MedElevator Войти в исследования
← Поиск публикаций

DOI 10.1101/2025.11.24.685470

Медицинская библиотека · bioRxiv : the preprint server for biology · 2025

PULSAR: a Foundation Model for Multi-scale and Multi-cellular Biology.

Pang Kuan, Rosen Yanay, Kedzierska Kasia, He Ziyuan, Rajagopal Abhejit, Gustafson Claire E, Huynh Grace, Leskovec Jure

СтатьяПрепринтПеревод в очереди

Аннотация

Biology emerges from interactions across physical scales, where molecular interactions drive cellular states, which in turn orchestrate multicellular tissue functions that collectively define health and disease. However, current computational models are often constrained to single scales in isolation, failing to integrate the biology that emerges from lower to higher levels [1]. Here we present PULSAR (Patient Understanding Leveraging Single-cell universAl Representation), a multi-scale and multicellular foundation model architecture that explicitly enables information flow from genes to cells to multicellular systems. Applied to the human peripheral immune system, PULSAR extracts a unified donor representation that supports rapid disease classification, biomarker prediction, and forecasting of future clinical events, such as Rheumatoid arthritis onset. As a generative model, PULSAR enables the simulation of cytokine perturbation response across physical resolutions, while its interpretability reveals the key cell types driving disease. Overall, PULSAR opens new avenues for precision medicine by enabling computational reasoning that connects molecular biology to clinical phenotypes.

Для цитирования: Pang Kuan, Rosen Yanay, Kedzierska Kasia, He Ziyuan, Rajagopal Abhejit, Gustafson Claire E, Huynh Grace, Leskovec Jure. PULSAR: a Foundation Model for Multi-scale and Multi-cellular Biology.. bioRxiv : the preprint server for biology. 2025. DOI: 10.1101/2025.11.24.685470.
Подготовка и перевод публикации
Обработка статьи · этапы, ошибки и управление
Загрузка состояния…

История · было → стало

Состояние обновляется каждые 5 секунд, пока блок открыт. Процент показывается только там, где известен объём работы. Пауза останавливает продолжение этапа; текущий запрос к источнику может завершиться.

Тип публикации указан по данным источника. Уровень доказательности автоматически не присваивается.