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Wednesday, May 04, 2005

What makes humanity special: balls and lymph nodes

If you've ever wondered what really sets humankind apart from the other apes, we have part of an answer: it's our responses to disease and cancer, and our testes. I guess that's not too surprising, since death and reproduction are the two big things that matter heavily in evolution.

The answer comes from an exercise in comparative genomics. With all the data available from the human genome project and the ongoing chimpanzee genome project, we can start comparing DNA sequences. One parameter that can be assayed is the frequency of synonymous changes in the DNA: these are changes in the nucleotide sequence that produce synonyms in the triplet code, and therefore cause no changes at all in the protein sequence. These changes represent a kind of steady background noise, the rate of random, neutral changes in the genome. Non-synonymous changes, on the other hand, do change the amino acid sequence of the resulting protein, and are presumed to be more likely to have some kind of effect on the phenotype. The ratio of nonsynonymous to synonymous nucleotide changes within a gene, dN/dS, is a measure of the history of selection for change in that gene. High dN/dS values mean there has been selection pressure for novel forms, while low dN/dS values mean selection has been working to conserve the sequence.

So here's the analysis: go through the list of human genes, find each one's homolog in the chimpanzee, compute the dN/dS ratio, and rank them in order. What you end up with is a list, with the genes that have experienced the strongest selection for new properties between the two species at the top. Note that you can't tell which of the two species has changed the most from their common ancestor from this analysis (although comparison with an outgroup can help with that), so all we know is which genes have diverged the most. If we have naive expectations, you might expect that humans have undergone selection for genes for wisdom and meat-eating, while chimps have been selected for poop-flinging genes and banana-loving, and we might look for genes for all of those functions appearing near the top of the list.

The answer is nothing so simple or congruent with our stereotypes, of course. Here is the list of the The Top 50 Genes Showing Evidence for Positive Selection between Humans and Chimpanzees

1 PRM1 Substitutes for histones in sperm
2 CMRF35H Leukocyte membrane antigen
3 DGAT2L1 Fatty acid synthesis (presumed)
4 FLJ46156 Unknown
5 USP26 Testis-specific expression
6 C15orf2 Testis-specific expression
7 ABHD Unknown
8 SCML1 Transcriptional repressor, embryonic development (presumed)
9 OR2W1 Olfactory receptor
10 LOC389458 Unknown
11 APOBEC3F Antiretroviral factor
12 MS4A12 Unknown
13 HYAL3 Testis-specific expression, putative tumor suppressor
14 FLJ32965 Similar to melanoma-associated antigens (function unknown)
15 LOC151534 Unknown
16 MMP26 Zinc-binding endopeptidase, tumor progression (presumed)
17 KIAA0495 Component of the cell membrane
18 CD72 Signaling in the immune system
19 DFFA Inhibition of apoptosis, putative tumor suppressor
20 KRN1 Hair keratin
21 TNKS1BP1 Tankyrase-binding, multifunctional (presumed)
22 RNPC4 RNA-binding, pre-mRNA-splicing process (presumed)
23 KRTAP19-1 Keratin associated protein 19-1
24 HSJ001348 Apoptosis, p53-induced
25 HSA404617 Unknown
26 FLJ20489 Unknown
27 RPP38 Component of RNAse P
28 FLJ35725 Unknown
29 PEPP-2 Testis-homeobox gene, putative tumor suppressor
30 PGR Progesterone receptor
31 MGC57858 Unknown
32 GZMH Cell lysis
33 TCP11 Germ-cell development (presumed)
34 C20orf185 Possible carrier molecule for odorants
35 PPP1R15A Growth arrest, DNA-damage inducible, apoptosis
36 SLC22A4 Cation transporter, susceptibility to rheumatoid arthritis
37 GREAT (LGR8) Receptor for relaxin. Mutations may cause cryptorchidism
38 LR8 Unknown (expressed by lung fibroblast subpopulation)
39 HHLA1 Unknown
40 C16ORF3 Putative tumor suppressor
41 CYSLTR2 Anaphylactic reactions
42 ASB11 Cytokine signaling
43 FLJ32743 Unknown
44 GDF3 Putative regulator of cell growth and differentiation
45 FLJ32844 Unknown
46 OR2B2 Olfactory receptor
47 MGC41945 Unknown
48 OR5I1 Olfactory receptor
49 PTCRA Pre-T-cell antigen receptor α
50 TSARG1 Spermatogenesis cell apoptosis

There's a lot of "unknowns" and presumed functions in that list, which reflects the fact that we still have a long way to go in comprehending the functions of the genes in the genome. Many of them, though, we can guess from their sequence (genes that are imbedded in the membrane, for instance, have characteristic hydrophobic regions), from homology with genes of similar sequence, or from where the gene is expressed—genes that are only active in the liver are not likely to have functions in the brain. Most of these genes have functions that are very obscure and abstract, and there simply isn't a "wisdom" gene anywhere in the genome. For some of the genes, I've found entries in the Online Mendelian Inheritance in Man database, and if you're interested, you can dig a little deeper to figure out what they do, but otherwise, I'll give you the general breakdown.

The main gene categories that show positive selection between chimps and humans are:

Immunity and defense genes. Chimpanzees and humans have diffent histories of disease and epidemics that have shaped their genes. We fight off (or die of) urban epidemics like cholera and typhus, while chimps have struggled with their own pathogens.

Spermatogenesis and cell death genes. It may be curious that these are lumped together, but they are related. There is extensive apoptosis during sperm formation—we may make a lot of little wrigglers, but the number that don't make it out of the testicle is greater still. Mutations that help sperm escape the apoptotic culling are selectively favored, and many of the cell-death genes that are high on this list are associated with sperm cell death. In addition, changes in sperm proteins can confer advantages in sperm competition and sex conflict, and can be involved in selection for reproductive isolation.

Cancer-related genes. These are genes involved in cell-cycle control and apoptosis and tumor suppression, and some of these genes also show overlap with spermatogenesis genes. Their representation high on this list may be partly due to their involvement in sperm generation, but also with the fact that controlling tumors is an advantageous thing.

But wait! What about the brain? Shouldn't there have been selection for major differences in the brain? Sorry, no, that doesn't seem to be the case.

Genes with their maximal expression in the brain do not have an excess tendency toward positive selection. In fact, genes expressed in the brain seem to be among the most conserved genes with the least evidence for positive selection. MWUs [Mann-Whitney U test], comparing genes with their maximal expression in the brain (83 genes) to all other genes, show that these genes tend to have significantly higher p-values of the likelihood ratio test for positive selection (p = 0.035), indicating high levels of selective constraint. Genes that are expressed in the brain at a level of twice the expression level found in blood show an even stronger tendency toward avoidance of positive selection (p = 0.0002). Although studies of gene expression in the brain tissue are complicated by low-abundance transcripts and heterogeneous specialized brain regions, the overall evidence points toward a deficiency of positively, or fast evolving, genes among those expressed in the brain. The causes for the cognitive differences may instead be sought in adaptive changes in just a few genes, in changes in gene expression, or in changes in copy number and/or organization of genes relating to cognitive function.

Note that this doesn't mean there are no genetic changes in brain-related genes between humans and chimps, but that the differences may be in only a few genes that weren't picked up in this comparison, or that the differences may involve only subtle tweaks to patterns of gene expression.

Another possibility is that the changes are in developmental processes that are not exclusively affiliated with the formation of the nervous system. Genes that act early can have amplified effects late. One gene with such potential turned up in the assay, SCML1.

SCML1 has 16 substitutions (of which 15 are nonsynonymous) and zero polymorphisms. Such a pattern is consistent with repeated selective sweeps driving divergence between species, while eliminating variation within species. SCML1 is a repressor of expression of Hox genes and may play an important role in the control of embryonal development. This gene may be a prime candidate for explaining developmental differences between humans and chimpanzees.

SCML1 is a member of the Polycomb group of transcriptional repressors—it's a gene that fine-tunes the pattern of expression of Hox genes. Also amusingly, the name is short for "Sex Comb on Mid Leg". We have neither sex combs nor midlegs, but we've inherited this gene from our common ancestor with Drosophila.


In an odd coincidence, Carl Zimmer and I wrote about exactly the same article today, independently and without any communication between us. Now, unfortunately, you have the perfect opportunity to compare me with a professional writer.


Nielsen R, Bustamante C, Clark AG, Glanowski S, Sackton TB, Hubisz MJ, Fledel-Alon A, Tanenbaum DM, Civello D, White TJ, Sninsky JJ, Adams MD, Cargill M (2005) A Scan for Positively Selected Genes in the Genomes of Humans and Chimpanzees. PLoS Biol 3(6):170


Trackback url: http://pharyngula.org/index/trackback/2245/W1VaLXuO/

Comments:
#23930: — 05/04  at  01:23 PM
Spluh?



#23933: — 05/04  at  02:13 PM
I'm guessing (as a layman) that the lack of differences in the genes for human and chimpanzee brains implies that there are no different structures in human brains, only that humans may just have bigger lobes or something.

Of course, this isn't to say that a quantitaive difference may not lead to qualitative diferences. Just a thought.



#23935: fwiffo — 05/04  at  02:14 PM
I was reading an article a while back about Neu5Gc, and our lack of it (compared to all other mammals), and the hypothesis that its absence in humans is responsible for letting us have such big brains. I haven't seen the most recent stuff on that topic - is it still a big candidate for our brainyness?



#23937: — 05/04  at  02:53 PM
It's also important to mention that while the coding sequences of chimp and human brain genes may not be positively selected, mutations in the regulatory regions for those genes might be. In fact I'll bet that some of them are.



#23938: Dann Siems — 05/04  at  03:00 PM
Having just read the Nielsen et al PLoS article myself, I can only congratulate PZ on another insightful overview...where do you find the time and energy! /dps



#23939: — 05/04  at  03:11 PM
Cool stuff.

Relaxin appears to be involved in cervical ripening and increasing the elasticity of connective tissues. Its greater positive selection in humans may be related to the larger heads of human babies versus chimps.



#23941: ~DS~ — 05/04  at  03:15 PM
Balls eh? Well, higher primates are all pretty intricate in the sex department I guess. Did I miss a high divergen on celluar surface sugars or did that not make the list?



#23948: Ricardo Azevedo — 05/04  at  04:56 PM
A problem with looking at straight dN/dS ratios is that genes that are more strongly functionally constrained may show relatively low dN/dS ratios but still be evolving under positive selection in certain regions.



#23954: — 05/04  at  06:04 PM
Just a naive question: Aren't primates under selection pressure, also? That is, why do they provide a suitable baseline for computing dN? Wouldn't one expect that they've improved their own immune systems, etc., since we diverged on the evolutionary tree?



's avatar #23957: PZ Myers — 05/04  at  06:15 PM
Yes. That's what I mean with that part in the third paragraph where I say "Note that you can't tell which of the two species has changed the most from their common ancestor from this analysis".

PZ Myers
Division of Science and Math
University of Minnesota, Morris



#23963: Michael Feldgarden — 05/04  at  07:49 PM
PZ, I've posted some thoughts on this article here. What's interesting is that I think the authors underestimate the number of selected loci (but it's not their fault). Maybe it's not all about sperm...



Trackback: 'Misunderestimating' Natural Selection Tracked on: Mike the Mad Biologist (72.9.234.70) at 2005 05 04 19:58:47
A different take on this article: even more genes may experience selection.



's avatar #23965: PZ Myers — 05/04  at  08:12 PM
Yes -- this method is only a rough approximation, and the authors acknowledge that there will be genes that are missed. What this is is a sample that shows a rough distribution of what kinds of genes experience selective pressures. I thought SCLM1 was the most interesting of the bunch, and there are probably others like it that slipped by the sample.

PZ Myers
Division of Science and Math
University of Minnesota, Morris



Trackback: Our Cousin, The Fruitfly Tracked on: Mythusmage Opines (72.9.230.178) at 2005 05 05 00:52:48
Pharyngula::What makes humanity special: balls and lymph nodes Money graph: SCML1 is a member of the Polycomb group of transcriptional repressors—it's a gene that fine-tunes the pattern of expression of Hox genes. Also amusingly, the name is short for "Sex...



#23981: — 05/05  at  02:23 AM
we may make a lot of little wrigglers, but the number that don't make it out of the testicle is greater still.

ummm...the only way this makes sense is if we have a problem with immigrant sperms. I'm surprised Arnold Schwarzenegger hasn't tried to score a political point of this previously unreported border-control issue.



#23985: — 05/05  at  03:19 AM
Some comments, which I've also put up on Carl Zimmer's blog.

***********************************
On the brain gene issue - check out this paper.

Dorus S, Vallender EJ, Evans PD, Anderson JR, Gilbert SL, Mahowald M, Wyckoff GJ, Malcom CM, Lahn BT. Accelerated evolution of nervous system genes in the origin of Homo sapiens. Cell. 2004 Dec 29;119(7):1027-40

They compared human, macacque, rat and mouse lineages - a far more extensive study than the human/chimp one you're talking about here. They found that between primate and rodent, and also between human and macacque, that the major selective effects were on brain developmental genes. Possibly human and chimpanzee are just too similar to pick up this effect?

Turning to the human/chimp comparison, there are a couple of other reasons why testis genes may be highly selected. In particular, they end up in the haploid state in spermatids. This uncovers all the recessive alleles, exposing them to selection. Thus, you'd expect spermatid genes to show a higher rate of evolution *anyway*, even if the selective advantage of any particular allele isn't very high.

Secondly, I wonder what the chromosomal distribution of these genes is - I wouldn't be at all susprised to see an over-representation of X and Y chromosome genes in the list. These evolve extra fast due to the lack of recombination (especially the Y), and also end up enriched for testis genes.

Finally, you're quite right to point out the conflict between the germ cells - this has slightly wider ramifications than you cover. Again, due to the fact that spermatids have a haploid gene content, there is the potential for conflict between the two copies of the diploid genome, not just between the individual and the herd. This may be why the majority of germ cell apoptosis occurs in spermatogonia and spermatocytes, not in spermatids.

I think the overall conclusion is that we have to be quite careful when looking at rates of protein change - fast rates of evolutionary change don't necessarily imply strong selective pressure, particularly for testis genes and/or genes on the sex chromosomes.



#23995: Ricardo Azevedo — 05/05  at  07:39 AM
I thought SCLM1 was the most interesting of the bunch, and there are probably others like it that slipped by the sample.


Spoken like a true developmental biologist...



Trackback: Comparative Genomics in Humans and Chimps. Tracked on: evolgen (72.9.234.70) at 2005 05 05 09:13:51
What makes this study better than your run-of-the-mill comparative analysis is the inclusion of polymorphism data. For example, they could infer selective sweeps in SCML1 based on the lack of intraspecific polymorphisms. Also, the interpretation of t...



#24005: RPM — 05/05  at  09:20 AM
This paper is getting some major hype in the popular science blogosphere. I'm worried people are going to misinterpret the results somehow as not many folks are familiar with comparative genomics. I have a lot of skepticism about using dN/dS to infer selection ranging from the assumption that dS accurately estimates the neutral rate of evolution to the problem associated with detecting selection accross an entire gene even though only a few amino acids may be under under positive selection



's avatar #24012: PZ Myers — 05/05  at  09:48 AM
Good point. My main interest was the point that the kinds of genes that turn up in these analyses are wonderfully picayune, and it's a great antidote to the usual "gene for homosexuality!", "gene for IQ!", "gene for dishwashing skills!" nonsense, and there were at least some nifty developmental genes in there.

One other thing I'd add to your complaint is that pleiotropy is the rule, and those brief one-phrase summaries of what the genes do are terribly inadequate. Even if dN/dS were a flawless mode for finding the targets of selection, the job isn't complete until we've analyzed each ones effects at all stages of the life-cycle.

PZ Myers
Division of Science and Math
University of Minnesota, Morris



's avatar #24013: PZ Myers — 05/05  at  09:49 AM
Another thing...if you had a post up with some of your caveats, I'd modify this one to point to it.

PZ Myers
Division of Science and Math
University of Minnesota, Morris



#24041: Ricardo Azevedo — 05/05  at  12:26 PM
To second RPM's argument (and my own a few entries back) if you look down Table 3 of the paper, many of those genes wouldn't pass a McDonald-Kreitman test.

And while we're on the topic of caveats, I would also add that this analysis ignores cis-regulatory evolution which is bound to be important in the divergence between these two species.



#24209: — 05/06  at  12:43 PM
The comparison done here shows far more about gene volatility than it shows about chimp/human comparison.
Certain classes of genes have found there way to the surface of the genome where the environment causes far higher rates of mutations. Immune system, reproduction, and teeth all happen to fall into this category. Feel free to speculate on why these genes are more volatile...but my point is you should expect these genes to change more often without any particular selection pressure.
The specific changes to these genes are probably inconsequential or detrimental. Most changes to the genome are. Proteins are complex things and small changes to the amino acid sequences rarely have more than a attenuating effect on their function.
IMHO the only purpose of this test is to prompt further questions. It does not provide any consequential information.



Trackback: Context, context, context Tracked on: 無の研究 (70.85.91.228) at 2005 05 07 18:53:14
A recent paper in PLoS Biology, A scan for positively selected genes in the genomes of humans and chimpanzees, is bouncing around the evolution blogosphere (ok, I don't like the word blog, but I digress...). The paper, by Rasmus Nielsen et al, shows th...



#24319: Joe — 05/08  at  06:04 AM
Interesting to see several olfactory genes in the top 50, as generally Primates, especially apes and us, don't rely on the olfactory system all that much. Could these have been affected by drift or perhaps sexual selection?



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