ReviewFrontiers in endocrinology2025
Clinical metabolomics in type 2 diabetes mellitus: from pathogenesis to biomarkers.
Review in Frontiers in endocrinology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
What it found
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Efficacy and safety of traditional Chinese classic prescriptions combined with metformin in the treatment of type 2 diabetes mellitus: a Bayesian network meta-analysis.Frontiers in pharmacology · 2026Pooled it
- Nanostructured electrode materials and flexible-substrate engineering for wearable multi-analyte biosensors in diabetes monitoring and personalized care: a comprehensive review.Journal of materials science. Materials in medicine · 2026Review
- Transformative Applications and Innovations in Next-Generation Sequencing Data Analysis.Journal of applied genetics · 2026Review
- Hepatic and metabolic effects of SGLT2 inhibitors in type 2 diabetes and MASLD assessed by metabolomic and lipidomic analysis.Scientific reports · 2026Article
- Remodeling of the mitochondrial quality control network: natural products intervening in diabetic retinopathy.Frontiers in pharmacology · 2026Review
- Metabolomics identifies chenodeoxycholic acid as a protective factor in diabetic foot ulcers.Frontiers in endocrinology · 2026Article
- Application of AI and digital health tools in public health management of T2DM: from mechanism prediction to personalized treatment.Frontiers in public health · 2026Review
- Electroacupuncture ameliorates glycolipid metabolism disorder in skeletal muscle of type 2 diabetic rats via modulation of the AMPK/PGC-1α/TFAM signaling pathway.Diabetology & metabolic syndrome · 2025Article
- NMR-Based Serum Metabolomics and Correlation Analysis Unraveled Metabolic Alterations Underlying Pathophysiology of Type 2 Diabetes Mellitus.ACS omega · 2025Article
- Lactylation in diabetes mellitus and its complications: mechanisms of action and therapeutic potential - recent advances.Frontiers in endocrinology · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As a multidimensional metabolic disorder, the disability and death rate of type 2 diabetes mellitus (T2DM) has increased over time. T2DM covers a wide range of pathological manifestations ranging from hyperglycemia to multi-organ failure, and it has the potential to evolve into acute complications, including ketosis and chronic complications such as peripheral neuropathy, retinopathy, and nephropathy. T2DM mainly occurs in microvascular and large vessels and thus it is restricted for the clinician to diagnose and prescribe. However, the pathological mechanism and clinical diagnosis are inadequate. High-throughput metabolomics, characterized by non-invasive diagnostic techniques to identify potential biomarkers and distinct stages of T2DM, has been increasingly recognized as a vigorous tool with latent capacity for clinical translation. The pathological stratification of T2DM can significantly reduce disability and mortality rates. By tracing the metabolome and associated pathways from impaired fasting blood glucose or impaired glucose tolerance to severe organ failure, the chief contributions of large, independent population-based cohorts are summarized herein. These results facilitate understanding the pathophysiology and mechanism and supports research in accurate diagnosis, risk prediction, curative effect, distinct stages, and prognosis judgment of T2DM.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.