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Peer-reviewedCC BY 4.0Frontiers in Immunology

Multi-omics profiling identifies a putative Akkermansia–HK3–lactate immunometabolic link associated with JPZS treatment in lupus nephritis

  1. 1Department of Rheumatology, The First Affiliated Hospital of Anhui University of Chinese Medicine
  2. 2Center for Xin’an Medicine and Modernization of Traditional Chinese Medicine, Institute of Health and Medicine

Abstract

Background: Lupus nephritis (LN) is associated with aberrant glycolytic reprogramming in renal immune cells, yet its relationship with gut microbial alterations remains poorly defined. Hexokinase 3 (HK3) has emerged as a candidate metabolic node in myeloid activation, while the relationship between gut Akkermansia abundance and renal HK3-associated metabolic changes in LN remains unclear. We used Qihuang Jianpi Zishen decoction (JPZS), an herbal formula used as an adjunct in clinical practice, as an experimental probe to investigate this putative gut–immunometabolic connection through integrated multi-omics.

Methods: Female MRL/lpr mice ( n = 6 per group) received JPZS (6.305, 12.61, or 25.22 g/kg/day) or vehicle for 8 weeks, with C57BL/6 mice serving as a healthy reference group. Renal function, autoantibodies, histopathology, and glomerular IgG deposition were assessed across treatment groups. Integrated multi-omics profiling—fecal 16S rRNA sequencing, untargeted plasma metabolomics, and renal RNA sequencing—was performed in the matched control, model, and high-dose JPZS groups. Renal lactate and pyruvate were quantified, and HK3 and Ldhal6b mRNA and their corresponding proteins were evaluated by qPCR and western blotting. HK3/F4/80 dual immunofluorescence was additionally performed to examine the spatial localization of HK3 relative to renal macrophages.

Results: JPZS reduced proteinuria, serum creatinine, glomerular IgG deposition, and renal histopathological injury in MRL/lpr mice. Gut microbiome profiling showed marked enrichment of Akkermansia and altered community composition, without significant recovery of Chao1 or Shannon diversity, accompanied by reductions in Klebsiella and Enterococcus . Plasma metabolomics revealed remodeling of amino-acid and central carbon metabolism, while renal transcriptomics identified immune-related differences and an exploratory glycolysis/gluconeogenesis enrichment signal. JPZS reduced renal lactate accumulation and the lactate/pyruvate ratio and decreased renal HK3 expression at both the mRNA and protein levels. Dual immunofluorescence showed increased HK3 and F4/80 fluorescence in model kidneys, with overlapping signals evident in merged images; both signals were lower following JPZS-H treatment. Cross-layer correlation analyses linked gut genera, circulating metabolites, and renal gene expression; targeted assays separately characterized renal lactate/pyruvate status.

Conclusion: JPZS ameliorated renal injury while inducing coordinated changes in the gut microbiome, circulating metabolome, and renal immunometabolic profile in MRL/lpr mice. Integrated multi-omics and targeted validation identified a putative Akkermansia –HK3–lactate immunometabolic link associated with JPZS treatment. These findings provide a hypothesis-generating framework for gut–kidney immunometabolic crosstalk in LN and warrant future causal validation through microbiota- and HK3-targeted approaches.

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BibTeX
@article{li2026multiomics,
  title = {{Multi-omics profiling identifies a putative Akkermansia–HK3–lactate immunometabolic link associated with JPZS treatment in lupus nephritis}},
  author = {Ming Li and Lijun Pang and Yunfei Li and Shuangshuang Shang and Chuanbing Huang},
  journal = {Frontiers in Immunology},
  year = {2026},
  month = oct,
  doi = {10.3389/fimmu.2026.1873518},
  url = {https://www.frontiersin.org/articles/10.3389/fimmu.2026.1873518/full},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Multi-omics profiling identifies a putative Akkermansia–HK3–lactate immunometabolic link associated with JPZS treatment in lupus nephritis
AU  - Ming Li
AU  - Lijun Pang
AU  - Yunfei Li
AU  - Shuangshuang Shang
AU  - Chuanbing Huang
PY  - 2026
DA  - 2026/10/22
JO  - Frontiers in Immunology
DO  - 10.3389/fimmu.2026.1873518
UR  - https://www.frontiersin.org/articles/10.3389/fimmu.2026.1873518/full
AB  - Background: Lupus nephritis (LN) is associated with aberrant glycolytic reprogramming in renal immune cells, yet its relationship with gut microbial alterations remains poorly defined. Hexokinase 3 (HK3) has emerged as a candidate metabolic node in myeloid activation, while the relationship between gut Akkermansia abundance and renal HK3-associated metabolic changes in LN remains unclear. We used Qihuang Jianpi Zishen decoction (JPZS), an herbal formula used as an adjunct in clinical practice, as an experimental probe to investigate this putative gut–immunometabolic connection through integrated multi-omics.  Methods: Female MRL/lpr mice ( n = 6 per group) received JPZS (6.305, 12.61, or 25.22 g/kg/day) or vehicle for 8 weeks, with C57BL/6 mice serving as a healthy reference group. Renal function, autoantibodies, histopathology, and glomerular IgG deposition were assessed across treatment groups. Integrated multi-omics profiling—fecal 16S rRNA sequencing, untargeted plasma metabolomics, and renal RNA sequencing—was performed in the matched control, model, and high-dose JPZS groups. Renal lactate and pyruvate were quantified, and HK3 and Ldhal6b mRNA and their corresponding proteins were evaluated by qPCR and western blotting. HK3/F4/80 dual immunofluorescence was additionally performed to examine the spatial localization of HK3 relative to renal macrophages.  Results: JPZS reduced proteinuria, serum creatinine, glomerular IgG deposition, and renal histopathological injury in MRL/lpr mice. Gut microbiome profiling showed marked enrichment of Akkermansia and altered community composition, without significant recovery of Chao1 or Shannon diversity, accompanied by reductions in Klebsiella and Enterococcus . Plasma metabolomics revealed remodeling of amino-acid and central carbon metabolism, while renal transcriptomics identified immune-related differences and an exploratory glycolysis/gluconeogenesis enrichment signal. JPZS reduced renal lactate accumulation and the lactate/pyruvate ratio and decreased renal HK3 expression at both the mRNA and protein levels. Dual immunofluorescence showed increased HK3 and F4/80 fluorescence in model kidneys, with overlapping signals evident in merged images; both signals were lower following JPZS-H treatment. Cross-layer correlation analyses linked gut genera, circulating metabolites, and renal gene expression; targeted assays separately characterized renal lactate/pyruvate status.  Conclusion: JPZS ameliorated renal injury while inducing coordinated changes in the gut microbiome, circulating metabolome, and renal immunometabolic profile in MRL/lpr mice. Integrated multi-omics and targeted validation identified a putative Akkermansia –HK3–lactate immunometabolic link associated with JPZS treatment. These findings provide a hypothesis-generating framework for gut–kidney immunometabolic crosstalk in LN and warrant future causal validation through microbiota- and HK3-targeted approaches.
SN  - 1664-3224
ER  -