Yu Xiao (肖燏)
xiaoyucaly.bsky.social
Yu Xiao (肖燏)
@xiaoyucaly.bsky.social
Postdoctoral researcher in DeMON lab, Lund University | Machine learning | Alzheimer’s Disease pregression modeling | multimodality neuroimaging
Thank you! This would be really interesting to see, but now we haven’t got the chance to do
April 25, 2025 at 11:16 AM
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Finally, thanks to the @biofinder.bsky.social team— Nicola Spotorno, Olof Strandberg, @aitchbi.bsky.social , @gsalvado.bsky.social, Erik Stomrud, Ruben Smith, Sebastian Palmqvist, @rikossenkoppele.bsky.social, Niklas Mattsson-Carlgren, and Oskar Hansson—for sharing the awesome data and support.
April 24, 2025 at 7:42 PM
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Thanks to Thomas Funck and Nicola Palomero-Gallagher for adding key receptor insights.
April 24, 2025 at 7:42 PM
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We’re deeply grateful to @misicbata.bsky.social, @alaindagher.bsky.social, Justine Hansen, @vincebaz.bsky.social, and @goloafs.bsky.social for providing essential brain connectome and biological datasets; and for their guidance with the SIR model.
April 24, 2025 at 7:42 PM
🧵15/ Huge thanks to our amazing team and coauthors!

Endless thanks to @jwvogel.bsky.social for guiding and supporting this work from day one. To our amazing team DeMON lab, especially @anlijuncn.bsky.social for enormous support.
April 24, 2025 at 7:42 PM
🧵14/ Explore our adapted computational model 👇
github.com/DeMONLab-Bio...
GitHub - DeMONLab-BioFINDER/Xiao_Tau_simulation_SIR
Contribute to DeMONLab-BioFINDER/Xiao_Tau_simulation_SIR development by creating an account on GitHub.
github.com
April 24, 2025 at 7:42 PM
🧵13/ Why does this matter? 4⃣
Most importantly, we believe this distinction should shape how we study tau going forward: ⚪️presence and 🔴load likely need to be studied using different tools and at different scales—but both are essential to fully understand and stop tau progression.
April 24, 2025 at 7:42 PM
🧵12/ Why does this matter? 3⃣
We also highlight 🎯neurotransmission marker dynamics as an underexplored yet promising direction for future research. Our findings point to the possibility of tau accumulating over a descending gradient of ionotropic excitatory potential.
April 24, 2025 at 7:42 PM
🧵11/ Why does this matter? 2⃣
Our model shows they stem from distinct neural mechanisms: ⚪️presence is shaped by structural connectivity and neurotransmitter architecture, whereas 🔴load is driven by local biological vulnerability.
April 24, 2025 at 7:42 PM
🧵10/ Why does this matter? 1️⃣
Today, Braak staging describes tau progression based on tau presence, while in vivo imaging and clinical trials typically assess tau load via PET. These are not equivalent measures.
April 24, 2025 at 7:42 PM
🧵9/ (Cont.) We identified two (of the four subtypes) with especially interesting mechanisms:

🔷Posterior subtype: Linked strongly to acetylcholine—already a treatment target!
🔷MTL-sparing subtype: Spread better explained by specific *functional* brain networks.
April 24, 2025 at 7:42 PM
🧵8/ We also explored why different Alzheimer's patients show unique tau patterns (subtypes)?
We tested patterns from the four Alzheimer’s subtypes @jwvogel.bsky.social (www.nature.com/articles/s41...), and identified two (of the four subtypes) with especially interesting mechanisms: (see next 🧵)
Four distinct trajectories of tau deposition identified in Alzheimer’s disease - Nature Medicine
Systematic characterization of longitudinal tau variability in human Alzheimer’s disease using an unbiased subtyping algorithm reveals four trajectories of tau deposition with distinct clinical featur...
www.nature.com
April 24, 2025 at 7:42 PM
🧵7/ What drives 🔴Tau Load? — Determined by connectivity and local biological factors

Connectivity isn’t enough—local vulnerability is key. Factors such as regional amyloid-beta levels, MAPT expression, cerebral blood flow, and neurotransmission markers profiles all play a role.
April 24, 2025 at 7:42 PM
🧵6/ Surprisingly, the balance of neurotransmission signals 🎯 (excitatory vs. inhibitory) and 5-HT receptors strongly overlap with tau presence. Regions with more ionotropic excitatory signaling are particularly vulnerable—supporting work focusing on E:I balance in AD.
April 24, 2025 at 7:42 PM
🧵5/ What drives ⚪️Tau Presence? — Primarily brain connectivity

As expected, tau follows structural connectivity. But unexpectedly, we also found 🎯neurotransmitter marker distribution does an even better job explaining the pattern. We found this fascinating and explored further.
April 24, 2025 at 7:42 PM
🧵4/ We next conducted an exploratory analysis using eight types of normative connectomes and 49 regional biological factors (thanks to @misicbata.bsky.social, his team, and the Allen Human Brain Atlas).
April 24, 2025 at 7:42 PM