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Sarah Bagby

@scbagby.bsky.social
1K followers 504 following 79 posts

Environmental microbiologist at Case Western. She/her. bagby-lab.github.io, emerge-bii.github.io

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Sarah Bagby @scbagby.bsky.social · 01/07/2026
@jgi.doe.gov's Genome Insider podcast has posted an episode about our paper now too, featuring @simrouxvirus.bsky.social and me: jgi.doe.gov/user-science...
jgi.doe.gov
The Mobilome in the Mire | Joint Genome Institute
Join Sarah Bagby (Case Western Reserve University) and Simon Roux (JGI) as they talk about their recent work on a time series from Sweden’s Stordalen Mire. By looking at Mobile Genetic Elements, or MG...
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Sarah Bagby @scbagby.bsky.social · 01/07/2026
The whole issue of Nature Micro is up now, and look at that gorgeous cover! @emerge-bii.bsky.social co-director Ruth Varner took the picture. www.nature.com/nmicrobiol/v...
nature.com
Nature Microbiology - Microbial gene flow through thawing permafrost
This photograph shows the entrance to Stordalen Mire, Sweden, near the Abisko Scientific Research Station in the margin of the permafrost zone. As rising...
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Sarah Bagby @scbagby.bsky.social · 01/07/2026
Don't let our paper stop you! We are really hoping that the analytical framework we've laid out helps people dive deeper into mobilome analysis in other systems too.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
We also need funding for interdiscliplinary teams that can combine deep knowledge of site history, hydrology, biogeochemistry, informatics, modeling and more to not only do the work but also understand it in context and work out how to scale up to the wider world. 23/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
If we want to keep pushing on these questions, we need sustained investment in long-term observation of model ecosystems. These analyses are data- and timepoint-hungry. When you're patching together stopgap funding to keep your team employed, you can't dream up a sampling plan like this. 22/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
We have no idea where biological reality sits between these extremes. Seems like the kind of thing we ought to figure out, right? Because microbial adaptibility affects everything in a changing world: soil health and crop yields, climate, human health, you name it. 21/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
(2) Activity is stochastic, say Poisson-distributed. In a population with 38 MGEs/cell, 1% activity means almost a third of cells have at least one MGE firing. At 66 MGEs/cell, 1% activity means about half of cells have at least one MGE firing, and >14% have 2 or more. 20/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Extreme scenarios: (1) All that activity is concentrated in a minority of cells that are freaking out and have every MGE active. Huge combinatorial potential in those cells; elsewhere, pretty chill. 19/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
We looked at activity in 3 different ways, capturing 3 different timescales. The most straightforward is expression of MGE recombinase genes. By that measure, ~1% were active at any given time. Seems like very few, until you remember: 38-66 MGEs per genome. 18/23
Figure 5B from Guo et al. 2026. Three bar plots showing MGE activity as measured by recombinase transcription; by the occurrence of identical MGEs in distinct genomic contexts; and by the prevalence of loci where metagenomic coverage of the MGE recombinase is significantly lower than that of flanking sequence, suggesting that the population includes both +MGE and -MGE variants. Measured activity levels are lowest for the transcriptomic measure, which captures the shortest timespan, and vary across MGE types, wtih phage and insertion sequences/transposons dominating activity across measures.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
That is, these wildly abundant elements are poised to affect the adaptibility and activity of pathways that feed into global biogeochemical cycles. How often do they actually move around? 17/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
We could make confident functional predictions for a subset of those, and the answer is: MGEs affect genes doing all the things. Antibiotic resistance, stress response, sure, fine, yes. But >50% of genes annotated affect "domestic" processes involved in being a cell. Notably, nutrient cycling. 16/23
Figure 4 from Guo et al. 2026. Figure highlighting MGE-affected functions of interest and their distribution across habitats, host phyla, and MGE types. Highlighted functions depicted in a cartoon cell span cellular activities including transport, signaling, antiviral defense, genome maintenance and expression, and cycling of carbon, nitrogen, and sulfur.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
But for a tiny subset of our MGEs, we could identify genes we were highly confident were MGE-affected, either because they were being moved or because they were host genes being interrupted by transposons. 15/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
With our 2.1M hits plus a new bound on how much we're missing, we estimate that microbial genomes in the wild have an average of 38-66 MGEs each. How do they affect their hosts? Most of the time, we can't say: defining MGE boundaries is really hard, and it's even harder in metagenomes. 14/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Just as you'd expect, short-read-only MAGs recover just 35-60% of the MGE recombinases detectable in hybrid assemblies. Just as you'd expect, it's worst for recombinases that move more and have higher nucleotide diversity. Coverage makes a real difference. 13/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
So @aroneys.bsky.social and @benjwoodcroft.bsky.social benchmarked with 6 samples sequenced with both short and long reads. Among the very high quality MAGs (>95% complete, <5% contam) recovered, they found 17 species-level clusters with members from both hybrid and short-only assemblies. 12/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Unsurprisingly, most (>5 out of 6) of our hits were in contigs that failed to make it into MAGs. (Again: this was all a crazy idea; MGEs live to thwart us.) We figured we were probably missing even more that never made it into contigs. 11/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
And did we ever find them! 2.1M MGE recombinases, out of 131.5M predicted genes altogether. Which is to say: about 1 in 63 genes in these soil metagenomes was an MGE recombinase. That's a lot! More than 7X as common as the most common family of actual host genes detected (rpoE). 10/23
Figure 2B&C from Guo et al. 2026. Panel B shows the proportion of MGE recombinases among all predicted genes; C shows MGE recombinase counts and counts of the four most abundant KEGG gene families.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
First question: how many MGEs in our metagenomes? With Matt's postdoc Jiarong Guo taking point, we used an excellent set of HMMs developed with high-quality genomic sequence data in the lab of the late great Peer Bork (doi.org/10.1093/nar/...) to go looking for MGE recombinases in our data. 9/23
doi.org
Landscape of mobile genetic elements and their antibiotic resistance cargo in prokaryotic genomes
Abstract. Prokaryotic Mobile Genetic Elements (MGEs) such as transposons, integrons, phages and plasmids, play important roles in prokaryotic evolution and
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Since 2010, the IsoGenie Consortium and its successor EMERGE have been sampling soils from Stordalen Mire, a thawing permafrost peatland in northern Sweden. The complete dataset is pretty mind-blowing. emerge-db.asc.ohio-state.edu 8/23
emerge-db.asc.ohio-state.edu
EMERGE-DB
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
In fact there just aren't that many datasets out there where this plan would have been merely crazy rather than obviously doomed. But we had one, from a fascinating site, and between @emerge-bii.bsky.social and the VirSoil Consortium we had the team to analyze it. (Photo: Scott Saleska) 7/23
 Aerial photo of the field site, showing a peatland crossed by boardwalks, pocked with small pools, and flanked by lakes. The boardwalk passes a small hut housing research instrumentation.  Photo by Scott Saleska.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
So yield was always a worry, and we knew we had to start with a whole lot of raw sequence. Plus, going after a mechanism of change means you have to have a lot of timepoints. You can't see change in a single snapshot. So having deep sequencing across a time series was key. 6/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
What's so crazy about that? The thing is, all the signals that people exploit to get from short-read sequence to high-quality metagenome-assembled genomes are thwarted by MGEs. Active MGEs break contigs, screw up binning, and get squashed out of consensus sequences. 5/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Matt's idea: we should join forces with @simrouxvirus.bsky.social to survey all the mobile genetic elements in the soil microbiome of a complex natural ecosystem: how many MGEs are there? how are they distributed? how active are they? what functions do they affect? 4/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
These mobile genetic elements constitute the "mobilome". To a first approximation, what we know about MGEs comes from isolates and relatively simple systems. Or, if people look at a complex system, they only look at one slice of the mobilome, like its impact on antimicrobial resistance. 3/23
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Matt and I have been working together on and off since I was in grad school, with a common interest in how gene flow shapes microbial systems. Genes get moved around within and between host cells by viruses, integrons, transposons, and more, and when they move they can alter host genes too. 2/23
Figure 1A from Guo et al. 2026. Diagram of the ways a mobile genetic element's cargo genes and the genomic context into which it inserts can impact the host: knocking in cargo functions, knocking out host functions, and/or bringing host genes under MGE regulatory control.
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Sarah Bagby @scbagby.bsky.social · 29/06/2026
Out today in Nature Microbiology: a paper that started in 2021 with an email from @sullivan-lab.bsky.social. Subject line: "Crazy ideas". www.nature.com/articles/s41... 1/23
Screenshot of an email header with subject line "Crazy ideas"
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Sarah Bagby @scbagby.bsky.social · 08/05/2026
I feel that the local science center could have done with one more round of review before going with "Voices of the Titanic Immersive Experience" for the new exhibit.
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𝙽𝚊𝚜𝚑 𝙸𝚜 𝙷𝚎𝚛𝚎 𝙵𝚘𝚛 𝙸𝚝 @nashishereforit.bsky.social · 17/02/2026
Wow.
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Sarah Bagby @scbagby.bsky.social · 03/11/2025
Microbial eukaryote folks, you've got two more weeks to apply for this TT job: apply.interfolio.com/174456. We're a supportive department with a great breadth of interests, with really sharp students, in a very livable city with the nation's best park system. Come join us!
apply.interfolio.com
Apply - Interfolio {{$ctrl.$state.data.pageTitle}} - Apply - Interfolio
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Ben Monreal @benmonreal.bsky.social · 09/08/2025
Fellow Clevelanders will have seen @neorsd.org's update on the end of their Shaker Dam engineering work. I have some technical-detail thoughts about this, as an engineering-adjacent STEM person and a fan of the lake and brook. Keep reading for a summary (incl. links to slides and video): 1/8
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Ben J Woodcroft @benjwoodcroft.bsky.social · 16/07/2025
Out in @natbiotech.nature.com: Metagenome taxonomy profilers usually ignore unknown species. SingleM is an accurate profiler which doesn't, even detecting phyla with no MAGs. Profiles of 700,000 metagenomes at sandpiper.qut.edu.au. A 🧵
Logo for the Sandpiper website
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The Tennessee Holler @thetnholler.bsky.social · 18/03/2025
NEBRASKA CROWD: “TAX THE RICH! TAX THE RICH!” @USRepMikeFlood: “So your proposal to solve (the debt) is tax the rich?” NEBRASKA CROWD: *CHEERS WILDLY* (not sure this went quite as he planned 😬)
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Joshua Weitz @joshuasweitz.bsky.social · 22/02/2025
No PhD students or severely reduced # of admits -> *undergraduates* looking now to start the next phase of their career in support of research & discovery will be stuck without an option. This is far from the only place in a similar situation, whether announced publicly yet or not.
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Alexandria Ocasio-Cortez @aoc.bsky.social · 21/02/2025
Medicaid is not for sale. NASA is not for sale. The Post Office is not for sale. America is not for sale. We have an obligation to resist kings. We outnumber them. And they can be overwhelmed.
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Scott Delaney @scott-delaney.bsky.social · 21/02/2025
NIH indirects case update: Hearing ongoing now, and I'll try to live tweet some notable exchanges. Prior to more detailed arguments, Judge Kelley starts off with a few point questions to both sides: (I'm paraphrasing here)
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Mike Dickison @adzebill.bsky.social · 01/02/2025
The Internet Archive has to date downloaded 500 terabytes of US government websites, which it crawls at the end of every presidential term. The whole archive is fully searchable. This effort's housed by a donation-funded nonprofit, not a branch of the US government. blog.archive.org/2024/05/08/e...
blog.archive.org
End of Term Web Archive – Preserving the Transition of a Nation | Internet Archive Blogs
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Nicole Bedera @nbedera.bsky.social · 01/02/2025
I know that all these institutions know how to push back because when Obama directed them to enforce pre-existing Title IX law, universities said no. They flat out refused until there was a working group and specific guidelines. And even then, they *still* refused.
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Kelly Zamudio @kzutaustin.bsky.social · 16/01/2025
Everyone, plz share with your stellar undergrads! The UDE program (Undergraduate Diversity at Evolution) pairs students from diverse backgrounds with mentors to attend the Evolution meeting each year. Encourage your undergrads to apply!
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Patrick R. Secor @prsecor.bsky.social · 06/01/2025
Friends, please help spread the word about our microbiology REU program at Montana State University. www.montana.edu/mbi/reu/ Each student receives a stipend ($7000 for 10 wks). Travel compensation, room, and board are also provided. Details in the attached pic--Feb 13 deadline 🧫🧪🦠#microsky
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Sarah Bagby @scbagby.bsky.social · 22/11/2024
For myself, Emacs org-mode, always. For my group, the goal is GitHub task lists in private repos; right now it's a mix of that and Slack. For wider collaborations, Basecamp and a whole lot more Google docs than I would like. The best tool is the one people are willing to use to get the job done.
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Ben Vezina @bananabenana.bsky.social · 21/11/2024
(1/6) Our new short paper on incidental bacterial domestication between patient isolation and creation of frozen stock. Geno/phenotype changes are obscured by rich media and more prevalent than we previously thought. #MicroSky
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Vivek Mutalik @vivekmutalik.bsky.social · 21/11/2024
#phagesky Some partnerships are always fun!! Excited to share one such 🎉 product w Simon Roux, perspectives on our favorite “atypical” phages, for special issue to celebrate my former mentor Carol Gross @ UCSF Tapping the treasure trove of atypical phages www.sciencedirect.com/science/arti...
sciencedirect.com
Tapping the treasure trove of atypical phages
With advancements in genomics technologies, a vast diversity of ‘atypical’ phages, that is, with single-stranded DNA or RNA genomes, are being uncover…
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Sarah Bagby @scbagby.bsky.social · 19/11/2024
look at this absolute grob
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Brooke Conti @brookeconti.bsky.social · 15/11/2024
Ohio friends: consider contacting Gov Dewine to urge him not to sign the "bathroom bill" (SB 104). Educators are in a particularly good position to made the case against this on practical grounds, though I also brought up the specter of conference/business boycotts, as in NC.
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Anna Rogers @annarogers.bsky.social · 15/11/2024
Shameless plug: a post on 'writing as thinking' that I wrote for my own students hackingsemantics.xyz/2024/writing/
hackingsemantics.xyz
On AI-assisted writing in graduate school
What is the proper role of AI ‘assistance’ in graduate student writing? It depends on what you mean by ‘graduate’.
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Sarah Bagby @scbagby.bsky.social · 14/11/2024
FWIW, we've switched over to CheckM2 (reduces bias against small genomes), and our are-these-bugs-the-same step is usually dereplication with dRep or galah. But I'd agree with the above---"good enough" depends on what you need it for; there's lots to learn even from fragmented assemblies.
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Agata Starosta @agatastarosta.bsky.social · 14/11/2024
Our first B. subtilis paper, published at NatureComms. Translation in Bacillus subtilis is spatially and temporally coordinated during sporulation. #subtiwiki #bacillus www.nature.com/articles/s41... Funded by FNP_org_pl and EMBO_YIP
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Erin Reed @erininthemorning.com · 13/11/2024
Governor Andy Beshear, in a Trump +30 state, gives advice to Democrats: Do not throw LGBTQ+ people under the bus, it will not work. His advice to dems: Lead on your values. This man ran on a fully inclusive campaign in 2023 and won. He received the same kind of ads Harris did.
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