexity of the bigger picture. I suspect we’ll known the answer within the next five years.

Addendum: This paper has some of the first large scale analysis of Y chromosomal SNP variation. Intriguingly they found “We also see indigenous Mt haplotypes segregating in Carolina dogs and Xoloitzcuintlis, but no unique Y haplotypes indicative of indigenous ancestry were found in American dogs outside of the Arctic.” This strangely recapitulates sex-biased gene flow in the New World for humans, indicating that the story of man and his best friend exhibit more similarities than we might have thought.

* I should add that several of the authors on this paper are friends.

 
• Category: Science • Tags: Genomics

41SSqWzJIGL._SX329_BO1,204,203,200_ I’ve obviously been a bit remiss with the blogging. That will change in the near future. First, ASHG was the bomb. I also hit D.C., New York, and Cambridge, in rapid succession. Lots of people to meet and catch up with. But a week away meant that other responsibilities built up and I’m just trying to make it through the enormous backlog.

So I recommended Bobbi S. Low’s Why Sex Matters: A Darwinian Look at Human Behavior a few months ago to a friend who was curious about this topic. But I realize it’s way out of date. I’m not really super interested in sex differences because the basic outlines, like psychometrics (to name another example), seem to be pretty well established. There are some traits, like intelligence, when on average men and women are about the same (granting likely tail differences). There are other behavioral traits where the distributions differ. And, there are traits like upper body strength where men and women are nearly disjoint in their distribution. But in today’s world these sorts of issue are not treated dispassionately nor are they disputed. Rather, there’s a confusing morass where gender and sex are are play. On the one hand gender is a social construction, but on the other hand some transgender individuals are “born” with “female” brains. The quotations here because this sort of phrasing would not be socially acceptable in other contexts, but becomes magically normative in transgender contexts when one goes to arguing the equal standing of trans-women (those born biologically male) to cis-women (those born biologically female).

I’m not particularly interested in this social or political debate. But, I’m curious if there is a up-to-date monograph on sex differences. That way I could recommend something more contemporary to people who are interested, since this is a field that needs to be rediscovered by youth.

Meditations I’ve been reading Meditations in passing now and then when I have a little time. When I was a small child I was a big admirer of Alexander the Great. After all, when it came to conquering he exhibited virtuosity. But as I have matured into adulthood I’ve come to be more wary of the rather unsavory aspects of the Macedonian warlord’s character (e.g., killing close friends in drunken rages). Marcus Aurelius stands in contrast to Alexander in many ways. While the Macedonian aspirant world emperor burned bright and chaotically, the last of the Good Emperors spent his reign attempting to maintain the semblance of the peace which he had inherited against the inevitable forces of chaos and disorder which were creeping into the sclerotic system of the polity which had arisen in the time of Augustus over 150 years before.

Marcus Aurelius was no saint. He was a man of his times, who countenanced persecution of Christians, and did nothing to end practices such as slavery which we today would consider abominations. Additionally, Meditations itself was a piece of personal propaganda, meant to be read by others. It was never the unguarded thoughts of the most powerful man in the world. But, a man like Marcus Aurelius reminds us that in some things the ancients may have been superior to the moderns. Set him against the politicians of the liberal democratic states of our day, and I believe that he would be superior to them all. Of course, a man like him would probably not go into politics in our day.

Everyone is talking about Ancient Ethiopian genome reveals extensive Eurasian admixture throughout the African continent. I think the results are fine, but the interpretation is wrong. Africa is big, and the admixture is too recent and even outside of Northeast Africa. I will probably say more soon.

Also, ~80,000 year old modern human remains from China. Let’s take the estimates at face value. Considering that the Aurignacians left no genetic imprint on Europe, it is not implausible to me that this population, two times as old as that group, left no imprint on East Asia. In fact, one might posit a model where “modern humans” on the edge of the range expansion in Eurasia generally left no descendants, and that modern West and East Eurasians descend by and large from a later pulse from somewhere around the Middle East.

 
• Category: Science • Tags: Open Thread

When Genome Sequencing Tells Too Much, Doctors May Have To Keep Secrets:

In the case of a parent requesting to actively seek out early-onset markers for predispositions of diseases like breast cancer for their child, Sharp said a responsible physician would deny them the sequence unless that parent was able to provide a valid reason. The medical community generally advises against it because it would force them to navigate through new territory fraught with unpredictable challenges.

“We’re going to have to find the right ways to curb our enthusiasm for genetic testing,” Sharp said, “and really limit genetic testing only to situations that we have reason to suspect are going to be useful to the patient’s well being. Excessive testing can cause distress, raise cost, and generate information that ultimately doesn’t have any clinical utility.”

I’ve said enough that I don’t want to repeat myself. But it’s totally crazy talk to think that parents who are rejected by a doctor or institution when it comes to a whole genome sequence wouldn’t just go elsewhere. Perhaps these doctors who advise this tack think that in this way they’re absolving themselves of the responsibility?

Rather than attempting to deny the dissemination of information a more plausible, and frankly just, path would be to develop better means of interpretation for the public. Medical institutions arose in the 20th century, during an era of vast centralized organizations. That mentality seems to have carried over. But this is going to be a century of decentralization and commoditization of many technologies which were once the purview of the elite.

 
• Category: Science • Tags: Genomics

Screenshot from 2015-10-13 00:47:37

Very excited that a pre-print I’ve seen come into focus over the past year by my labmate Omar is finally out, RAD Capture (Rapture): Flexible and efficient sequence-based genotyping:

Massively parallel sequencing has revolutionized many areas of biology but sequencing large amounts of DNA in many individuals is cost-prohibitive and unnecessary for many studies. Genomic complexity reduction techniques such as sequence capture and restriction enzyme-based methods enable the analysis of many more individuals per unit cost. Despite their utility, current complexity reduction methods have limitations, especially when large numbers of individuals are analyzed. Here we develop a much improved restriction site associated DNA (RAD) sequencing protocol and a new combinatorial method called Rapture (RAD capture). The new RAD protocol improves versatility by separating RAD tag isolation and sequencing library preparation into two distinct steps. This protocol also recovers more unique (non-clonal) RAD fragments and produces better data for both standard RAD and Rapture analysis. Rapture then uses an in-solution capture of chosen RAD tags to target sequencing reads to desired loci. Rapture combines the benefits of both RAD and sequence capture, i.e. very inexpensive and rapid library preparation for many individuals as well as high specificity in the number and location of genomic loci analyzed. Our results demonstrate that Rapture is a rapid and flexible technology capable of analyzing a very large number of individuals with minimal sequencing and library preparation cost. The methods presented here should improve the efficiency of genetic analysis for many aspects of agricultural, environmental, and medical science.

This is very much about the methods, but there’s some interesting fish-genomics results, too. More of that in the next year or so. We can’t all be human or model-organism biologists, so this is excellent for those working in ecological, conservation, and more broadly non-model contexts. For a lot of this work, and population-genomic research as well, you don’t need medical-grade 30✕ whole genome coverage. That being said, this being a pre-print which is going to be revised and submitted, I’d suggest that Omar remove the stuff about medical utility. That’s a domain where they’ll kill them with coverage and the best technology, not the most cost-effective one.

 
• Category: Science • Tags: Rapture

ag

51IZQjMbVlL._SY344_BO1,204,203,200_ About four years ago the genome blogger Dienekes Pontikos published a post, The womb of nations: how West Eurasians came to be. The argument was that the genetic variation we see around us across western Eurasia and northern Africa has its ultimate roots in the the structure that was extant in the ancient Near East, near to the zone of initial agricultural innovation in the hills above the modern nations of Syria and Iraq. It was similar to the thesis of Peter Bellwood in First Farmers: The Origins of Agricultural Societies. The model as outlined by Dienekes suggested that local substrate was absorbed as these initial agriculture societies rapidly swept outward from their initial focal zone. In the broadest strokes I do think that he, and Bellwood, were correct from what we now know.

Ancient DNA in Europe strongly indicates massive replacement. But, there is also suggestion of admixture with the local substrate. And, unlike the stylized model of Bellwood, it seems that there were multiple migrations after the initial pulse which reshaped the genetic and cultural landscape of human societies in the wake of agriculture. Here is the abstract for Lazaridis et al. at ASHG:

It has hitherto been difficult to obtain genome-wide data from the Near East. By targeting the inner ear region of the petrous bone for extraction [Pinhasi et al., PLoS One 2015] and using a genome-wide capture technology [Haak et al., Nature, 2015] we achieved unprecedented success in obtaining genome-wide data on more than 1.2 million single nucleotide polymorphism targets from 34 Neolithic individuals from Northwestern Anatolia (~6,300 years BCE), including 18 at greater than 1× coverage. Our analysis reveals a homogeneous population that is genetically a plausible source for the first farmers of Europe in the sense of (i) having a high frequency of Y-chromosome haplogroup G2a, and (ii) low Fst distances from early farmers of Germany (0.004 ± 0.0004) and Spain (0.014 ± 0.0009). Model-free principal components and model-based admixture analyses confirm a strong genetic relationship between Anatolian and European farmers. We model early European farmers as mixtures of Neolithic Anatolians and Mesolithic European hunter-gatherers, revealing very limited admixture with indigenous hunter-gatherers during the initial spread of Neolithic farmers into Europe. Our results therefore provide an overwhelming support to the migration of Near Eastern/Anatolian farmers into southeast and Central Europe around 7,000-6,500 BCE [Ammerman & Cavalli Sforza, 1984, Pinhasi et al., PLoS Biology, 2005]. Our results also show differences between early Anatolians and all present-day populations from the Near East, Anatolia, and Caucasus, showing that the early Anatolian farmers, just as their European relatives, were later demographically replaced to a substantial degree.

A somewhat different abstract was submitted for a meeting in Germany:

We study 1.2 million genome-wide single nucleotide polymorphisms on a sample of 26 Neolithic individuals (~6,300 years BCE) from northwestern Anatolia. Our analysis reveals a homogeneous population that was genetically similar to early farmers from Europe (FST=0.004±0.0003 and frequency of 60% of Y-chromosome haplogroup G2a). We model Early Neolithic farmers from central Europe and Iberia as a genetic mixture of ~90% Anatolians and ~10% European hunter-gatherers, suggesting little influence by Mesolithic Europeans prior to the dispersal of European farmers into the interior of the continent. Neolithic Anatolians differ from all present-day populations of western Asia, suggesting genetic changes have occurred in parts of this region since the Neolithic period. We suggest that the language spoken by the homogeneous Anatolian-European Neolithic farmers is unlikely to have been the same as that spoken by the Yamnaya steppe pastoralists whose ancestry was derived from eastern Europe and a different population from the Caucasus/Near East [Haak et al. 2015], and discuss implications for alternative models of Indo-European dispersals.

And now, David has a post up, Yamnaya’s exotic ancestry: The Kartvelian connection. You can read the post yourself, but he presents TreeMix results which strongly imply that the Near Eastern gene flow into the Yamnaya population derives from one with a relationship to modern Kartvelian groups, the most prominent of which are Georgians. This is not entirely surprising. I’ve seen similar things, though I’m not sure what to think of this. Going back to Dienekes’ post he suggests that “It is, perhaps, in the ancient land of the Colchi, protected by the Black and Caspian seas, and by tall mountains on the remaining sides, that something resembling the ur-population survived.” That is, the people of the trans-Caucasian region may preserve elements of the deep ancestral heritage of the Middle East which was to some extent effaced by later migrations. I have some Assyrian genotypes, and this population has strong affinities with Armenians and Georgians. Additionally, I believe that much of the west Eurasian heritage in South Asians is from this same region and source. In Genetic Evidence for Recent Population Mixture in India the authors note that “For all 45 Indian groups on the Indian cline…we find that Georgians along with other Caucasus groups are consistent with sharing the most genetic drift with ANI [Ancestral North Indians -Razib].” Of course in South Asia there was a second intrusion of this sort of ancestry, but in this case as part of the admixed compound brought by Indo-Europeans, who interleaved Near Eastern, ancient European, and Central Asian, all in one.

There are two elements here which need to be noted. First, a genetic one in regards to the Middle East. In Europe over thousands of years the heritage of the first farmers waned, as that of the hunter-gatherers experienced some resurgence, and eventually the Indo-Europeans from the steppe overran vast territories. In the Middle East analogous groups which expanded out of the ancient hillocks and swept south were overwhelmed by a later Arabian reflux. These are perhaps prefigured by the drifting of Amorites into the cities of ancient Mesopotamia 4,000 years ago, and more recently the arrival of Arabs who had been outside of the limes of civilization into the worlds of eastern Rome and western Persia.

Finally, this is about the nature of culture and the advantage which a particular toolkit does, or doesn’t, provide a people. The rollover of European hunter-gatherers, or the fact that “Ancestral South Indians” (ASI) don’t exist in pure unadmixed form, point to the advantages which a fully elaborated agricultural cultural system provided the farmers. But, during the initial stages of the development of this toolkit it does not seem that there was any particular advantage to single group in a narrow delimited zone. To be more concrete, the linguistic diversity of the Caucasus region, or what we see and know from the edges of history in the Near East, may be close to the reality of the period of the early Neolithic in the Near East. Different polities with radically different languages, and likely divergent genetics, were all crystallizing the new lifestyle in a cheek by jowl fashion in the hills between the Tarsus and Zagros mountains. At some point though the system became powerful enough that it was portable and extendable in space. Rather than engaging in inter-group competition against populations which were comparable, the most successful route was to expand outward into the vast “unoccupied” zones of hunter-gatherers.

Because of the nature of climate west and east migrations were probably easiest and more rapid. Likely this resulted in a near total translocation of the ancestral cultures on far shores or distant horizons. But as the groups pushed north or south the agricultural toolkit was less well suited, and so synthesis with the native substrate was necessary. I believe that Indo-European and Afro-Asiatic may both be language families of hunter-gatherer populations who absorbed migrating farmers into a radically different ecology where the competitive playing field was much more level than in the initial zone of expansion.

 
• Category: History • Tags: History

41cVv-L8yOL._AA160_ The vast majority of the phone conversations I have with people are either on cell phones of via Skype. One of the consequences of this is the changing of the norms and expectations which accrued with telephone usage over the 20th century. For example, I don’t really know anyone’s number (does anyone know anyone’s “Skype number”?). Another dynamic I’ve noticed is the phenomenon of “sticky area codes.”

I’m going to be in Baltimore starting Wednesday and into Friday for ASHG. So I decided to email an old friend who I know from the Bay area, but who is actually a friend from my elementary school years back in the Northeast. When we both lived in the Bay we had atypical area codes. Mine was form the Northwest. His was from a New York City area code (where he went to medical school). It was absolutely no surprise to me that though he now lives in Baltimore he still has the same area code. I have other friends who have spent more than 10 years in the Bay area who retain their New York City area codes.

Here’s my hypothesis: the churn in area codes on cell phones over the past 15 years or so is basically modeled as neutral, with the exception of a few “prestige” area codes. As Dave Baltrus pointed out until recently area code portability wasn’t without friction. In particular you might have to get a new code (aligned with your residence) if you were switched carriers and such. But all that said, the prediction is rather straightforward, over time the proportion of prestige area codes should be increasing when you control for confounds. In regards to confounds, prestige area code residents were probably early adopters of cell phone technology. But now that the market has saturated and area code transition is relatively without friction my prediction is that there are is a notable bias in transitions away from non-prestige area codes, while prestige code holders are less likely to “mutate.”

 
• Category: Science • Tags: Culture

ASHG-2015-meeting-logo The big thing in the near future is that I’ll be at ASHG 2015. More precisely Wednesday through Friday. I’m planning on checking on the Friday evening session of Lazaridis et al. where they review their findings in regards to the ancient Anatolian genomes. Aside from that the focus is on posters (methods in particular) and eating crab with David Mittleman somewhere good in Baltimore.

41uvqsrV3HL._SY344_BO1,204,203,200_ Just listened to The Scandinavian Secret Behind All Your Favorite Songs, which is an interview with John Seabrook on The Tom Ashbrook Show. The general story is somewhat known, but Seabrook digs deep in his book, The Song Machine: Inside the Hit Factory. Some of the elements of the story are actually interesting. Scandinavians are generally fluent in English, but Seabrook points out that they don’t always have a good grasp of idiomatic English, so their phrasing may seem strange. This is apparently the backstory behind the Britney Spears’ hit …Baby One More Time, as a native English speaker would probably not be as open to a phrase such as “hit me one more time” in a mainstream song. For the lyricist Max Martin it was just an allusion to being called back. This issue also continues down the present, as Arianna Grande objected to grammatically incorrect phrases in vain with Martin. This probably explains why the lyrics of so many hits are cryptic and require deep exegesis to extract comprehensible meaning.

Taylor_Swift_043_(18117777270) But, it brings to the fore a more general issue: is the rise of the industrial production of “pop music” an irreversible trend of economic perfection of the transmission of particular services to the populace, or is this a fad which will abate? The latter is not a hypothetical, as there have been previous reactions to excessive artificiality, perceived or real. To name two, the almost shattering collapse of “glam rock” ~1990 and the rise of “grunge.” Nirvana was good, but it was really just a trigger for a shift away from a metastable equilibrium. Authenticity, and musicians who exhibited virtuosity in classical instrumental skills were prized in the early 1990s, as fixation on aesthetic accoutrements such as hair, makeup, and clothes were frowned upon and reflected the values of the early era of the late 1980s. But this itself gave way in ~1995 to a new wave of pop music as the “Seattle sound” of the early 1990s birthed carbon-copy imitators of authenticity, as a thousand Stone Temple Pilots bloomed before our eyes and assaulted our ears. As if to pay penance for the false authenticity of mid-1990s grunge we were treated to the naked and unabashed artificiality of the late 1990s boy band era. This is the period when Max Martin came to the fore, and these bands were churning out music where they were simply point-of-delivery devices for a product which they themselves wouldn’t have been willing to pop into their CD-players.

Katy_Perry_UNICEF_2012 So are we caught in an eternal recurrence? Will a new wave of authenticity burst the pop-music bubble-gum factory of 2015? Probably. But, we need to not get confused here and in assuming that every wave of synthesis and artifice recapitulates what has come before: it’s getting better. Compare the highly produced music today to the synth-pop of the early 1980s. I think one can argue that modern pop-music is better at tickling the immediate gratification centers of our brains, our lowest common denominator human nature. The music factories are getting better on the margin at capturing our interest and extracting money from us in a more competitive post-CD landscape. They’ve already figured out that certain sounds and sights are going to extract the most bang for the buck, and are now recycling, doing away with even the pretense of creativity.

pid_23082 My point is that we may be approaching the post-artist era of music. Yes, there will be “artisan music,” but it will be one flavor against a tapestry of single factories which will use their economies of scale and technological resources to delivery “just-in-time” music unit at a time through streaming services. There will be backlashes against this, and periodic renaissance of “old school” reliance on singular artistic voices, but it will be analogous to the emergence “slow food,” niche products with appeal to post-materialist affluent consumers who signal their taste.

Pseudoerasmus has a very long post up, Where do pro-social institutions come from?. You should read the whole thing. You should also read Garett Jones’ Hive Mind: How Your Nation’s IQ Matters So Much More Than Your Own . It comes out early next month. A week before Garett’s book, Joe Henrich’s The Secret of Our Success: How Culture Is Driving Human Evolution, Domesticating Our Species, and Making Us Smarter, is coming out. You should read it too!

 
• Category: Miscellaneous • Tags: Open Thread

new-data-image

Over at Eurogenes there was a casual mention of the Simons Genome Diversity Project. This is kind of a big deal, because as the map above shows you this project has really good population coverage. Additionally, the quality of the genomes are very good. The vast majority are in the 30× to 50× range, with all over 20× (coverage basically gives you a sense of how many times a particular position is likely to have been sampled by sequence reads, ergo, how accurate your call for a polymoprhism is and such).

The tranche of papers for this project doesn’t seem to have started coming out yet, and the researchers have asked people to not report genome-wide results if they get permission to download it. It’s a total of 10 terabytes of data. Below is a table of the populations with counts. Remember that with high coverage whole genomes even one individual can give you lots of inferences (e.g., PSMC).

Population N
Abkhasian 2
Adygei 2
Albanian 1
Aleut 2
Altaian 1
Ami 2
Armenian 2
Atayal 1
Australian 3
Balochi 1
BantuHerero 2
BantuKenya 2
BantuTswana 2
Basque 2
BedouinB 2
Bengali 2
Bergamo 1
Biaka 2
Bougainville 2
Brahmin 2
Brahui 2
Bulgarian 2
Burmese 2
Burusho 2
Cambodian 2
Chane 1
Chechen 1
Chukchi 1
Czech 1
Dai 5
Daur 1
Dinka 3
Druze 2
Dusun 2
English 2
Esan 2
Eskimo_Chaplin 1
Eskimo_Naukan 2
Eskimo_Sireniki 2
Estonian 2
Even 3
Finnish 3
French 3
Gambian 2
Georgian 2
Greek 2
Han 4
Hawaiian 1
Hazara 2
Hezhen 2
Hungarian 2
Icelandic 2
Igorot 2
Iranian 2
Iraqi_Jew 2
Irula 2
Itelman 1
Japanese 3
Jordanian 3
Ju_hoan_North 4
Kalash 2
Kapu 2
Karitiana 4
Khomani_San 2
Khonda_Dora 1
Kinh 2
Korean 2
Kusunda 2
Kyrgyz 2
Lahu 2
Lezgin 2
Luhya 2
Luo 2
Madiga 2
Makrani 2
Mala 2
Mandenka 4
Mansi 2
Maori 1
Masai 2
Mayan 2
Mbuti 4
Mende 2
Miao 2
Mixe 3
Mixtec 2
Mongola 2
Mozabite 2
Naxi 3
North_Ossetian 2
Orcadian 2
Oroqen 2
Palestinian 3
Papuan 16
Pathan 2
Piapoco 2
Pima 2
Polish 1
Punjabi 4
Quechua 3
Relli 2
Russian 2
Saharawi 2
Samaritan 1
Sardinian 3
She 2
Sindhi 2
Somali 1
Spanish 2
Surui 2
Tajik 2
Thai 2
Tlingit 2
Tu 2
Tubalar 2
Tujia 2
Turkish 2
Tuscan 2
Ulchi 2
Uygur 2
Xibo 2
Yadava 2
Yakut 2
Yemenite_Jew 2
Yi 2
Yoruba 3
Zapotec 2
 

To mark the release of the 1000 Genomes papers, here’s are pedigree files with the 2,500 1000 Genomes samples. The 290,000 SNPs overlap with HGDP and other public SNP-chip data sets. The .fam has the population IDs. For what it’s work, I just used plink 2 to convert from VCF format.

 
• Category: Science • Tags: Genome

speciationJerry Coyne, an eminent evolutionary geneticist and all around public intellectual, is retiring, and has posted a bittersweet and hopeful farewell letter to his conventional scientific career. For the general public Coyne is probably more famous as a New Atheist, though Coyne is actually a vocal atheist of long standing. His most recent book was on that topic, Faith Versus Fact: Why Science and Religion Are Incompatible. I’m an atheist, but on the balance I demur form many of his positions in regards to religion and science. More precisely, I am quite willing to defend atheism and dismiss religion, but on philosophical or meta-scientific grounds, not scientific grounds as such.

When it comes to science on the whole I tend to agree with Coyne more often than not. In particular, his attitude toward the dynamics driving evolutionary process. In regards to the science, this section jumped out at me:

What I’m proudest of, I suppose, is the book I wrote with my ex-student Allen Orr, Speciation, published in 2004. It took each of us six years to write, was widely acclaimed and, more important, was influential. I still see that book as my true legacy, for it not only summed up where the field had gone, but also highlighted its important but unsolved questions, serving as a guide for future research.

As readers know I read Speciation in 2005, and it has really influenced my perspective on the broader topic. It’s an ambitious book even if the focus is on the process of speciation, rather like Structure of Evolutionary Theory in spirit, though far more economical in terms of prose and clearer in execution. I don’t know if Speciation is out of date or not, as I don’t study speciation, but I’d recommend it to anyone who wants to understand how an evolutionary geneticist might view the process and concept.

 
• Category: Science • Tags: Evolution

nature15393-f2

The 1000 Genomes paper is out, A global reference for human genetic variation. It’s open access, read the whole thing. Here’s the abstract:

The 1000 Genomes Project set out to provide a comprehensive description of common human genetic variation by applying whole-genome sequencing to a diverse set of individuals from multiple populations. Here we report completion of the project, having reconstructed the genomes of 2,504 individuals from 26 populations using a combination of low-coverage whole-genome sequencing, deep exome sequencing, and dense microarray genotyping. We characterized a broad spectrum of genetic variation, in total over 88 million variants (84.7 million single nucleotide polymorphisms (SNPs), 3.6 million short insertions/deletions (indels), and 60,000 structural variants), all phased onto high-quality haplotypes. This resource includes >99% of SNP variants with a frequency of >1% for a variety of ancestries. We describe the distribution of genetic variation across the global sample, and discuss the implications for common disease studies.

ft067n99v9_cover The PSMC above is interesting to me. It shows BEB, the Bengali population form Dhaka, starting from a small base and exploding in size. There are some issues relating to ascertainment that need to be admitted here though. The Indian Gujurati sample turns out to be about half Patel, and half other Gujuratis. In contrast, the Bengalis are relatively homogeneous in ancestry (sampled from Dhaka), and don’t seem to exhibit much population structure. What I’m saying is that when the authors talk about “Gujuratis” they are really talking about “sort of Patels”, while when they talk about Bengalis, they are talking about Bengalis as a whole. There’s an apples-to-oranges aspect to this. It also needs to be kept in mind when they note the alleles private to the Gujurati (GIH) sample; that’s almost certainly due to the large number of endogamous Patels in the original Houston data set who are going to share a lot more demographic history than you’d otherwise expect among Gujuratis.

Secondly, the bottleneck + genetic homogeneity in the admixture for Bengalis reinforces the model outlined in The Rise of Islam and the Bengal Frontier, 1204-1760. Basically the population size change above highlights that eastern Bengalis descend from a small group of founders relatively recently in the past, despite their >100 million modern census size. Genetically this has resulted in the ancestral homogeneity you see in the plot above, but culturally it also allowed for the degrading of the social institutions of Indian society which allowed Hinduism to be robust to nearly one thousand years of Islamic hegemony across the subcontinent. Additionally, the lack of structure in ancestral components reflects relatively little endogamy (I have checked the runs of homozygosity in my parents’ genotypes, and they’re lower than those of my South Asian friends from particular caste/jati backgrounds).

 
• Category: Science • Tags: Genomics

515hZV+DqJL._SY344_BO1,204,203,200_ As most of you who regularly read me know I’m not too interested in persuading people of things. Rather, I think that if the truth is what it is through a collaborative process of searching for it we’ll all eventually converge upon it, given enough time (which is a big condition!). Rather, the goal on this weblog is to create a set of like-minded readers and explorers. I know some of you think I’m smart and well read, but the point is that I don’t really care what you think of me. And similarly, I hope you don’t care what I think of you. The truth as we understand is its own reward. A sweetness of discovery and comprehension which most people don’t seek, nor desire. Rather, they’d prefer to run with their own horde of fellow-travelers.

With that out of the way, I was curious what books readers had purchased over the years. I’ve been an Amazon affiliate for over 15 years mostly because I do so much book-blogging. Amazon gives me records right now back to 2010. In that time over 5,000 books have been purchased through links on this website. So what are the top 30? (I picked that number because these are the number well above N = 10) It’s probably no surprise that The Fall of Rome: And the End of Civilization tops the list. I’ve read this book three times cover to cover since 2006. It’s really shaped my perception of how we can understand history in a positive, rather than just interpretative, sense. Second, I’m rather proud that I’ve somehow been involved in ~20 purchases of Principles of Population Genetics. These were people who didn’t purchase it for a class, but because they were interested in the topic. Finally, I have no idea why so many people bought Different Brains, Different Learners. I have never heard of this book before today. No surprise that no fiction is in the top 30.

Rank Books
1 The Fall of Rome: And the End of Civilization
2 The Horse, the Wheel, and Language: How Bronze-Age Riders from the Eurasian Steppes Shaped the Modern World
3 War in Human Civilization
4 Empires and Barbarians: The Fall of Rome and the Birth of Europe
5 The Shape of Ancient Thought: Comparative Studies in Greek and Indian Philosophies
6 Theological Incorrectness: Why Religious People Believe What They Shouldn’t
7 Ancestral Journeys: The Peopling of Europe from the First Venturers to the Vikings
8 Dancing in the Glory of Monsters: The Collapse of the Congo and the Great War of Africa
9 Albion’s Seed: Four British Folkways in America
10 Different Brains, Different Learners: How to Reach the Hard to Reach
11 1493: Uncovering the New World Columbus Created
12 The Blank Slate: The Modern Denial of Human Nature
13 The Journey of Man: A Genetic Odyssey
14 The 10,000 Year Explosion: How Civilization Accelerated Human Evolution
15 Empires of the Silk Road: A History of Central Eurasia from the Bronze Age to the Present
16 Principles of Population Genetics
17 Uncontrolled: The Surprising Payoff of Trial-and-Error for Business, Politics, and Society
18 In Gods We Trust: The Evolutionary Landscape of Religion
19 Population Genetics: A Concise Guide
20 Before the Dawn: Recovering the Lost History of Our Ancestors
21 The Cousins’ Wars: Religion, Politics, Civil Warfare, And The Triumph Of Anglo-America
22 The Dawn of Human Culture
23 Religion Explained
24 The Nurture Assumption
25 The Price Of Altruism: George Price and the Search for the Origins of Kindness
26 War and Peace and War: The Rise and Fall of Empires
27 1491: New Revelations of the Americas Before Columbus
28 Born That Way: Genes, Behavior, Personality
29 Darwin’s Cathedral: Evolution, Religion, and the Nature of Society
30 Empires of the Word: A Language History of the World
 
• Category: Miscellaneous • Tags: Books
Razib Khan
About Razib Khan

"I have degrees in biology and biochemistry, a passion for genetics, history, and philosophy, and shrimp is my favorite food. If you want to know more, see the links at http://www.razib.com"