Abstract
Inflammation plays a crucial role in the progression of atherosclerosis. Junctional adhesion molecule-like protein (JAML), a type-I transmembrane glycoprotein, activates downstream signaling pathways. However, the precise role of macrophage-derived JAML in inflammation and atherosclerosis remains unclear. This study aimed to generate mice with macrophage-specific deletion or overexpression of JAML, with the focus of assessing its impact on macrophage function and elucidating its regulatory mechanism in atherosclerosis. High-throughput data screening was employed to investigate JAML expression in atherosclerosis, and macrophage-specific JAML-knockout and transgenic mice models were utilized to examine the effects of JAML on atherosclerosis. Furthermore, the role of JAML was assessed using Oil Red O staining, RNA-sequencing analysis, and co-immunoprecipitation techniques. Increased JAML expression was observed in macrophages from both mice and patients with atherosclerosis. Macrophage-specific JAML deletion attenuated atherosclerosis and inflammation, whereas macrophage-specific JAML overexpression exacerbated these conditions. Mechanistically, JAML deletion inhibited inflammation by decreasing nuclear translocation of pyruvate kinase M2 (PKM2) and PKM2/p65 complex formation, which consequently suppressed the nuclear factor kappa B (NF-κB) pathway and NLRP3 inflammasome activation. Taken together, these findings demonstrate that macrophage-expressed JAML facilitates the progression of atherosclerosis by activating the NF-κB pathway and NLRP3 inflammasome through nuclear migration and phosphorylation of PKM2. Notably, our study revealed a novel mechanism for the regulation of NLRP3 inflammasome activation in atherosclerosis. Therefore, targeting JAML may be an effective treatment strategy for atherosclerosis, a condition characterized by chronic inflammation.
Subject terms: Cardiovascular diseases, Inflammasome
Introduction
Atherosclerotic cardiovascular disease (ASCVD) ranks among the leading causes of death globally and represents a growing public health challenge [1]. Research indicates that atherosclerosis, a chronic inflammatory condition, is driven by immune cells generating various proinflammatory cytokines [2].
During atherosclerosis progression, monocytes bind to activated endothelial cells, migrate into the sub-intimal space, and differentiate into macrophages. Various crystals associated with tissue inflammation, as well as a variety of substances such as pore-forming toxins or extracellular ATP, promote the activation of the nucleotide-binding oligomerization domain (NOD)-like receptor family, pyrin domain containing 3 (NLRP3) inflammasome in macrophages [3], leading to the secretion of mature interleukin-1β (IL-1β) [4], a crucial proinflammatory cytokine that drives atherosclerotic progression. Given the significant role of NLRP3 inflammasome activation in the advancement of atherosclerosis and associated vascular inflammation, elucidating the mechanisms underlying NLRP3 inflammasome activation is imperative.
Junctional adhesion molecule-like protein (JAML), a type I transmembrane glycoprotein, is involved in mediating cell-cell interactions and binding to intracellular proteins, thereby activating downstream signaling pathways [5–7]. Previous studies indicate that JAML is predominantly expressed in neutrophils and monocytes/macrophages, with its expression being upregulated in response to various stimuli [8, 9]. However, disruption of the JAML gene notably impedes neutrophil adhesion and migration mediated by proinflammatory factors [10, 11]. Despite being implicated in various human diseases, including diabetic kidney disease [12–16], the role of JAML in regulating the NLRP3 inflammasome during atherosclerosis, particularly in macrophages, remains elusive [16].
To address this knowledge gap, we generated mice with macrophage-specific deletion or overexpression of JAML, assessed its impact on macrophage function, and elucidated its regulatory mechanism in atherosclerosis.
Materials and methods
Animals
Male ApoE−/− mice, aged 8 weeks, were acquired from Beijing Vital River Laboratory Animal Technology Co., Ltd. These mice were subjected to either a normal or HFD for 12 weeks. Macrophage-specific JAML knockout (JAMLM-KO) and knock‐in (JAMLM-KI) mice were generated using CRISPR/Cas9 and Cre/LoxP techniques by GemPharmatech Co., Ltd. and subsequently crossed with ApoE−/− mice to generate JAMLM-KO/ApoE−/− and JAMLM-KI/ApoE−/− mice. All mice used in this study were male and aged 6-8 weeks. These mice were subjected to a HFD for 12 weeks. Then, JAMLWT/ApoE−/− and JAMLM-KI/ApoE−/− mice were fed with HFD and randomized to 0.9% saline group and MCC950 group (10 mg/kg) via intraperitoneal injection three times a week for 12 weeks [17]. They were provided with sufficient food and water ad libitum and maintained under a 12-h light/12-h dark cycle at a consistent ambient temperature of 23 °C. All animal experimental protocols adhered to the Management Rules of the Chinese Ministry of Health and were approved by the appropriate Ethics Committee (DWLL-2023-037).
The different mouse groups were randomly assigned and investigators were blinded to group allocation during the experiment and when assessing the outcome. The required sample size was calculated by assuming 80% power with significance level of 0.05. The numbers of animals used in each group was indicated in the respective figure legends.
Human atherosclerotic samples
Carotid artery plaque tissue was obtained via internal carotid endarterectomy, with the adjacent non-atherosclerotic section of the vessel wall serving as the control. All experimental protocols were approved by the Ethics Committee of Shandong University Qilu Hospital. Venous blood samples were collected from both healthy volunteers and patients, and PBMCs were isolated following the manufacturer’s instructions (Solarbio, P8680, China). Written informed consent was obtained from all the participants, and the study was conducted in accordance with the Declaration of Helsinki. To generate HMDMs, CD14(+) cells were isolated from the PBMCs using a CD14 MicroBeads (Miltenyi Biotec, 130-050-201).And isolated CD14(+) cells were cultured with Dulbecco’s Modified Eagle’s medium (DMEM; Gibco, USA), 10% FBS (Gibco, USA), 1% penicillin-streptomycin (Gibco, USA) and 20 ng/mL of M-CSF (Medchemexpress, China) for one week [18–20].
Data collection and bioinformatics analysis
The GSE43292 dataset was downloaded from the Gene Expression Omnibus database (https://ncbi.nlm.nih.gov/geo/). This dataset included human carotid endarterectomy samples from 34 participants; these were used to identify differentially expressed genes (DEGs) in human atherosclerotic plaques. Data analysis was performed using R project (R version 4.0.3). Firstly, the probe names in the gene expression profiles were converted into gene names according to platform annotation files and calculate the average value of genes corresponding to multiple probes.
Atherosclerotic lesion analysis
Mice were euthanized, and their aortas and hearts were immediately perfused with physiological saline. The entire aorta and heart were meticulously dissected under a microscope and immersed in 4% paraformaldehyde for 48 h. The aortas were then unfolded, stained with Oil Red O, and photographed using a digital camera. Hearts were dehydrated with gradient sucrose solutions and embedded in optimal cutting temperature compound (OCT, Sakura, Japan) for frozen sections (6 μm). Representative sections were stained with Oil Red O and H&E. Image Pro Plus software (Media Cybernetics, Inc., USA) was used to quantify the stained areas.
Cell culture
Mice were intraperitoneally injected with 1 ml sterile 6% starch solution. After 3 days, peritoneal macrophages were collected using ice-cold DMEM (Gibco, USA) through peritoneal lavage. The cell suspension was centrifuged at 800 rpm for 5 min, and the pellet was resuspended in fresh DMEM supplemented with 10% fetal bovine serum (Gibco, USA) and 1% Penicillin-Streptomycin (Gibco, USA). Macrophages were then treated with lipopolysaccharide (LPS; Sigma, USA) for 8 h at a concentration of 100 ng/ml, ox-LDL (Yiyuanbiotech, China) for 24 h at a concentration of 50 μg/ml, or Cholesterol crystals (CHO) for 24 h at a concentration of 1 mg/mL followed by treatment with adenosine 5’-triphosphate (ATP; Sigma, USA) for 30 min at a concentration of 5 mM.
The human embryonic kidney cells lines (HEK293T) were obtained from KeyGene BioTech (China) and cultured in DMEM medium supplemented with 10% FBS and 1% Penicillin-Streptomycin.
Preparation of cholesterol crystals
Cholesterol powder (Sigma, USA) was dissolved in 95% ethanol and heated to 60 °C, then the sample was filtered through filter paper and crystallized at room temperature. The sample were sterilized by filter sterilizing, autoclaving and ground to make the size within 1-10 μm prior to use. The obtained Cholesterol crystals (CHO) can be stored at -20 °C for spare [21, 22].
Immunofluorescence
After rehydration and blocking, sections were incubated overnight at 4 °C with primary antibodies, including MOMA-2 (ab33451), IL-1β (ab234437), CD31 (ab222783), F4/80 (14-4801-82), JAML (21302-1-AP), and NLRP3 (AG-20B-0014-C100). The next day, the sections were incubated with secondary antibodies, including Alexa Fluor® 594 (ab150156 and ab150120) and Alexa Fluor® 488 (ab150117, ab150165, and ab150061) for 30 min at room temperature. After washing with 1× phosphate buffered saline (PBS), nuclei were stained with 4’,6-diamidino-2-phenylindole (DAPI; ab104139) and visualized using a fluorescence microscope (DS-Ri2, Nikon, Japan). Non-specific immunoglobulin (Ig) G and PBS were used as negative controls.
Transcriptome RNA sequencing
Total RNA from macrophages was isolated using the Total RNA Isolation kit (Tianmo #TR205-200, Genstone, China). The RNA quality was assessed using an Agilent Bioanalyzer 2100 (Agilent Technologies, Santa Clara, CA, USA). Strand-specific RNA sequencing libraries were constructed using the VAHTS Total RNA-seq (H/M/R) Library Prep Kit (Vazyme, China), and sequencing was performed using Illumina NovaSeq 6000 (Illumina, USA). DEG analysis between macrophages from JAMLWT and JAMLM-KO mice was performed using the edgeR package.
Co-IP
Cells were lysed in radioimmunoprecipitation assay (RIPA) buffer containing protease inhibitors (CW2200) at 4 °C. The lysate was centrifuged at 13,000 rpm for 15 min at 4 °C, and the supernatant was collected. Antibodies or IgG (30000-0-AP) was added to the supernatant and incubated for 2 h at 4 °C. Protein A/G PLUS-Agarose (sc2003) was then added and incubated overnight at 4 °C. The following day, beads were washed five times with lysis buffer (CW2334), treated with sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) Loading Buffer (CW0027) at 99 °C, and processed for western blot analysis.
LC-MS/MS analysis for JAML-interacting proteins
Protein samples collected from JAML co-immunoprecipitates were subjected to LC-MS/MS analysis, with IgG used as the negative control. The samples were electrophoresed, and the gels were analyzed using an LC-MS/MS system with a Q Exactive HF-X mass spectrometer (Thermo Fisher Scientific, Shanghai, China). Data were analyzed using Proteome Discoverer 2.0 software (Thermo Fisher Scientific, Shanghai, China) against the Mus_musculus_uniprot_20230307 database.
Statistical analysis
All statistical analyses were conducted using GraphPad Prism 8 software (GraphPad Software, USA). Data are expressed as mean ± standard error of the mean (SEM), and each experiment was replicated at least three times independently. For normally distributed data, comparisons between two groups were made using a t-test, while comparisons among multiple groups were made using one-way analysis of variance. For non-normally distributed data, the rank sum test was employed. Statistical significance was set at p < 0.05.
Results
Increased JAML expression during atherosclerosis
First, we re-analyzed data from a previously published genome-wide expression study of the human carotid atheroma dataset (GSE43292). Our findings revealed a significant upregulation of JAML expression in human atherosclerotic plaques (Fig. 1A). Following this, we constructed an atherosclerotic mouse model. As shown in Fig. 1B, AS plaques were significantly increased in the mice fed with a 12-week high-fat diet (HFD), as well as significantly increased the expression of JAML compared to that in the control group (Fig. 1C). Immunofluorescence analysis further indicated a high degree of colocalization between JAML and the macrophage marker F4/80 appears to be much higher than that between JAML and CD31 [23] (Fig. 1D, E). These findings suggest that JAML protein is highly expressed in macrophages during atherosclerosis. We further examined the expression level of JAML in peripheral blood mononuclear cells (PBMCs) and human monocyte-derived macrophages (HMDMs) and found that JAML expression was significantly elevated in both cell types of patients with CAD, with the highest level in HMDMs of CAD patients (Fig. 1F, G). Taken together, these findings suggested that JAML was involved in the pathogenesis and progression of atherosclerosis.
Fig. 1. Increased JAML expression in atherosclerotic lesions of mice and humans.
A The statistical graph illustrating the differential expression of JAML in human macroscopically intact tissue (black dots) and atheroma plaque (red dots) from the Gene Expression Omnibus (GEO) database. B Representative Oil Red O staining and quantitative analysis of atherosclerotic lesions in the entire aorta either a normal chow diet or a high-fat diet (HFD) for 12 weeks. n = 6, *p < 0.05 vs. Chow Diet. C Representative immunohistochemical images and quantitative analysis of JAML expression in the frozen aortic root sections of ApoE−/− mice fed either a normal chow diet or HFD for 12 weeks. Brown areas indicate positive JAML staining. Scale bar = 100 μm. n = 6, ***p < 0.001 vs. Chow Diet. D Representative immunofluorescence images showing the colocalization (yellow particles) of JAML (red particles) and CD31 (green particles) in the frozen aortic root sections of ApoE−/− mice fed either a normal diet or HFD for 12 weeks. n = 6. Scale bar = 100 μm. E Representative immunofluorescence images showing the colocalization (yellow particles) of JAML (red particles) and F4/80 (green particles) in the frozen aortic root sections of ApoE−/− mice fed either a normal diet or HFD for 12 weeks. n = 6. Scale bar = 100 μm. F Representative immunofluorescence images displaying CD68 expression (green particles) in HMDMs from healthy controls. Scale bar = 50 μm. G Representative western blots showing JAML expression in peripheral blood mononuclear cells (PBMCs) and HMDMs from patients with coronary artery disease (CAD) and healthy controls. n = 6, **p < 0.01, ***p < 0.001 vs. Normal.
Macrophage-specific JAML deletion attenuates atherosclerosis development
To investigate the role of macrophage-derived JAML in atherosclerosis, we engineered macrophage-specific JAML-knockout mice. We crossed JAMLflox/flox mice with Lyz2-Cre mice to generate JAMLflox/flox:Lyz2-Cre+ mice (hereafter referred to as JAMLM-KO mice) and JAMLflox/flox:Lyz2-Cre− littermates (hereafter referred to as JAMLWT mice) as control groups. These were further bred with ApoE−/− mice to obtain JAMLM-KO/ApoE−/− and JAMLWT/ApoE−/− mice, respectively (Fig. 2A, B). Following a HFD regimen, a significant reduction in plaque area was observed in JAMLM-KO/ApoE−/− mice compared to that in controls (Fig. 2C, D). Histological analyses, including hematoxylin-eosin (H&E), Oil Red O, and MOMA-2 staining of the aortic root, showed a significant decrease in lipid accumulation and macrophage infiltration in JAMLM-KO/ApoE−/− mice (Fig. 2E, F). Despite these differences, no significant changes in heart rate, body weight, blood pressure, or lipid profile were observed between the two groups (Fig. 2G and Table S2). Thus, these data demonstrate that macrophage-specific JAML deficiency mitigates the progression of atherosclerosis.
Fig. 2. Macrophage-specific JAML knockout attenuates atherosclerosis development in ApoE−/− mice.
A Schematic representation of the construction of macrophage-specific JAML conditional knockout (JAMLM-KO and JAMLM-KO/ApoE−/−) mice. B Representative western blot images showing the efficiency of JAML knockout in macrophages from JAMLWT and JAMLM-KO mice. n = 13, ***p < 0.001 vs. Control. C, D Representative Oil Red O staining and quantitative analysis of atherosclerotic lesions in the entire aorta. n = 6, ***p < 0.001 vs. Control. E Representative hematoxylin and eosin (H&E) and Oil Red O staining and immunofluorescence images of MOMA-2 (green particles) in frozen aortic root sections from JAMLWT/ApoE−/− and JAMLM-KO/ApoE−/− mice. Scale bar = 100 μm. F Quantitative analysis of the histological and immunofluorescence data from (E). n = 6, **p < 0.01, ***p < 0.001 vs. Control. G Lipid levels in JAMLWT/ApoE−/− and JAMLM-KO/ApoE−/− mice fed a high-fat diet (HFD) for 12 weeks. n = 6.
Macrophage-specific JAML overexpression exacerbates atherosclerosis
To further elucidate the role of macrophage-derived JAML in atherosclerosis in vivo, we generated macrophage-specific JAML-overexpressing mice (JAMLM-KI mice) and verified overexpression efficiency (Fig. 3A, B). Upon induction of atherosclerosis through HFD feeding, analyses of atherosclerotic plaques revealed a significant increase in plaque area, lipid deposition, and macrophage infiltration in JAMLM-KI/ApoE−/− mice (Fig. 3C-E). Notably, JAML overexpression did not influence heart rate, body weight, blood pressure (Table S3), or lipid profiles (Fig. 3F). Collectively, these results suggest that JAML overexpression in macrophages accelerates the progression of atherosclerosis.
Fig. 3. Macrophage-specific JAML over-expression promotes atherosclerosis development in ApoE−/− mice.
A Schematic representation of the construction of macrophage-specific JAML-overexpressing mice (JAMLM-KI and JAMLM-KI/ApoE−/−). B Representative western blot images showing the efficiency of JAML over-expression in macrophages from JAMLWT and JAMLM-KI mice. n = 5, ***p < 0.001 vs. Control. C Representative Oil Red O staining and quantitative analysis of atherosclerotic lesions in the entire aorta. n = 6, **p < 0.01 vs. Control. D, E Representative hematoxylin and eosin (H&E) and Oil Red O staining and immunofluorescence images of MOMA-2 (green particles) in frozen aortic root sections from JAMLWT/ApoE−/− and JAMLM-KI/ApoE−/− mice. Scale bar = 100 μm. n = 6, *p < 0.05, ***p < 0.001 vs. Control. F Lipid levels of JAMLWT/ApoE−/− and JAMLM-KI/ApoE−/− mice fed a high-fat diet (HFD) for 12 weeks. n = 6.
JAML deletion inhibits NLRP3 inflammasome activation
To elucidate the molecular mechanisms underlying the role of JAML in atherosclerosis, we isolated macrophages from JAMLM-KO and JAMLWT mice and stimulated them with LPS or ATP for transcriptomic sequencing. The results demonstrated that 478 genes upregulated and 391 genes downregulated in JAMLM-KO macrophages compared to controls (Fig. S1A). The Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway and gene set enrichment analyses (GSEA) revealed a significant association of JAML with the NOD-like receptor signaling pathway [24] (Fig. S1B, C). Notably, differential gene expression analysis between the JAMLWT and JAMLM-KO groups highlighted a significant alteration in NLRP3 expression, a key member of the NOD-like receptor family, following JAML knockout (Fig. S1D).
The NLRP3 inflammasome is a multi-protein complex composed of NLRP3, ASC, and caspase-1, which mediates the activation of caspase-1. P10 cleaves pro-IL-1β and pro-IL-18 to produce mature IL-1β and IL-18, potentially contributing to a variety of inflammatory diseases, including atherosclerosis [25, 26]. To determine whether JAML affects NLRP3 inflammasome activation, we assessed the expression of NLRP3 inflammasome-related factors. Following 12 weeks of HFD feeding, we observed a marked reduction in NLRP3 and IL-1β expressions in the aortic roots of JAMLM-KO/ApoE−/− mice (Fig. 4A-C). Additionally, the expression of NLRP3 inflammasome-associated proteins, including NLRP3, pro-IL-1β, IL-1β, and P10, was significantly lower in JAMLM-KO/ApoE−/− mice than in controls (Fig. 4E), and the production of NLRP3 inflammasome-dependent cytokines, such as IL-1β and IL-18, was also decreased in the serum of JAMLM-KO/ApoE−/− mice (Fig. 4D). However, no statistically significant differences were observed in pro-caspase-1 and ASC protein expression levels, which are involved in inflammasome assembly (Fig. 4D, E).
Fig. 4. Macrophage-specific JAML deficiency inhibits NLRP3 inflammasome activation in vivo.
A, B Representative immunofluorescence images of NLRP3 and IL-1β (red particles) in frozen aortic root sections from JAMLWT/ApoE−/− and JAMLM-KO/ApoE−/− mice. Scale bar = 50 μm. C Quantitative analysis of (A, B). n = 6, **p < 0.01 vs. Control. D Serum levels of IL-1β and IL-18 in JAMLWT/ApoE−/− and JAMLM-KO/ApoE−/− mice fed an HFD for 12 weeks. n = 6. *p < 0.05, ***p < 0.001 vs. Control. E Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in whole-aorta lysates from JAMLWT/ApoE−/− and JAMLM-KO/ApoE−/− mice fed a high-fat diet (HFD) for 12 weeks. n = 6, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control.
It has been reported that the stimulation of LPS, ox-LDL and Cholesterol crystals (CHO) may contribute to the activation of NLRP3 inflammasome [21, 27, 28]. Therefore, we tested a variety of stimuli by western blot, and the results of our experiment showed that NLRP3 inflammasome activation was only possible after ATP was added after LPS, ox-LDL or CHO addition (Fig. 5A). Next, we evaluated the molecular alterations after stimulation by LPS + ATP and ox-LDL + ATP. The mRNA and protein expression levels of NLRP3 inflammasome-related factors were decreased in LPS and ATP-stimulated JAMLM-KO macrophages (Fig. 5B, E). Consistent with these findings, IL-1β, P10 and IL-18 protein levels in supernatant from JAMLM-KO macrophages were also significantly decreased (Fig. 5C). Additionally, IL-1β and IL-18 concentrations in the supernatants of JAML-depleted macrophages were significantly reduced (Fig. 5D). These data indicate that JAML deficiency in macrophages markedly reduces the activation of the NLRP3 inflammasome in atherosclerotic plaques.
Fig. 5. Macrophage-specific JAML deficiency inhibits NLRP3 inflammasome activation in vitro.
A Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in peritoneal macrophages after lipopolysaccharide (LPS; 8 h; 100 ng/ml), ox-LDL (24 h, 50 μg/ml), Cholesterol crystals (CHO; 24 h; 1 mg/mL) and ATP (30 min, 5 mM) stimulation. n = 4, ***p < 0.001 vs. Control. B Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in peritoneal macrophages from JAMLWT and JAMLM-KO mice after LPS (8 h, 100 ng/ml) and ATP (30 min, 5 mM) stimulation. n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. C Quantitative analysis of the expression of IL-1β, P10 and IL-18 proteins in supernatant of peritoneal macrophages from JAMLWT and JAMLM-KO mice after LPS (8 h, 100 ng/ml) and ATP (30 min, 5 mM) stimulation. n = 4, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. D Supernatant levels of IL-1β and IL-18 in macrophages from JAMLWT and JAMLM-KO mice stimulated with LPS (8 h, 100 ng/ml) and ATP (30 min, 5 mM). n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. E The expression of NLRP3, IL-1β, and IL-18 in macrophages from JAMLWT and JAMLM-KO mice stimulated with LPS and ATP was determined via polymerase chain reaction (PCR). n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control.
JAML overexpression promotes NLRP3 inflammasome activation
To further demonstrate the relationship between JAML and the NLRP3 inflammasome, we examined the activation of the NLRP3 inflammasome following overexpression of JAML. JAMLM-KI mice exhibited elevated protein expression levels of NLRP3 and IL-1β in aortic root plaques compared to those in control mice (Fig. 6A-C). In vitro, we used an adenovirus to overexpress JAML in macrophages (Fig. 6D). As shown in Fig. 6E-G, macrophages overexpressing JAML displayed increased mRNA and protein expression levels of NLRP3, pro-IL-1β, IL-1β, and P10 compared to those in controls, including IL-1β, P10, and IL-18 in cell supernatant. Furthermore, JAML overexpression led to increased levels of the inflammatory cytokines IL-1β and IL-18. Taken together, these results support the role of JAML in positively regulating NLRP3 inflammasome activation during atherosclerosis. Stimulation of ox-LDL + ATP was also evaluated, and the results indicated that JAML knockdown (Fig. S1A, B) and overexpression (Fig. S2C, D) decreased and increased the activation of the NLRP3 inflammasome, respectively, compared with the corresponding Control groups.
Fig. 6. Macrophage-specific JAML overexpression promotes NLRP3 inflammasome activation.
A, B Representative immunofluorescence images and quantitative analysis of NLRP3 and IL-1β (red particles) in frozen aortic root sections from JAMLWT/ApoE−/− and JAMLM-KI/ApoE−/− mice. Scale bar = 50 μm. C Quantitative analysis of (A, B). n = 6, *p < 0.05 vs. Control. D Macrophages were transfected with JAML adenovirus, and the transfection efficiency was verified through western blotting. n = 5, ***p < 0.001 vs. Control. E Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in JAML adenovirus- and control-transfected macrophages after stimulation with LPS and ATP. n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. F Quantitative analysis of the expression of IL-1β, P10 and IL-18 proteins in supernatant of peritoneal macrophages from JAMLWT and JAMLM-KI mice after LPS and ATP stimulation. n = 4, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. G The expression of NLRP3, IL-1β, and IL-18 in JAML adenovirus- and control-transfected macrophages after stimulation with LPS and ATP was determined via polymerase chain reaction (PCR). n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control.
To further validate our hypothesis, MCC950, a NLRP3 inflammasome inhibitor, was used [17, 18, 29]. We compared atherosclerotic lesion progression between JAMLWT/ApoE−/− mice and JAMLM-KI/ApoE−/− mice after 12 weeks of feeding a HFD and intraperitoneal injection of MCC950. Collectively, the results suggested that MCC950 reversed the effects of JAML overexpression on AS progression (Fig. S4). The above results further indicated that atherosclerosis-promoting effects of JAML by activating NLRP3 inflammasome.
JAML promotes NLRP3 inflammasome activation via the NF-κB pathway
Next, we investigated the molecular mechanisms through which JAML regulates NLRP3 inflammasome activation in macrophages. NLRP3 inflammasome activation is triggered by exogenous pathogen-associated molecular patterns and endogenous damage-associated molecular patterns through the activation of the NF-κB signaling pathway, which induces the transcription of pro-IL-1β and NLRP3 [26, 30]. We stimulated macrophages with LPS and assessed the activation of the NF-κB signaling pathway. Compared to the control group, JAML knockout significantly inhibited LPS-induced phosphorylation of IKKα/β, IKBα, and NF-κB p65 (Fig. 7A, B). Additionally, JAML overexpression promoted the activation of the NF-κB pathway (Fig. 7C, D). In addition, we further validated the activation of NF-κB with ox-LDL stimulation, and the results were consistent with the above (Fig. S3). The application of BAY 11-7082, an NF-κB pathway inhibitor, reversed JAML-induced activation of the NLRP3 inflammasome (Fig. 7E, F). These findings demonstrate that JAML promotes NLRP3 inflammasome activation via the NF-κB pathway.
Fig. 7. JAML promotes NLRP3 inflammasome activation via the NF-κB pathway.
A, B Representative western blot images and quantitative analysis of the expression of NF-κB pathway-related proteins in peritoneal macrophages treated with phosphate buffered saline (PBS) or lipopolysaccharide (LPS; 30 min, 100 ng/ml) from JAMLWT and JAMLM-KO mice. n = 5, **p < 0.01, ***p < 0.001 vs. Control. C, D Representative western blot images and quantitative analysis of the expression of NF-κB pathway-related proteins in JAML adenovirus- and control-transfected macrophages after stimulation with LPS. n = 6, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. E, F Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in JAML adenovirus- and control-transfected macrophages after stimulation with BAY 11-7082 pretreatment (30 min; 10 μM) and LPS. n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control.
JAML interacts with PKM2 to regulate the activation of the NF-κB signaling pathway
To elucidate the mechanism through which JAML activates NF-κB, we conducted a search for JAML-interacting proteins using co-immunoprecipitation (Co-IP) coupled with liquid chromatography-tandem mass spectrometry (LC-MS/MS) analysis. PKM emerged as one of the top JAML-binding proteins and was selected for further investigation (Table 1). Among the two isoforms of PKM [31], only PKM2 plays a pivotal role in regulating inflammation in macrophages [32]. The interaction between JAML and PKM2 was confirmed through Co-IP (Fig. 8A). Next, we determined the domains of JAML and PKM2 that were responsible for their interaction. Based on previously reported structural characteristics of JAML and PKM2 [5, 33, 34], truncated fragments encoding different domains of these proteins were constructed (Fig. 8B) and transfected into 293 T cells. The intracellular domain (ICD) of JAML was found to interact with the A + B domain of PKM2 (Fig. 8C, D).
Table 1.
Identification of JAML interacting proteins.
| Ranking | Protein names |
|---|---|
| 1 | Pyruvate kinase PKM |
| 2 | Myosin-9 |
| 3 | Actin, cytoplasmic 1 |
| 4 | Trypsin 10 |
| 5 | Actin, alpha cardiac muscle 1 |
| 6 | Bifunctional purine biosynthesis protein ATIC |
| 7 | Myoferlin |
| 8 | Endoplasmic reticulum chaperone BiP |
| 9 | Cathepsin D |
| 10 | Vimentin |
| 11 | Elongation factor 1-alpha 1 |
| 12 | Histone H4 |
| 13 | Histone H2B |
| 14 | Heat shock cognate 71 kDa protein |
| 15 | Inhibitor of nuclear factor kappa-B kinase subunit epsilon |
| 16 | Lactadherin |
| 17 | Histone H2B type 2-E |
| 18 | Desmoplakin |
| 19 | ATP synthase subunit alpha, mitochondrial |
| 20 | Glyceraldehyde-3-phosphate dehydrogenase |
Fig. 8. JAML interacts with PKM2 to regulate the activation of the NF-κB signaling pathway.
A Co-immunoprecipitation of endogenous JAML with PKM2 in mouse peritoneal macrophages. IgG was used as the Control. B Structural composition of JAML and PKM2. C Co-immunoprecipitation of Flag-PKM2 and Myc-JAML-(297-394) in HEK293T cells. The Myc vector (Myc) was used as the Control. D Co-immunoprecipitation of Myc-JAML-(297-394) with Flag-PKM2-FL, Flag-PKM2-(1-43), Flag-PKM2-(44-388), and Flag-PKM2-(389-531) in HEK293T cells. The Flag vector (Flag) was used as the Control. E Representative western blot images and quantitative analysis of PKM2 expression in peritoneal macrophages from JAMLWT and JAMLM-KO mice treated with phosphate buffered saline (PBS) or lipopolysaccharide (LPS; 30 min, 100 ng/ml). n = 6. F, G Representative western blot images and quantitative analysis of PKM2 expression in the cytoplasm and nucleus of peritoneal macrophages from JAMLWT and JAMLM-KO mice treated with PBS or LPS (30 min, 100 ng/ml). n = 5, *p < 0.05, **p < 0.01 vs. Control. H Representative confocal microscopy images and quantitative analysis of immunofluorescence staining for PKM2 and DAPI in peritoneal macrophages from JAMLWT and JAMLM-KO mice treated with PBS or LPS (30 min; 100 ng/ml). Scale bar = 20 μm. n = 6, ***p < 0.001 vs. Control. I Representative western blot images and quantitative analysis of p-PKM2 and PKM2 expression in peritoneal macrophages from JAMLWT and JAMLM-KO mice treated with LPS (30 min; 100 ng/ml). n = 5, **p < 0.01 vs. Control. J Co-immunoprecipitation of endogenous PKM2 with p65 in mouse peritoneal macrophages from JAMLWT and JAMLM-KO mice treated with PBS or LPS (30 min; 100 ng/ml). Rabbit IgG (IgG) was used as the Control. K Representative western blot images showing the efficiency of NC siRNA or PKM2 siRNA in macrophages. n = 6, ***p < 0.001 vs Control. L, M Representative western blot images and quantitative analysis of the expression of NF-κB pathway-associated proteins in peritoneal macrophages with LPS-overexpressing control GFP and JAML. n = 5, *p < 0.05 vs. Control. N Representative western blot images and quantitative analysis of the expression of NLRP3 inflammasome-associated proteins in peritoneal macrophages with LPS + ATP overexpressing control GFP and JAML. n = 5, *p < 0.05, **p < 0.01, ***p < 0.001 vs. Control. O Under stimulatory conditions, JAML binds to PKM2 and enhances its phosphorylation, thereby inducing the translocation of PKM2 into the nucleus. The formation of the PKM2/p65 complex within the nucleus activates the NLRP3 inflammasome driven by the NF-κB signaling pathway, resulting in the release of inflammatory factors and the acceleration of atherosclerosis (drawn by Figdraw).
Phosphorylation of PKM2 at Tyr105 prevents the formation of the PKM2 tetramer and promotes the formation of an inactive dimer, facilitating its translocation to the nucleus and binding to the NF-κB p65 subunit [35–37]. We assessed the protein levels of phosphorylated PKM2 (p-PKM2) and total PKM2 in macrophages, as well as the distribution of PKM2 in the cytosol and nucleus. JAML deficiency did not affect the total PKM2 protein expression (Fig. 8E) but significantly reduced p-PKM2 levels, PKM2 nuclear expression, and the binding of PKM2 to p65 (Fig. 8F-J). Next, we transfected macrophages with PKM2-specific siRNA (Fig. 8K) and observed that PKM2 knockdown reversed the activation of NF-κB signaling and NLRP3 inflammasome induced by JAML overexpression (Fig. 8L-N). These data suggest that JAML regulates the activation of the NF-κB signaling pathway through its interaction with PKM2 in macrophages.
Discussion
ASCVD is a major cause of death and morbidity worldwide, with inflammation being a principal trigger for the development of atherosclerosis [38]. This study highlights the crucial role of macrophage-derived JAML in the progression of atherosclerosis, demonstrating its significant upregulation in PBMCs from patients with CAD and in the plaques of ApoE−/− mice. Our findings show that JAML deletion reduces atherosclerotic plaques, whereas JAML overexpression promotes them. Mechanistically, JAML enhances the phosphorylation and nuclear translocation of PKM2, thereby activating NF-κB signaling and the NLRP3 inflammasome, accelerating atherosclerosis progression (Fig. 8O). Collectively, these findings suggest that inhibiting JAML in macrophages could be an effective anti-inflammatory therapeutic strategy for atherosclerosis.
Additionally, this study provides substantial evidence that JAML regulates NLRP3 inflammasome activation in macrophages by modulating PKM2 phosphorylation, as beyond its role as a cell adhesion molecule, JAML participates in protein complexes crucial for signal transduction. Moreover, studies have shown that the intracellular domain of JAML activates downstream signaling pathways through direct binding with intracellular proteins [5, 6].
JAML plays a critical role in the pathophysiology of various diseases, and its dysfunction is linked to diabetic kidney disease, gastric cancer, and intestinal epithelial injury [13, 14, 39]. In mouse models of diabetes, JAML induces lipid synthesis by altering the SIRT1-SREBP1 signaling pathway, leading to podocyte injury and albuminuria [12]. High JAML expression is correlated with deep invasion, larger tumor size, and poor prognosis in cancerous tissues [15]. In gastric cancer, JAML promotes cell proliferation and migration partially through the P38 signaling pathway, suggesting its potential as a therapeutic target in tumors. In this study, we observed that JAML expression is upregulated in macrophages within human and mouse atherosclerotic plaques. Consequently, using JAMLM-KO/ApoE-/- and JAMLM-KI/ApoE-/- mice, we elucidated the role of JAML in atherosclerosis, highlighting the significant contribution of macrophage-derived JAML to atherosclerotic progression. This research expands our understanding of the biological functions of JAML.
The NLRP3 inflammasome, an innate immune signaling complex, is a pivotal mediator of the IL-1 cytokine family in atherosclerosis [30, 40]. Its activation contributes to vascular inflammation, a critical factor in atherosclerotic progression [30, 41]. The activation of NLRP3 inflammasomes in macrophages involves two steps [25]. First, priming occurs when microbial or endogenous signals promote NF-κB nuclear translocation to regulate the transcription and expression of NLRP3, pro-IL-1β, and pro-IL-18. The second step involves assembly, where ATP, pore-forming toxins, and reactive oxygen species facilitate the assembly and activation of the NLRP3 inflammasome, leading to the maturation and secretion of IL-1β and IL-18. The NF-κB signaling pathway is a classical pathway that activates the NLRP3 inflammasome [30]. To our knowledge, this study is the first to demonstrate that JAML promotes NLRP3 inflammasome activation in macrophages.
One notable finding of this study is the interaction between JAML and PKM2 in macrophages. PKM2, one of the two isoforms of PKM, is associated with glycolysis and the Warburg effect. Emerging evidence indicates that PKM2 can function as a protein kinase to regulate gene transcription either alone or with other factors such as p65 [32, 42, 43]. PKM2 phosphorylation at Tyr105 by tyrosine kinases, such as sarcoma kinase and hematopoietic cell kinase [44], promotes its nuclear translocation, where it interacts with p65 to form a functional complex, The PKM2/p65 complex, that activates the NF-κB signaling pathway, driving the expression of downstream genes [45, 46]. Consistent with this role, our results showed that JAML deletion abolished LPS-induced PKM2 nuclear translocation and phosphorylation. Interestingly, JAML deficiency suppressed the interaction between PKM2 and p65 without affecting total PKM2 expression, indicating that JAML regulates PKM2 in macrophages.
In conclusion, our findings suggest that JAML activates the NF-κB signaling pathway through the regulation of PKM2 phosphorylation and nuclear translocation, leading to NLRP3 inflammasome activation and subsequent secretion of pro-inflammatory cytokine. Thus, JAML in macrophages plays a crucial role in regulating NLRP3 inflammasome activation during atherosclerosis and presents potential targets for anti-inflammatory therapeutics for this disease. Therefore, this work proves that JAML functions as a prognostic marker and has promising prospects in atherosclerosis treatment.
Supplementary information
Figure S1. JAML promotes NOD-like receptor signaling pathway activation in macrophages
Figure S2. Macrophage-specific JAML promotes the activation of NLRP3 inflammasome activation with ox-LDL stimulation
Figure S3. JAML promotes NLRP3 inflammasome activation via the NF-κB pathway stimulated by ox-LDL
Figure S4. MCC950 partially reverses the promoting effect of JAML on atherosclerosis
Author contributions
JY, WZ and CZ conceived, designed the study, and revised the pre-final manuscript and final approval of the version. HC, LX and HL contributed to data acquisition, analysis and writing of the manuscript. CC, FX, ZW, LL and LQ participated in data curation and statistical analysis. All authors have read the manuscript and provided comments and suggestions.
Funding
This work was supported by grants of the National Natural Science Foundation of China (Nos. 81100207), the Natural Science Foundation of Shandong Province (ZR2024ZD23 and ZR2024ZD09) and the Taishan Scholar Project of Shandong Province of China (No. tstp20240852).
Data availability
Original data of RNA-sequencing are available from the NCBI Gene Expression Omnibus (GEO) database under accession number GSE287332.
Competing interests
The authors declare no competing interests.
Ethics
All animal experimental protocols adhered to the Management Rules of the Chinese Ministry of Health and were approved by the appropriate Ethics Committee (DWLL-2023-037). All human experimental protocols were approved by the Ethics Committee of Shandong University Qilu Hospital. Written informed consent was obtained from all the participants, and the study was conducted in accordance with the Declaration of Helsinki.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Huiliang Cui, Lin Xie, Hanlin Lu.
Contributor Information
Wencheng Zhang, Email: zhangwencheng@sdu.edu.cn.
Jianmin Yang, Email: yangjianminsdu@163.com.
Supplementary information
The online version contains supplementary material available at 10.1038/s41418-025-01489-5.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Figure S1. JAML promotes NOD-like receptor signaling pathway activation in macrophages
Figure S2. Macrophage-specific JAML promotes the activation of NLRP3 inflammasome activation with ox-LDL stimulation
Figure S3. JAML promotes NLRP3 inflammasome activation via the NF-κB pathway stimulated by ox-LDL
Figure S4. MCC950 partially reverses the promoting effect of JAML on atherosclerosis
Data Availability Statement
Original data of RNA-sequencing are available from the NCBI Gene Expression Omnibus (GEO) database under accession number GSE287332.








