I met Louie Schwartzberg at the SciFoo meeting last week. He makes absolutely amazing Nature videos … here is one.
Author: Jonathan Eisen
The recursive tree of life – how a Twitter -> Blogger loop was created and broken
Earlier today I wrote a post that went something like this
Still searching for a good way to post a roundup of my twitter conversations to my blog. There don’t seem to be any good systems for doing this on Blogger. So I have, at least this week, created a Storification of my tweets and some of the associated conversations … not ideal probably but still …
I am not sure how it finished because, well, I deleted the post by accident a bit later in the day as you will see.
I do recall I posted an embedded version of this storification.
And this led to some useful responses such as
@phylogenomics emckiernan.wordpress.com seems to have figured out good way using wordpress. Not sure about blogger
— John Hewitt (@jhewitt123) August 12, 2012
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@phylogenomics what about ifttt? ifttt.com/recipes/36261
— Giovanni Coppola (@giovanniucla) August 12, 2012
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@phylogenomics Look into IFTTT.
— Michael Batz (@mbbatz) August 12, 2012
//platform.twitter.com/widgets.js SO this seemed potentially interesting .. and I decided to look into IFTTT. It took a bit to figure out anything about it but at first glance it seemed not right. So I posted a response
@giovanniucla@mbbatz IFTTT does not seem right – I want a weekly archive of my tweets/twitter conversations posted to my blog ..
— Jonathan Eisen (@phylogenomics) August 12, 2012
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@phylogenomics@giovanniucla 1. IFTTT all tweets w links to dropboxed archive, 2. IFTTT weekly post of dropboxed archive…
— Michael Batz (@mbbatz) August 12, 2012
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@mbbatz@giovanniucla nice – am experimenting w/ IFTTT – looks great – will see what I can come up with
— Jonathan Eisen (@phylogenomics) August 12, 2012
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@phylogenomics@giovanniucla not 100% sure it will work, but a great tool
— Michael Batz (@mbbatz) August 12, 2012
//platform.twitter.com/widgets.js So I created an IFTTT account and hacked around for a bit. I connected IFTTT to some of my social networks and then I set up two automated feeds. One that would post from Twitter to Blogger and one that would archive my Tweets to Dropbox.
And then I ran a test. I wrote a tweet to see where it would end up and whether / how it would end up on blogger. The tweet read something like “I am testing IFTTT for autoposting my tweets to my blog” and then I went to blogger and looked to see if anything showed up there (I note – I ended up deleting this tweet later in the day – more on this in a bit). But alas it did not. At least at first. So I looked at IFTTT in more detail and something there said it usually scanned twitter every 15 minutes so it might take some time for the tweets to show up on my blog.
Meanwhile I made another test tweet that read:
Testing http://t.co/1nWox0lt again . please ignore August 12, 2012 at 09:00AM http://twitter.com/phylogenomics/status/234680659233357824 Alas I deleted this one too (again – more on this deletion frenzy in a bit).
I note – I ended up deleting this one too – but by this point I had launched the “tweet to dropbox” system at IFTTT so this tweet was archived.
And then here was the big big big mistake. I left the house – first to go shopping and then to a wedding (of a brilliant PhD student at UC Davis). And I shut off my phone. After the ceremony I turned on my phone again to take some pictures. And (of course) I checked Twitter. And thats when I noticed something had gone horribly wrong.
This is what I saw first:
@phylogenomics Your feed is really creeping me out right now.
— Mike Keesey (@tmkeesey) August 12, 2012
//platform.twitter.com/widgets.js “Hmm” I thought. What could that be about? First, I thought it was about all the microbe posts from yesterday. But then I saw some other posts.
@leonidkruglyak@phylogenomics And the Tree of Life blog’s new feed is joining in on the craziness too 😦
— Peter Cock (@pjacock) August 12, 2012
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@phylogenomics man, your testing is tweeting completely out of control…
— Leonid Kruglyak (@leonidkruglyak) August 12, 2012
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@leonidkruglyak@phylogenomics Yup.Someone needs to make a test account. (hint, hint).
— Albert Vernon Smith (@avsmith) August 12, 2012
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@leonidkruglyak@phylogenomics Looks like a Twitter Blogger loop
— Kent Holsinger (@keholsinger) August 12, 2012
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@keholsinger@leonidkruglyak@phylogenomics or maybe it’s an “IFTTT virus”. A new domain of life?
— Ian Holmes (@ianholmes) August 12, 2012
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@phylogenomics BTW, The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: twitter.com/artologica/sta…
— Michele Banks (@artologica) August 12, 2012
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@artologica@phylogenomics that is awesome!
— Proflikesubstance (@ProfLikeSubst) August 12, 2012
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@artologica I LOVE THIS.@phylogenomics
— Dr24Hours (@Dr24hours) August 12, 2012
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@proflikesubst@phylogenomics Thanks! took me 3 tries – I kept messing things up.
— Michele Banks (@artologica) August 12, 2012
Uh oh. Or more like “Oh shit.” What the $&$# was going on? And suddenly I realized, I must still have a “blogger to twitter” autopost feature set up through blogger. So IFTTT was posting to blogger anything I tweeted and then Blogger was posting anything there to Twitter. A loop. Oh no. A loop. Not supposed to happen to me.
So I dreadfully looked at my Twitter feed to see how many tweets had been posted in this loop. And it was quite a few. Oh no. What to do? And I panicked a bit. I just started deleting tweets so that people would not be driven crazy by the loop (at this point I did not know how many were in the loop). And I ended up deleting not too many but more than a few (something like ten). I can’t embed them of course, because I deleted them. But I do have them in my new Dropbox twitter archive.
The Tree of Life: The Tree of Life: Testing an http://t.co/1nWox0lt IFTTT system for posting tweets to… http://t.co/xtuELMBb
August 12, 2012 at 09:06AM
http://twitter.com/phylogenomics/status/234682399693352962
– – – – –
The Tree of Life: Testing http://t.co/1nWox0lt again . please ignoreTesting tweet to blogger system from IFTTT http://t.co/THhFkG7S
August 12, 2012 at 09:06AM
http://twitter.com/phylogenomics/status/234682401337524224
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: Testing an http://t.co/1nWox0lt IFTTT system for posting… http://t.co/LKd976jR
August 12, 2012 at 09:22AM
http://twitter.com/phylogenomics/status/234686366678654976
– – – – –
The Tree of Life: The Tree of Life: Testing http://t.co/1nWox0lt again . please ignoreTesting tweet to blogger… http://t.co/bOVmkEB0
August 12, 2012 at 09:22AM
http://twitter.com/phylogenomics/status/234686368612245505
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: Testing http://t.co/1nWox0lt again . please ignoreTesting… http://t.co/EGWmjifq
August 12, 2012 at 09:37AM
http://twitter.com/phylogenomics/status/234690113525915648
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: Testing an http://t.co/1nWox0lt IFTTT system… http://t.co/h8iOJFey
August 12, 2012 at 09:37AM
http://twitter.com/phylogenomics/status/234690132605804545
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: Testing http://t.co/1nWox0lt again . please… http://t.co/RYKpNwdE
August 12, 2012 at 09:51AM
http://twitter.com/phylogenomics/status/234693721545920512
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: Testing http://t.co/iXtneMx2… http://t.co/Ueg9mK2F
August 12, 2012 at 10:07AM
http://twitter.com/phylogenomics/status/234697523661512705
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: Testing… http://t.co/lwELrRso
August 12, 2012 at 10:21AM
http://twitter.com/phylogenomics/status/234701228347633664
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/Vz9GDrUI
August 12, 2012 at 10:36AM
http://twitter.com/phylogenomics/status/234704905246494721
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/PcTqp1mg
August 12, 2012 at 10:51AM
http://twitter.com/phylogenomics/status/234708632443441152
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/YecKMslQ
August 12, 2012 at 11:05AM
http://twitter.com/phylogenomics/status/234712346797428736
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/T2rE2shW
August 12, 2012 at 11:21AM
http://twitter.com/phylogenomics/status/234716246023745536
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/lYFK57gx
August 12, 2012 at 11:35AM
http://twitter.com/phylogenomics/status/234719738536796160
– – – – –
The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree of Life: The Tree… http://t.co/7X0Bypuj
August 12, 2012 at 11:50AM
http://twitter.com/phylogenomics/status/234723474831204352
– – – – –
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@tmkeesey@phylogenomics SILENCE!!! GAZE UPON THE TREE
— Ian Holmes (@ianholmes) August 12, 2012
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@avsmith@leonidkruglyak@phylogenomics@artologica It’s a powerful allegory: we’ve barely scraped the surface, the tree goes on forever etc
— Ian Holmes (@ianholmes) August 12, 2012
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Brilliant,
@phylogenomics seems to have put his blog into an infinite loop with his twitter to blog experiment#eatsentireinternet
— Nick Loman (@pathogenomenick) August 12, 2012
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@pathogenomenick I think it is ended
— Jonathan Eisen (@phylogenomics) August 12, 2012
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@phylogenomics my rss feed 😉 twitter.com/pathogenomenic…
— Nick Loman (@pathogenomenick) August 12, 2012
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@pathogenomenick curious – if you refresh does it go away?
— Jonathan Eisen (@phylogenomics) August 12, 2012
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@phylogenomics no but I think google reader caches feeds for a bit
— Nick Loman (@pathogenomenick) August 12, 2012
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@phylogenomics If you want to repeat something a million times, make it “My name is Inigo Montoya. You killed my father, prepare to die!”
— Michele Banks (@artologica) August 12, 2012
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@phylogenomics tree of life tree of life tree of life. it’s like a delightfully nerdy eisen tongue twister.
— Kaitlin Thaney (@kaythaney) August 12, 2012
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@phylogenomics@pathogenomenick it was a beautifully post post modern display
— David Baltrus (@surt_lab) August 12, 2012
//platform.twitter.com/widgets.js So – seemed under control – sort of. And then I made the mistake of looking at Facebook. Oh no. Autofeeds there up the wazoo too. I am going to delete those later. What a nightmare. And it could have ben much worse if I did not catch it at the wedding. Because now I have to head to Berkeley for a birthday party for my brother’s kids. Hopefully – the loop is broken. And I have only one think left to say. The tree of life. The tree of life. The tree of life. The tree of life ….
UPDATE: My brother did indeed make use of my Twitter password, the bastard
Interested in MiSeq Illumina sequencing of low diversity libs – read this
Everyone -if you are interested in using the Illumina MiSeq to sequencing low diversity libraries – read this … Sequencing low diversity libraries on Illumina MiSeq from THE Nick Loman.
History of the Lake Arrowhead Microbial Genomes meetings
Recommended meeting for those interested in microbial diversity and/or microbial genomics: Microbial Genomics – ARROWHEAD 2012
Among the reasons to go:
- Session on microbiology of the built environment
- Lots of other good sessions
- Lake Arrowhead is a very nice place to have a meeting
- Past meetings have been both good scientifically and fun
- Blog posts of mine
- The Story behind the Meeting: Lake Arrowhead Microbial Genomes 2010 #LAMG10
- It’s Miller Time – Lake Arrowhead Microbial Genomes Conference — about to begin
- Lake arrowhead notes – UPDATED
- Genomics Education highlighted at 14th Annual International Meeting on Microbial Genomics
- Programs and notes from past meetings
- 1998_LakeArrowhead1998Notes
- 1998_ArrowheadAdobeOCR
- 2000_ArrowheadAdobeOCR
- 2002 Lake_Arrowhead
- LakeArrowhead2004 notes and booklet
- 2006_ArrowheadAdobeOCR
- 2008_ArrowheadAdobeOCR
- 2010_ArrowheadAdobeOCR
- I have uploaded slides from my previous presentations at the meeting
Lake Arrowhead past meeting notes
Posting notes and notebooks from past Lake Arrowhead genomes meetings
Notes and materials from MARS Sample Handling Workshops 2000-2001 #Curiosity
I had the pleasure of serving as a panel member for some NASA sponsored “Mars Sample Handling Workshops” in 2000-2001 and thereabouts. I have all these materials still from those meetings and in light of the Mars Curiosity Rover landing and other recent activities I thought it would be good to share them. Most/all are public domain materials but not all are easy to find so I thought I would post them here. Note – I have done no clean up of scans – will do so at some point. Enjoy.
- MSHP Workshop 1 handout
- MSHP Workshop 1 letter
- MSHP Workshop 1 Notes
- MSHP Workshop 1 report
- MSHP Workshop 1 report slides
- MSHP Workshop 1 self scan
- MSHP Workshop 2 agenda
- MSHP Workshop 2 agenda2
- MSHP Workshop 2 handout
- MSHP Workshop 2 letter
- MSHP Workshop 2 letter2
- MSHP Workshop 2 Notes
- MSHP Workshop 2.invite
- MSHP Workshop 3
- MSHP Workshop 4
- Report-Biological Containment of Mars
- Report-Comprehensive Protocol for Lunas Sampling Lab
- Report-Effect of sterilization
- Report-Mars Sample Return
- Report-Size limits very small microbes
- MSHARP
- MSHP Fax 2-28-2000
- MSHP Letter 3-9-2000
- MSHP RummelLetter 8-26-02
Courtesy employee notice regarding annual systemwide payroll disclosure
Just received this … seemed to be something that should be shared publicly.
Wow – Google Scholar "Updates" a big step forward in sifting through the scientific literature
I logged on to Google Scholar a few minutes ago and discovered something very new
This “updates” thing was not there earlier in the day. So I clicked on the link and got to this page: Scholar Updates: Making New Connections – Google Scholar Blog where James Connor from Google reports
Since Google Scholar launched nearly eight years ago, we’ve been helping people find the research they’re looking for. But often the spark for discovery comes from making a new connection or looking in a direction that you hadn’t yet considered and that — before your aha! moment — you wouldn’t have known to look for. Today we hope to start fostering these new connections with Scholar Updates.
We analyze your articles (as identified in your Scholar profile), scan the entire web looking for new articles relevant to your research, and then show you the most relevant articles when you visit Scholar. We determine relevance using a statistical model that incorporates what your work is about, the citation graph between articles, the fact that interests can change over time, and the authors you work with and cite. You don’t need to configure updates or enter any queries. We’ll notify you about new updates by displaying a preview on the homepage and highlighting a bell icon on search results pages: …
To get article updates relevant to your work, all you need to do is create a public Scholar profile. Article updates will automatically start to appear within a few days.
Wow. Completely awesome if it works well. So, well, let’s see if it works well. For me the system recommends the following
Evolutionary Diversity of the Mitochondrial Calcium UniporterAG Bick, SE Calvo… – Science, 2012
REGEN: Ancestral Genome Reconstruction for BacteriaK Yang, LS Heath… – Genes, 2012
Both have some relevance to me. The first one is about evolution of a gene family and has a line in the abstract that clearly might have driven the automated suggestion: “Here, we characterize the phylogenomic distribution of the uniporter’s membrane-spanning pore subunit (MCU) and regulatory partner (MICU1).” But, well, I am not too interested in this paper. Not really my thing.
- Defining the human microbiome
- Measures of phylogenetic differentiation provide robust and complementary insights into microbial communities
- VIROME: a standard operating procedure for analysis of viral metagenome sequences
- Complete Genome Sequence of Paenibacillus strain Y4. 12MC10, a Novel Paenibacillus lautus strain Isolated from Obsidian Hot Spring in Yellowstone National Park
- Phylogenetic stratigraphy in the Guerrero Negro hypersaline microbial mat
- Non-contiguous finished genome sequence and description of Clostridium senegalense sp. nov.
- Non contiguous-finished genome sequence and description of Bacillus timonensis sp. nov.
- Complete genome sequence of Pyrobaculum oguniense
- Complete genome sequence of the moderately thermophilic mineral-sulfide-oxidizing firmicute Sulfobacillus acidophilus type strain (NALT)
- The Metadata Coverage Index (MCI): A standardized metric for quantifying database metadata richness
- Complete genome sequence of the aromatic-degrading deep-terrestrial-subsurface alphaproteobacterium Novosphingobium aromaticivorans type strain (F199 T), …
- Complete genome sequence of Thauera aminoaromatica strain MZ1T
- Non-contiguous finished genome sequence and description of Anaerococcus vaginalis
- Non-contiguous finished genome sequence and description of Alistipes senegalensis sp. nov.
- Metabolic potential of a single cell belonging to one of the most abundant lineages in freshwater bacterioplankton
- Predicting kinase-substrate interactions in the era of proteomics
- REGEN: Ancestral Genome Reconstruction for Bacteria
- Targeted recovery of novel phylogenetic diversity from next-generation sequence data
- A call for an international network of genomic observatories (GOs)
- Large and linked in scientific publishing
- The Biological Observation Matrix (BIOM) format or: how I learned to stop worrying and love the ome-ome
- Evaluation of methods to concentrate and purify ocean virus communities through comparative, replicated metagenomics
- Ultrafast clustering algorithms for metagenomic sequence analysis
- IMG/M-HMP: A Metagenome Comparative Analysis System for the Human Microbiome Project
- Microbiomes
- Metagenomic analysis of hadopelagic microbial assemblages thriving at the deepest part of Mediterranean Sea, Matapan‐Vavilov Deep
- Distance-Decay diversity patterns of phyllosphere bacteria on Tamarisk trees across the Sonoran Desert
- Exposure of Soil Microbial Communities to Chromium and Arsenic Alters Their Diversity and Structure
- Reconstruction of Ribosomal RNA Genes from Metagenomic Data
- Genome Sequence of the Unclassified Marine Gammaproteobacterium BDW918
- Surprising results on phylogenetic tree building methods based on molecular sequences
- Road map of the phylum Actinobacteria
- Building non-coding RNA families
- Bacterial assemblages of the eastern Atlantic Ocean reveal both vertical and latitudinal biogeographic signatures
- Metagenomic microbial community profiling using unique clade-specific marker genes
- Unlocking the potential of metagenomics through replicated experimental design
- Coordinating Environmental Genomics and Geochemistry Reveals Metabolic Transitions in a Hot Spring Ecosystem
- Minimizing the average distance to a closest leaf in a phylogenetic tree
- Parallel-META: efficient metagenomic data analysis based on high-performance computation
- Complete genome sequence of Dehalogenimonas lykanthroporepellens type strain (BL-DC-9T) and comparison to “Dehalococcoides” strains
- Complete genome sequence of the orange-red pigmented, radioresistant Deinococcus proteolyticus type strain (MRPT)
- Genome sequence of the ocean sediment bacterium Saccharomonospora marina type strain (XMU15T
- Genome sequence of the soil bacterium Saccharomonospora azurea type strain (NA-128T)
- Evolutionary Diversity of the Mitochondrial Calcium Uniporter
- Phylogenetic Clustering Reveals Selective Events Driving the Turnover of Bacterial Community in Alpine Tundra Soils
- A comparative evaluation of sequence classification programs
- Complete genome sequence of the facultatively anaerobic, appendaged bacterium Muricauda ruestringensis type strain (B1T)
- Complete genome sequence of the termite hindgut bacterium Spirochaeta coccoides type strain (SPN1T), reclassification in the genus Sphaerochaeta as …
- Complete genome sequence of the aquatic bacterium Runella slithyformis type strain (LSU 4T)
- Permanent draft genome sequence of the gliding predator Saprospira grandis strain Sa g1 (= HR1)
———————–
UPDATE 1 8/9 1:45 AM
Just noticed that now in the top of the page when I go to Google Scholar there is also now a link to “Updates”
UPDATE 3: 8/9 10 AM – Other stuff from around the web about this
Silly microbiologist, genomes are for mutualists
New paper in PLoS Genetics of possible interest: PLoS Genetics: Population Genomics of the Facultatively Mutualistic Bacteria Sinorhizobium meliloti and S. medica.
The abstract does an OK job with the technical details:
Abstract:
The symbiosis between rhizobial bacteria and legume plants has served as a model for investigating the genetics of nitrogen fixation and the evolution of facultative mutualism. We used deep sequence coverage (>100×) to characterize genomic diversity at the nucleotide level among 12 Sinorhizobium medicae and 32 S. meliloti strains. Although these species are closely related and share host plants, based on the ratio of shared polymorphisms to fixed differences we found that horizontal gene transfer (HGT) between these species was confined almost exclusively to plasmid genes. Three multi-genic regions that show the strongest evidence of HGT harbor genes directly involved in establishing or maintaining the mutualism with host plants. In both species, nucleotide diversity is 1.5–2.5 times greater on the plasmids than chromosomes. Interestingly, nucleotide diversity in S. meliloti but not S. medicae is highly structured along the chromosome – with mean diversity (θπ) on one half of the chromosome five times greater than mean diversity on the other half. Based on the ratio of plasmid to chromosome diversity, this appears to be due to severely reduced diversity on the chromosome half with less diversity, which is consistent with extensive hitchhiking along with a selective sweep. Frequency-spectrum based tests identified 82 genes with a signature of adaptive evolution in one species or another but none of the genes were identified in both species. Based upon available functional information, several genes identified as targets of selection are likely to alter the symbiosis with the host plant, making them attractive targets for further functional characterization.
I think the author summary is a bit more, well, friendly:
Facultative mutualisms are relationships between two species that can live independently, but derive benefits when living together with their mutualistic partners. The facultative mutualism between rhizobial bacteria and legume plants contributes approximately half of all biologically fixed nitrogen, an essential plant nutrient, and is an important source of nitrogen to both natural and agricultural ecosystems. We resequenced the genomes of 44 strains of two closely related species of the genus Sinorhizobium that form facultative mutualisms with the model legme Medicago truncatula. These data provide one of the most complete examinations of genomic diversity segregating within microbial species that are not causative agents of human illness. Our analyses reveal that horizontal gene transfer, a common source of new genes in microbial species, disproportionately affects genes with direct roles in the rhizobia-plant symbiosis. Analyses of nucleotide diversity segregating within each species suggests that strong selection, along with genetic hitchhiking has sharply reduced diversity along an entire chromosome half in S. meliloti. Despite the two species’ ecological similarity, we did not find evidence for selection acting on the same genetic targets. In addition to providing insight into the evolutionary history of rhizobial, this study shows the feasibility and potential power of applying population genomic analyses to microbial species.
I have highlighted the section dissing pathogen studies …
As with every good paper, it starts with a tree
- The genomes were sequenced to ~ 100x coverage with on an Illumina GAIIx.
- Reads were then aligned to reference genomes of close relatives of the sequenced strains.
- These alignments were then used for various comparative and population genetic analyses
- As far as I can tell no de novo assemblies were done
- I am quite confused about their methods for detecting putative regions that have undergone horizontal gene transfer:
- In the methods: “We identified genes likely to have experienced recent horizontal gene transfer by comparing the ratio of polymorphisms that were shared between species to fixed differences between species. Based on the whole-genome distribution of this ratio (Figure S3) we identified putatively transferred genes as those with a ratio of shared polymorphisms to fixed differences >0.2.”
- Not sure how/why this should work. Not saying it is a bad idea – I just don’t really understand it.
- They also examine various population genetic parameters including possible selection, SNPs, Tajima’s D, and more.
Population genetic analyses of nucleotide diversity segregating within Sinorhizobium medicae and S. meliloti have provided unprecedented insight into the evolutionary history of these ecologically important facultative symbionts. While previous analyses have detected evidence for horizontal gene transfer between these species, our data reveal that gene transfer is restricted almost exclusively to plasmid genes and that the plasmid regions that show evidence of transfer have less interspecific divergence than other genomic regions. Interestingly, nucleotide variation segregating within a 24-strain subpopulation of S. meliloti is highly structured along the chromosome, with one half of the chromosome harboring approximately one-fifth as much diversity as the other. The causes of the difference between the two chromosome halves may be a selective sweep coupled with extensive hitchhiking, if this is correct it would suggest that bouts of strong selection may be important in driving the divergence of bacterial species. Finally, we’ve identified genes that bear a signature of having evolved in response to recent positive selection. Functional characterization of these genes will provide insight into the selective forces that drive rhizobial adaptation.



