# Comprehensive characterization of multi-omics landscapes between gut microbial metabolites and the druggable genome in sepsis

**Authors:** Jun Liu, Tong Li, Li Xin, Xingyu Li, Jianbo Zhang, Peng Zhu

PMC · DOI: 10.3389/fimmu.2025.1597676 · Frontiers in Immunology · 2025-07-21

## TL;DR

This study explores how gut microbial metabolites interact with human proteins in sepsis, identifying potential new treatments.

## Contribution

The study provides a comprehensive systems-level map of interactions between gut microbial metabolites and druggable proteins in sepsis.

## Key findings

- 114 sepsis-related targets were linked to 335 gut microbial metabolites.
- Indole-3-lactic acid (ILA) was identified as a promising therapeutic candidate.
- ILA improved survival and reduced organ injury in a sepsis mouse model.

## Abstract

Sepsis is a life-threatening condition with limited therapeutic options. Emerging evidence implicates gut microbial metabolites in modulating host immunity, but the specific interactions between these metabolites and host druggable targets remain poorly understood.

We utilized a systems biology framework integrating genetic analyses, multi-omics profiling, and structure-based virtual screening to systematically map the interaction landscape between human gut microbial metabolites and druggable G-protein-coupled receptors (GPCRs), ion channels (ICs), and kinases (termed the “GIKome”) in sepsis. Key findings were validated by molecular dynamics (MD) simulation, microscale thermophoresis (MST), and functional assays in a murine cecal ligation and puncture (CLP) model of sepsis.

We evaluated 190,950 metabolite-protein interactions, linking 114 sepsis-related GIK targets to 335 gut microbial metabolites, and prioritized indole-3-lactic acid (ILA), a metabolite enriched in Akkermansia muciniphila, as a promising therapeutic candidate. MD simulation and MST further revealed that ILA binds stably to PFKFB2, a pivotal kinase in regulating glycolytic flux and immune activation during sepsis. In vivo, ILA administration improved survival, attenuated cytokine storm, and mitigated multi-organ injury in CLP-induced septic mice.

This systems-level investigation unveils previously unrecognized therapeutic targets, offering a blueprint for microbiota-based precision interventions in critical care medicine.

## Linked entities

- **Proteins:** PFKFB2 (6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 2)
- **Chemicals:** indole-3-lactic acid (PubChem CID 92904)
- **Species:** Akkermansia muciniphila (taxon 239935), Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** ADM (adrenomedullin) [NCBI Gene 133] {aka AM, PAMP}, BMPR2 (bone morphogenetic protein receptor type 2) [NCBI Gene 659] {aka BMPR-II, BMPR3, BMR2, BRK-3, POVD1, PPH1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, KISS1R (KISS1 receptor) [NCBI Gene 84634] {aka AXOR12, CPPB1, GPR54, HH8, HOT7T175, KISS-1R}, PPP4C (protein phosphatase 4 catalytic subunit) [NCBI Gene 5531] {aka PP-X, PP4, PP4C, PPH3, PPP4, PPX}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, PIK3C2A (phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 alpha) [NCBI Gene 5286] {aka CPK, OCSKD, PI3-K-C2(ALPHA), PI3-K-C2A, PI3K-C2-alpha, PI3K-C2alpha}, BLK (BLK proto-oncogene, Src family tyrosine kinase) [NCBI Gene 640] {aka MODY11}, HK3 (hexokinase 3) [NCBI Gene 3101] {aka HKIII, HXK3}, KCNJ15 (potassium inwardly rectifying channel subfamily J member 15) [NCBI Gene 3772] {aka IRKK, KIR1.3, KIR4.2}, MCHR1 (melanin concentrating hormone receptor 1) [NCBI Gene 2847] {aka GPR24, MCH-1R, MCH1R, SLC-1, SLC1}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 1236] {aka BLR2, CC-CKR-7, CCR-7, CD197, CDw197, CMKBR7}, CALCRL (calcitonin receptor like receptor) [NCBI Gene 10203] {aka CGRPR, CRLR, LMPHM8}, CX3CR1 (C-X3-C motif chemokine receptor 1) [NCBI Gene 1524] {aka CCRL1, CMKBRL1, CMKDR1, GPR13, GPRV28, V28}, CCL3 (C-C motif chemokine ligand 3) [NCBI Gene 6348] {aka G0S19-1, LD78, LD78ALPHA, MIP-1-alpha, MIP1A, SCI}, Il6 (interleukin 6) [NCBI Gene 16193] {aka Il-6}, MAP3K1 (mitogen-activated protein kinase kinase kinase 1) [NCBI Gene 4214] {aka MAPKKK1, MEKK, MEKK 1, MEKK1, SRXY6}, Tnf (tumor necrosis factor) [NCBI Gene 21926] {aka DIF, TNF-a, TNF-alpha, TNFSF2, TNFalpha, Tnfa}, BCR (BCR activator of RhoGEF and GTPase) [NCBI Gene 613] {aka ALL, BCR1, CML, D22S11, D22S662, PHL}, NME4 (NME/NM23 nucleoside diphosphate kinase 4) [NCBI Gene 4833] {aka NDK, NDK4, NDPK-D, NDPKD, NM23H4, nm23-H4}, Pfkfb2 (6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 2) [NCBI Gene 18640] {aka 4930568D07Rik}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, FFAR2 (free fatty acid receptor 2) [NCBI Gene 2867] {aka FFA2R, GPR43}, KCNK3 (potassium two pore domain channel subfamily K member 3) [NCBI Gene 3777] {aka DDSA, K2p3.1, OAT1, PPH4, TASK, TASK-1}, ERBB3 (erb-b2 receptor tyrosine kinase 3) [NCBI Gene 2065] {aka ErbB-3, FERLK, HER3, LCCS2, MDA-BF-1, VSCN1}, PPH2 [NCBI Gene 89873], P2RY14 (purinergic receptor P2Y14) [NCBI Gene 9934] {aka BPR105, GPR105, P2Y14}, PFKFB2 (6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 2) [NCBI Gene 5208] {aka PFK-2/FBPase-2}, DSTYK (dual serine/threonine and tyrosine protein kinase) [NCBI Gene 25778] {aka CAKUT1, DustyPK, HDCMD38P, RHDNS1, RIP5, RIPK5}, MCOLN1 (mucolipin TRP cation channel 1) [NCBI Gene 57192] {aka LECD, MG-2, ML1, ML4, MLIV, MST080}, IRAK3 (interleukin 1 receptor associated kinase 3) [NCBI Gene 11213] {aka ASRT5, IRAKM}, Il1b (interleukin 1 beta) [NCBI Gene 16176] {aka IL-1beta, Il-1b}, LYPD4 (LY6/PLAUR domain containing 4) [NCBI Gene 147719] {aka SMR}, C3AR1 (complement C3a receptor 1) [NCBI Gene 719] {aka AZ3B, C3AR, HNFAG09}, LGR6 (leucine rich repeat containing G protein-coupled receptor 6) [NCBI Gene 59352] {aka GPCR, VTS20631}, MAP2K5 (mitogen-activated protein kinase kinase 5) [NCBI Gene 5607] {aka HsT17454, MAPKK5, MEK5, PRKMK5}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}, PKM (pyruvate kinase M1/2) [NCBI Gene 5315] {aka CTHBP, HEL-S-30, OIP3, PK3, PKM2, TCB}, PTGIR (prostaglandin I2 receptor) [NCBI Gene 5739] {aka IP, PRIPR}, TLR4 (toll like receptor 4) [NCBI Gene 7099] {aka ARMD10, CD284, TLR-4, TOLL}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, IGF1R (insulin like growth factor 1 receptor) [NCBI Gene 3480] {aka CD221, IGFIR, IGFR, JTK13}, ADCK1 (aarF domain containing kinase 1) [NCBI Gene 57143] {aka MCP2}, PTK2B (protein tyrosine kinase 2 beta) [NCBI Gene 2185] {aka CADTK, CAKB, FADK2, FAK2, PKB, PTK}, SQSTM1 (sequestosome 1) [NCBI Gene 8878] {aka A170, DMRV, EBIAP, FTDALS3, NADGP, OSIL}, NRBP2 (nuclear receptor binding protein 2) [NCBI Gene 340371] {aka TRG16, pp9320}, FPR1 (formyl peptide receptor 1) [NCBI Gene 2357] {aka FMLP, FPR}, ZAP70 (zeta chain of T cell receptor associated protein kinase 70) [NCBI Gene 7535] {aka ADMIO2, IMD48, SRK, STCD, STD, TZK}
- **Diseases:** Sepsis (MESH:D018805), deaths (MESH:D003643), viral infections (MESH:D014777), nonalcoholic fatty liver disease (MESH:D065626), SAH (MESH:C564683), overdose (MESH:D062787), endotoxemia (MESH:D019446), SIRS (MESH:D018746), acute lung injury (MESH:D055371), acute pancreatitis (MESH:D010195), acute kidney injury (MESH:D058186), tissue injury (MESH:D017695), immune dysfunction (MESH:D007154), infection (MESH:D007239), cancer (MESH:D009369), inflammation (MESH:D007249), metabolic dysregulation (MESH:D021081), autoimmune disease (MESH:D001327), CLP (MESH:D002429), reperfusion injury (MESH:D015427), critically ill (MESH:D016638), immunodeficiency (MESH:D007153), organ damage (MESH:D000092124), hypoxia (MESH:D000860), intestinal injury (MESH:D007410), cognitive impairment (MESH:D003072), septic shock (MESH:D012772), bleeding (MESH:D006470), septic (MESH:D001170), ischemia (MESH:D007511), MODS (MESH:D009102), neuroinflammation (MESH:D000090862), platelet aggregation (MESH:D001791)
- **Chemicals:** paraformaldehyde (MESH:C003043), eosin (MESH:D004801), alcohol (MESH:D000438), LPS (MESH:D008070), H&amp;E (MESH:D006371), phenylalanine (MESH:D010649), hydrogen (MESH:D006859), HMB (MESH:C004961), N-acetylasparagine (MESH:C026988), esculin (MESH:D004929), nucleotides (MESH:D009711), Cl- (MESH:D002713), lactate (MESH:D019344), sodium pentobarbital (MESH:D010424), serine (MESH:D012694), N-acetyltryptophan (MESH:C006392), corn oil (MESH:D003314), N-acetylputrescine (MESH:C026212), chloride (MESH:D002712), Na+ (MESH:D012964), Nucleosides (MESH:D009705), xylene (MESH:D014992), ethanol (MESH:D000431), 4-Hydroxyphenylpyruvate (MESH:C010590), N-formylmethionine (MESH:D009239), S-Adenosylhomocysteine (MESH:D012435), chlorogenic acid (MESH:D002726), PBSA (MESH:C437084), paraffin (MESH:D010232), 2-Hydroxy-4-(methylthio)butanoic acid (MESH:C008391), Hematoxylin (MESH:D006416), PAGln (MESH:C003089), N-acetylglutamine (MESH:C032007), flavonoids (MESH:D005419), SCFAs (MESH:D005232), NaCl (MESH:D012965), ATP (MESH:D000255), lumichrome (MESH:C001559), K+ (MESH:D011188), Auxora (MESH:C000721808), calcium (MESH:D002118), 5-oxoproline (MESH:D011761), ILA (MESH:C024139), asparagine (MESH:D001216), polyketides (MESH:D061065), , 10, and 4 (-)
- **Species:** Lactiplantibacillus plantarum (species) [taxon 1590], Mus musculus (house mouse, species) [taxon 10090], Lacticaseibacillus rhamnosus (species) [taxon 47715], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Pseudomonas aeruginosa (species) [taxon 287], Bacteroides sp. (species) [taxon 29523], Bifidobacterium pseudocatenulatum (species) [taxon 28026], Candida [taxon 1535326], Parabacteroides johnsonii (species) [taxon 387661], Akkermansia muciniphila (species) [taxon 239935], Bacillus infantis (species) [taxon 324767], Blautia hansenii (species) [taxon 1322], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), THP-1 — Homo sapiens (Human), Childhood acute monocytic leukemia, Cancer cell line (CVCL_0006), /6J — Homo sapiens (Human), Cutaneous melanoma, Cancer cell line (CVCL_W797)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12318984/full.md

## References

138 references — full list in the complete paper: https://tomesphere.com/paper/PMC12318984/full.md

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Source: https://tomesphere.com/paper/PMC12318984