# Lactate-Driven Reprogramming of Monocyte Bridges Bone Loss in Inflammatory Comorbidities

**Authors:** Junbin Wei, Zhiqian Ye, Deqian Tang, Manqing Liu, Botian Tan, Houze Li, Yan Li, Qianmin Ou

PMC · DOI: 10.3390/biom16020308 · Biomolecules · 2026-02-14

## TL;DR

This study reveals how lactate affects monocytes to cause bone loss in inflammatory diseases like periodontitis and rheumatoid arthritis.

## Contribution

The study identifies a lactate-driven immunometabolic axis linking immune activation and bone resorption in comorbid inflammatory diseases.

## Key findings

- Elevated lactate levels correlate with disease severity in periodontitis and rheumatoid arthritis models.
- Lactate metabolism genes are upregulated in specific monocyte subsets, promoting inflammation and bone loss.
- SAT1, TET2, and HIF1A are core lactate-related genes with diagnostic potential for inflammation-related bone loss.

## Abstract

Inflammatory bone loss is a shared pathological feature of chronic diseases such as periodontitis (PD) and rheumatoid arthritis (RA). Despite affecting distinct tissues, these diseases exhibit a bidirectional association and converge on common immune-mediated mechanisms of bone resorption. To uncover the molecular drivers underlying bone destruction across inflammatory comorbidities, we combined bioinformatic analyses with experimental validation, using PD and RA as clinically relevant models of inflammatory disease comorbidities. Elevated blood lactate levels were observed in murine models of PD and RA and correlated positively with disease severity. Single-cell RNA sequencing data from PD and RA cohorts revealed upregulation of lactate metabolism-related genes in specific monocyte subsets, accompanied by enhanced pro-inflammatory signaling and osteoclastogenic programs. Using multiple machine learning approaches, SAT1, TET2 and HIF1A were identified as core lactate-related genes with strong diagnostic potential for both diseases. In vivo and in vitro experiments further validated that lactate-driven reprogramming of monocytes, marked by activation of core lactate-related genes in circulating monocytes and local macrophages, functionally connects immune activation with exacerbated bone resorption in comorbid PD and RA. Together, these findings define a lactate-driven immunometabolic axis connecting immune responses and bone remodeling and identify SAT1, TET2 and HIF1A as potential biomarkers for inflammation-related bone loss.

## Linked entities

- **Genes:** SAT1 (spermidine/spermine N1-acetyltransferase 1) [NCBI Gene 6303], TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790], HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091]
- **Diseases:** periodontitis (MONDO:0005076), rheumatoid arthritis (MONDO:0008383)

## Full-text entities

- **Genes:** mct1 (modifier of curly tail 1) [NCBI Gene 17236], CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, Cd40 (CD40 antigen) [NCBI Gene 21939] {aka Bp50, GP39, HIGM1, IGM, IMD3, T-BAM}, Cxcl15 (C-X-C motif chemokine ligand 15) [NCBI Gene 20309] {aka Il8, Scyb15, lungkine, weche}, NAMPT (nicotinamide phosphoribosyltransferase) [NCBI Gene 10135] {aka 1110035O14Rik, PBEF, PBEF1, VF, VISFATIN}, Tnf (tumor necrosis factor) [NCBI Gene 21926] {aka DIF, TNF-a, TNF-alpha, TNFSF2, TNFalpha, Tnfa}, SAT1 (spermidine/spermine N1-acetyltransferase 1) [NCBI Gene 6303] {aka DC21, KFSD, KFSDX, SAT, SSAT, SSAT-1}, TNFSF11 (TNF superfamily member 11) [NCBI Gene 8600] {aka CD254, ODF, OPGL, OPTB2, RANKL, TNLG6B}, Csf1 (colony stimulating factor 1 (macrophage)) [NCBI Gene 12977] {aka BAP025, Csfm, MCSF, Mhdabap25, PG-M-CSF, op}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Tnfsf11 (tumor necrosis factor (ligand) superfamily, member 11) [NCBI Gene 21943] {aka Ly109l, ODF, OPGL, RANKL, Trance}, Hif1a (hypoxia inducible factor 1, alpha subunit) [NCBI Gene 15251] {aka HIF-1-alpha, HIF1-alpha, HIF1alpha, MOP1, bHLHe78}, Tet2 (tet methylcytosine dioxygenase 2) [NCBI Gene 214133] {aka Ayu17-449, E130014J05Rik, mKIAA1546}, CD68 (CD68 molecule) [NCBI Gene 968] {aka GP110, LAMP4, SCARD1}, Il6 (interleukin 6) [NCBI Gene 16193] {aka Il-6}, Nfkb1 (nuclear factor of kappa light polypeptide gene enhancer in B cells 1, p105) [NCBI Gene 18033] {aka NF-KB1, NF-kappaB, NF-kappaB1, p105, p50, p50/p105}, Il1b (interleukin 1 beta) [NCBI Gene 16176] {aka IL-1beta, Il-1b}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790] {aka IMD75, KIAA1546, MDS}, Sat1 (spermidine/spermine N1-acetyl transferase 1) [NCBI Gene 20229] {aka SSAT, Sat}, IGHA1 (immunoglobulin heavy constant alpha 1) [NCBI Gene 3493] {aka IgA1}, NCAM1 (neural cell adhesion molecule 1) [NCBI Gene 4684] {aka CD56, MSK39, NCAM}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}
- **Diseases:** inflammatory bowel diseases (MESH:D015212), erythema (MESH:D004890), periodontal lesions (MESH:D010510), joint destruction (MESH:D008105), chronic (MESH:D002908), infectious diseases (MESH:D003141), tissue damage (MESH:D017695), RA (MESH:D001172), Arthritis (MESH:D001168), cardiovascular and other chronic inflammatory conditions (MESH:D002318), osteoporosis (MESH:D010024), Bone Loss (MESH:D001847), bone erosion (MESH:D014077), weight loss (MESH:D015431), Inflammatory bone loss (MESH:D016301), joint swelling (MESH:D007592), autoimmune conditions (MESH:D001327), Ankle (MESH:D016512), bone resorption (MESH:D001862), metabolic dysregulation (MESH:D021081), arthritic (MESH:D015535), alveolar (MESH:D002282), Damage (MESH:D020263), injury to (MESH:D014947), chronic inflammation (MESH:D007249), PD (MESH:D010518), diabetes (MESH:D003920), cancer (MESH:D009369), swelling (MESH:D004487)
- **Chemicals:** paraformaldehyde (MESH:C003043), eosin (MESH:D004801), PBS (MESH:D007854), DAPI (MESH:C007293), H&amp;E (MESH:D006371), DMEM medium (-), hematoxylin (MESH:D006416), AZD3965 (MESH:C000592351), alfentanil (MESH:D015760), water (MESH:D014867), pyruvate (MESH:D019289), paraffin (MESH:D010232), ethylenediaminetetraacetic acid (MESH:D004492), Lactate (MESH:D019344)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** /6J — Homo sapiens (Human), Cutaneous melanoma, Cancer cell line (CVCL_W797), C57BL/6J — Mus musculus (Mouse), Transformed cell line (CVCL_C0MW)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12937828/full.md

## References

60 references — full list in the complete paper: https://tomesphere.com/paper/PMC12937828/full.md

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Source: https://tomesphere.com/paper/PMC12937828