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David Enard

@denard

Evolutionary Biologist. Ancient epidemics. Genomic adaptation.

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30.08.2023
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Latest posts by David Enard @denard

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@pratikkatte.bsky.social and I just released Lorax 🌲, a tool for interactive exploration of biobank-scale ancestral recombination graphs (ARGs).

If you’ve ever wanted to scroll across the ancestries of thousands of genomes… this is for you.

24.02.2026 15:19 πŸ‘ 38 πŸ” 26 πŸ’¬ 2 πŸ“Œ 0
GitHub - RILAB/argprep: Snakemake pipeline for generating SINGER input files from whole genome alignment .maf files. Snakemake pipeline for generating SINGER input files from whole genome alignment .maf files. - RILAB/argprep

Recently we're working with SNPs from whole genome assemblies to estimate ARGs. It's a pain to go from alignment files to vcf, keeping track of masked and invariant sites. So we wrote a snakemake/SLURM pipeline. Hope it's useful to others, and don't hesitate to post issues if there are problems!

03.03.2026 17:41 πŸ‘ 50 πŸ” 21 πŸ’¬ 1 πŸ“Œ 1
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Amy Goldberg, PhD - Join The Goldberg lab is moving to UCLA summer 2025, and recruiting postdocs and graduate students. We are a computational lab with occasional wet lab or field collaborators. We will be located in the Depa...

The Goldberg lab at UCLA is hiring one or more postdocs. Flexible start date.

We develop methods to study population genetics of humans, our primate relatives, and our pathogens.

www.goldberglab.org/join

05.03.2026 21:10 πŸ‘ 24 πŸ” 24 πŸ’¬ 1 πŸ“Œ 0

Have you ever wondered how many archaic populations contributed DNA to modern humans? We know about Neanderthals and Denisovans, but the fossil and genetic evidence suggests a much more complex history!

www.biorxiv.org/content/10.6...

05.03.2026 18:17 πŸ‘ 29 πŸ” 17 πŸ’¬ 2 πŸ“Œ 4

Excited to share our new preprint! πŸ‡πŸ§¬

We analyzed 639 genomes across 48 grape species to understand how hybridization drives adaptation.

β€’ ~14% of average Vitis genome is introgressed

β€’ Most parallel adaptations are shared via gene flow

β€’ Two "hybrid species" are actually hybrid swarms

02.03.2026 06:33 πŸ‘ 22 πŸ” 12 πŸ’¬ 0 πŸ“Œ 0
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poolfstat: Computing f-Statistics and Building Admixture Graphs Based on Allele Count or Pool-Seq Read Count Data Functions for the computation of F-, f- and D-statistics (e.g., Fst, hierarchical F-statistics, Patterson's F2, F3, F3*, F4 and D parameters) in population genomics studies from allele count or Pool-S...

For those interested, a new version (v3.1.0) of poolfstat is now on CRAN, including new functions and updates, new stats (Fh, Fd, FdM) implemented in sliding.windows.fstat; and a revised vignette.
[https://cran.r-project.org/web/packages/poolfstat/index.html](cran.r-project.org/web/packages...)

25.02.2026 11:44 πŸ‘ 8 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0

Thinking more about it, maybe the complex mutations at high enough frequencies to see them, and thus having any chance to fix later are those that change less amino acids? The complex mutations that change many aas are more deleterious?

21.02.2026 02:27 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Interesting! It would be a great positive control to test BUSTED-MH. My first thought is that the overall dN/dS could go down while the w2 category of positively selected codons in the model could still go up. Since there are more nonsyn than syn sites, surprising to see dN/dS go down?

20.02.2026 20:58 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Evolutionary Shortcuts via Multinucleotide Substitutions and Their Impact on Natural Selection Analyses Abstract. Inference and interpretation of evolutionary processes, in particular of the types and targets of natural selection affecting coding sequences, a

And the ref, sorry, shameless self-advertizing:
academic.oup.com/mbe/article/...

20.02.2026 17:42 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Indeed the higher number of parameters decreases statistical power, but the positives ones are far more likely to be true positives.

20.02.2026 17:41 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

To add one thing: if you have the data to run both classic dN/dS tests and MK tests, choose the latter. dN/dS tests are blind to positive selection in the important, constrained proteome, while MK test will work regardless of constraint, if DFE well estimated.
#evolution #adaptation #popgen

20.02.2026 16:27 πŸ‘ 13 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0

Synonymous substitution rate variation.

20.02.2026 15:17 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

5/5) The claims that lack of congruence between dN/dS and MK tests questions their validity are very weak: there are well known, well identified and well studied reasons why that would be the case. Maybe the field should pay better attention to latest sel tests developments, all above is discussed.

20.02.2026 15:01 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

4/5) This is the true hidden killer: classic dN/dS tests are very sensitive to positive selection in weakly constrained, fast evolving immune genes. At the same time, the inflation of PN due to likely ongoing balancing selection in the same genes kills the power of MK test to detect excess of DN.

20.02.2026 15:01 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

3/5) The classic dN/dS tests only have statistical power when the selective constraint surrounding the positively selected sites is weak. Beyond needing dN/dS>1, also a matter of statistical power depending on the total number of substitutions. MK approaches really shine in the constrained genome,

20.02.2026 15:01 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

2/5) First, the dN/dS tests used in the past comparisons output many false positive results because they do not account for synonymous substitutions or complex multinucleotide substitutions. Look at the -MH tests in HYPHY to account for this.

20.02.2026 15:01 πŸ‘ 1 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0
PNAS Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...

1/5) Re-reading this excellent paper on using mutation-selection balance models to quantify positive selection. The discussed lack of congruence between MK approaches and classic dN/dS test is entirely unsurprising, see thread below.
www.pnas.org/doi/10.1073/...

20.02.2026 15:01 πŸ‘ 13 πŸ” 3 πŸ’¬ 1 πŸ“Œ 1

Ah, les rapports d'activitΓ© tellement lourds qu'ils retardent les dites activitΓ©s, avec des formats ubuesques et la plupart du temps redondants avec les annΓ©es passΓ©es. Aussi devoir rendre ces foutus rapports quand il suffit d'aller voir Google Scholar. La plaie...

19.02.2026 17:27 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Always a great feeling when the new labs in the EEB Department @uofa-eeb.bsky.social each attract multiple fantastic new grad students. Very happy to see younger colleagues succeed.

18.02.2026 16:47 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Great news for anyone using ARGs in non-model species:
www.biorxiv.org/content/10.1...

17.02.2026 23:45 πŸ‘ 12 πŸ” 5 πŸ’¬ 0 πŸ“Œ 0
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Demographic and genetic factors shape the epitope specificity of the human antibody repertoire against viruses - Nature Immunology Patin and colleagues present a mineable Resource database for identifying demographic and genetic factors that impact antiviral antibody repertoires in humans.

Happy to share our last study on how age, biological sex and genetics affect not only the extent of antibody responses against viruses but also the specific viral epitopes recognised. Thanks to Axel Olin @EtiennePatin @LabExMI @institutpasteur @cdf1530 @CNRS

www.nature.com/articles/s41...

16.02.2026 11:21 πŸ‘ 27 πŸ” 17 πŸ’¬ 1 πŸ“Œ 2

I am seeking a postdoc to join my group at UCLA -- ideally the candidate would have some experience in either population genetics or microbes/microbiome (computational background needed). We have a range of projects and are happy to tailer to your interests. Please dm/email me if interested.

12.02.2026 19:18 πŸ‘ 53 πŸ” 95 πŸ’¬ 0 πŸ“Œ 0
Vienna Doctoral School of Ecology and Evolution The Vienna Doctoral School of Ecology and Evolution is dedicated to educating students to advance our understanding of the ecology and evolution of extant and ancestral organisms, populations, and communities. In Ecology, the focus is on uncovering the mechanistic and evolutionary drivers of patterns and processes across biological scales, from gene regulation to ecosystem structure and function, including the role of communities in biogeochemical cycles and their adaptive responses to environmental change. In Evolution, we investigate the processes shaping changes in organization and dynamics of organisms, populations, and species at molecular, developmental, morphological, and physiological levels.

Are you interested in human DNA from ancient sediments? Do you want to do a PhD in Vienna? We have two open positions in our group! You can learn more and apply here (scroll down to the very bottom, ours are the last two listings): careers.univie.ac.at/en/praedoc/s...

13.02.2026 09:46 πŸ‘ 32 πŸ” 34 πŸ’¬ 1 πŸ“Œ 3

Counting publications is such a poor proxy for scientific productivity. Counting discoveries, with a bonus for discoveries that were not anticipated, and important insights is a much better proxy. I am wondering if there are standardized, systematic ways of quantifying this.

09.02.2026 14:16 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

That looks great! To avoid errors due to starting with spotty gene annotations (gene loss vs. not annotated), I would suggest re-annotating every genome used with TOGA2 from the Hiller lab:
github.com/hillerlab/TO...
Many annotations out there are not optimal and TOGA2 has great power and accuracy.

30.01.2026 14:58 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Calling all OrthoFinder users!

We’ve just released GLADE, a tool to infer gene gains, losses, duplications, and ancestral genomes across a phylogeny.

GLADE runs directly on OrthoFinder results.
www.biorxiv.org/content/10.6...
github.com/lauriebelch/...

(1/10)

29.01.2026 12:07 πŸ‘ 103 πŸ” 48 πŸ’¬ 1 πŸ“Œ 2
Rapid host adaptations in response to viral infections Viruses threaten all living organisms leading to molecular conflicts which have shaped hosts over evolutionary timescales. This meeting seeks to gather scientists from diverse disciplines including genomics, population genetics, innate immunology, virology, and beyond, to explore the evolution, diversity, molecular basis, and dynamics of these conflicts.

πŸ“£ *Abstract submission by January 31st*

"Host adaptations to viral infections” International Meeting
May 10th-13th 2026
@cnrs.fr Station Biologique Roscoff, Brittany, France

Register & Join us +amazing international speakers!
#CNRS @cnrsbiologie.bsky.social #IRP

www.insb.cnrs.fr/fr/evenement...

26.01.2026 17:20 πŸ‘ 6 πŸ” 8 πŸ’¬ 1 πŸ“Œ 1
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Homepage - 2026 Population, Evolutionary, and Quantitative Genetics Conference Visit our website to learn more.

PEQG! My favorite conference ever*. Single session, fantastic talks, great discussions. Only once every 2 years. And in the best conference location too! Abstract deadline coming up Feb 5!

*Disclosure: I am required to say it's the best conference because it is and I told my mom I wouldn't lie.

23.01.2026 14:37 πŸ‘ 48 πŸ” 26 πŸ’¬ 2 πŸ“Œ 1

This is shaping up to be a great workshop. There is still time to register before the deadline! Please RT! #evolution #viruses #pathogens

23.01.2026 15:25 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Funny since Judo is in fact a LOT about sweeps and disequilibrium!

22.01.2026 14:04 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0