# Gut microbiome in type 2 diabetes: insights from metagenomics, multi-omics, and diet–microbe interactions

**Authors:** Yu Zhang, Dong D. Wang

PMC · DOI: 10.1080/19490976.2026.2644682 · 2026-03-17

## TL;DR

This review explores how gut microbes contribute to type 2 diabetes and how multi-omics and diet-microbe interactions can inform new treatment strategies.

## Contribution

The paper provides a comprehensive synthesis of how gut microbiome alterations mediate T2D through multiple omics layers and diet interactions.

## Key findings

- Metagenomic studies reveal a consistent T2D-associated gut microbiome signature with reduced short-chain fatty acid producers and increased pro-inflammatory microbes.
- Microbial shifts are linked to metabolic pathways affecting gut integrity, inflammation, insulin sensitivity, and β-cell function.
- Strain-level analyses show that specific lineages within species carry disease-associated functions, refining microbial targets for T2D.

## Abstract

Type 2 diabetes (T2D) is a heterogeneous metabolic disorder in which environmental exposures interact with host biology to drive insulin resistance and progressive β-cell dysfunction. This review synthesizes recent advances showing how the gut microbiome mediates these processes across multiple levels of resolution. First, large-scale shotgun metagenomic studies consistently identify a reproducible T2D-associated signature characterized by depletion of short-chain fatty acid–producing taxa and enrichment of opportunistic, pro-inflammatory microorganisms, while highlighting the importance of controlling for major confounders such as adiposity and glucose-lowering medications. Second, functional profiling and metabolomics link microbial community shifts to coordinated pathway changes—including reduced short-chain fatty acid and secondary bile acid production and increased endotoxin- and branched-chain amino acid–related metabolism—that influence gut barrier integrity, inflammatory tone, insulin sensitivity, and pancreatic β-cell function. Third, we discuss how integrative multi-omics (metagenomics, metatranscriptomics, proteomics, and metabolomics) can connect microbial genetic potential to in vivo activity and circulating metabolites, while introducing key challenges such as temporal variability, anatomical heterogeneity, and “dark matter” in gene and metabolite annotation. Fourth, strain-resolved analyses reveal that many disease-associated functions are carried by specific lineages within species, refining microbial targets and helping explain inconsistent species-level associations. Fifth, we summarize how diet shapes microbial ecology and function—supporting microbiome-informed precision nutrition—and highlight emerging evidence beyond bacteria, including viral and fungal community components. Finally, we outline translational opportunities and evidence gaps, emphasizing the need for diverse longitudinal cohorts, mechanistic validation, and well-controlled interventional trials to evaluate microbiome-directed strategies for T2D prevention and treatment.

## Linked entities

- **Diseases:** Type 2 diabetes (MONDO:0005148), T2D (MONDO:0005148)

## Full-text entities

- **Genes:** DEFA5 (defensin alpha 5) [NCBI Gene 1670] {aka DEF5, HD-5}, FMO3 (flavin containing dimethylaniline monoxygenase 3) [NCBI Gene 2328] {aka FMOII, TMAU, dJ127D3.1}, AMY1A (amylase alpha 1A) [NCBI Gene 276] {aka AMY1}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, GCG (glucagon) [NCBI Gene 2641] {aka GLP-1, GLP1, GLP2, GRPP}, PYY (peptide YY) [NCBI Gene 5697] {aka PYY-I, PYY1}, GLP1R (glucagon like peptide 1 receptor) [NCBI Gene 2740] {aka GLP-1, GLP-1-R, GLP-1R}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, CLEC7A (C-type lectin domain containing 7A) [NCBI Gene 64581] {aka BGR, CANDF4, CD369, CLECSF12, DECTIN1, SCARE2}, IARS1 (isoleucyl-tRNA synthetase 1) [NCBI Gene 3376] {aka GRIDHH, IARS, ILERS, ILRS, IRS, PRO0785}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, FFAR2 (free fatty acid receptor 2) [NCBI Gene 2867] {aka FFA2R, GPR43}, NUP62 (nucleoporin 62) [NCBI Gene 23636] {aka IBSN, SNDI, p62}, NR1H4 (nuclear receptor subfamily 1 group H member 4) [NCBI Gene 9971] {aka BAR, FXR, HRR-1, HRR1, PFIC5, RIP14}, TLR4 (toll like receptor 4) [NCBI Gene 7099] {aka ARMD10, CD284, TLR-4, TOLL}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, IRF3 (interferon regulatory factor 3) [NCBI Gene 3661] {aka IIAE7}, DEFA1 (defensin alpha 1) [NCBI Gene 1667] {aka DEF1, DEFA2, HNP-1, HP-1, HP1, MRS}, HDAC9 (histone deacetylase 9) [NCBI Gene 9734] {aka HD7, HD7b, HD9, HDAC, HDAC7B, HDAC9B}, LYZ (lysozyme) [NCBI Gene 4069] {aka AMYLD5, LYZF1, LZM}, mucin [NCBI Gene 100508689], IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, INSR (insulin receptor) [NCBI Gene 3643] {aka CD220, HHF5}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, MAPK12 (mitogen-activated protein kinase 12) [NCBI Gene 6300] {aka ERK-6, ERK3, ERK6, MAPK 12, P38GAMMA, PRKM12}
- **Diseases:** gut inflammation (MESH:D007249), steatohepatitis (MESH:D005234), adiposity (MESH:D018205), beta-cell failure (MESH:D051437), MetS (MESH:D024821), -cell dysfunction (MESH:D002292), immune dysregulation (OMIM:614878), diabetic kidney disease (MESH:D003928), endotoxemia (MESH:D019446), metabolic (MESH:D008659), hepatic metabolic injury (MESH:D056486), Diabetes (MESH:D003920), adult (MESH:C538052), onset diabetes (MESH:D003929), dysbiosis (MESH:D064806), pancreatic beta-cell dysfunction (MESH:D010195), cardiovascular disease (MESH:D002318), glucose (MESH:D018149), NAFLD (MESH:D065626), T2D (MESH:D003924), obese (MESH:D009765), dysfunction (MESH:D006331), IR (MESH:D007333), IBD (MESH:D015212), beta-cell dysfunction (MESH:D007340), metabolic dysregulation (MESH:D021081), prediabetes (MESH:D011236)
- **Chemicals:** acetate (MESH:D000085), glucose (MESH:D005947), indole (MESH:C030374), Butyrate (MESH:D002087), trimethylamine (MESH:C023336), sugars (MESH:D000073893), lithocholic acid (MESH:D008095), EGCG (MESH:C045651), SCFA (MESH:D005232), imidazole propionate (MESH:C018976), IAA (MESH:C030737), Chlorogenic acids (MESH:D002726), beta-glucans (MESH:D047071), aromatic amino acids (MESH:D024322), quinic acid (MESH:D011801), carbohydrate (MESH:D002241), histidine (MESH:D006639), melanoidins (MESH:C011908), metformin (MESH:D008687), LPS (MESH:D008070), Polyphenols (MESH:D059808), flavonoid (MESH:D005419), choline (MESH:D002794), BA (MESH:D001464), amino acid (MESH:D000596), bile acid (MESH:D001647), p-cresyl sulfate (MESH:C408690), olive oil (MESH:D000069463), agmatine (MESH:D000376), ellagitannins (MESH:D047348), TMAO (MESH:C005855), GCG (MESH:C417940), p-cresol (MESH:C032538), caffeine (MESH:D002110), tryptophan (MESH:D014364), polysaccharide (MESH:D011134), phenylacetylglutamine (MESH:C003089), lipid (MESH:D008055), lipoteichoic acid (MESH:C009900), propionate (MESH:D011422), TMA (MESH:C071868), catechin (MESH:D002392), prebiotics (MESH:D056692), LTA (MESH:D017572), ellagic acid (MESH:D004610), BCAA (MESH:D000597), fucose (MESH:D005643), ethanol (MESH:D000431), oxygen (MESH:D010100), anthocyanin (MESH:D000872), lactic acid (MESH:D019344), taurolithocholic acid-3-sulfate (MESH:C066776), resistant starch (MESH:D000084922), Ca2+ (-), deoxycholic acid (MESH:D003840), calcium (MESH:D002118)
- **Species:** Bacteroides fragilis (species) [taxon 817], Prevotella (genus) [taxon 838], Coprococcus eutactus (species) [taxon 33043], Escherichia coli O157:H7 (no rank) [taxon 83334], Lactobacillus (genus) [taxon 1578], Escherichia coli (E. coli, species) [taxon 562], Enterocloster bolteae (species) [taxon 208479], Dorea longicatena (species) [taxon 88431], Viruses (acellular root) [taxon 10239], Roseburia intestinalis (species) [taxon 166486], Candidatus Cenarchaeum symbiosum (species) [taxon 46770], Polyomavirus sp. (species) [taxon 36362], Human T-cell leukemia virus type I (no rank) [taxon 11908], Candida [taxon 1535326], Faecalibacterium prausnitzii (species) [taxon 853], Hathewaya histolytica (species) [taxon 1498], Bifidobacterium (genus) [taxon 1678], Hungatella hathewayi (species) [taxon 154046], Agathobacter rectalis (species) [taxon 39491], Bacteroides sp. (species) [taxon 29523], Lawsonibacter asaccharolyticus (species) [taxon 2108523], Alistipes indistinctus (species) [taxon 626932], Candida albicans (species) [taxon 5476], Segatella copri (species) [taxon 165179], Homo sapiens (human, species) [taxon 9606], Phocaeicola vulgatus (species) [taxon 821], Theobroma cacao (cacao, species) [taxon 3641], gut metagenome (species) [taxon 749906], Papio hamadryas (baboon, species) [taxon 9557], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], [Clostridium] symbiosum (species) [taxon 1512], Mediterraneibacter gnavus (species) [taxon 33038], Mus musculus (house mouse, species) [taxon 10090], Akkermansia muciniphila (species) [taxon 239935], Eshraghiella crossota (species) [taxon 45851]
- **Cell lines:** K-12 — Felis catus (Cat), Feline mammary carcinoma, Cancer cell line (CVCL_IX41)

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC13003885/full.md

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Source: https://tomesphere.com/paper/PMC13003885