Will Macnair
willmacnair.bsky.social
Will Macnair
@willmacnair.bsky.social
Amateur neuroscientist, quite a bit of experience in single cell analysis, working on #neurodegeneration in Basel. Formerly postdoc with @markrobinsonca.bsky.social at UZH.
Pinned
I made a bot that posts pre-prints of single cell papers:
@prepub-singlecell.bsky.social

(I posted about it a little while ago when no one was here, so posting again now :D)

It's pretty dumb so very open to suggestions for improvements!
Reposted by Will Macnair
New preprint from the lab and wonderful work by Seppe de Winter:
System-wide extraction of cis-regulatory rules from sequence-to-function models in human neural development
www.biorxiv.org/content/10.6...
www.biorxiv.org
January 15, 2026 at 8:31 AM
Reposted by Will Macnair
Most iPSC lines come from European donors. Now, two teams in Africa are studying neurodevelopment and neurodegeneration using iPSCs and organoids from African donors.

By Lauren Schenkman

www.thetransmitter.org/cellular-neu...
Bringing African ancestry into cellular neuroscience
Two independent teams in Africa are developing stem cell lines and organoids from local populations to explore neurodevelopmental and neurodegenerative conditions.
www.thetransmitter.org
January 14, 2026 at 4:38 PM
Reposted by Will Macnair
How can a common virus contribute to a rare disease?
A new @cp-immunity.bsky.social study from @biomedizin.unibas.ch links EBV to early MS-like lesion formation by showing how B cells can act at the very start of the disease process.

🔗 doi.org/10.1016/j.ce...

@unibas.ch #EBV #MultipleSclerosis
January 14, 2026 at 7:33 AM
This is my experience too. Too many compbio papers choose quantity over insight. Typically the insight is harder to get to, but it's so much more valuable...
I partially blame computational packages in my field - they pump out so many (often very visually appealing) dense figures and authors just dump it all into the papers - sometimes I don’t think they even bother to try and understand what the figure is actually representing
January 13, 2026 at 11:56 AM
Reposted by Will Macnair
The Caudate Nucleus Exhibits Distinct Pathology and Cell Type-Specific Responses Across Alzheimer's Disease #NeuroDegeneration 🧪🧠
https://www.biorxiv.org/content/10.64898/2026.01.10.694705v1
January 11, 2026 at 5:01 PM
Reposted by Will Macnair
Factorization of Alzheimer's disease genetic risk influences allow patient stratification, predicting disease onset, cognitive decline, and cell-type specific responses https://www.biorxiv.org/content/10.64898/2026.01.02.697432v1
January 8, 2026 at 11:31 AM
Reposted by Will Macnair
Mitochondrial transfer from glia to neurons protects against peripheral neuropathy @nature.com
www.nature.com/articles/s41...
January 7, 2026 at 6:54 PM
Reposted by Will Macnair
Motor System Oligodendroglia Atlas Reveals Activation States Associated with Region-Specific Vulnerability in ALS #NeuroDegeneration 🧪🧠
https://www.researchsquare.com/article/rs-8351425/latest
January 7, 2026 at 5:02 PM
Reposted by Will Macnair
I'm just delighted to announce our new preprint on genome-scale perturb-seq in CD4+ T cells. We learned both general lessons about the power of perturb-seq, and specific lessons about T cell biology.

Led by amazing postdocs Emma Dann and Ronghui Zhu, with my wonderful collaborator Alex Marson.
January 5, 2026 at 7:27 PM
Reposted by Will Macnair
Together with @ronghuizhu.bsky.social, we are thrilled to present our new perturb-seq study of 22M primary CD4+ T cells, across donors and timepoints – the result of a decade-long collaboration between the Marson @marsonlab.bsky.social and Pritchard @jkpritch.bsky.social labs 🧵 tinyurl.com/gwt2025
Genome-scale perturb-seq in primary human CD4+ T cells maps context-specific regulators of T cell programs and human immune traits
Gene regulatory networks encode the fundamental logic of cellular functions, but systematic network mapping remains challenging, especially in cell states relevant to human biology and disease. Here, ...
tinyurl.com
January 5, 2026 at 6:42 PM
Reposted by Will Macnair
Extremely excited & proud to share our new preprint - we provide for the first time a single cell map of the mouse brain across sex, the estrous cycle, and peripartum! Data are 🔥 👇

"Single-cell map of the female brain across reproductive transitions"

www.biorxiv.org/content/10.6...
January 4, 2026 at 8:45 PM
Reposted by Will Macnair
While we've been somewhat successful in spurring adoption of alevin-fry/simpleaf for scRNAseq processing, an impediment Dongze brought to our attention (now working directly w/ many experimentalists) was the need for a nice QC report for it's output; hence QCatch www.biorxiv.org/content/10.1... 1/x
QCatch: A framework for quality control assessment and analysis of single-cell sequencing data
Motivation: Single-cell sequencing data analysis requires robust quality control (QC) to mitigate technical artifacts and ensure reliable downstream results. While tools like alevin-fry and simpleaf (...
www.biorxiv.org
January 3, 2026 at 6:18 PM
Reposted by Will Macnair
One thing I wrote about here is how technology has made buses *way* more convenient while techno-futurists were obsessed with flying taxis and self-driving cars.
January 2, 2026 at 2:17 PM
Reposted by Will Macnair
Genome-wide association studies identify genetic determinants of synucleinopathy biomarkers. #NeuroDegeneration 🧪🧠
https://www.medrxiv.org/content/10.64898/2025.12.29.25343142v1
December 31, 2025 at 8:01 AM
Reposted by Will Macnair
We have two PI positions open at Helmholtz Munich. Exciting opportunities for early-career scientists!

jobs.helmholtz-muenchen.de/jobposting/8...
Principal Investigators (f/m/x) for (i) AI in Biomedicine and (ii) AI Foundations
jobs.helmholtz-muenchen.de
December 19, 2025 at 5:35 PM
Reposted by Will Macnair
Jólakötturinn:

The giant Icelandic Yule Cat

www.icelandair.com/blog/iceland...
December 16, 2025 at 8:50 PM
Reposted by Will Macnair
T follicular helper cells adopt alter egos and localize to diverse niches - what gene expression programs distinguish Tfh in the germinal center? After dissociating tissue samples into single-cell suspension, can we infer which Tfh were positioned in GCs? Check out our new preprint! bit.ly/3XVsrCI
Multimodal analysis defines GNG4 as a distinguishing feature of germinal center-positioned CD4 T follicular helper cells in humans
CD4 T follicular helper (Tfh) cells coordinate humoral immune responses within germinal centers (GC) of lymphoid tissue. Despite their critical roles in vaccination and autoimmunity, the gene expressi...
bit.ly
December 15, 2025 at 5:03 PM
Reposted by Will Macnair
Conserved phenotype and function of human brain border-associated macrophages in iPSC-derived models #SingleCell 🧪🧬🖥️
https://www.biorxiv.org/content/10.64898/2025.12.11.693582v1
December 14, 2025 at 5:00 PM
Reposted by Will Macnair
GWAS has been an incredible discovery tool for human genetics: it regularly identifies *causal* links from 1000s of SNPs to any given trait. But mechanistic interpretation is usually difficult.

Our latest work on causal models for this is out yesterday:
www.nature.com/articles/s41...
A short🧵:
Causal modelling of gene effects from regulators to programs to traits - Nature
Approaches combining genetic association and Perturb-seq data that link genetic variants to functional programs to traits are described.
www.nature.com
December 11, 2025 at 5:54 PM
Reposted by Will Macnair
Restoring Amyloid Clearance via Astrocytes: Z17 Is a Selective Inhibitor of CHI3L1 in Alzheimers Disease #NeuroDegeneration 🧪🧠
https://www.biorxiv.org/content/10.64898/2025.12.07.692801v1
December 11, 2025 at 8:02 AM
Reposted by Will Macnair
Our latest collaboration with @jkpritch.bsky.social – led by joint post-doc Mineto Ota – is in @nature.com today: www.nature.com/articles/s41...
December 10, 2025 at 10:57 PM
Reposted by Will Macnair
Well we all still use gravity even though it's 17th century :)

But there is indeed a lot of related 21st century developments:
- multiple testing with empirical Bayes to share information across tests (on variances or even first moments)
- conformal prediction
- multivariate modelling
December 10, 2025 at 1:54 PM
Reposted by Will Macnair
Why does anyone use the Wilcoxon test for anything?
It's not even transitive. It's sensitive to things one most likely is not looking for (changes in distribution shape) and relatively insensitive to what one usually is looking for (change in location).

www.sciencedirect.com/science/arti...
December 10, 2025 at 9:36 AM
Reposted by Will Macnair
mathematical theorems, but need not be necessary conditions for the tool to produce useful results. In particular, the normality assumption of the t-test is a really non-critical one. Just use simulations with non-normal data to convince yourself. Or try github.com/wolfganghube...
github.com
December 10, 2025 at 12:29 PM
Reposted by Will Macnair
ISCO (Innovations in Single-Cell OMICS) will be back in beautiful Barcelona!

🗓️ 28th/29th of May 2026
📍Barcelona Biomedical Research Park @prbb.org (beachfront!)

Keynotes: @bartdeplancke.bsky.social and @bocklab.bsky.social

Submit your abstract and present your research!

www.isco-conference.eu
December 5, 2025 at 10:33 AM