ArticlePLoS computational biology2012
Metabolic reconstruction for metagenomic data and its application to the human microbiome.
Article in PLoS computational biology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 617 papers, 2 of them syntheses that pooled it.
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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.
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
617 citing papers in PubMed, 2 syntheses or guidelines pooled it, 53 citations in OpenAlex.
- [Advances in the Application of Forensic Microbiome Analysis in Tissue Source Inference].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025Pooled it
- Multi-omic meta-analysis identifies functional signatures of airway microbiome in chronic obstructive pulmonary disease.The ISME journal · 2020Pooled it
- Metabolic plasticity of the gut microbiome in response to diets differing in glycemic load in a randomized, crossover, controlled feeding study.The American journal of clinical nutrition · 2025Trial
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- Protein supplementation during an energy-restricted diet induces visceral fat loss and gut microbiota amino acid metabolism activation: a randomized trial.Scientific reports · 2021Trial
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- Effect of a Flaxseed Lignan Intervention on Circulating Bile Acids in a Placebo-Controlled Randomized, Crossover Trial.Nutrients · 2020Trial
- Improved gastrointestinal health for irritable bowel syndrome with metagenome-guided interventions.Precision clinical medicine · 2020Trial
- Fecal metatranscriptomics and glycomics suggest that bovine milk oligosaccharides are fully utilized by healthy adults.The Journal of nutritional biochemistry · 2020Trial
- Gut microbiome maturation in early childhood interacts with host genetics to predict type 1 diabetes risk.Nature metabolism · 2026Article
- Shotgun Metagenomic Characterization of Skin Microbiome Shifts in Human Scabies Before and After Scabicidal Treatment.International journal of molecular sciences · 2026Article
- Identifying fundamental gaps in functional metagenomics: a step towards unlocking microbiome research potential.NAR genomics and bioinformatics · 2026Article
- Urea supplementation is associated with holistic changes in suprathreshold non-volatile flavour perception through oral microbiome carbon metabolism.NPJ science of food · 2026Article
- Aging of the adaptive immune system affects the gut microbiome and systemic levels of vitamin B6.Microbiome · 2026Article
- Phage-Display Immunoprecipitation Sequencing Reveals Distinct Antibody Signatures Against Bacterial Flagellins Associated With Treatment Response in Crohn's Disease.Clinical and translational gastroenterology · 2026Article
- Escherichia coli as a gut microbial marker of obesity and its reduction following bariatric treatment.Journal of gastroenterology · 2026Article
- Multikingdom microbiome-based machine learning enables multiple sclerosis diagnosis.NPJ biofilms and microbiomes · 2026Article
- CD38⁺ endothelial remodeling marks spatially patterned vasculopathy in rapidly advancing periodontitis and peri-implantitis.Nature communications · 2026Article
- Phosphorylated lantibiotics-producing commensals integrate into the human oral microbiome to suppress pathogens and promote microbiome homeostasis.NPJ biofilms and microbiomes · 2026Article
557 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors at 9 institutions in 2 countries.
Funding
Abstract
Microbial communities carry out the majority of the biochemical activity on the planet, and they play integral roles in processes including metabolism and immune homeostasis in the human microbiome. Shotgun sequencing of such communities' metagenomes provides information complementary to organismal abundances from taxonomic markers, but the resulting data typically comprise short reads from hundreds of different organisms and are at best challenging to assemble comparably to single-organism genomes. Here, we describe an alternative approach to infer the functional and metabolic potential of a microbial community metagenome. We determined the gene families and pathways present or absent within a community, as well as their relative abundances, directly from short sequence reads. We validated this methodology using a collection of synthetic metagenomes, recovering the presence and abundance both of large pathways and of small functional modules with high accuracy. We subsequently applied this method, HUMAnN, to the microbial communities of 649 metagenomes drawn from seven primary body sites on 102 individuals as part of the Human Microbiome Project (HMP). This provided a means to compare functional diversity and organismal ecology in the human microbiome, and we determined a core of 24 ubiquitously present modules. Core pathways were often implemented by different enzyme families within different body sites, and 168 functional modules and 196 metabolic pathways varied in metagenomic abundance specifically to one or more niches within the microbiome. These included glycosaminoglycan degradation in the gut, as well as phosphate and amino acid transport linked to host phenotype (vaginal pH) in the posterior fornix. An implementation of our methodology is available at http://huttenhower.sph.harvard.edu/humann. This provides a means to accurately and efficiently characterize microbial metabolic pathways and functional modules directly from high-throughput sequencing reads, enabling the determination of community roles in the HMP cohort and in future metagenomic studies.
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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.