Article Text
Abstract
Background Immune checkpoint inhibitors (ICIs) are therapeutically effective for hepatocellular carcinoma (HCC) but are individually selective. This study examined the role of specific common fragile sites (CFSs) related gene in HCC immunotherapy.
Methods We analyzed HCC tissues using next-generation sequencing and flow cytometry via time-of-flight technology. A humanized orthotopic HCC mouse model, an in vitro co-culture system, untargeted metabolomics and a DNA pulldown assay were used to examine the function and mechanism of WWOX in the tumor immune response.
Results WWOX was the most upregulated CFS-related gene in HCC patients responsive to ICIs. WWOX deficiency renders HCC resistant to PD-1 treatment in humanized orthotopic HCC mouse model. Macrophage infiltration is increased and CD8 T-cell subset infiltration is decreased in WWOX-deficient HCC patients. HCC-derived oleic acid (OA) promotes macrophage conversion to an immunosuppressive phenotype. Mechanistically, WWOX deficiency promoted OA synthesis primarily via competitive binding of NME2 with KAT1, which promoted acetylation of NME2 at site 31 and inhibited NME2 binding to the SCD5 promoter region. Pharmacological blockade of SCD5 enhanced the antitumor effects of anti-PD-1 therapy.
Conclusions WWOX is a key factor for immune escape in HCC patients, which suggests its use as a biomarker for stratified treatment with ICIs in clinical HCC patients.
- Macrophage
- Hepatocellular Carcinoma
- Immune Checkpoint Inhibitor
- Immunosuppression
- Tumor microenvironment - TME
Data availability statement
Data are available on reasonable request.
This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See http://creativecommons.org/licenses/by-nc/4.0/.
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- Macrophage
- Hepatocellular Carcinoma
- Immune Checkpoint Inhibitor
- Immunosuppression
- Tumor microenvironment - TME
WHAT IS ALREADY KNOWN ON THIS TOPIC
Hepatocellular carcinoma (HCC) is one of the most malignant tumors with a high recurrence rate and poor prognosis. Immunotherapy has emerged as an alternative therapy for HCC. Targeting the immune microenvironment significantly improves therapeutic efficacy in immune checkpoint inhibitors. WWOX was a tumor suppressor, and it was involved in a variety of biological processes. However, its effects on tumor immune microenvironment and immunotherapy efficacy are unknown.
WHAT THIS STUDY ADDS
WWOX expression is elevated in HCC tumors and serum from patients who respond to anti-PD-1 therapy. WWOX deficiency increases the infiltration of immunosuppressive macrophages in vivo. HCC cell-intrinsic WWOX suppresses macrophage migration and immunosuppressive polarization by inhibiting tumor cell-derived oleic acid signaling. WWOX/NME2/SCD5 axis can promote the secretion of oleic acid by tumor cells. Blockade of SCD5 signaling enhanced the therapeutic effect of anti-PD-1 therapy.
HOW THIS STUDY MIGHT AFFECT RESEARCH, PRACTICE OR POLICY
These insights highlight the promising application of WWOX as a predictive biomarker for immunotherapy response and the importance of SCD5 blockade as a promising therapeutic target for enhancing immunotherapy efficacy in HCC patients.
Background
Primary liver cancer is the sixth most commonly diagnosed cancer and the third-leading cause of cancer death, with the highest incidence in Asia.1 Hepatocellular carcinoma (HCC) is the most common type of primary liver cancer and accounts for approximately 75% of all cases.2 There are various treatments for HCC, including surgical resection, liver transplantation and local ablation, which are primarily used in the early stage, and systemic treatment is mostly used in advanced-stage patients.3 4 However, approximately 80% of patients have advanced HCC at the time of initial diagnosis, and the 5-year survival rate is less than 18% due to numerous factors, such as poor response to medication and susceptibility to recurrence.4–6 Immunotherapy, represented by immune checkpoint inhibitors (ICIs), such as nivolumab and pembrolizumab, has emerged as an alternative therapy for HCC, and these agents exert antitumor effects primarily by promoting T-cell initiation and activation.7 Clinical studies have shown that ICIs, such as nivolumab, significantly improve the overall survival (OS) of drug-resistant patients and have gradually become the preferred drug treatment option.8 9 However, the overall uneven therapeutic efficacy of ICIs and the obvious phenomenon of drug resistance have made the development of effective efficacy-predicting biomarkers a clinical problem that must be solved.
The immune system plays an important biological role in tumor progression.10 Impairment of the tumor immune system promotes tumor progression by generating a tumor-immunosuppressive microenvironment, which leads to immune escape.11 The tumor immune microenvironment (TIME) in HCC is primarily composed of tumor cells, immune cells and other components, and tumor-associated macrophages (TAMs) play important roles in the metastasis and drug resistance of HCC.12 TAMs primarily consist of M1 (induced by IFNγ alone or with Lipopolysaccharide) and M2 (induced by IL-4 and IL-13) macrophages, and M2 macrophages mediate the Th2 response and promote tumor progression in a direct and indirect manner, respectively.13–15 Therefore, targeting M2 macrophage recruitment and clearance may be a new tumor therapeutic strategy. Complex factors affect the polarization fate of TAMs, and further elucidation of the mechanism of TAM polarization has important clinical significance for HCC treatment.
Common fragile sites (CFSs) are normal chromosomal regions prone to forming gaps or breakages on partial inhibition of DNA synthesis, which correlate with chromosomal rearrangement and copy number variation.16 FRA3B and FRA16D are the two most classical fragile sites, most frequently expressed and best characterized in tumor cells, and both are located within fragile histidine triad and WW domain-containing oxidoreductase (WWOX) genes, respectively.17 Our previous study revealed that the WWOX rs9926344 polymorphism was associated with the recurrence of HCC.18 Previous studies showed that WWOX was a tumor suppressor that may be involved in a variety of biological processes, including cell proliferation, metastasis and metabolism.19 20 However, few studies focused on the biological role of CFS-related genes, especially classical genes, in HCC tumor immunity. By analyzing the transcriptome profiles of HCC patients with or without response to ICIs, we identified WWOX as an effective predictor of ICI response. Furthermore, we used in vitro experiments and a humanized mouse model of HCC and determined that the molecular mechanism of WWOX-mediated immunosensitization may originate from significant inhibition of the NME2/SCD5/oleic acid (OA) axis.
Methods
Patients and specimens
We retrospectively collected pretreatment serum from 57 HCC patients who underwent PD-1 antibody therapy from September 2019 to March 2022 at Zhongshan Hospital of Fudan University. According to the Solid Tumor Response Evaluation Criteria,21 PD-1 antibody-responsive patients (n=28) were defined as having a complete remission on imaging assessment or a partial remission of >6 months, whereas PD-1 antibody-resistant patients (n=29) were defined as having stable disease or disease progression. Among them, tumor tissues from 4 PD-1 responder and 4 PD-1 non-responder were used for RNA sequencing. The clinicopathological characteristics of these patients are shown in online supplemental table 1.
Supplemental material
Meanwhile, we continued to retrospectively collect 176 tumor tissues from HCC patients who visited Zhongshan Hospital of Fudan University from January 2009 to January 2010 for immunohistochemical (IHC) staining. Patient inclusion criteria and follow-up were as previously described.22 The clinicopathological characteristics and follow-up of these patients are shown in online supplemental tables 3 and 4.
More materials and methods details are available in online supplemental file 1.
Results
WWOX mediates the resistance of HCC to anti-PD-1 treatment
We first performed next-generation sequencing (NGS) on eight HCC biopsy samples from patients with different ICI responses (online supplemental table 1). Single-sample genomic enrichment analysis (ssGSEA) revealed differences in tumor immunoreactivity between the two groups (online supplemental figure 1A). Differential analysis revealed WWOX was the most upregulated CFS related gene in ICI response HCC patients (figure 1A). Gene Ontology and Kyoto Encyclopedia of Genomes (KEGG) analyses revealed that metabolism and immunity-related terms were significantly enriched (online supplemental figure 1B,C). WWOX was detected in the serum of patients receiving PD-1 antibody treatment using ELISA and was more abundant in the responder group (figure 1B, online supplemental table 2). Representative MRIs are shown in figure 1C. In addition, WWOX protein expression was examined in different PD-1-responsive HCC tissues, and the IHC results suggested that WWOX was significantly upregulated in immune-responsive HCC tissues (figure 1D). Patients were divided into two groups based on the serum levels of WWOX in patients treated with PD-1. K-M analysis showed that low levels of WWOX in serum were associated with poor OS (27.59 vs 43.08 months) and recurrence-free survival (RFS, 23.97 vs 39.70 months) (figure 1E). To further clarify whether WWOX was required to mediate PD-1 resistance in HCC, we constructed a WWOXlow humanized orthotopic HCC mouse model and compared PD-1 treatment responses. The results revealed that PD-1 treatment significantly reduced tumor growth in mice in the control but not the huh7-shWWOX group (figure 1F,G). Also, IHC results suggested that CD8+ T-cell infiltration was reduced in Huh7-shWWOX tumors (figure 1H). These results suggest that WWOX deficiency renders HCC resistant to PD-1 treatment.
WWOX deficiency is associated with suppressive TIME
To further observe the relationship between WWOX alterations and the TIME, we evaluated eight HCC tissues using cytometry by time-of-flight (CyTOF) analysis. Eight HCC tissues were divided into two groups according to the protein level of WWOX (WWOXhigh and WWOXlow, online supplemental figure 1D). Immune cells were clustered into 32 cell clusters based on the expression of 41 cell markers (figure 2A). Among these cells, macrophage infiltration was increased in the WWOXlow subgroup, but no significant difference was observed in the infiltration of other immune cells (figure 2B,C). CD8+ T subgroup analysis showed increased infiltration of the C14 subgroup in the WWOXhigh subgroup (online supplemental figure 1E). We further compared differences in macrophage and CD8+ T-cell-related marker levels between the two groups. The results showed that M2 macrophage markers, such as CD68 and CD204, were elevated in the WWOXlow subgroup, and CD8+ T-cell-associated markers, such as PD-L1, Granzyme B and PD-1, were not different (figure 2D,E, online supplemental figure 1F). To further validate the above results of the effect of WWOX on the immune microenvironment, we performed multiple immunofluorescence staining of HCC tissues from eight cases treated with PD-1. The results revealed that WWOX was highly expressed in PD-1-responsive patients and was associated with high CD8 T cells and low macrophage infiltration (figure 2F). These results suggested that WWOX deficiency induced an immunosuppressive tumor microenvironment and attenuated the response to ICIs.
WWOX deficiency induces macrophage recruitment and immunosuppressive macrophage polarization
We constructed lentiviral stably transfected cell lines based on WWOX protein and mRNA levels in HCC cells (figure 3A, online supplemental figure 2A–C). To further examine whether WWOX is valuable for macrophage polarization and recruitment, we constructed an HCC and macrophage co-culture system (figure 3B). Co-culture with WWOXlow HCC cells (HCCLM3-Vector and Huh7-shWWOX) upregulated CD163, MRC1, ARG-1, IL-10, and TGF-β mRNA levels and upregulated CD206 protein levels in macrophages (figure 3C,D). Chemotaxis assays showed that WWOXlow HCC cells promoted macrophage recruitment (figure 3E). Similar results were found in PLC/PRF/5 and MHCC97H cells (online supplemental figure 2D–F). To further elucidate whether macrophage M2 polarization mediates WWOX-induced PD-1 resistance, we used Clophosome to clear macrophages in mice. Remarkably, PD-1 treatment significantly reduced tumor growth in the huh7-shWWOX group of mice after macrophage clearance compared with the control group (figure 3F,G).
To further determine whether the effect of WWOX on macrophage polarization affected the clinical prognosis of HCC patients, we performed IHC staining of tissues from 176 HCC patients. IHC staining revealed that WWOX expression negatively correlated with CD68 and CD206 expression (figure 3H, online supplemental table 3). Prognostic analysis revealed that HCC patients with WWOXlowCD68high and WWOXlowCD206high tumors had the worst OS, and WWOXlowCD206high was an independent prognostic factor (figure 3H, online supplemental table 4). These results suggest that WWOX deficiency induces macrophage M2-like reprogramming and mediates ICIs resistance.
OA-derived tumor tissue from patients with WWOX deficiency promotes immunosuppressive macrophage polarization
WWOX is closely associated with tumor metabolism, and we analyzed metabolites in the supernatants of HCC cells from control and shWWOX groups using untargeted metabolomics to further elucidate the molecular mechanisms of the effects of WWOX on macrophages (figure 4A). The results of difference analysis suggested that OA was most significantly upregulated in the supernatants of HCC cells in the shWWOX group compared with the control group (figure 4B). ELISAs further confirmed that the OA concentration was elevated in the supernatants of the WWOXlow HCC cells compared with the control group (figure 4C, online supplemental figure 3B). Stimulation of PMA-treated THP-1 cells with OA significantly increased macrophage CD206 protein expression and M2-like macrophage marker mRNA levels (figure 4D). The transcriptomics results suggested that OA promoted M2 macrophage polarization via the mTOR signaling pathway (online supplemental figure 3A). Therefore, we hypothesized that WWOX affected macrophage polarization via OA.
To examine the biological mechanisms of the effects of WWOX on OA, we detected key enzymes of OA metabolism, SCD1 and SCD5. Western blot assays and qPCR confirmed that WWOX deficiency upregulated SCD5 protein and mRNA levels without affecting SCD1 (figure 4E, online supplemental figure 3C–E). To determine whether upregulated SCD5 was associated with increased OA, we used lentiviral shSCD5-transfected Huh7-shWWOX cells and lentiviral SCD5-transfected HCCLM3-WWOX cells and found these cells significantly attenuated the promotion of WWOX deficiency-induced OA synthesis (online supplemental figure 3F–H). Therefore, we hypothesized that SCD5 was a key mediator of the effects of WWOX on OA synthesis. To further clarify whether the SCD5-OA axis mediated the effects of WWOX on macrophages, we performed rescue experiments. Notably, SCD5 knockdown reversed the WWOX deficiency-induced increase in CD206 protein expression in macrophages (figure 4F). These results suggest that WWOX deficiency promotes M2 macrophage polarization primarily via transcriptional activation of the SCD5-OA axis.
NME2 is a transcription factor for SCD5 that promotes immunosuppressive macrophage polarization
Because WWOX deficiency transcriptionally activates SCD5, we further screened for potential transcription factors related to SCD5. The direct binding of WWOX to transcription factors was reported in previous studies.23 Therefore, we detected SCD5 promoter-binding proteins and WWOX direct-binding proteins using liquid chromatography-tandem mass spectrometry (LC-MS/MS) and obtained four proteins using intersection analysis of the results with the transcription factor database (Cistrome, AnimalTFDB) (online supplemental figure 4A). Among these factors, overexpression of NME2 had the most significant effect on the SCD5 protein level (online supplemental figure 4B,C). Western blot assays showed that WWOX did not affect NME2 protein levels (online supplemental figure 4D). To determine whether NME2 was a transcription factor, we constructed a dual-luciferase reporter plasmid containing the SCD5 promoter region. Notably, NME2 significantly reduced SCD5 luciferase activity (figure 4G). A DNA pull-down assay using the SCD5-specific promoter confirmed that NME2 bound to the SCD5 promoter (figure 4H). These results indicate that NME2 binds to the SCD5 promoter region, which suggests that NME2 is a transcriptional repressor of SCD5.
To determine whether NME2 mediates WWOX deficiency-induced macrophage M2 polarization, we transfected Huh7-shWWOX cells with lentiviral NME2 and HCCLM3-WWOX cells with lentiviral shNME2 (online supplemental figure 4E). These cells significantly attenuated the promotion of SCD5 activation and WWOX deficiency-induced OA synthesis and reduced macrophage CD206 protein expression (figure 4I,J, online supplemental figure 4F,G). These findings suggest that the WWOX-NME2-SCD5 axis is involved in regulating M2 macrophage polarization.
To elucidate the intrinsic mechanism of the effects of WWOX on NME2 regulation of SCD5 transcription, we performed nuclear-cytoplasmic extraction experiments. The results revealed that WWOX did not affect the protein localization of NME2 (online supplemental figure 4H). Previous studies found that the binding of transcription factors to target gene promoters affected their transcriptional activity.24 We hypothesized that WWOX affected NME2 binding to the SCD5 promoter. By constructing an SCD5-specific promoter, a DNA pull-down assay showed that NME2 binding to the SCD5 promoter was reduced in Huh7-shWWOX cells, and overexpression of WWOX in HCCLM3 cells promoted NME2 binding to the SCD5 promoter (figure 4K). These results suggest that WWOX inhibits SCD5 transcription by promoting the binding of NME2 to the SCD5 promoter.
WWOX competes with KAT1 for binding to NME2 to inhibit the acetylation of NME2 at site 31 mediated by KAT1
To further investigate the specific mechanism of WWOX promotion of NME2 binding to the SCD5 promoter, we determined the direct interaction between WWOX and NME2 based on the results of LC-MS/MS. Immunoprecipitation and immunofluorescence analyses demonstrated the interaction and co-localization of WWOX with NME2 in HCC cells (figure 5A,B). We mapped the structural domains involved in the interaction between WWOX and NME2 and found that the WWOX (106-414) and NME2 (67-152) domains were necessary for their interaction (figure 5C).
Post-translational modifications of transcription factors have important effects on transcription factor function.24 25 Acetylation modifications affect the binding of transcription factors to target gene promoters, and the presence of acetylation modifications has been reported for other family members of nucleoside diphosphate kinase.24 26 Therefore, we hypothesized that WWOX regulated the acetylation of NME2 and affected its binding to the SCD5 promoter. Notably, Western blot assays showed that the acetylation level of NME2 was elevated in Huh7-shWWOX cells, and the acetylation level of NME2 was reduced in HCCLM3-WWOX cells compared with their counterparts (figure 5D). This finding suggested that WWOX affected the acetylation of NME2. We used mass spectrometry to identify the major acetylation sites of NME2. The result showed that NME2 was primarily acetylated at lysine residues 31, and this site is highly conserved in different species (figure 5E, online supplemental figure 5A). To further confirm the acetylation site of NME2, we prepared lysine-to-arginine mutant NME2-K31R plasmids and transfected it into Huh7 cells. As shown in figure 5F, NME2 acetylation was significantly reduced in cells transfected with the NME2-K31R mutation.
To further identify the acetyltransferase responsible for NME2 acetylation, we used a mass spectrometry approach and found that KAT1 may be a candidate acetyltransferase for NME2 (online supplemental figure 5B). Further immunoprecipitation analysis demonstrated the interaction of endogenous and exogenous NME2 with KAT1 (online supplemental figure 5C). To demonstrate that KAT1 affects the acetylation of NME2, we cotransfected Huh7 cells with His-tagged NME2 and Flag-tagged KAT1 and found that KAT1 significantly increased the acetylation level of NME2 (figure 5G). Cotransfection with the shKAT1 plasmid significantly reduced the level of NME2 acetylation in NME2 WT-transfected cells, which was fully restored in NME2-K31Q-mutated cells (figure 5G). We investigated whether KAT1 mediated the WWOX-induced differences in NME2 acetylation. Transfection of the KAT1 and shKAT1 plasmids into Huh7-shWWOX and HCCLM3-WWOX cells, respectively, revealed that KAT1 completely restored the WWOX-induced differences in NME2 acetylation (online supplemental figure 5D). Further immunoprecipitation analysis revealed that transfection of WWOX reduced the binding capacity of NME2 to KAT1 (figure 5H). Therefore, KAT1 is an acetyltransferase of NME2 and is involved in the WWOX-induced reduction in NME2 acetylation at site 31. We next explored the interaction patterns of WWOX, NME2, and KAT1. Sequential IP assays showed that NME2 that bound WWOX was unable to rebind KAT1, which was validated in further Co-IP assays, suggesting that WWOX interacts with NME2 in a mutually exclusive manner with KAT1 (figure 5I,J). To further clarify the structural domain of NME2-WWOX/KAT1 binding, NME2 full-length and fragments were used to perform IP experiments. Our results indicated that both WWOX and KAT1 bind to the Nucleoside diphosphate kinase (67-152aa) domain of NME2 (figure 5K). Hence, WWOX interacts competitively with KAT1 to NME2 to suppress NME2 acetylation.
We investigated whether NME2 acetylation mediated the WWOX-mediated suppression of SCD5 transcription. The results of DNA pulldown experiments showed complete restoration of NME2 binding to the SCD5 gene promoter in KAT1-transfected HCCLM3-WWOX cells and shKAT1-transfected Huh7-shWWOX cells compared with controls (online supplemental figure 5E). The mRNA and protein levels of SCD5 were similarly fully restored in the transfected NME2-K31R group compared with the NME2 WT group (online supplemental figure 5F,G). These results suggest that NME2 acetylation attenuates the ability of NME2 to bind to the SCD5 gene promoter and mediates WWOX-mediated suppression of SCD5 transcription.
Pharmacological blockade of SCD5 signaling enhances the therapeutic effect of anti-PD-1 therapy in humanized WWOXlow tumor-bearing mice
We further examined whether blockade of SCD5 signaling improved the efficacy of anti-PD-1 therapy. A humanized orthotopic HCC mouse model was constructed with Huh7 cells, which was administered anti-PD-1 antibody, SCD1/5-IN-1 2 weeks later (figure 6A). The results revealed that blockade of SCD5 signaling in combination with anti-PD-1 treatment inhibited tumor growth and lung metastasis more than the control treatment or single treatment alone, and no difference in liver function was observed (figure 6B–D, online supplemental figure 6A–C). IHC analysis of the combination group revealed that M2 macrophage infiltration was reduced in tumor tissues (figure 6E, online supplemental figure 2D–G). These results suggest that WWOX deficiency promotes HCC growth and increases M2 macrophage infiltration in humanized mice and further blockade of SCD5 signaling improved the efficacy of anti-PD-1 therapy.
Correlation and clinical prognostic value of WWOX/NME2/SCD5 axis in patients with HCC
To verify the correlation and prognostic value of WWOX, NME2 and SCD5, we performed IHC staining using tissue microarrays (figure 7A). Correlation analyses suggested that WWOX negatively correlated with SCD5 expression but not with NME2 expression (figure 7B). Notably, survival analysis revealed that patients with WWOXlow/SCD5high HCC had the shortest OS (figure 7C). In addition, HCC patients with SCD5high and NME2low tumors had poorer OS (figure 7D,E). These results emphasize the important prognostic value of the WWOX/NME2/SCD5 axis in HCC patients.
Discussion
ICI therapy has become an effective treatment for solid tumors. However, only some patients achieve therapeutic benefits due to clinical tolerance in HCC patients. The present study indicated that WWOX deficiency was related to poor prognosis and poor treatment response to ICIs. Specifically, we found that WWOX deficiency promoted acetylation of NME2 at site 31 via KAT1, which inhibited its binding to the SCD5 promoter region. This process promotes increased OA secretion from tumor cells and macrophage M2 polarization, which induces HCC immune escape. Therefore, the present study reveals the molecular mechanism of WWOX deficiency promotion of HCC immune escape, which is valuable for improving the understanding of ICI tolerance and guiding clinical therapy.
CFSs and associated genes are frequently deleted or rearranged in many tumor cells and are associated with tumor genomic instability.17 At present, the reason for the loss of WWOX expression in tumors remains unclear. Studies have shown that WWOX expression downregulation is observed in a variety of tumors, including HCC, and this result may be related to exposure to carcinogens, which can cause fragile site break, homozygous loss or heterozygous loss.27 The role of point and somatic mutations in WWOX loss was not observed. In addition, mechanisms such as epigenetic (methylation) and post-translational modification (ubiquitination) have also been shown to regulate WWOX expression.28 29 Therefore, the mechanism of WWOX deficiency in tumors is multifaceted and still needs to be further explored. Several studies showed that WWOX deficiency accelerated tumor progression, and it was closely related to tumor metabolism.19 30 WWOX/HIFA axis is involved in the regulation of glucose metabolism and can also change the high density lipoprotein and lipoprotein metabolism, which plays an important role in a variety of diseases, including tumors.30 31 However, the relationships between WWOX and the immune microenvironment and response to immunotherapy have rarely been reported. The present study used high-throughput transcriptomics and CyTOF analysis of clinical samples and determined that WWOX deficiency was significantly associated with the ICIs treatment response and induced M2 macrophage polarization, which resulted in an immunosuppressive microenvironment. We further determined the effect of WWOX on the immune microenvironment and its value in predicting the response to immunotherapy using ELISA to detect WWOX levels in the serum of HCC patients and humanized mice. In conclusion, these results enrich our understanding of the role of WWOX in tumor immunity and provide a basis for its potential use as a clinical marker for predicting the efficacy of immunotherapy.
OA is an important product of fatty acid synthesis, and it promotes tumor development via multiple pathways.32 33 OA induces the polarization of bone marrow-derived myeloid cells into an immunosuppressive phenotype via the mTOR pathway and promotes tumor development.34 M2 macrophage polarization is important for inducing an immunosuppressive microenvironment, and it correlates with the ICI response.35 36 Consistent with these findings, our results revealed that OA promoted M2 macrophage polarization, and transcriptomics revealed that OA activated the macrophage mTOR pathway. SCD5 is a key enzyme in OA production. However, the prognostic value and function of SCD5 in HCC have not been reported. This study demonstrated for the first time that high expression of SCD5 was associated with poor prognosis in HCC patients, and WWOX deficiency transcriptionally activated SCD5 and promoted increased OA synthesis. The nucleoside diphosphate kinase NME2 is a transcription factor for MYC, and it performs multiple biological functions.37 The present study found that low expression of NME2 was associated with poor prognosis in HCC patients. However, the mechanism of post-translational modification of NME2 has not been determined. This study revealed that WWOX deficiency promoted the binding of KAT1 to NME2 and subsequently promoted its acetylation. Taken together, our results emphasize the value of NME2/SCD5/OA axis activation in the immune escape of HCC cells.
In conclusion, our study elucidated the mechanism by which the WWOX/NME2/SCD5/OA axis induced macrophage reprogramming and caused HCC immune escape. This study provides an important reference for the clinical application of WWOX as a predictive marker for the efficacy of ICI therapy and for targeting SCD5 to improve the sensitivity of HCC patients to ICI therapy.
Data availability statement
Data are available on reasonable request.
Ethics statements
Patient consent for publication
Ethics approval
This study involves human participants and was approved by the Clinical Research Ethics Committee of Zhongshan Hospital, Fudan University, ID: B-2021-143R. Participants gave informed consent to participate in the study before taking part.
References
Supplementary materials
Supplementary Data
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Footnotes
SL, SY and MX contributed equally.
Contributors SL, SY and MinX designed and performed experiments, analyzed data and wrote the manuscript. JW, ZH and MinghaoX analyzed clinical data. WX, YY and YS assisted in animal experiments. M-CH, NR and CZ supervised the entire project, designed the experiments and revised the manuscript. M-CH, NR and CZ has verified the underlying data. CZ is the guarantor.
Funding This study was supported by grants from the National Natural Science Foundation of China (82073208 and 82472804 to NR, 82103521 and 82472816 to CZ), Sino-German Mobility Program (M-0603 to NR), Shanghai Shen Kang Hospital Development Center New Frontier Technology Joint Project (SHDC12021109 to NR), Shanghai Sailing Program (21YF1407500 to CZ), and the China Postdoctoral Science Foundation (2021M690674 to CZ, 2023T160123 to CZ).
Competing interests None declared.
Provenance and peer review Not commissioned; externally peer reviewed.
Supplemental material This content has been supplied by the author(s). It has not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been peer-reviewed. Any opinions or recommendations discussed are solely those of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and responsibility arising from any reliance placed on the content. Where the content includes any translated material, BMJ does not warrant the accuracy and reliability of the translations (including but not limited to local regulations, clinical guidelines, terminology, drug names and drug dosages), and is not responsible for any error and/or omissions arising from translation and adaptation or otherwise.