ArticleNature protocols2018
Data processing, multi-omic pathway mapping, and metabolite activity analysis using XCMS Online.
Article in Nature protocols, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 131 papers.
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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.
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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
131 citing papers in PubMed.
- Macronutrient, Energy, and Bile Acid Metabolism Pathways Altered Following a Physiological Meal Challenge, Relative to Fasting, among Guatemalan Adults.The Journal of nutrition · 2020Trial
- DeepMASS v.2: An enhanced deep learning platform for large-scale discovery and structural annotation of unknown plant metabolites.Plant communications · 2026Article
- Distinct Lipid Compositions in Seawater and the Sea Surface Microlayer Measured with Liquid Chromatography and High-Resolution Mass Spectrometry.ACS earth & space chemistry · 2026Article
- Knockdown of the adipokinetic hormone receptor inhibits the reproduction of female Culex pipiens pallens (Diptera: Culicidae) by downregulating L-homoserine and serotonin levels.Insect science · 2026Article
- TRIS-Egg Yolk Extender Attenuates Seminolipid and Sphingomyelin Loss in Chilled Canine Semen: An LC-HRMS Lipidomic and CASA Study.Animals : an open access journal from MDPI · 2026Article
- Metabolomic insights into inter-familial and pre-transport treatment effects on live transport stress in selectively-bred mussels, Perna canaliculus.Metabolomics : Official journal of the Metabolomic Society · 2026Article
- Article
- Metabolomics using anion-exchange chromatography mass spectrometry for the analysis of cells, tissues and biofluids.Nature protocols · 2026Review
- Chemical Signaling and Metabolomic Crosstalk in Endophytic Fungi-Medicinal Plant Symbioses for Natural Product Discovery and Sustainable Bioproduction.Metabolites · 2026Review
- Harnessing Piezoelectric Biomaterials for Pathogenic Eradication and Tissue Regeneration.Exploration (Beijing, China) · 2026Review
- Current Advancements in Untargeted Metabolomics Analysis and Testing Driven by Machine Learning: Prospects for Artificial Intelligence in Patient-Centric Healthcare Transformation.Applied biochemistry and biotechnology · 2026Review
- Mass Spectrometry-Based Metabolomics in Pediatric Health and Disease.Metabolites · 2026Review
- Anti-diabetic retinopathy molecular mechanism of Dihuang Yinzi: insights from network pharmacology, metabolomics, and microbiome analysis.Frontiers in medicine · 2026Article
- Strategies to decipher silent biosynthetic gene clusters in actinomycetes.Archives of microbiology · 2025Review
- Integrative multi-omics analysisiScience · 2025Article
- Discovery of a Widespread Polyamine-Low-Molecular-Weight Thiol Hybrid Pathway inACS infectious diseases · 2025Article
- Exploring the Cytokinin Profile ofMetabolites · 2025Article
- Multi-omics approaches: transforming the landscape of natural product isolation.Functional & integrative genomics · 2025Review
- Multi-omics analysis of canine aging markers and evaluation of stem cell intervention.Communications biology · 2025Article
- [A review and research prospects on the application of the XCMS mass-spectrometry data-processing software in the environmental science field].Se pu = Chinese journal of chromatography · 2025Review
71 more citing papers are in PubMed but not listed here.
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Authors and funding
7 authors.
Funding
Abstract
Systems biology is the study of complex living organisms, and as such, analysis on a systems-wide scale involves the collection of information-dense data sets that are representative of an entire phenotype. To uncover dynamic biological mechanisms, bioinformatics tools have become essential to facilitating data interpretation in large-scale analyses. Global metabolomics is one such method for performing systems biology, as metabolites represent the downstream functional products of ongoing biological processes. We have developed XCMS Online, a platform that enables online metabolomics data processing and interpretation. A systems biology workflow recently implemented within XCMS Online enables rapid metabolic pathway mapping using raw metabolomics data for investigating dysregulated metabolic processes. In addition, this platform supports integration of multi-omic (such as genomic and proteomic) data to garner further systems-wide mechanistic insight. Here, we provide an in-depth procedure showing how to effectively navigate and use the systems biology workflow within XCMS Online without a priori knowledge of the platform, including uploading liquid chromatography (LC)-mass spectrometry (MS) data from metabolite-extracted biological samples, defining the job parameters to identify features, correcting for retention time deviations, conducting statistical analysis of features between sample classes and performing predictive metabolic pathway analysis. Additional multi-omics data can be uploaded and overlaid with previously identified pathways to enhance systems-wide analysis of the observed dysregulations. We also describe unique visualization tools to assist in elucidation of statistically significant dysregulated metabolic pathways. Parameter input takes 5-10 min, depending on user experience; data processing typically takes 1-3 h, and data analysis takes ∼30 min.
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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.