Spatially segregated multiomics decodes metformin-mediated functional-specific metabolic characteristics in diabetic kidney disease

Abstract Understanding the specific metabolic changes in multiple regions of the kidney is crucial to revealing the underlying mechanism and developing effective targets for diabetic nephropathy (DN). In this study, integrated spatially resolved metabolomics and proteomics combined with mass spectrometry imaging (MSI) revealed a multi-scale region profile of the diabetic kidney. Based on anatomic location, spatial metabolomics revealed eight region-specific metabolite biomarkers uniquely localized to kidney segments, which were closely correlated to clinical parameters of patients with DN. Specifically, treatment with metformin (MET) enriched inosinic acid, adenosine 3’,5’-diphosphate, nicotinamide adenine dinucleotide (NADH), and hydrated NADH (NADHX) levels in the cortex (Cor) and the outer stripe of kidney medulla (OM) anatomical subregions, while in the inner stripe of kidney medulla (IM) segmentation, the p-cresol sulfate level was downregulated. Comparing differently expressed proteins in each region showed that nephrosis 2 (Nphs2) was the highest loading feature. A further region-specific analysis of pathway enrichment characteristics indicated that the purine and ether lipid metabolism pathways were enriched in the Cor and OM regions, whereas the pantothenate and coenzyme A (CoA) biosynthesis pathways were mainly enriched in the IM region in response to MET treatment. Taken together, the spatially segregated metabolomics and proteomics studies had revealed MET-mediated proteins and function-specific therapeutic pathways related to the anatomical multiregion of diabetic mouse kidneys.

Authors

Institutions

Publication Details

Journal
Life Metabolism
Published
2025-05-30
DOI
https://doi.org/10.1093/lifemeta/loaf019
Citations
8
Primary Topic
Metabolomics and Mass Spectrometry Studies
Type
article
Field-Weighted Citation Impact
6.45
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatially segregated multiomics decodes metformin-mediated functional-specific metabolic characteristics in diabetic kidney disease

Qiqi Zhao, Sifan Guo, Ying Cai, Yiqiang Xie et al.
8 citations
Life Metabolism
Metabolomics and Mass Spectrometry Studies
6.45
article

Spatially segregated multiomics decodes metformin-mediated functional-specific metabolic characteristics in diabetic kidney disease

Qiqi Zhao, Sifan Guo, Ying Cai, Yiqiang Xie, Chunsheng Lin, Songqi Tang, Dandan Xie, Xian Wang, Zhibo Wang, Qiang Yang, Aihua Zhang, Shi Qiu, Yu Guan, Hong Yao
article en
8 citations

Abstract

Abstract Understanding the specific metabolic changes in multiple regions of the kidney is crucial to revealing the underlying mechanism and developing effective targets for diabetic nephropathy (DN). In this study, integrated spatially resolved metabolomics and proteomics combined with mass spectrometry imaging (MSI) revealed a multi-scale region profile of the diabetic kidney. Based on anatomic location, spatial metabolomics revealed eight region-specific metabolite biomarkers uniquely localized to kidney segments, which were closely correlated to clinical parameters of patients with DN. Specifically, treatment with metformin (MET) enriched inosinic acid, adenosine 3’,5’-diphosphate, nicotinamide adenine dinucleotide (NADH), and hydrated NADH (NADHX) levels in the cortex (Cor) and the outer stripe of kidney medulla (OM) anatomical subregions, while in the inner stripe of kidney medulla (IM) segmentation, the p-cresol sulfate level was downregulated. Comparing differently expressed proteins in each region showed that nephrosis 2 (Nphs2) was the highest loading feature. A further region-specific analysis of pathway enrichment characteristics indicated that the purine and ether lipid metabolism pathways were enriched in the Cor and OM regions, whereas the pantothenate and coenzyme A (CoA) biosynthesis pathways were mainly enriched in the IM region in response to MET treatment. Taken together, the spatially segregated metabolomics and proteomics studies had revealed MET-mediated proteins and function-specific therapeutic pathways related to the anatomical multiregion of diabetic mouse kidneys.

Life Metabolism
Harbin Medical University (CN), Heilongjiang University of Chinese Medicine (CN), First Affiliated Hospital of Harbin Medical University (CN), Hainan Medical University (CN)
Good health and well-being
Openalex Percentile: Top 3%
Metabolomics and Mass Spectrometry Studies
6.45
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.