But evolution converges!

Stephen Jay Gould became famous in part for his book Wonderful Life: The Burgess Shale and the Nature of History. By examining the strange creatures in the Burgess Shale formation Gould makes the case that evolution is a highly contingent process, and that if you reran the experiment of life what we’d see might be very different from what we have now.

But the scientist whose study of the formation that inspired Gould’s interpretation, Simon Conway Morris, had very different views. Though it can sometimes be churlish, his rebuttal can be found in The Crucible of Creation: The Burgess Shale and the Rise of Animals. Simony Conway Morris does not believe that contingency is nearly as powerful a force as Gould would have you believe. And his viewpoints are influential. Richard Dawkins leaned on him to make the case for convergence in evolution in The Ancestor’s Tale.

This crossed my mind when reading Carl Zimmer’s new column, When Dinosaurs Ruled the Earth, Mammals Took to the Skies:

Today, placental mammals like flying squirrels and marsupials like sugar gliders travel through the air from tree to tree. But Volaticotherium belonged to a different lineage and independently evolved the ability to glide.

They were not the only mammals to do so, it turns out. Dr. Luo and his colleagues have now discovered at least two other species of gliding mammals from China, which they described in the journal Nature.

Dr. Meng said that the growing number of fossil gliders showed that many different kinds of mammals followed the same evolutionary path. “They did their own experiments,” he said.

This ultimately comes down to physics. There are only so many ways you can make an organize that flies or glides. Mammals come to the table with a general body plan, and that can be modified only so many different ways.

This is not a foolproof point of datum in favor of convergence as opposed to contingency. Frankly these are often vague verbal arguments which are hard to refute or confirm. And even molecular evolutionary analyses come to different conclusions. It may be that we are asking the wrong question. But, it does suggest that evolution may work in a much narrower range of parameters as time progresses because of the winnowing power of selection.

Jon Snow + Daenerys Targaryen far creepier genetically than you know

Screenshot 2016-06-14 22.09.51
Credit: poly-m (deviantART)

If you have been following Game of Thrones you have been noticing that there is a brewing romance between Jon Snow, King in the North, and Daenerys Targaryen, the aspiring claimant to her father’s Iron Throne.

Of course there is a twist to all of this: unbenknownst to either, Jon Snow’s biological father is Daenerys’ dead brother, Rhaegar. This means that Daenery’s is Jon Snow’s aunt.

Long-time followers of the world of Game of Thrones are aware that incest between near relations is neither unknown nor shocking. But there is a non-trivial detail which it is important to note. Jon and Daenerys are far more closely related than typical aunts and nephews.

The reason is simple, Daenerys and her brother were the products of two generations of sibling incest. Incest results in inbreeding, and inbreeding as you know results in loss of genetic diversity. By Daenerys’s generation the coefficient of relationship between herself and her brothers was much higher than normal.

To be concrete, the coefficient of relationship of full-siblings is 0.50. That of half-siblings 0.25. Identical twins? Obviously 1.0. Another way to think about this is how much of the genome do any two pairs of individuals share in terms of long tracts of inheritance from recent ancestors. On the whole siblings share about half of their genomes in such a fashion. After two generations of inbreeding Daenerys and Rhaegar have a coefficient of relationship of 0.727 (using Wright’s method). They’re not identical twins, obviously, but their genetic relationship is far closer than full-siblings!

Don’t let the mother of dragons ride you Jon!

Dividing  this in half gives 0.36 as the coefficient of relationship between Jon and Daenerys, as opposed to 0.50 for full-siblings and 0.25 for a conventional aunt-nephew. Jon and Daenerys have almost the same genetic relationship as 3/4 siblings; two individuals who share a common parent, like half-siblings, but whose unshared parents are first order relatives (full-siblings or parent-child).

Not Jaime & Cersei creepy, but still creepy.

Addendum: Though Daenerys is quite inbred, Jon is not at all. One generation of outbreeding can eliminate all inbreeding.

When the ancestors were cyclops


The Greeks are important because Western civilization began with Greece. And therefore modern civilization. I don’t think the Greeks were “Western” truly; my own preference is to state that the West as we understand it is really just Latin Christendom, which emerged in the late first millennium A.D. in any coherent fashion. Yet without Classical Greece and its accomplishments the West wouldn’t make any sense.

But here I have to stipulate Classical, because Greeks existed before the Classical period. That is, a people who spoke a language that was recognizably Greek and worshipped gods recognizable to the Greeks of the Classical period. But these Greeks were not proto-Western in any way. These were the Mycenaeans, a Bronze Age civilization which flourished in the Aegean in the centuries before the cataclysms outlined in 1177 B.C.

The issue with the Mycenaean civilization is that its final expiration in the 11th century ushered in a centuries long Dark Age. During this period the population of Greece seems to have declined, and society reverted to a more simple structure. By the time the Greeks emerged from this Dark Age much had changed. For example, they no longer used Linear B writing. Presumably this technique was passed down along lineages of scribes, whose services were no longer needed, because the grand warlords of the Bronze Age were no longer there to patronize them and make use of their skills. In its stead the Greeks modified the alphabet of the Phoenicians.

To be succinct the Greeks had to learn civilization all over again. The barbarian interlude had broken continuous cultural memory between the Mycenaeans and the Greeks of the developing polises of the Classical period. The fortifications of the Mycenaeans were assumed by their Classical descendants to be the work of a lost race which had the aid of monstrous cyclops.

Of course not all memories were forgotten. Epic poems such as The Iliad retained the memory of the past through the centuries. The list of kings who sailed to Troy actually reflected the distribution of power in Bronze Age Greece, while boar’s tusk helmets mentioned by Homer were typical of the period. To be sure, much of the detail in Homer seems more reflective of a simpler society of petty warlords, so the nuggets of memory are encased in later lore accrued over the centuries.

When antiquarians and archaeologists began to take a look at the Bronze Age Aegean the assumption by many was that the Mycenaeans were not Greek, but extensions of the earlier Minoan civilization. The whole intellectual history here is outlined in Michael Wood’s 1980s documentary In Search of the Trojan War. But suffice it to say that many were shocked when Michael Ventris deciphered Linear B, and found that it was clearly Greek!

The surprise here was partly due to the fact that though Mycenaean cultural remains indicated a different civilization from that of the Minoans, its motifs are clearly inherited from the earlier group. Mycenaeans seemed in many ways to be Minoans in chariots. And the presumption has long been that the Minoans themselves were not an Indo-European population. In fact, the island of Crete had developed early on and become part of the orbit of civilized states from the northern Levant down to Egypt, including Cyprus. Therefore some scholars hypothesized an Egyptian connection.

In any case, the Mycenaeans were Greek. And Homer then most certainly must have transmitted traditions which went back to the Bronze Age.

At this point we can now speak to demographics with some data, as Nature has come out with a paper using ancient DNA from Mycenaeans, Minoans, as well as Bronze Age Anatolians, Genetic origins of the Minoans and Mycenaeans:

The origins of the Bronze Age Minoan and Mycenaean cultures have puzzled archaeologists for more than a century. We have assembled genome-wide data from 19 ancient individuals, including Minoans from Crete, Mycenaeans from mainland Greece, and their eastern neighbours from southwestern Anatolia. Here we show that Minoans and Mycenaeans were genetically similar, having at least three-quarters of their ancestry from the first Neolithic farmers of western Anatolia and the Aegean12, and most of the remainder from ancient populations related to those of the Caucasus3 and Iran45. However, the Mycenaeans differed from Minoans in deriving additional ancestry from an ultimate source related to the hunter–gatherers of eastern Europe and Siberia678, introduced via a proximal source related to the inhabitants of either the Eurasian steppe1,69 or Armenia49. Modern Greeks resemble the Mycenaeans, but with some additional dilution of the Early Neolithic ancestry. Our results support the idea of continuity but not isolation in the history of populations of the Aegean, before and after the time of its earliest civilizations.

About 85% of the ancestry of the Minoan samples could be modeled as being derived from Anatolian farmers, the ancestors of the “Early European Farmers” (EEF) that introduced agriculture to most of the continent, and whose heritage is most clear in modern populations among Sardinians. For the three Mycenaean samples the value is closer to 80% (though perhaps high 70s is more accurate).

Now the question though is what’s the balance? For the Minoans the residual is a component which seems to derive from “Eastern Farmer” populations. Additionally the authors note that the Y chromosomes in four out of five individuals in their Mycenaean-Minoan-Anatolians are haplogroup J associated with these eastern groups, rather than the ubiquitous G2 of the earlier farmer populations. The authors suggest that in the 4th millennium B.C. there was a demographic event where this ancestral component swept west, and served as the common Mycenaean-Minoan (and Anatolian) substrate.

But the Mycenaean samples (one of which was elite, two of which were not) also have a third component: affinities with steppe populations. One model which presents itself is that there was a pulse out of the Balkans, and this was part of the dynamic described in Massive migration from the steppe was a source for Indo-European languages in Europe. But another model, which they could not reject, is that the steppe affinity came from the east, perhaps from a proto-Armenian population. Additionally, they did not find much steppe ancestry in the Anatolian samples at all.

My own preference is for a migration through the Balkans. It seems relatively straightforward. As for why the Anatolian samples did not have the steppe ancestry, the authors provide the reasonable supposition that Indo-European in Anatolia branched off first, and the demographic signal was diluted over successor generations. Perhaps. But another aspect of Anatolia is that it seems the Hittites, the Nesa, where never a numerous population in comparison to the Hatti amongst whom they lived. Perhaps a good model for their rise and takeover may be that of the post-Roman West and the Franks in Gaul.

Then the question becomes how does a less numerous people impose their language on a more numerous one? This happens. See the Hungarians for an example. In fact the paper which covered the other end of the Mediterranean, The population genomics of archaeological transition in west Iberia: Investigation of ancient substructure using imputation and haplotype-based methods, suggests that language shift can occur in unpredictable ways. On the one hand Basques seem to have mostly Indo-European Y chromosomes, but their whole genome ancestry indicates less exogenous input than their neighbors. Speaking of which, we know by the Classical period large regions of western Spain were dominated by Celtic speaking peoples, but  the genetic imprint of the Indo-Europeans is still very modest in the Iberian peninsula.

I think what we’re seeing here is the difference between Indo-European agro-pastoralists arriving to a landscape of relatively simple societies with more primal institutions, and those who migrated into regions where local population densities are higher and social complexity is also greater. This higher social complexity means that external elites can takeover a system, as opposed to an almost animal competition for resources as seems to have occurred in Northern Europe.

Finally, at the end of the supplements there is an analysis of the physical features of the Minoans and Mycenaeans. There’s not much that’s surprising. The Minoans and Mycenaeans were a dark haired and dark eyed folk. Why should this surprise us at all? We actually have self representations of them! That’s what they look like. If anything they were darker than modern Greeks (small sample size means power to draw conclusions is not high). Why?

Two reasons that come to mind: natural selection, and the fact that modern Greeks seem to be shifted to continental Europeans to their north, likely due to migration. My number one contender here are the Scalveni Slavic tribes which pushed into much of Greece in the second half of the 6th century A.D. (though a minority of Greek samples I’ve seen don’t exhibit much skew toward Slavs at all).

In the future with more samples and more genomes we’ll know more. But I think this work emphasizes that when it comes to Europe most of the demographic patterns we see around us date to the Bronze Age or earlier.

The future will be genetically engineered


If the film Rise of the Planet of the Apes had come out a few years later I believe there would have been mention of CRISPR. Sometimes science leads to technology, and other times technology aids in science. On occasion the two are one in the same.

The plot I made above shows that in the first five years of the second decade of the 20th century CRISPR went from being an obscure aspect of bacterial genetics to ubiquitous. Friends who had been utilizing “advanced” genetic engineering methods such as TALENS and zinc fingers switched overnight to a CRISPR/Cas9 framework.

As I’ve said before the 2010s are the decade when “reading” the genome becomes normal. We really don’t know what the CRISPR/Cas9 technology is capable of. It’s early years yet. With that, First Human Embryos Edited in U.S.. Technically they’re single celled zygotes. The science itself is not astounding. Rather, it is that the human rubicon has been passed in the United States. As indicated in the article there has been some jealousy about what the Chinese have been able to do because of a different cultural and regulatory framework.

There are those calling for a moratorium on this work (on humans). I’m not in favor or opposed. Rather, my question is simple: if CRISPR/Cas9 makes genetic engineering cheap, easy, and effective, how exactly are we going to enforce a world-wide moratorium? A Butlerian Jihad?

Note: I know that people are freaking about humans + genetic engineering. But most geneticists I know are more excited about the prospects of non-human work, since human clinical trials are going to be way in the future. Over 20 years since Dolly it’s notable to me that no human has been cloned from adult somatic cells yet.

Indian genetic history: before the storm

Over at Brown Pundits I’ve mentioned the continuing simmer of controversy over a recent piece, How genetics is settling the Aryan migration debate. This has prompted responses in the Indian media from a Hindu nationalist perspective. One of these notes that the author of the piece above cites me, and then goes on to observe I was fired from The New York Times a few years ago due to accusations of racism (also, there is the implication that I’m just a blogger and we should trust researchers with credibility like Gyaneshwer Chaubey; well, perhaps he should know that Gyaneshwer Chaubey considers me “unbiased” according to an email exchange which I had with him last week [we all have biases, so I think he’s wrong in a literal sense]).

I was a little surprised that a right-wing magazine would lend legitimacy to the slanders of social justice warriors, but this is the world we live in. Those who believe that everything written about me in the media, I invite you to submit your name and background to me. I have contacts in the media and can get things written if I so choose. Watch me write something which is mostly fact, but can easily be misinterpreted by those who Google you, and watch how much you value the objective “truth-telling” power of the press all of a sudden.

There’s a reason so many of us detest vast swaths of the media, though to be fair we the public give people who don’t make much money a great deal of power to engage in propaganda. Should we be surprised they sensationalize and misrepresent with no guilt or shame? I have seen most of those who snipe at me in the comments disappear once I tell them that I know what their real identity is. Most humans are cowards. I have put some evidence into the public record to suggest that I’m not.

Perhaps more strange for me is that the above piece was passed around favorably by Sanjeev Sanyal, who I was on friendly terms with (we had dinner & drinks in Brooklyn a few years back). I asked him about the slander in the piece and he unfollowed me on Twitter (a friend of Hindu nationalist bent asked Sanjeev on Facebook about the articles’ attack on me, but the comment was deleted). It shows how strongly people feel about these issues.

I’m in a weird position because I’m brown and have a deep interest in Indian history. But that interest in Indian history isn’t because I’m brown, I’m pretty interested in all the major zones of the Old World Oikoumene. Aside from some jocular R1a1a chauvinism I don’t have much investment personally (I just told said Hindu nationalist friend who turns out to be R2 to clean my latrine; joking of course, though I’m sure he resents that I’m descended on the direct paternal line from the All-Father & Lord of the Steppes and he is not!).

In the aughts I accepted the model outlined in 2006’s The Genetic Heritage of the Earliest Settlers Persists Both in Indian Tribal and Caste Populations. But to be frank it always struck me as a little confusing because the tentative autosomal data we had suggested that many South Asians were closer to West Eurasians than deep divergences dating to the Last Glacial Maximum would suggest. Since I’ve written something like 5 million words in 15 years, I actually can check if I’m remembering correctly. So here’s a post from 2008 where I express reservations of the idea of long term deep heritage of Indians separate from other West Eurasians. The reason I was so impressed by 2009’s Reconstructing Indian Population History is that it resolved the paradox of South Asian genetic relatedness.

To recap, Reich et al. proposed that modern Indians (South Asians) could be modeled as a two way mixture between two distinct populations with separate evolutionary genetic histories, Ancestral North Indians and Ancestral South Indians (ANI and ASI). How distinct? ANI were basically another West Eurasian population, while ASI was likely nested in the clade with Eastern Non-Africans. Additionally, there was a NW-to-SE and caste admixture cline. In other words, the higher you were on the caste ladder the more ANI you had, and the closer your ancestors were from the north and west, and more ANI you had. The difference between Y and mtDNA, male and female, could be explained by sex-biased migration.

But there were still aspects of the paper which I had reservations about. After all, it was a model.

  • Models are imperfect fits onto reality. The idea of mass migration seemed ridiculous to me at the time, because even by the time of the Classical Greeks it was noted that India was reputedly the most populous land in the world (to their knowledge). But ancient DNA has convinced me of the reality of mass migrations.
  • I wasn’t sure about the nature of the closest modern populations to the ANI. The researchers themselves (in particular, Nick Patterson) told me that the relatedness of ANI to Europeans was very close (on the order of intra-European differences). But modern Indians do not look to be descended from a population that is half Northern European physically. Again, ancient DNA has shown that there was lots of population turnover, and it turns out that Europeans and ANI were likely both compounds and mixed daughter populations of common ancestors (also, typical European physical appearance seems to have emerged in situ over the past 5,000 years).
  • The two way admixture modeled seemed too simple. I had run some data and it struck me that North Indian populations like Jats had something different than South Indian groups like Pulayars. In 2013 Priya Moorjani’s paper pretty much confirmed that it was more than a two way admixture along the ANI-ASI cline.

This March BMC Evolution Biology published Silva et al’s A genetic chronology for the Indian Subcontinent points to heavily sex-biased dispersals. It has made a huge splash in India, arguably triggering the write up in The Hindu. But for me it was a bit ho-hum. If you read my 2008 post it is pretty clear that I suspected the most general of the findings in this paper at least 10 years back. It is nice to get confirmation of what you suspect, but I’m more interested to be surprised by something novel.

Nevertheless A genetic chronology for the Indian Subcontinent points to heavily sex-biased dispersals has come in for lots of repeated attack in the right-wing Indian press. This is unfair, because it is a rather good paper. I suspect that it wasn’t published in a higher ranked journal because most scientists don’t consider the history of India to be that important, and they didn’t really apply new methods, as opposed to bringing a bunch of data and methods together (in contrast, the 2009 Reich et al. paper was one of the first publications which showed how to utilize “ghost populations” in explicit phylogenetic models with relevance to human demographic history).

As it happens I will be writing up my thoughts in detail in an article for a major Indian publication (similar circulation numbers as The Hindu). This has been in talks for over six months, but I’ve been busy. But a month or so ago I thought it was time that I put something into print for the Indian audience, because I felt there was some misrepresentation going on (i.e., the Aryan invasion theory has not been been refuted by genetics, but this is what many Indians assert).

For any years people have told me there are certain topics that shouldn’t be talked about. I have offended people greatly. There are many things people do not want to know. I have come to the conclusion this is not an entirely indefensible viewpoint (though if you accept this viewpoint, I think acceptance of authoritarianism is inevitable, so I hope people will toe the line when the new order arrives; knowing their personalities I think they will conform fine). But my nature is such that I continue to have nothing but contempt for the duplicitous and craven manner in which people go about these sorts of private conversations. I assume that as someone with the name “Razib Khan” I will be attacked vociferously by Hindu nationalists, who will no doubt make recourse to the Left-wing hit pieces against me to undermine my credibility. The fact that these groups are fellow travelers should tell us something, though I will leave that as an exercise for the reader.

I will write my piece that reflects the science as I believe it is, without much consideration of the attacks. That is rather easy for me to do in part because I live in the United States, where denigrating the deeply held views and self-esteem of Hindu nationalists is not sensitive or politically protected (unlike say, Muslims). And Hindu nationalists are less likely to kill me by orders of magnitude than Muslim radicals, and they have far less purchase in this nation then the latter (though you may be interested to know that very conservative Muslims follow me on Twitter; they’re actually more open-minded than many SJWs to be entirely honest).

Let me go over some general points that I see coming up over and over on the relationship between Indian (pre)history and genetics in the critiques .

One of the major critiques has to do with the nature of R1a-Z93 and its subclades. Basically this Y chromosomal haplogroup, the greatest that has ever been known, exhibits a strong signature of very rapid expansion over the past 4,000 years or so. It is divided from Z282. While Z93 is found in South Asia, Central Asia, and Siberia, Z282 is European, with its dominant subclade the one associated with Eastern Europeans. Both of these clades of R1a have gone through massive expansion. In the Altai region R1a is 40% of the heritage of peoples who are now predominantly East Eurasian today. But they are Z93. Additionally, ancient DNA from the Pontic Steppe dated ~4,000 years ago from Srubna remains is Z93, as are Scythian remains from the Iron Age.

Much of the argument comes down to dating, and citing papers that give deep coalescence numbers between difference branches of R1a1a. Hindu nationalists and their fellow travelers point to recent papers which give dates >10,000 years ago, and so place the origin of Z93 plausibly in the Pleistocene. The problem is that Y chromosomal coalescence dating is something of a mug’s game. Often they use microsatellite data whose mutational rates are highly uncertain. In contrast, using SNP data, which has a slower mutation rate but requires a lot more data, you get TRMCA (common ancestry) between Z93 and Z282 around ~5,800 years ago. But coalescence estimates often have wide confidence intervals of thousands of years. And even with these intervals, the assumptions you make (e.g., mutation rate) strongly influence your midpoint estimate.

The Y chromosomal data is powerful, but its interpretation is still buttressed upon other assumptions. The really big picture framework is the nature of ancient genome-wide variation across Eurasia. Lazaridis et al. 2016 condition us to a prior where much of Eurasia was subject to massive population-wide genetic changes since the Holocene. Therefore, I am much less surprised if there was massive genetic change in India relatively recently. The methods in Priya Moorjani’s paper and in other publications make it obvious that mixture was extensive in South Asia between very distinct groups until about ~2,000 years ago. In fact, Moorjani et al. using patterns of variation across the genome to come at a number of two to four thousand years ago as the period of massive admixture.

Though we don’t have relevant ancient DNA from India proper to answer any questions yet, we do have ancient DNA from across much of Europe, Central Asia, and the Near East. What they show is that Indian populations share ancestry from both Neolithic Iranians and peoples of the Pontic steppe, who flourished ~5 to ~10,000 years ago. To some extent the latter population is a daughter population of the former…which makes things complicated. Conversely, no West Eurasian population seems to harbor ancient signals of ASI ancestry.

One scientist who holds to the position that most South Asian ancestry dates to the Pleistocene argued to me that we don’t know if ancient Indian samples from the northwest won’t share even more ancestry than the Iranian Neolithic and Pontic steppe samples. In other words, ANI was part of some genetic continuum that extended to the west and north. This is possible, but I do not find it plausible.

The reasons are threefold. First, it doesn’t seem that continuous isolation-by-distance works across huge and rugged regions of Central Eurasia. Rather, there are demographic revolutions, and then relative stasis as the new social-cultural environment crystallizes. This inference I’m making from ancient DNA and extrapolating. This may be wrong, but I would bet I’m not off base here.

Second, it strikes me as implausible that there was literally apartheid between ASI and ANI populations for the whole Holocene right up until ~4,000 years before the present. That is, if Northwest India was involved in reciprocal gene flow with the rest of Eurasia over thousands of years I expect there should have been some distinctive South Asian ASI-like ancestry in the ancient DNA we have. We do not see it.

Third, one of the populations with strong affinities to some Indian populations are those of the Pontic steppe. But we know that this group itself is a compound of admixture that arose 5,000-6,000 years ago. Because of the complexity of the likely population model of ANI this is not definitive, but it seems strange to imagine that ANI could have predated one of the populations with which it was in genetic continuum as part of a quasi-panmictic deme.

Finally, many of the critiques involve evaluation of the scientific literature in this field. Unfortunately this is hard to do from the outside. Citing papers from the aughts, for example, is not wrong, but evolutionary human population genomics is such a fast moving field that even papers published a few years ago are often out of date.

Many are citing a 2012 paper by a respected group which argues for the dominant model of the aughts (marginal population movement into South Asia). One of their arguments, that Central Asian migrant should have East Asian ancestry, is a red herring since it is well known that this dates to the last ~2,000 years or so (we know more now with ancient DNA). But the second point that is more persuasive in the paper is that when they look at local ancestry of ANI vs. ASI in modern Indians, the ANI haplotypes are more diverse than West Eurasians, indicating that they are  not descendants but rather antecedents (usually the direction of ancestry is from more diverse to less due to subsampling).

There are two points that I have make here. First, local ancestry analysis is difficult, so I would not be surprised if they integrated ASI regions into ANI and so elevated the diversity in that way (though they think they’ve taken care of it in the paper). Second, if the ANI are a compound of several West Eurasian groups then we expect them to be more diverse than their parents. In other words, the paper is refuting a model which is almost certainly incorrect, but the alternative hypothesis is not necessarily the true hypothesis (which is a more complex demographic model than many were testing in 2012).

But there are many things we do not know still. Many free variables which we haven’t nailed down. Here are some major points:

  • Y chromosomal lineages have a correlation with ethno-linguistic groups, but the correlation is imperfect. R1b and R1a seems correlated with Indo-European groups, but both these are found in high proportions in groups which are putatively mostly “pre-Indo-European” in origin (e.g., Basques, Sardinians, and South Indian tribals and non-Brahmin Dravidian speaking groups). Also, haplogroups like I1 in Europe expand with Indo-Europeans locally, suggesting there was lots of heterogeneity in Indo-Europeans as they expanded. In other words, Indo-European expansion in relation to powerful paternal lineages did not always correlate with ethno-linguistic change.
  • There are probably at minimum two Holocene intrusions from the northwest into South Asia, but this is a floor. The models that are constructed always lack power to detect more complexity. E.g., it is not impossible that there were several migrations of Indo-Europeans into South Asia which we can not distinguish genetically over a period of a few thousand years.
  • If one looks over all of South Asia it may be that ASI ancestry in totality is >50% of the total genome ancestry. I don’t have a good guess of the numbers. If this is correct, perhaps most South Asian ancestors 10,000 years ago were living in South Asia (though the fertility rate are such in Pakistan that ANI ancestry is increasing right now in relative rates).
  • But, this presupposes that ASI were present in South Asia in totality 10,000 years ago, rather than being migrants themselves. If ancient DNA confirms that ANI were long present in Northwest India, I hold then it is entirely likely that ASI was intrusive to South Asia! The BMC Evolutionary Biology Paper does a lot of interpretation of deep structure in haplogroup M in South Asia. I’m moderately skeptical of this. Europe may not be a good model for South Asia, but there we see lots of Pleistocene turnover.

So where does this leave us? Ancient DNA will answer a lot of questions. Pretty much all scientists I’ve talked to agree on this. My predictions, some of which I’ve made before:

  1. The first period of admixture is old, and dates to the founding of Mehrgarh as an agricultural settlement. The dominant ANI component dates to this period and mixture event, all across South Asia. The presence in South India is due to expansion of these farming populations.
  2. A second admixture event occurred with the arrival of steppe people. Those who argue for the Aryan invasion model posit 1500 BCE as the date. But these people probably were expanding in some form before this date.
  3. We still don’t know who the antecedents for the Indo-Aryans were. Probably they were a compound of different steppe groups, and also other populations which were mixed in (by analogy, in Europe it is obvious now that there was some mixture with the local European farmers and hunter-gatherers as Europeans expanded their frontier westward; the same probably applies for Indo-Aryans are the BMAC).

The fad for dietary adaptations is not going away


Food is a big deal for humans. Without it we die. Unlike some animals (here’s looking at you pandas) we’re omnivorous. We eat fruit, nuts, greens, meat, fish, and even fungus. Some of us even eat things which give off signals of being dangerous or unpalatable, whether it be hot sauce or lutefisk.

This ability to eat a wide variety of items is a human talent. Those who have put their cats on vegetarian diets know this. After a million or so years of being hunters and gatherers with a presumably varied diet for thousands and thousands of years most humans at any given time ate some form of grain based gruel. Though I am sympathetic to the argument that in terms of quality of life this was a detriment to median human well being, agriculture allowed our species to extract orders of magnitude more calories from a unit of land, though there were exceptions, such as in marine environments (more on this later).

Ergo, some scholars, most prominently Peter Bellwood, have argued that farming did not spread through cultural diffusion. Rather, farmers simply reproduced at much higher rates because of the efficiency of their lifestyle in comparison to that of hunter-gatherers. The latest research, using ancient DNA, broadly confirms this hypothesis. More precisely, it seems that cultural revolutions in the Holocene have shaped most of the genetic variation we see around us.

But genetic variation is not just a matter of genealogy. That is, the pattern of relationships, ancestor to descendent, and the extent of admixtures across lineages. Selection is also another parameter in evolutionary genetics. This can even have genome-wide impacts. It seems quite possible that current levels of Neanderthal ancestry are lower than might otherwise have been the case due to selection against functional variants derived from Neanderthals, which are less fitness against a modern human genetic background.

The importance of selection has long been known and explored. Sickle-cell anemia only exists because of balancing selection. Ancient DNA has revealed that many of the salient traits we associate with a given population, e.g., lactose tolerance or blue eyes, have undergone massive changes in population wide frequency over the last 10,000 years. Some of this is due to population replacement or admixture. But some of it is due to selection after the demographic events. To give a concrete example, the frequency of variants associated with blue eyes in modern Europeans dropped rapidly with the expansion of farmers from the Near East ~10,000 years ago, but has gradually increased over time until it is the modal allele in much of Northern Europe. Lactase persistence in contrast is not an ancient characteristic which has had its ups and downs, but something new that evolved due to the cultural shock of the adoption of dairy consumption by humans as adults. The region around lactase is one of the strongest signals of natural selection in the European genome, and ancient DNA confirms that the ubiquity of the lactase persistent allele is a very recent phenomenon.

But obviously lactase is not going to be the only target of selection in the human genome. Not only can humans eat many different things, but we change our portfolio of proportions rather quickly. In a Farewell to Alms the economic historian Gregory Clark observed that English peasants ate very differently before and after the Black Death. As any ecologist knows populations are resource constrained when they are near the carrying capacity, and England during the High Medieval period there was massive population growth due to gains in productivity (e.g., the moldboard plough) as well as intensification of farming and utilization of all the marginal land.

After the Black Death (which came in waves repeatedly) there was a massive population decline across much of Europe. Because institutions and practices were optimized toward maintaining a much higher population, European peasants lived a much better lifestyle after the population crash because the pie was being cut into far fewer pieces. In other words, centuries of life on the margins just scraping by did not mean that English peasants couldn’t live large when the times allowed for it. We were somewhat pre-adapted.

Our ability to eat a variety of items, and the constant varying of the proportions and kind of elements which go into our diet, mean that sciences like nutrition are very difficult. And, it also means that attempts to construct simple stories of adaptation and functional patterns from regions of the genome implicated in diet often fail. But with better analytic technologies (whole genome sequencing, large sample sizes) and some elbow grease some scientists are starting to get a better understanding.

A group of researchers at Cornell has been taking a closer look at the FADS genes over the past few years (as well as others at CTEG). These are three nearby genes, FADS1FADS2, and FADS3 (they probably underwent duplication). These genes are involved in the metabolization of fatty acids, and dietary regime turns out to have a major impact on variation around these loci.

The most recent paper out of the Cornell group, Dietary adaptation of FADS genes in Europe varied across time and geography:

Fatty acid desaturase (FADS) genes encode rate-limiting enzymes for the biosynthesis of omega-6 and omega-3 long-chain polyunsaturated fatty acids (LCPUFAs). This biosynthesis is essential for individuals subsisting on LCPUFA-poor diets (for example, plant-based). Positive selection on FADS genes has been reported in multiple populations, but its cause and pattern in Europeans remain unknown. Here we demonstrate, using ancient and modern DNA, that positive selection acted on the same FADS variants both before and after the advent of farming in Europe, but on opposite (that is, alternative) alleles. Recent selection in farmers also varied geographically, with the strongest signal in southern Europe. These varying selection patterns concur with anthropological evidence of varying diets, and with the association of farming-adaptive alleles with higher FADS1 expression and thus enhanced LCPUFA biosynthesis. Genome-wide association studies reveal that farming-adaptive alleles not only increase LCPUFAs, but also affect other lipid levels and protect against several inflammatory diseases.

The paper itself can be difficult to follow because they’re juggling many things in the air. First, they’re not just looking at variants (e.g., SNPs, indels, etc.), but also the haplotypes that the variants are embedded in. That is, the sequence of markers which define an association of variants which indicate descent from common genealogical ancestors. Because recombination can break apart associations one has to engage with care in historical reconstruction of the arc of selection due to a causal variant embedded in different haplotypes.

But the great thing about this paper is that in the case of Europe they can access ancient DNA. So they perform inferences utilizing whole genomes from many extant human populations, but also inspect change in allele frequency trajectories over time because of the density of the temporal transect. The figure to the left shows variants in both an empirical and modeling framework, and how they change in frequency over time.

In short, variants associated with higher LCPUFA synthesis actually decreased over time in Pleistocene Europe. This is similar to the dynamic you see in the Greenland Inuit. With the arrival of farmers the dynamic changes. Some of this is due to admixture/replacement, but some of it can not be accounted for admixture and replacement. In other words, there was selection for the variants which synthesize more LCPUFA.

This is not just limited to Europe. The authors refer to other publications which show that the frequency of alleles associated with LCPUFA production are high in places like South Asia, notable for a culture of preference for plant-based diets, as well as enforced by the reality that animal protein was in very short supply. In Europe they can look at ancient DNA because we have it, but the lesson here is probably general: alternative allelic variants are being whipsawed in frequency by protean shifts in human cultural modes of production.

In War Before Civilization Lawrence Keeley observed that after the arrival of agriculture in Northern Europe in a broad zone to the northwest of the continent, facing the Atlantic and North Sea, farming halted rather abruptly for centuries. Keeley then recounts evidence of organized conflict in between two populations across a “no man’s land.”

But why didn’t the farmers just roll over the old populations as they had elsewhere? Probably because they couldn’t. It is well known that marine regions can often support very high densities of humans engaged in a gathering lifestyle. Though not farmers, these peoples are often also not nomadic, and occupy areas as high density. The tribes of the Pacific Northwest, dependent upon salmon fisheries, are classic examples. Even today much of the Northern European maritime fringe relies on the sea. High density means they had enough numbers to resist the human wave of advance of farmers. At least for a time.

Just as cultural forms wane and wax, so do some of the underlying genetic variants. If you dig into the guts of this paper you see much of the variation dates to the out of Africa period. There were no great sweeps which expunged all variation (at least in general). Rather, just as our omnivorous tastes are protean and changeable, so the genetic variation changes over time and space in a difficult to reduce manner. The flux of lifestyle change is probably usually faster than biological evolution can respond, so variation reducing optimization can never complete its work.

The modern age of the study of natural selection in the human genome began around when A Map of Recent Positive Selection In the Human Genome was published. And it continues with methods like SDS, which indicate that selection operates to this day. Not a great surprise, but solidifying our intuitions. In the supplements to the above paper the authors indicate that the focal alleles that they are interrogating exhibit coefficients of selection around ~0.5% or so. This is rather appreciable. The fact that fixation has not occurred indicates in part that selection has reversed or halted, as they noted. But another aspect is that there are correlated responses; the FADS genes are implicated in many things, as the authors note in relation to inflammatory diseases. But I’m not sure that the selection effects of these are really large in any case. I bet there are more important things going on that we haven’t discovered or understood.

Obviously genome-wide analyses are going to continue for the foreseeable future. Ten years ago my late friend Mike McKweon predicted that at some point genomics was going to have be complemented by detailed follow up through bench-work. I’m not sure if we’re there yet, but there are only so many populations you can sequence, and only to a particular coverage to obtain any more information. Some selection sweeps will be simple stories with simple insights. But I suspect many more like FADS will be more complex, with the threads of the broader explanatory tapestry assembled publications by publication over time.

Citation: Ye, K., Gao, F., Wang, D., Bar-Yosef, O. & Keinan, A. Dietary adaptation of FADS genes in Europe varied across time and geography. Nat. Ecol. Evol. 1, 0167 (2017).

The nadir of genetics in the Soviet Union

A fascinating excerpt in Slate from How to Tame a Fox (and Build a Dog), :

This skepticism of genetics all started when, in the mid-1920s, the Communist Party leadership elevated a number of uneducated men from the proletariat into positions of authority in the scientific community, as part of a program to glorify the average citizen after centuries of monarchy had perpetuated wide class divisions between the wealthy and the workers and peasants. Lysenko fit the bill perfectly, having been raised by peasant farmer parents in the Ukraine. He hadn’t learned to read until he was 13, and he had no university degree, having studied at what amounted to a gardening school, which awarded him a correspondence degree. The only training he had in crop-breeding was a brief course in cultivating sugar beets. In 1925, he landed a middle-level job at the Gandzha Plant Breeding Laboratory in Azerbaijan, where he worked on sowing peas. Lysenko convinced a Pravda reporter who was writing a puff piece about the wonders of peasant scientists that the yield from his pea crop was far above average and that his technique could help feed his starving country. In the glowing article the reporter claimed, “the barefoot professor Lysenko has followers … and the luminaries of agronomy visit … and gratefully shake his hand.” The article was pure fiction. But it propelled Lysenko to national attention, including that of Josef Stalin.

Sometimes it is easy to believe that the period in the Soviet Union under Stalin or in China under Mao or in Germany under Hitler, to name a few, were aberrations. But I think that’s the wrong way to look at it. The story of how Lysenko became influential hooks into so many historical tropes and psychological instincts of our species that we should be wary of it.

There have been great scholars without requisite qualifications. Ramanujan and Faraday come to mind. But great scholars are exceptional people. They are not average.

Ancient Egyptians: black or white?

One of the most fascinating things about ancient Egypt is its continuity, and our granular and detailed knowledge of that continuity. We can thank in part the dry climate, as well as the Egyptian penchant for putting their hieroglyphs on walls and monuments (as well as graffiti!). And we can also thank the fact that both the ancient Greeks and Hebrews, Athens and Jerusalem so to speak, were deeply connected to and perceived themselves to be indebted to Egyptian civilization. Even before the translation of the Rosetta Stone and the deciphering of ancient Egyptian writing the Hebrews’ interactions with Egyptians, in particular in Exodus, mean that their memory would echo down through the millennia (the newly Christianized Irish interpolated Egyptian ancestry into their own genealogy).

The Greek relationship with Egypt was less fraught and at greater remove than the Hebrews. But the Classical period philosophers correctly perceived that Egyptian civilization was ancient, and preceded their own. Aegean-Egyptian connections were actually more longstanding than the Classical scholars knew, in Brotherhood of Kings: How International Relations Shaped the Ancient Near East, the correspondence in state archives which have been retrieved are rather clear that Minoan civilization was part of the orbit of Egypt early on. Though Egyptians never conquered the Aegean polities, mercantile and diplomatic connections were extremely old and persistent. The late Bronze Age eruption of barbarian Sea Peoples who attacked the whole civilized Near East may have been facilitated in part by the broad familiarity engendered by widespread trade networks.

The most recent book devoted to ancient Egypt I have read was Toby Wilkinson’s The Rise and Fall of Ancient Egypt. Synthesizing extensive written material with archaeology, perhaps the most impactful argument in Wikinson’s narrative was the persistence of the temple based institutions from the Old Kingdom down to the Ptolemaic era. Religious institutions carried on even with the shocks of Nubian and Libyan conquest in the post-New Kingdom period, down to Late Antiquity. The temple at Philae in southern Egypt was an active center of the traditional religion, and therefore the culture which dates to the Old Kingdom in continuous form, down to the 6th century A.D. (when it was closed by Justinian in his kulturkampf against ancient heterodoxies).

For various ideological reasons though many people are very curious about the racial characteristics of the ancient Egyptians. There are two basic extreme positions, Afrocentrists and Eurocentrists. Though I have not done a deep dive of the literature of either group, I’ve read a few books from either camp over my lifetime. In fact I believe the last time I read the “primary literature” of Afrocentrist and Eurocentrism was when I was an early teen, and it was rather strange because both groups seem to be recapitulating racial disagreements and viewpoints relevant to the American context, and projecting them back to the ancient world.

In college I stumbled upon Mary Lefkowitz’s Not Out Of Africa, a book length argument against the more sophisticated Afrocentrist views articulated in the wake of Martin Bernal’s Black Athena: The Afroasiatic Roots of Classical Civilization. Lefkowitz was a classicist, so many of her objections were exceedingly scholarly. The reality is that the best refutation of an Afrocentrist view of of ancient Egypt, which reduces to the idea that ancient Egyptians would be recognizably black African today, are the Fayum portraits. It is notable to me how similar these portraits are to modern Copts. In fact the actor Rami Malek, of Coptic background, looks strikingly like someone who stepped out of the Fayum portraits.

I have read no book length refutation of the Eurocentrist, usually Nordicist, perspective. Mostly because this is a view associated with white supremacism, and that ideology is generally attacked on normative, not positive, grounds. But the visible evidence of the Fayum portraits is a strong refutation of the Nordic model. Of course, there is the reality that we now know that the Nordic phenotype, and the genetic components which congealed into that typical of Northern Europe today, was only coming into existence when the Old Kingdom of Egypt was already a mature civilization.

Both Afrocentrists and Eurocentrists will reject the evidence of the Fayum portraits became they came from the Roman era, and they would argue that the demographic nature of Egyptians changed quite a bit between that period and the end of the New Kingdom. And they are not incorrect that the period between the arrival of the Romans and the fall of the New Kingdom was characterized by a great deal of change. There were Libyan dynasties, Nubian dynasties, and periods of rule by Assyrians, Persians, and Macedonians. Large colonies of Greeks, Macedonians, and Hebrews-becoming-Jews were also resident in Egypt. Especially, but not limited to, the urban areas.

But now we have ancient DNA! Ancient Egyptian mummy genomes suggest an increase of Sub-Saharan African ancestry in post-Roman periods:

Egypt, located on the isthmus of Africa, is an ideal region to study historical population dynamics due to its geographic location and documented interactions with ancient civilizations in Africa, Asia and Europe. Particularly, in the first millennium BCE Egypt endured foreign domination leading to growing numbers of foreigners living within its borders possibly contributing genetically to the local population. Here we present 90 mitochondrial genomes as well as genome-wide data sets from three individuals obtained from Egyptian mummies. The samples recovered from Middle Egypt span around 1,300 years of ancient Egyptian history from the New Kingdom to the Roman Period. Our analyses reveal that ancient Egyptians shared more ancestry with Near Easterners than present-day Egyptians, who received additional sub-Saharan admixture in more recent times. This analysis establishes ancient Egyptian mummies as a genetic source to study ancient human history and offers the perspective of deciphering Egypt’s past at a genome-wide level.

Because modern people care about the Afrocentrist question, the extent of Sub-Saharan African ancestry is highlighted in this paper. I do not think this is actually the most interesting aspect. But I’ll get to that. Since this post will be read by a fair number of people I’ll talk about the relationship of ancient and modern Egyptians to (Northern) Europeans and Sub-Saharan Africans.

The figure to the left is looking at 90 ancient Egyptian mitochondrial genomes (and some modern ones in the two rightmost columns). Since mtDNA is copious it was relatively easy to extract and analyze.  Haplogroup L, the red to orange shades in the bar plots, are associated without dispute with Sub-Saharan Africa. Haplogroup U6, M1 and a few others may be “back to Africa” variants of different periods (they are generally found in Afro-Asiatic groups).

What you can see is that somewhat more than half of Ethiopia’s mtDNA lineages are L, in keeping with the whole genome estimate of Sub-Saharan African ancestry in most Cushitic populations. In Egypt there is a difference over time; haplogroup L goes from low frequencies to much higher frequencies in modern periods. The ~20% fraction in the modern samples is in line with the population wide admixture one sees in modern Egyptians of Sub-Saharan admixture.

I actually recomputed the haplogroups to a finer granularity from the supplements. A quick inspection of mtDNA haplogroup frequencies shows that ancient Egyptians are not typical of modern Europeans. Not that much H, and lots of T, J and K. What that does remind me of are Early European Farmers. These people, who brought agriculture to Europe from Anatolia contributed a large fraction of the ancestry of modern Southern Europeans, and a lesser component to Northern Europeans.

But ultimately what’s great about this paper is that they have ancient autosomal DNA. That is, genome-wide results.

They got three samples of reasonably high quality. More precisely: “Two samples from the Pre-Ptolemaic Periods (New Kingdom to Late Period) had 5.3 and 0.5% nuclear contamination and yielded 132,084 and 508,360 SNPs, respectively, and one sample from the Ptolemaic Period had 7.3% contamination and yielded 201,967 SNPs.”

You can see the three samples on this bar plot. What is interesting is that they’re all pretty similar.

What you can see here is that to a great extent ancient Egyptians were descended from a population closely related to Natufians, or Natufians themselves. This easily explains the mtDNA affinity to Neolithic farmers: Natufians and Anatolian Neolithic populations were sister populations. The f3 statistic which looks at shared drift shows an affinity of ancient Egyptians with ancient farmer populations with Near Eastern provenance, but also with modern Sardinians. This is a common pattern, as ancient groups do not have later migration waves, with the Sardinians the modern population closest to this.

You see in the bar plot that northern Levantine populations are placed between Anatolian Neolithics and Natufians, as one might expect based on their geographical position and gene flow between these two regions. Additionally, the cyan color is associated with eastern farmers from the Zagros. I’ve already talked about gene flow from this area to the Levant recently. If you compare the Bronze Age Sidon samples I think you’ll see broad affinities with these Late Period Egyptians.

The PCA gives us results consonant with the model-based clustering. If you plot the genetic variation of ancient Egyptians they’re closest to Neolithic eastern Mediterranean populations. No great surprise.

Not the modern Egyptians. Why? It’s pretty clearly because modern Egyptians are shifted toward Sub-Saharan Africans. But there is also another component: modern Egyptians have more of the cyan eastern farmer component. What could this be?

An immediate thought comes to mind. We focus a great deal on Sub-Saharan African slavery. One reason is that it is visible. Black Africans are physically distinct from most Middle Eastern populations. But Egypt was long the center of another slave trade: “white slaves” from the Caucasus. Circassians. For hundreds of years Mamluks were recruited from the Caucasus as military slaves. They eventually became the ruling class of Egypt, until their decimation in the 19th century under Muhammad Ali (who himself was an Albanian Ottoman who never learned to speak Arabic well).

As noted in the paper earlier work looking at patterns in ancestry tracts and LD decay had made it obvious that much of the admixture of Sub-Saharan ancestry in Egypt, as in much of the Middle East, is relatively recent. In particular, it dates to the Islamic period, when trade and conquest took on new dimensions in Africa and north into Central Asia. One way ethnic minorities like Assyrians and Lebanese Christians differ from their Muslim neighbors is that they have much lower fractions of Sub-Saharan African ancestry, and no East Asian component. The latter might surprise, but remember that Central Asian Turkic slaves have been prominent in Muslim armies since at least the 9th century.

But some of the Sub-Saharan ancestry in Egyptians is old. The ancient Egyptian samples have it. To have none of it would seem strange, considering the history of contact between Nubia and Egypt, dating back to the Old Kingdom. Second, there is evidence of low levels of Sub-Saharan African gene flow into Southern Europeans. How did that happen? The highest fractions are in Spain, and can there be attributed to the Moorish period. But that explanation does not hold in much of Italy, where there are a few percent of haplogroup L. This probably is due to south-to-north gene flow across the Mediterranean during the Classical period. Some of the peoples on the south shore of the Mediterranean almost certainly already had some Sub-Saharan African admixture.

Not getting into the details of it, there are ways to explicitly model gene flow into a target population from donors defined by a phylogeny. In this case the authors tested various models of gene flow from Sub-Saharan Africans and Eurasians (non-Africans) to generate allele frequency patterns we see in modern Egyptians and ancient Egyptians.

What they consistently found is that modern Egyptians are about twice as much Sub-Saharan African as ancient Egyptians. The proportions for modern Egyptians ranged from ~10 to ~20 percent Sub-Saharan African against a Eurasian background, with a bias toward the higher values (depending on which populations you put into the phylogeny for non-Africans), and ~0 to ~10 percent for the ancient Egyptians, again with a bias toward the higher values. The pattern is consistent in these tests.

An issue here is that we’re going off three samples. That being said, the authors observe that despite differences in contamination/quality and time period they’re very concordant with each other. If I had to bet I think Old Kingdom samples would have somewhat less Sub-Saharan and eastern farmer ancestry. But the basic pattern persisted down to the Roman period, and was only shifted by admixture due to slavery.

And not to belabor the point, but a paper from a few years ago which had some Copt samples looks familiar in its broad outlines. You see that the Copts have very little Sub-Saharan African ancestry, though it does seem to be evident (the marker set is in the hundreds of thousands of SNPs). Additionally, they are quite distinct from the Qatari Arab sample.

Unfortunately the data for this paper just published is not on the European Nucleotide Archive. I really want to dig a little deeper into it.

What are the takeaways here? Egypt has been the sink for a lot of migration and gene flow over the past several thousand years, and probably earlier. Not surprising considering that it was relatively wealthy in the aggregate. The Natufian population that the Late Period Egyptians resemble the most did not have Sub-Saharan African ancestry according to earlier research. These Late Period Egyptians do have some. This is reasonable in light of the long interaction with Nubia which is historically attested. Similarly, there was clearly gene flow from Southwest Asia. This is again historically attested, especially in the Nile Delta (though foreign garrisons of mercenaries are recorded in Upper Egypt as well).

The Roman period probably did introduce some gene flow from Southeast Europe and Southwest Asia. But these populations are not that distinct from Egyptians.

Similarly, the Islamic period also brought in different peoples from Arabia and the Caucasus. But the most salient dynamic during the Islamic period was a massive trans-Saharan slave trade (though the Caucasus impact may have been comparable, and I think these results support the proposition that it was).

It seems entirely likely that the Copts are descended from a mix of Roman era Egyptians. Not only do they resemble the people in the Fayum portraits, but the circumstantial genetic data is that they have fewer “exotic” components which increased in frequency during the Islamic era. This would be exactly parallel to ethno-religious minorities in the Levant and Iraq.

One curious element to me is the suggestion gene flow before ~5,000 BCE between Sub-Saharan Africa and the lower Nile valley was low. If it hadn’t been low, it seems unlikely that the fraction of Sub-Saharan ancestry (or shift in that direction in relation to other Eurasians) in Copts would be so small.

So what explains the lack of earlier gene flow? I think the answer is going to be the fact that the human demographic landscape is characterized by lots of local population extinctions. As ancient DNA sampling coverage gets better and better meta-population dynamics are coming into focus, and we see gene flow, and die offs, in several areas. It is fashionable to say that human population variation is characterized by clines. But much of this clinal aspect is an outcome of the period after massive admixture over the last ~10,000 years.

And yet it may not be that the period before the Holocene was not clinal. Rather, it may be that large depopulations of areas of human occupation fragmented clinal ranges, and resulted in new range expansions from “core” zones.

About ~8,000 years ago there was a major desertification period in the Sahara desert. Many trans-Saharan populations may have gone extinct during this time due to rapid climate change. Eventually repopulation may have occurred from outside of the Sahara, so that post-Natufian Levantines and Sub-Saharan Africans from what today call the Sahel pushed up and down the Nile drainage basic respectively, meeting in the zone of Nubia on the boundary of history and prehistory.

Unlike many other areas of the world we have a long attested record of Egyptian history. As we get more mummy samples it seems likely that we’re get a crisper, clearer, picture. And the time transects will not be narrative blind; we already know the general arc of Egyptian history. If, for example, we see a new ancestral component around ~1500 B.C., in Egypt it’s not mysterious what this might be: the Hyksos.

This is just the prologue to a fascinating book that will be written over the next decade.

Related: Blog post analyzing one Copt’s results suggests that Sub-Saharan admixture is more like Dinka than Yoruba (in contrast, Muslim Egyptians have a mix of both, the latter probably coming during the Islamic slave trade, while the former is probably ancient admixture).

Citation: Schuenemann, V. J. et al. Ancient Egyptian mummy genomes suggest an increase of Sub-Saharan African ancestry in post-Roman periods. Nat. Commun. 8, 15694 doi: 10.1038/ncomms15694 (2017).

At an inflection point of archaeology and genetics

People always ask me what to read in relation to the field of historical population genetics. In the 2000s there were a series of books which focused on the mtDNA and Y results from modern phylogeographic analysis. Journey of Man, Seven Daughters of Eve, The Real Eve, and Mapping Human History. But there hasn’t been much equivalent in the 2010s.

Why? I think part of the issue is that the rate of change has been so fast that scholars and journalists haven’t been able to keep up. And, the change is happening right now, so it would likely mean that any book written over a year would be moderately out of date by publication.

I noticed today that Jean Manco has an updated and revised version of her book, Ancestral Journeys: The Peopling of Europe from the First Venturers to the Vikings. This was needed, because the original book was written before some major recent findings, though after some preliminary ones. As Manco has observed herself it was feasible to replace speculations with facts.

Since it seems likely that George R. R. Martin’s next book will be published before David Reich’s, I think that’s all you got. Any suggestions would be welcome.

As for the flip side for history that might be useful to understanding the genetics results, J. M. Roberts The History of the World is the best cliff notes I can think of. It’s obviously a high level survey, but frankly that would improve the interpretation I see in some papers. The fact that much of the history has no contemporary relevance is pretty unimportant, since you want to focus on the older stuff, which is where ancient DNA really shows its metal.

At some point ancient DNA will start to exhibit diminishing returns. Then the long hard slog of interpretation and synthesis will have to begin in earnest.

Applying intelligence to genes for intelligence

Carl Zimmer has an excellent write up on the new new Nature study of the variants associated with IQ, In ‘Enormous Success,’ Scientists Tie 52 Genes to Human Intelligence.

The issue with intelligence is that it’s a highly polygenic trait for which measurement is not always trivial. You need really large sample sizes. It’s about ten times less tractable than height as a quantitative trait. There are still many arguments about its genetic nature (though a majority position that it’s not rare variants of large effect seems to be emerging).

But all in good time.

Science is divided into many different fiefdoms, and people don’t always talk to each other. For example I know a fair number of population genomicists, and I know behavior geneticists who utilize quantitative genomic methods. The two are distinct and disparate groups. But the logic of cheap sequencing and big data is impacting both fields.

Unfortunately when you talk to population genomicists many are not familiar much with psychology, let alone psychometrics. When it comes to the behavior geneticists many come out of psychology backgrounds, so they are not conversant in aspects of genetic theory which harbor no utility for their tasks at hand. This leads to all sorts of problems, especially when journalists go to get comments from researchers who are really opining out of domain.

Some writers, such as Carl Zimmer, are very punctilious about the details. Getting things right. But we have to be cautious, because many journalists prefer a truth-themed story to the truth retold in a story format. And, some journalists are basically propagandists.

Over the next five years you will see many “gene and IQ” studies come out, with progressively greater and greater power. Read the write-ups in The New York TimesScience, and Nature. But to my many readers with technical skills this is what you should really do:

  1. pull down the data.
  2. re-analyze it.

My plain words are this: do not trust, and always verify.

I’m a big fan of people educating themselves on topics which they have opinions on (see: population genetics). If intelligence is of some interest to you, you should read some things. Arthur Jensen’s classic The g Factor: The Science of Mental Ability can be quite spendy (though used copies less so). But Stuart Ritchie’s Intelligence: All That Matters and Richard Haier’s The Neuroscience of Intelligence are both good, and cheaper and shorter. They hit all the basics which educated people should know if they want to talk about the topic of intelligence in an analytical way.