Tami Lieberman
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contaminatedsci.bsky.social
Tami Lieberman
@contaminatedsci.bsky.social
Associate Professor, MIT
Still thinking about the 10^9 mutations generated in your microbiome today.
Website: http://lieberman.science
Pinned
Our paper demonstrating that within-species warfare interactions are ecologically important on human skin is now published in Nature Micro! www.nature.com/articles/s41...
Reposted by Tami Lieberman
Hot off the press! Our latest paper led by @fernpizza.bsky.social, understanding how plasmids evolve inside cells. These small, self-replicating DNA circles live inside bacteria and carry antibiotic resistance genes, but also compete with one another to replicate. 1/
www.science.org/doi/10.1126/...
Intracellular competition shapes plasmid population dynamics
From populations of multicellular organisms to selfish genetic elements, conflicts between levels of biological organization are central to evolution. Plasmids are extrachromosomal, self-replicating g...
www.science.org
November 20, 2025 at 9:42 PM
Reposted by Tami Lieberman
This work highlights how interactions between MGEs can produce unique effects where both benefit from their nested existence. Furthermore, we have extended TnpB’s mechanism that sheds light on why TnpB is so successful.
November 20, 2025 at 10:12 PM
Reposted by Tami Lieberman
So we did a similar experiment with conjugative plasmids and found that IS605 provides offensive and defensive benefits to conjugative plasmids, acting like a primitive anti-self defense mechanism to spread plasmids between cells.
November 20, 2025 at 10:12 PM
Reposted by Tami Lieberman
But in the context of plasmids this results in a newly inserted IS605 to reprogram TnpB to target, and destroy, all IS- plasmids within the cell. With no competition only IS+ plasmids will replicate, biasing their inheritance.
November 20, 2025 at 10:12 PM
Reposted by Tami Lieberman
November 20, 2025 at 6:39 PM
Reposted by Tami Lieberman
The President of the United States just called for Democratic members of Congress to be executed. "HANG THEM", he posted.

If you're a person of influence in this country and you haven't picked a side, maybe now would be the time to pick a fucking side.
November 20, 2025 at 4:15 PM
Reposted by Tami Lieberman
Early-bird ends Nov 20 (11:59pm MST)! Register for the Human Microbiome Keystone Symposium to save $250 & get free access to the Microbiome Metabolism & Metabolites meeting.
@contaminatedsci.bsky.social
📝 keysym.us/KSMicrobiome26
🎥 youtu.be/MMb_ammY6i4

#KSMicrobiome26 #microbiome #humanmicrobiome
Human Microbiome Meeting Promo
YouTube video by KeystoneSymposia
youtu.be
November 19, 2025 at 9:47 PM
Reposted by Tami Lieberman
This seems important. Current AI models can't read graphs. They "see" what they expect to see, even if the data shows something else.
Introducing bluffbench, a new tool to evaluate how well LLMs actually see data plots.

When we trick LLMs with secret #RStats transformations, they can miss the visual contradiction.

bluffbench helps us measure this "blind spot" in AI coding agents. Learn more: posit.co/blog/introdu...
When plotting, LLMs see what they expect to see - Posit
Data science agents need to accurately read plots even when the content contradicts their expectations. Our testing shows today's LLMs still struggle here.
posit.co
November 19, 2025 at 4:58 PM
Reposted by Tami Lieberman
Don't miss out on our free virtual symposium (Dec. 12th) focused on microbial metabolites and their effects on the host.

Sponsors: @amiposts.bsky.social, Pendulum, & Liv (@zymoresearch.bsky.social)

Registrants will receive free memberships to Applied Microbiology International.

Details below 👇
Join @isbscience.org on December 12 for a Virtual Microbiome Symposium highlighting new discoveries about how gut-derived metabolites affect neural, immune, and endocrine systems. Open to microbiome-curious researchers and practitioners everywhere. isbscience.org/events/2025-...
2025 ISB Virtual Microbiome Symposium - Institute for Systems Biology (ISB)
The gut’s microbial ecosystem produces diverse metabolites that actively shape neural, immune, and endocrine function. Join leading researchers on December 12 as they share new discoveries into these ...
isbscience.org
November 18, 2025 at 11:25 PM
Reposted by Tami Lieberman
Thrilled to see this finally announced - and glad to see good things still happening to good people!

Congratulations to Pardis, Christian, and the rest of the Sentinel team! 👏🥳

www.macfound.org/press/press-...
Sentinel Awarded $100 Million to Prevent Pandemics
www.macfound.org
November 18, 2025 at 10:17 PM
Reposted by Tami Lieberman
people are actually very susceptible to just-so stories about human origins because listening to bullshit helped us survive on the savanna
fake evo-psych has cooked a lot of people's brains
November 18, 2025 at 1:48 AM
Reposted by Tami Lieberman
Introducing Foli-seq in @natbiotech.nature.com today. Foli-seq can be used to measure gut-derived RNA from fecal matter (signals of immune, secretory & epithelial cells). We used this to map gut inflammation, drug response, and host-microbe interactions. 💩🧬💊🦠
www.nature.com/articles/s41...
Fecal exfoliome sequencing captures immune dynamics of the healthy and inflamed gut - Nature Biotechnology
Profiling host RNA shed in feces reveals disease states in the gut.
www.nature.com
November 17, 2025 at 8:55 PM
Reposted by Tami Lieberman
Quantitative modelling of multi-signal quorum sensing in Pseudomonas aeruginosa reveals that its las and rhl signalling systems engage in reciprocal, non-linear and synergistic interactions rather than a simple hierarchy.
Quantitative modeling of multi-signal quorum-sensing maps environment to bacterial regulatory responses
Bacterial quorum sensing is often assumed to follow a strict hierarchy, limiting understanding of how multiple signals interact. This study finds that Pseudomonas aeruginosa uses a reciprocal, coopera...
journals.plos.org
November 17, 2025 at 3:46 PM
Reposted by Tami Lieberman
I had been elated to attend a scientific talk from a legend. It was fucking weird to see him objectifying these women. No mention of their scientific contributions, only their role as romantic interests. He even joked about how they knew not to work late nights in the lab because he might show up. 🤮
November 8, 2025 at 5:18 PM
Reposted by Tami Lieberman
📢 Our Dept. of Systems Biology at Columbia University has an open tenure-track Assistant Professor position in the broad area of quantitative biology. Come join our awesome department in NYC! Please circulate.
apply.interfolio.com/177622
Suggested deadline: 12/15/2025.
@columbiasysbio.bsky.social
November 15, 2025 at 4:02 AM
Reposted by Tami Lieberman
Very cool print demonstrating how variation in at TonB-dependent transporter repertoires shapes the ability of Bacteroides and Phocaeicola species to utilize fructooligosaccharides (FOS) of different chain lengths
November 16, 2025 at 1:48 AM
Reposted by Tami Lieberman
Very excited to share our latest work in Science on metagenomic editing (MetaEdit) of the gut microbiome in vivo & directly modifying unculturable immune-modulatory SFB bug in the small intestine. 🦠🧬🛠️
www.science.org/doi/10.1126/...
Metagenomic editing of commensal bacteria in vivo using CRISPR-associated transposases
Although metagenomic sequencing has revealed a rich microbial biodiversity in the mammalian gut, methods to genetically alter specific species in the microbiome are highly limited. Here, we introduce ...
www.science.org
November 13, 2025 at 8:53 PM
Reposted by Tami Lieberman
Reposted by Tami Lieberman
The link between the gut #microbiome and autism is not backed by science, researchers say.

Read the full opinion piece in @cp-neuron.bsky.social: spkl.io/63322AbxpA

@wiringthebrain.bsky.social, @statsepi.bsky.social, & @deevybee.bsky.social
November 13, 2025 at 4:00 PM
Reposted by Tami Lieberman
📣 Join us for the 2025 @isbscience.org Virtual Microbiome Symposium, focused on "Gut Microbial Metabolites and Their Impact on Host Systems".

co-director - @flash-point.bsky.social 🦠💥

It's free, & we have an amazing line-up of speakers!

Dec. 12th. Please share!

isbscience.org/2025-isb-vir...
2025 ISB Virtual Microbiome Symposium - Institute for Systems Biology (ISB)
Symposium Schedule All presentation times are shown in Pacific Daylight Time (GMT -07:00 / UTC -07:00) Time Talk / Session 9:00 Welcoming remarks by Sid Venkatesh Session One: Neural Effects
isbscience.org
November 13, 2025 at 7:13 AM
Northern lights once again visible from my Cambridge MA rooftop. 🤯
November 12, 2025 at 3:17 AM
Reposted by Tami Lieberman
An empirical approach to evaluating the prevalence of long-lived balancing selection in humans--and important limitations. Work by @hannahmm.bsky.social
November 11, 2025 at 7:14 PM
Reposted by Tami Lieberman
One of the most exciting works of my career, years in the making. We used high-throughput precision genome editing to test the fitness effects of thousands of natural variants. Our findings challenge the long-held assumption that common variants are inconsequential.

www.biorxiv.org/content/10.1...
Massively parallel interrogation of the fitness of natural variants in ancient signaling pathways reveals pervasive local adaptation
The nature of standing genetic variation remains a central debate in population genetics, with differing perspectives on whether common variants are almost always neutral as suggested by neutral and n...
www.biorxiv.org
October 22, 2025 at 5:46 PM
Reposted by Tami Lieberman
How common are frequency dependent fitness effects?

New preprint out today 👇
doi.org/10.1101/2025...
Frequency-dependent fitness effects are ubiquitous
In simple microbial populations, the fitness effects of most selected mutations are generally taken to be constant, independent of genotype frequency. This assumption underpins predictions about evolutionary dynamics, epistatic interactions, and the maintenance of genetic diversity in populations. Here, we systematically test this assumption using beneficial mutations from early generations of the Escherichia coli Long-Term Evolution Experiment (LTEE). Using flow cytometry-based competition assays, we find that frequency-dependent fitness effects are the norm rather than the exception, occurring in approximately 80\% of strain pairs tested. Most competitions exhibit negative frequency-dependence, where fitness advantages decline as mutant frequency increases. Furthermore, we demonstrate that the strength of frequency-dependence is predictable from invasion fitness measurements, with invasion fitness explaining approximately half of the biological variation in frequency-dependent slopes. Additionally, we observe violations of fitness transitivity in several strain combinations, indicating that competitive relationships cannot always be predicted from fitness relative to a single reference strain alone. Through high-resolution measurements of within-growth cycle dynamics, we show that simple resource competition explains a substantial portion of the frequency-dependence: when faster-growing genotypes dominate populations, they deplete shared resources more rapidly, reducing the time available for fitness differences to accumulate. Our results demonstrate that even in a simple model system designed to minimize ecological complexity, subtle ecological interactions between closely related genotypes create frequency-dependent selection that can fundamentally alter evolutionary dynamics. ### Competing Interest Statement The authors have declared no competing interest.
doi.org
August 21, 2025 at 7:23 PM