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DIgital Supramolecular Chemistry (DISC): Enabling the design of functional dynamic covalent libraries through chemistry automation and machine learning

Objective

Nature's most advanced machinery, from enzymes to ribosomes, relies on the precise self-assembly of multiple components, where complex function emerges from a balance of dynamic covalent and non-covalent interactions. Synthetic chemistry has struggled to engineer such systems, as the fundamental design rules governing molecular recognition and self-organisation remain largely unknown. Our central hypothesis is that digital supramolecular chemistry (DISC) – combining autonomous physical measurements on an unprecedented scale with mechanistically-interpretable machine learning – will elucidate the structural drivers of molecular recognition needed to rationally design functional supramolecular systems for diverse applications, such as catalysis and sensing.

Our high-throughput experimental platform will generate rich thermodynamic data (from NMR, LC-MS, UV-Vis, and fluorescence) across diverse chemical libraries. To translate this complex data into mechanistic insight, we will build machine learning models that leverage chemically-interpretable features. This approach will move beyond prediction to reveal the robust quantitative structure-property-function relationships in supramolecular chemistry. The key objectives are to: (1) establish foundational, open-source toolkits of curated data, robust laboratory procedures, and predictive models to seed this emerging field; (2) elucidate the fundamental mechanisms governing supramolecular selectivity in dynamic covalent systems; and (3) use this new data-driven understanding to design and deliver sensors against challenging analytes.

By translating raw experimental data into fundamental, mechanistically-valid design principles, DISC will lead the necessary shift from “discovery” to “design” in synthetic and supramolecular chemistry. Our powerful methodology will enable on-demand creation of functional molecular assemblies, opening transformative opportunities in chemistry, medicine, and advanced materials.

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Programme(s)

Topic(s)

Funding Scheme

HORIZON-ERC - HORIZON ERC Grants

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Call for proposal

(opens in new window) ERC-2026-STG

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Host institution

UNIVERSITY OF DURHAM
Net EU contribution
€ 2 109 332,00
Address
STOCKTON ROAD THE PALATINE CENTRE
DH1 3LE DURHAM
United Kingdom
Region
North East (England) Tees Valley and Durham Durham CC
Activity type
Higher or Secondary Education Establishments
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Total cost
€ 2 109 332,00

Beneficiaries (1)