MedElevator Войти в исследования
← Поиск публикаций

DOI 10.3389/fendo.2026.1910505

Медицинская библиотека · Frontiers in endocrinology · 2026

A novel continuous-progression CKM model combined with multi-omics data integration identifies lipid metabolic drivers of disease progression.

Ye Hai-Lun, Wang Ya-Ni, Li Gang-Ao, Jin Xing-Hui, Li Yang, Jin Ying-Hua

СтатьяПеревод в очереди

Аннотация

INTRODUCTION

Cardiovascular-kidney-metabolic (CKM) syndrome represents an emerging systemic disorder characterized by intertwined metabolic dysfunction, chronic kidney disease, and cardiovascular injury, yet robust preclinical models and mechanistic insights remain limited.

METHODS

Here, we established a progressive rat model of CKM syndrome by combining high-fat/high-sucrose exposure with adenine-induced renal stress, capturing temporal changes from early metabolic dysregulation to advanced multi-organ injury. Integrative multi-omics analyses incorporating network toxicology, single-cell RNA sequencing, and spatial transcriptomics were performed to investigate molecular features associated with CKM progression. Finally, AI-assisted virtual screening coupled with molecular docking was conducted to identify potential multi-target therapeutic candidates.

RESULTS

Longitudinal phenotyping revealed a temporal pattern in which early metabolic abnormalities preceded more prominent renal and cardiovascular impairment. Integrative multi-omics analyses incorporating network toxicology, single-cell RNA sequencing, and spatial transcriptomics consistently converged on lipid metabolic dysregulation as a prominent molecular feature associated with CKM progression. PPARγ, ESR1, and FASN were identified as candidate regulatory nodes associated with CKM-related lipid remodeling. Single-cell analyses revealed enrichment of lipid metabolic programs in renal epithelial compartments, particularly proximal tubular cells, suggesting their potential involvement in CKM-associated renal metabolic remodeling. Spatial transcriptomics further revealed patterns consistent with ectopic adipocyte infiltration, lipid-associated niche remodeling, increased PPARγ/FASN expression, and reduced ESR1 expression in diseased kidneys. AI-assisted virtual screening coupled with molecular docking identified BRD-K26818574 as a potential multi-target therapeutic candidate.

DISCUSSION: Collectively, this study establishes a translational CKM model and highlights renal lipotoxic remodeling as a potential therapeutic target in CKM progression.

Для цитирования: Ye Hai-Lun, Wang Ya-Ni, Li Gang-Ao, Jin Xing-Hui, Li Yang, Jin Ying-Hua. A novel continuous-progression CKM model combined with multi-omics data integration identifies lipid metabolic drivers of disease progression.. Frontiers in endocrinology. 2026. DOI: 10.3389/fendo.2026.1910505.

Предметные рубрики MeSH

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.