Artificial intelligence-assisted repurposing of lubiprostone alleviates tubulointerstitial fibrosis

被引:20
作者
Samantasinghar, Anupama [1 ]
Ahmed, Faheem [1 ]
Rahim, Chethikkattuveli Salih Abdul [1 ]
Kim, Kyung Hwan [4 ]
Kim, Sejoong [2 ,3 ]
Choi, Kyung Hyun [1 ]
机构
[1] Jeju Natl Univ, Dept Mechatron Engn, Jeju, South Korea
[2] Seoul Natl Univ, Bundang Hosp, Dept Internal Med, Seongnam, South Korea
[3] Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South Korea
[4] BioSpero Inc, Jeju, South Korea
基金
新加坡国家研究基金会;
关键词
Renal fibrosis; Drug repurposing; Proximal tubule on a chip; UUO model; Machine learning; GROWTH-FACTOR-BETA; CHRONIC KIDNEY-DISEASE; MECHANISMS; TARGETS; CANCER; PAI-1;
D O I
10.1016/j.trsl.2023.07.010
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Tubulointerstitial fibrosis (TIF) is the most prominent cause which leads to chronic kidney disease (CKD) and endstage renal failure. Despite extensive research, there have been many clinical trial failures, and there is currently no effective treatment to cure renal fibrosis. This demonstrates the necessity of more effective therapies and better preclinical models to screen potential drugs for TIF. In this study, we investigated the antifibrotic effect of the machine learning-based repurposed drug, lubiprostone, validated through an advanced proximal tubule on a chip system and in vivo UUO mice model. Lubiprostone significantly downregulated TIF biomarkers including connective tissue growth factor (CTGF), extracellular matrix deposition (Fibronectin and collagen), transforming growth factor (TGF-beta) downstream signaling markers especially, Smad-2/3, matrix metalloproteinase (MMP2/9), plasminogen activator inhibitor-1 (PAI-1), EMT and JAK/STAT-3 pathway expression in the proximal tubule on a chip model and UUO model compared to the conventional 2D culture. These findings suggest that the proximal tubule on a chip model is a more physiologically relevant model for studying and identifying potential biomarkers for fibrosis compared to conventional in vitro 2D culture and alternative of an animal model. In conclusion, the high throughput Proximal tubule-on-chip system shows improved in vivo-like function and indicates the potential utility for renal fibrosis drug screening. Additionally, repurposed Lubiprostone shows an effective potency to treat TIF via inhibiting 3 major profibrotic signaling pathways such as TGF beta/Smad, JAK/STAT, and epithelial-mesenchymal transition (EMT), and restores kidney function.
引用
收藏
页码:75 / 88
页数:14
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