ReviewBMC bioinformatics2023
Statistical methods and resources for biomarker discovery using metabolomics.
Review in BMC bioinformatics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
39 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A priori sample size determination and power analysis in metabolic phenotyping and integrative metabolomics: an application framework based on a systematic review of literature.Metabolomics : Official journal of the Metabolomic Society · 2026Pooled it
- Rapid evaporative ionization mass spectrometry in surgery: a systematic review.The British journal of surgery · 2025Pooled it
- Proteomic Biomarkers Associated with Low Bone Mineral Density: A Systematic Review.International journal of molecular sciences · 2024Pooled it
- Plasma metabolomic signatures enable the diagnosis and prognosis of chronic obstructive pulmonary disease.Nature communications · 2026Article
- Dynamic Metabolic Profiling and Diagnostic Biomarkers of Acute Graft-Versus-Host Disease Based on Metabolomics.Biomedical chromatography : BMC · 2026Article
- Metabolomic profiling reveals candidate biomarkers and key metabolic pathways associated with milk production performance in Sapera dairy goats.Veterinary world · 2026Article
- Emerging Quantitative Targeted Metabolomics Approaches for Future Inborn Errors of Metabolism Screening.Diagnostics (Basel, Switzerland) · 2026Review
- Peptides as integrative modulators for clinical prognosis and targeted therapy in pancreatic cancer.Discover oncology · 2026Review
- Multi-phase hybrid metabolomics framework identifies clinically applicable plasma signatures for early detection of gastric cancer.Nature communications · 2026Article
- Modulating Blood-Brain Barrier Metabolites of Broiler Chickens Through Dietary Flaxseed Oil.Biomolecules · 2026Article
- An Exploratory LC-HRMS Metabolomics Study of Culture Medium-Dependent Metabolic Variation and Bioactivity in Ten Fungal Strains.International journal of molecular sciences · 2026Article
- Seasonal Dynamics of Skin Microbiota and Metabolites in Transhumant-Grazed Altay Sheep.Microorganisms · 2026Article
- RAW 264.7 macrophage cell line as a metabolomic model for analyzing and understanding inflammation processes.Naunyn-Schmiedeberg's archives of pharmacology · 2026Review
- Unveiling Systemic Biomarkers and Metabolic Mechanisms in Glaucoma Progression from Multi-Omics Insights.International journal of molecular sciences · 2026Article
- Pilot study of screening method for pancreatic cancer using lipidomic profiling of plasma or serum.Communications medicine · 2026Article
- Multicellular Model Reveals the Mechanism of AEE Alleviating Vascular Endothelial Cell Injury via Anti-Inflammatory and Antioxidant Effects.International journal of molecular sciences · 2026Article
- Non-targeted metabolomics reveals diagnostic biomarker in the plasma of patients with lung cancer.Oncology letters · 2026Article
- Plasma biomarkers for residual feed intake prediction in beef bulls.Translational animal science · 2026Article
- Comparative analysis of targeted metabolomic profiles reveals plasma metabolite differences across three Italian heavy pig breeds.Scientific reports · 2025Article
- The Role of Omics Technology in Evaluating Plastic Pollution's Effects on Plants: A Comprehensive Review.International journal of molecular sciences · 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
5 authors.
Funding
Abstract
Metabolomics is a dynamic tool for elucidating biochemical changes in human health and disease. Metabolic profiles provide a close insight into physiological states and are highly volatile to genetic and environmental perturbations. Variation in metabolic profiles can inform mechanisms of pathology, providing potential biomarkers for diagnosis and assessment of the risk of contracting a disease. With the advancement of high-throughput technologies, large-scale metabolomics data sources have become abundant. As such, careful statistical analysis of intricate metabolomics data is essential for deriving relevant and robust results that can be deployed in real-life clinical settings. Multiple tools have been developed for both data analysis and interpretations. In this review, we survey statistical approaches and corresponding statistical tools that are available for discovery of biomarkers using metabolomics.
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What OpenQuestion 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 OpenQuestion graph.