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Comparative Proteomic Analysis of Whole Kidney, Medulla, and Cortical Tubules in Diabetic Pathogenesis of Kidney Injury in Mice
Published on: May 2, 2025
Single-Cell Advances in Investigating and Understanding Chronic Kidney Disease and Diabetic Kidney Disease
Sagar Bhayana1, Philip A Schytz2, Emma T Bisgaard Olesen2
1Kidney Biology, Global Drug Development, Novo Nordisk A/S, Søborg, Denmark.
Insights
Precision medicine and artificial intelligence offer new hope for chronic kidney disease (CKD) and diabetic kidney disease. These advanced approaches can uncover novel therapeutic targets and personalize treatments for better patient outcomes.
Area of Science:
- Nephrology
- Genomics
- Computational Biology
Background:
- Chronic kidney disease (CKD) and diabetic kidney disease affect over 850 million people globally.
- Common causes include diabetes, hypertension, and glomerulonephritis, leading to high morbidity and mortality.
- Current treatments show variable patient responses due to disease complexity and heterogeneity.
Purpose of the Study:
- To present an integrative approach to understanding and treating CKD using precision medicine.
- To explore the potential of single-cell omics and AI in unraveling disease pathogenesis.
- To identify novel therapeutic targets and biomarkers for personalized CKD interventions.
Main Methods:
- Leveraging single-cell omics technologies to dissect cellular heterogeneity in CKD.
- Utilizing artificial intelligence (AI) for analyzing complex biological data.
- Reviewing current literature on precision therapeutics for kidney diseases.
Main Results:
- Single-cell approaches can identify rare cell populations crucial to disease progression.
- AI can analyze intricate cellular mechanisms and predict disease trajectories.
- Precision medicine strategies promise tailored interventions for CKD patients.
Conclusions:
- Advanced omics and AI are key to understanding CKD heterogeneity.
- Personalized therapeutic targets and biomarkers can be identified through these methods.
- AI-driven predictions will enable tailored interventions for improved CKD management.
Abstract:
Chronic kidney disease (CKD) and its subset diabetic kidney disease are progressive conditions that affect >850 million people worldwide. Diabetes, hypertension, and glomerulonephritis are the most common causes of CKD, which is associated with significant patient morbidity and an increased risk of cardiovascular events, such as heart failure, ultimately leading to premature death. Despite newly approved drugs, increasing evidence shows that patients respond to treatment differently given the complexity of disease heterogeneity and complicated pathophysiology. This review article presents an integrative approach to understanding and addressing CKD through the lens of precision medicine and therapeutics. Advancements in single-cell omics technologies and artificial intelligence can be leveraged to explore the intricate cellular mechanisms underlying CKD and diabetic kidney disease pathogenesis. Dissecting the cellular heterogeneity and identifying rare cell populations using single-cell approaches will facilitate uncovering novel therapeutic targets and biomarkers for personalized treatment strategies. Finally, we discuss the potential of artificial intelligence-driven analyses in predicting disease progression and treatment response, thereby paving the way for tailored interventions.
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