Advertisement · 728 × 90

Posts by Andrea Santoro

Video

Female sperm whales support one another during the birthing journey—behavior that was long considered unique to humans and a few primates.

Read now in @science.org: bit.ly/4bIKkeo

3 weeks ago 79 30 3 7
Video

Explore moment-by-moment of the most in-depth documentation of any cetacean birth in the new CETI paper, “Description of a collaborative sperm whale birth and shifts in coda vocal styles during key events,” published in @natureportfolio.nature.com’s Scientific Reports: bit.ly/4bIVZKc

3 weeks ago 10 7 1 3
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...

Very happy that this paper from our lab is now out in @pnas.org! What happens when the *same* person experiences the *same* information with a *different* interpretation? Nearly the whole 🧠—well, at least nearly all association cortex—changes how it represents that information! tinyurl.com/p8chj2j7

1 month ago 176 70 2 3
Post image

Renormalization in the brain?
With @andreasantoro.bsky.social and @jesseba.bsky.social we're organizing a workshop at @cosynemeeting.bsky.social (Lisbon, March 16) on how coarse-graining principles from physics can explain neural computation across scales. nplresearch.github.io/neurorenorm2...

1 month ago 10 6 1 2
Preview
La matematica del sapore, si può indovinare l’origine di una ricetta dalla combinazione dei suoi ingredienti? Uno studio di migliaia di ricette da tutto il mondo mostra come diverse cucine seguano schemi ricorrenti. E come questi influenzino le nostre preferenze alimentari

🇮🇹 Un articolo di Davide Risso su Wired Italia racconta il nostro lavoro su reti di ingredienti e combinazioni per caratterizzare cucine del mondo:

www.wired.it/article/mate...

@wired.it @saumitranetsci.bsky.social @andreasantoro.bsky.social

3 months ago 6 4 1 1
Post image

Latest work at #EUSIPCO25!🚀
We bring Topological Signal Processing to the brain 🧠 — showing that edge-based approaches outperform classical GSP in task decoding.

Great collab with M.Nurisso & @lordgrilo.bsky.social 🙌
Paper 👉 eusipco2025.org/wp-content/u...

#Neuroimaging #SignalProcessing #TSP

7 months ago 5 2 0 1
The Topology of Human and Synthetic Minds - Workshop

Next week (on the 15th and 16th), with @yasserroudi.bsky.social and Federico Turkheimer we will organize a workshop on the "The Topology of Human and Synthetic Minds"

Please do join us!
(Registration is free but required for access/catering!)

lordgrilo.github.io/topology-nat...

7 months ago 8 8 0 1
Post image

🚨🚨 New preprint just dropped! In collaboration with @colltoaction.bsky.social, Cliff Joslyn, @fralotito.bsky.social, Audun Myers, Joshua Pickard, Brenda Praggastis, and Przemysław Szufel, we define a new data sharing standard for higher-order networks. arxiv.org/abs/2507.11520

9 months ago 25 13 2 2
Advertisement
Post image

Thrilled to finally share a huge piece of my PhD project!
Our paper “The Topological Architecture of Brain Identity” is now out on bioRxiv: biorxiv.org/content/10.1... 🧵 1/n

9 months ago 15 7 1 0

Huge thanks for this fun collaboration to past and present members of the NPLab — Matteo Neri, @poetz.bsky.social, Davide Orsenigo, Matteo Diano, @marilyngatica.bsky.social, @lordgrilo.bsky.social 🙌🧠

9 months ago 4 1 0 0

14/ This work takes an important step toward a unified roadmap for navigating the complex, fragmented landscape of higher-order brain connectivity.

9 months ago 1 1 1 0

13/ In short:

✅ HOIs provide richer, biologically grounded insights into brain function
✅ The research landscape is now organized — synergy, redundancy, topology
✅ HOIs better capture traits; FC better captures states
✅ Tools are available for broader use (HOI toolbox, TDA code, etc.)

9 months ago 1 1 1 0
Post image

12/ One standout: topological scaffolds. They act as integrators — capturing synergy in nodes, and structure-function coupling at edges. They're central in linking connectivity patterns to behavior.

9 months ago 1 1 1 0
Post image

11/ Even dopamine levels relate: lower dopamine -> more flexible task-related reconfiguration.

9 months ago 1 1 1 0
Post image

10/ HOIs also help explain how the brain reconfigures during different tasks. Social/emotional tasks show more synergy, while sensorimotor ones lean on redundancy.

9 months ago 1 1 1 0

9/ This shows a key trade-off:

🔍 If you want to understand who a person is (trait-level): use HOIs
⚡ If you want to know what they're doing (state-level): FC is often enough

9 months ago 2 1 1 0
Advertisement
Post image

8/🧠 For task decoding, though, classic FC is still one of the top methods.

9 months ago 1 1 1 0
Post image

7/ When it comes to applications, HOIs show their power:

🎯 For brain fingerprinting (ID'ing individuals), HOI metrics outperform classical functional connectivity (FC)

9 months ago 1 1 1 0
Post image

6/ But there's more.

These metrics also reflect the brain’s neurochemistry:
• Redundant metrics correlate with metabolic maps
• Synergistic & topological metrics align with receptor distributions

9 months ago 1 1 1 0
Post image

5/ Despite different math, rank differences of all HOI metrics align with the brain's core hierarchy: from sensory (unimodal) to associative (transmodal) cortex.

This "HOI axis" reflects fundamental computational principles embedded in the brain’s layout. 🧭

9 months ago 1 1 1 0
Post image

4/ First big insight: HOI metrics fall into 3 categories:

🔴 Redundant: capture overlapping info (e.g., within sensory networks)
🔵 Synergistic: capture integrative info (e.g., across systems)
🟣 Topological: bridge the two, identifying mesoscale structures

9 months ago 1 1 1 0

3/ Yet with all these new tools — PhiID, O-information, PED, persistent homology, triangles, scaffolds — no one knew how they compared, what they captured, or when to use which.

This paper tackles this directly with a comprehensive comparison across 10 HOI metrics.

9 months ago 2 1 1 0

2/ Brain models often focus on pairs of regions, but real interactions might involve groups acting together

HOI methods aim to capture this, from detecting synergy and redundancy using different information-theoretic approaches to mapping topological cycles in brain networks.

9 months ago 1 1 1 0

🧵 1/ Over the past years, brain connectivity research has moved beyond simple pairwise interactions. A wide range of higher-order interaction (HOI) methods — from information theory to topological data analysis — have emerged.

But the field is quite fragmented. Let's dive in. 🧠

9 months ago 4 1 1 0
Post image

🧠 Want to understand how different higher-order methods compare in brain connectivity analysis?

Check out our new preprint — a fantastic collab with past & present NPL members @lordgrilo.bsky.social :
🔗 www.biorxiv.org/content/10.1...
A thread🧵

9 months ago 17 7 1 1
Advertisement
Preview
The topology of synergy: linking topological and information-theoretic approaches to higher-order interactions in complex systems The study of irreducible higher-order interactions has become a core topic of study in complex systems. Two of the most well-developed frameworks, topological data analysis and multivariate informatio...

New pre-print just dropped, with @doctorjosh.bsky.social, @alicepatania.bsky.social, and Pedro Mediano.

In it we ask: when an algebraic topologist and an information theorist talk about "higher-order" structure, are they talking about the same thing?

A 🧵1/n

arxiv.org/abs/2504.10140

1 year ago 14 6 1 1
Post image

Connectome architecture favours within-module diffusion and between-module routing.

Really cool multi-species work from Caio Seguin on module-defined communication policies in connectomes!

www.biorxiv.org/content/10.1...

1 year ago 29 7 1 1
Preview
Pandemic monitoring with global aircraft-based wastewater surveillance networks - Nature Medicine By simulating the implementation of airport-based wastewater surveillance sites at the global level, a modeling study shows how this early warning system would perform in identifying sources of pandem...

Wastewater from airplane toilets?
We introduce a global Aircraft-Based Wastewater Surveillance Network (WWSN) for pandemic monitoring in Nature Medicine 🔗 doi.org/10.1038/s415...

Aircraft-based wastewater surveillance allows for real-time, non-invasive monitoring of global pathogen spread
Short 🧵

1 year ago 177 76 5 4

Thrilled to announce that I've been awarded a #MSCA fellowship! I'll continue my work at CENTAI in Turin with @lordgrilo, while collaborating with the NERV team in Paris with @DeVicoFallani at the intersection of neuroscience & higher-order interactions. Thanks to everyone who supported me!

1 year ago 5 0 0 0

Also! The symposium on higher-order interactions, chaired by @manishsaggar.bsky.social and @lordgrilo.bsky.social, was accepted.

Absolute must-attend if you're at OHBM 2025, with talks from: @popeme.bsky.social, @andreasantoro.bsky.social, and @novelli-leo.bsky.social!

@ohbmofficial.bsky.social

1 year ago 12 5 0 1