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Understanding the Language of Life: Identifying and Characterizing the Language Units in Protein Sequences

Description du projet

Comprendre les séquences des protéines

Les protéines, essentielles à la vie, peuvent être représentées textuellement comme des séquences d’acides aminés. Bien que le «langage de la vie» reste compris de manière partielle, des percées dans l’étude des protéines ont été rendues possibles grâce au traitement du langage naturel. Le projet LifeLU, financé par le CER, vise à faire progresser la recherche sur le traitement du langage et à repousser les limites de la compréhension du langage de la vie. Le projet sera à l’origine de méthodes innovantes pour identifier les unités linguistiques du langage de la vie et explorer les caractéristiques et la variabilité entre les différentes espèces. En outre, il vise à créer de nouvelles techniques d’identification et d’analyse des fonctions de ces unités linguistiques. LifeLU s’efforce de décoder le langage de la vie, dans le but ultime de développer des approches innovantes pour la prévention, le diagnostic et le traitement des maladies.

Objectif

"Proteins play a key role in biological processes that govern and maintain life. Although they are three-dimensional entities, they can be represented in textual form as sequences of amino acids that largely determine their structures and functions. By analogy with natural (human) languages, we can consider proteins as written with a language, which we refer to in this proposal as the ""language of life"". Natural languages can be read and understood by humans. However, we cannot yet understand the language of life. We do not even know what the vocabulary is, i.e. what the basic language units are (analogous to words in human languages). Textual representation of proteins has enabled the application of natural language processing (NLP) techniques to the study of proteins, and breakthrough results have been achieved in various downstream tasks such as protein structure prediction. However, these efforts remain only at the ""processing level"" of the language of life. The main goal of this project is to go beyond the level of language processing and open new research horizons for understanding the language of life. Using my expertise in NLP and bioinformatics, I will pursue the following objectives: (i) develop innovative methods to determine the language units (i.e. the vocabulary) of the language of life; (ii) identify the characteristics of this language as well as its variability among species; (iii) develop novel methods to identify and characterize the functions of the language units. This research will lay the foundation for a new field of research, molecular language understanding, which aims to develop methods for understanding the messages encoded in molecular sequences. The ultimate goal of this project is to decipher the language of life, which will lead to groundbreaking consequences for understanding life and health, and will shed light to the development of novel prevention, diagnosis, and treatment strategies for diseases."

Régime de financement

HORIZON-ERC - HORIZON ERC Grants

Institution d’accueil

BOGAZICI UNIVERSITESI
Contribution nette de l'UE
€ 1 982 800,00
Adresse
BEBEK
34342 Istanbul
Turquie

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Région
İstanbul İstanbul İstanbul
Type d’activité
Higher or Secondary Education Establishments
Liens
Coût total
€ 1 982 800,00

Bénéficiaires (1)