Abstract
Background
Since differentiating malignant ascites from benign ascites has always been a clinical difficult, recognition of novel biomarkers in malignant ascites of hepatocellular carcinoma (HCC) patients could be helpful for establishing a diagnosis for HCC patients with ascitic fluids.
Methods
Thirty-five HCC patients with malignant ascites and chronic liver diseases patients with benign ascites were enrolled. Serum and ascites specimens were collected to determine TAN subpopulations and NETs concentration. Then, the correlation between ascitic NETs levels and clinical features were analyzed, and ROC curves were generated to evaluate the diagnostic value of NETs. For in vitro study, fresh neutrophils were employed to explore the underlying mechanism of TAN polarization and NETs formation using RNAseq analysis.
Results
Significantly increased pro-tumor PD-L1+ TANs and higher lactate levels were measured in HCC ascites. RNAseq data showed that lactate regulated genes expression involving PD-L1 expression and NETs formation, suggesting that ascitic lactate might be responsible for tumor progression in TME. Then, NETs-related markers including calprotectin, dsDNA, CitH3, MPO and MPO-DNA were found dramatically elevated in malignant ascites. Next, correlation analysis revealed that ascitic NETs levels positively correlated with LDH, a classic ascitic biochemical indicator. Furthermore, we identified the diagnostic values of NETs in discriminating malignant ascites from benign ascites.
Conclusions
Our findings highlighted that elevated ascitic NETs served as a biomarker in HCC patients with malignant ascites, which provided useful insights for both clinical and basic research for malignant ascites diagnosis and management.
Avoid common mistakes on your manuscript.
Introduction
Liver cancer is a life-threatening illness and one of the fastest-growing cancer types in the globe. Hepatocellular carcinoma (HCC) is the most common form of liver cancer and constitutes more than 90% of the primary malignant tumor of the liver [1]. Nowadays, HCC is the fifth most common cause of cancer worldwide, and becomes the second leading cause of cancer death after lung cancer in men. Over the years, it has been widely accepted that various risk factors involve the initiation and progression of HCC including viral hepatitis (hepatitis B and hepatitis C), alcoholic liver disease, and non-alcoholic liver steatohepatitis/non-alcoholic fatty liver disease. The estimated 5-year survival rate for HCC is less than 20%, owing to a large proportion of patients being diagnosed at advanced stages when curative options are not feasible [2]. Large randomized, controlled trials (RCTs) found that regular surveillance reduced HCC-related mortality and was beneficial to improve overall survival [3]. Blood test-based biomarkers including alpha fetal protein (AFP) together with prothrombin induced by vitamin K absence-II (PIVKA-II), osteopontin (OPN), annexin A2, Golgi protein-73 and squamous cell carcinoma antigen (SCCA) are used in clinical practice, whereas the value of these indicators for HCC exhibits low specificity in clinical diagnosis and prognostic values [4]. Thus, there is urgent clinical need to identify novel HCC biomarkers for improving HCC diagnosis and monitoring treatment outcome.
HCC occurs in 80–90% of patients with cirrhosis, while ascites is one of the major complications of liver cirrhosis and indicates advanced disease and poor prognosis. Ascites is regarded as pathological fluid accumulation within the abdominal cavity. The malignant ascites in HCC is characterized by high volume, persistence and recurrent occurrence. Besides, ascites may also be related to large tumor burden and vascular invasion of HCC, and severe ascites could be life-threatening [5]. Therefore, molecular analysis of malignant ascites from HCC patients may provide valuable information for differential diagnosis, clinical surveillance, medical screening, and intervention. Though there is a close link between ascites and prognosis, the diagnostic efficacy of ascitic fluids in HCC patients remains ambiguous and needs to be further elucidated.
The hallmark of tumor progression is significantly elevated inflammatory cytokines and chemokines accompanied by infiltration of neutrophils in the ascites. It has been reported that tumor microenvironment (TME) can regulate neutrophil recruitment and polarization. Tumor-associated neutrophils (TANs) correlate with increased tumor growth, invasiveness and metastasis in vast solid tumors [6, 7]. Notably, TANs could exert dual effects on tumor progression based on their activation status, and can be further divided into subgroups through cell surface molecule. Growing evidence supports that TANs contribute to the pathogenesis of HCC, since neutrophils serve as key mediators of the immunosuppressive environment to promote tumor growth, metastatic capacity as well as extracellular matrix remodeling [8]. Also, a cohort study showed that neutrophils in patients with HCC were the only cell type related to patient outcome, emphasizing the importance of TANs in HCC [9]. Recently, several studies have illustrated that neutrophil extracellular traps (NETs) could trigger tumorous inflammatory responses and promote tumor metastasis, and treatments targeting NETs and its related signaling pathways display therapeutic potential to reduce tumor metastasis [10,11,12]. These finding implicated that targeting NETs rather than neutrophils themselves could be an effective approach against tumor progression [10]. It has been reported that elevated NETs was found in peripheral blood and tumor tissues in patients with HCC [13], while the expression level of NETs in ascites is unknown.
In this study, we aimed to collect clinical samples to investigate NETs level in ascites, and explored the diagnostic efficiency of ascitic NETs together with current biochemical parameters to illustrate the clinical significance of NETs in patients with HCC. Moreover, the formation of NETs is triggered by which components in TME and which subpopulation of TANs are responsible for NETs release, as well as the function and clinical significance of NETs in ascites would be further elucidated. Taken together, our investigation revealed the critical value of NETs in ascitic fluid samples, thus providing a scientific basis for developing ascitic NETs-based diagnosis and treatments in patients with HCC.
Materials and methods
Human patients and controls
HCC patients with malignant ascites (n = 35) and age- and sex- matched patients with benign ascites (n = 35) were enrolled from the Second Affiliated Hospital of Chongqing Medical University from September 2022 to March 2024. Clinical data of patients were recorded including counts of white blood cells (WBC), neutrophils, lymphocytes and C-reactive protein (CRP), as well as ascitic glucose, total protein, albumin, LDH and ADA levels. Informed written consents were obtained from all recruited subjects. All samples were obtained and approved by the Institutional Ethics Committee of the Second Affiliated Hospital of Chongqing Medical University in accordance with the Declaration of Helsinki.
Routine laboratory tests for ascites and blood
Biochemical indicators including lactate, glucose, total protein, albumin, lactate dehydrogenase (LDH) and adenosine deaminase (ADA) in ascites and serum were detected by AU 5800 analyzer (Beckman Coulter Inc., CA, USA) with the test kits (Medicalsystem Biotechnology, Ningbo, China).
Quantification of NETs concentrations
Blood and ascites samples from each patient were obtained, and then serum and supernatant of ascites were isolated by centrifugation at 3000 rpm for 5 min at 4 °C and were stored in aliquots at − 80 °C. For detection of NETs concentrations, calprotectin, double strain DNA (dsDNA), Citrullinated Histone H3 (CitH3), myeloperoxidase (MPO) and MPO-DNA were performed using ELISA kits (elabscience, Wuhan, China) and all samples were run in duplicate according to the manufacture’s instruction.
Cell culture and reagents
Fresh peripheral blood obtained from healthy volunteers for the purification of primary human neutrophils. PBS-diluted fresh human blood were carefully layered to surface of solution A. After centrifugation for 25 min at 1800 rpm, neutrophil fractions were obtained and then red blood cell lysis buffer were added to cells. After lysis of residual erythrocytes, cells were washed with cell washing buffer for 3 times. When performed correctly, this method has been shown to yield samples of > 85% neutrophils with > 95% viability (P9040, Solarbio life sciences, Beijing, China). After isolation, neutrophils were maintained in RPMI 1640 medium (Gibco Invitrogen Corp., Carlsbad, CA, USA) containing 10% FBS (Thermo Fisher, Waltham, MA USA). For in vitro study, neutrophils were stimulated with different concentrations of lactate (MedChemExpress, NJ, USA) for 2 h at 37 °C and 5% CO2.
Identification and transcriptional profile of lactate target genes using RNA-sequencing
After optimization, fresh neutrophils were treated with lactate (20 mM) for 2 h in vitro. Neutrophils were collected in TRIzolTM Reagent and then sent to APEXBIO Ltd., Shanghai, China, for library preparation and transcriptomic sequencing with next-generation sequencing. Samples were sequenced on an Illumina NovaseqTM 6000 (LC Sciences, USA). Differential gene expression analysis of two experiments with three biological replicates was performed using DESeq2 and genes with P < 0.05 were regarded as differentially expressed. Cluster analysis of the DEGs was applied to describe the expression patterns of the DEGs under different treatments.
Flow cytometric analysis of CD66b, CD11b and PD-L1
For analyzing the expressions of CD66b, CD11b and PD-L1, neutrophils were stained with FITC anti-human CD66b antibody (1:100, BioLegend), PerCP/Cyanine5.5 anti-human CD11b antibody (1:100, BioLegend) and APC anti-human CD274 (B7-H1, PD-L1) antibody (1:100, BioLegend) for 30 min at room temperature. Then cells were washed with PBS for 3 times and cells were acquired by flow cytometer (Celula Sparrow, China) and data were analyzed by FlowJo (v10) software.
Flow cytometric analysis of intracellular MPO levels
To analyze intercellular MPO levels, neutrophils were stimulated with lactate (5 mM, 10 mM, 20 mM) for 2 h. Cells were collected and fixed with fixation buffer for 30 min, and then incubated with permeabilization buffer for another 30 min at room temperature. Next, cells were stained with FITC labeled anti-human MPO (1:100, BioLegend, Inc.,San Diego, CA, USA). After last wash, cells were acquired by flow cytometry and data were analyzed by FlowJo (v10) software.
RNA extraction and QT-PCR
Total RNA from cell pellets of ascites specimens were extracted using QIAzol reagent (Qiagen Inc., Valencia, USA) and reverse transcribed into complementary DNA using Prime-Script RT Master Mix (Takara Bio Inc., Shiga, Japan). Quantitative real-time PCR reactions were conducted with the SYBR Primix Ex TaqT (Takara Bio Inc.). The housekeeping gene GAPDH was considered as a reference gene. All primer sequences are shown in Table 1.
Statistics
Data were analyzed using GraphPad PRSIM software version 8.0 with Mann–Whitney to determine the significance of NETs in HCC patients with malignant ascites. Spearman’s correlation coefficient was used to evaluate the correlation between NETs-related markers and LDH. Cell-based data was analyzed by Student’s t-test or one-way ANOVA. To analyze the diagnostic value of biomarkers, ROC curves were generated and the AUC were determined by using SPSS 17.0. A significance level of p < 0.05 was considered significantly different.
Results
Elevated tumor-associated neutrophils in ascites from patients with HCC
Recently, the role of neutrophils in cancer development has become an area of great interests. In this set, ascites specimens were collected to identify whether neutrophils were involved in pathogenesis in HCC. The basic demographic and characteristics of HCC patients with malignant ascites and patients with benign ascites caused by other chronic liver diseases enrolled in this study are summarized in Table 2. Increased white blood cells and neutrophils were observed in HCC patients with malignant ascites (Table 2). Consistently, clinical routine tests for ascites revealed that elevated polymorphonuclear leukocyte (PMNL) proportion (%) was found in malignant ascitic fluids (Table 3). Then, we observed tumor cells accompanied by abundant TANs in malignant ascites from HCC patients through cytological analysis of ascitic fluids when compared with benign ascites (Fig. 1A). Next, we detected the proportion of CD11b+CD66b+ TANs in blood and ascites using flow cytometry. Our data showed that the infiltration of CD11b+CD66b+ TANs was significantly increased in both periphery blood and ascites in HCC patients with malignant ascites than chronic liver diseases patients with benign ascites (Fig. 1B, C), indicating TANs in ascitic fluid exerted an essential role in HCC pathogenesis.
Accumulation of pro-tumor PD-L1+ TANs in HCC ascites
Recently, the plasticity and diversity of TANs have been described in several tumors, since TANs are able to polarize into pro-tumor phenotype or anti-tumor phenotype in TME. It has been reported that PD-L1-expressing neutrophils are considered pro-tumor as they can suppress cytotoxic T cells which in turn results in promoting disease progression [14]. Therefore, we analyzed the percentage of CD11b+CD66b+PD-L1+ TANs in peripheral blood and ascites from the same patients. The proportion of blood PD-L1+ TANs showed no statistical difference between HCC and control group (Fig. 2B, C), while PD-L1+ TANs was significantly elevated in malignant ascites when compared with benign ascites (Fig. 2D, E), implicating TANs acquired the polarization potential into pro-tumor phenotype in ascitic fluids in patients with HCC. Then, representative markers of pro-tumor TANs were further identified, the results revealed that pro-tumor TANs-associated gene expression including Arg-1, CCL2, CCL5 and TGF-β (Fig. 2F–I) were dramatically upregulated in HCC ascites. However, we found no significant differences of CXCR2 in these two groups (Fig. 2J). Thus, our data revealed that TANs polarized into pro-tumor phenotype in ascitic fluids in HCC patients.
Lactate was involved in TANs polarization in ascites
It has been reported that lactate dehydrogenase (LDH) serves as a predictor of clinical outcomes in HCC [15]. Consistently, significantly higher levels of LDH were detected in both serum (Fig. 3A) and ascitic fluids (Fig. 3B) in HCC patients compared with control individuals. Then, serum and ascites lactate were examined by lactic acid detection kits. The results showed that significantly increased lactate were detected in serum (Fig. 3C) and ascites (Fig. 3D) in HCC.
To elucidate the effect of lactate on neutrophils, fresh peripheral neutrophils were isolated and then stimulated with lactate in vitro. Then, RNAsequencing (RNAseq) was applied to identify lactate target genes in neutrophils at the transcriptional level. Volcano plot revealed that lactate engagement on neutrophils resulted in distinct transcriptomic states with 212 upregulated and 236 downregulated genes. Next, gene set enrichment analysis (GSEA) was performed to analyze the gene expression profiles (Fig. 3E). The results showed that differentially expressed genes (DEGs) were mainly enriched in VEGF signaling pathway (Fig. 3F), PD-L1 expression and PD-1 checkpoint pathway in cancer (Fig. 3G) together with neutrophil extracellular traps formation (Fig. 3H). Furthermore, cluster analysis of DEGs implicated that PD-L1 expression and NETs formation-related genes were changed after lactate treatment. Real-time quantitative PCR (qPCR) was used to validate these target genes in three biological replicates and the results were coincident with the RNAseq findings (Fig. 3I). Lactate significantly upregulated CD274 (also known as PD-L1), STAT1, protein tyrosine phosphatase 6 (PNPT6), advanced glycation end-product (AGER) expression and downregulated BATF2 and SAMD4B expression in neutrophils (Fig. 3J–O). To further confirm these RNAseq data and investigate the potential role of lactate on neutrophils in TME, neutrophils were stimulated with lactate in vitro. Consistently, we observed that lactate promoted the percentage of CD66b+PD-L1+ neutrophils (Fig. 3P, Q) as well as mean fluorescence intensity (MFI) (Fig. 3R, S) of PD-L1 in a dose-dependent manner using flow cytometry. These results illustrated that lactate played a key role in polarizing TANs with pro-tumor phenotype in TME.
Lactate facilitated NETs generation of PD-L1+ TANs
RNAseq data revealed that lactate was associated with NETs formation. In addition, several studies have reported that PD-L1 might participate in NETs formation. To evaluate whether lactate involved in NETs formation, peripheral neutrophils were treated with lactate for 2 h, and then stained with NETs-related marker MPO through intracellular staining for flow cytometric analysis. Our data revealed that lactate promoted the percentage of PD-L1+ MPO+ TANs (Fig. 4A, B) and induced MPO production from PD-L1+ TANs (Fig. 4C, D), indicating that lactate could promote NETs release. Then, cell supernatant was collected to measure MPO-DNA by ELISA, we found that lactate accelerated NETs generation in a dose-dependent manner (Fig. 4E). Taken together, our results confirmed that lactate was able to induce NETs production from PD-L1+ neutrophils, implicating high concentration of lactate in malignant ascites regulated polarization and NETs formation of TANs in HCC.
Enhanced level of NETs in HCC ascites rather than periphery
We analyzed NETs-related markers including calprotectin, dsDNA, CitH3, MPO and MPO-DNA in both ascites and blood specimens from HCC patients and control individuals. Interestingly, there was no statistical difference in serum NETs concentrations between these two groups (Fig. 5A–E). However, dramatically elevated calprotectin, dsDNA, CitH3, MPO and MPO-DNA were examined in ascitic fluid from HCC patients when compared to those in benign ascites (Fig. 5F–J). These results illustrated that ascitic NETs level rather than that in the circulation had greater sensitivity to distinguish HCC patients with malignant from benign ascites, suggesting that ascitic NETs could serve as biomarker candidates in HCC patients with malignant ascites from individuals with benign ascites.
Clinical relevance of NETs in HCC patients with malignant ascites
Biochemical analysis of ascitic fluid samples is widely carried out for clinical routine tests. Glucose, total protein (TP), albumin, lactate dehydrogenase (LDH) and adenosine deaminase (ADA) are useful indicators for clinical utility. To clarify the precise effects of NETs in HCC ascites, we analyzed the correlation between NETs-related markers and biochemical indicators in ascites. Our results showed that ascitic calprotectin, dsDNA, CitH3, MPO and MPO-DNA levels positively correlated with TP, albumin, LDH and ADA, whereas glucose negatively correlated calprotectin, dsDNA, CitH3, MPO and MPO-DNA in ascitic fluids, respectively (Fig. 6 and Fig. S1–S5). Of note, our data showed that a significantly positively correlation between LDH and NETs-related markers including calprotectin, dsDNA, CitH3, MPO and MPO-DNA in patients with malignant ascites (Fig. 6A–E). In all, our results indicated an essential role of NETs in HCC progression.
Diagnostic value of ascitic NETs for predicting HCC
To clarify the diagnostic efficiency of ascitic NETs in discriminating HCC patients with malignant ascites from patients with benign ascites, ROC analysis was used for generating area under curve (AUC) of NETs-related markers. As shown in Fig. 7, the AUC of MPO-DNA (0.7878, p < 0.0001) was higher than AUC for ascitic LDH (0.7404, p = 0.0005), calprotectin (0.7176, p = 0.0017), dsDNA (0.6690, p = 0.0150), MPO (0.6812, p = 0.0091), CitH3 (0.7249, p = 0.0012), indicating NETs-related MPO-DNA served as a better biomarker than LDH. Then, the combination of NETs-related markers and ascitic LDH were analyzed, the combination of LDH with calprotectin, dsDNA, MPO, CitH3 and MPO-DNA generated AUC values of 0.725, 0.723, 0.718, 0.763 and 0.813, respectively. The AUC values of combined LDH with CitH3 and combined LDH with MPO-DNA were larger than that of LDH alone. Moreover, ROC curves of LDH combined CitH3 and MPO-DNA showed highest value of AUC (0.841, p < 0.0001) (Supplementary Table ). Collectively, these results suggested that combination of NETs-related markers including MPO-DNA and CitH3 with traditional ascitic biochemical index could improve diagnostic efficacy in malignant ascites diagnosis.
Discussion
HCC is usually diagnosed at an advanced stage and related to high mortality. Currently, clinical trials involving combined locoregional approaches and systemic therapies, together with immune checkpoint inhibitors (ICIs) and other anti-tumor agents have been carried out to exhibit compelling clinical efficacy, which laid a solid foundation in the immunotherapy of HCC [16, 17] Of note, ICIs are associated with various immune-related adverse events (irAEs) including hearing loss and neurotoxicity [18,19,20]. Therefore, research on immune-related responses and biomarkers are further required. Malignant ascites represents a significant clinical challenge in the management of advanced HCC [14]. A growing number of studies have identified that neutrophils play a central role in pathogenesis of HCC, such as tumorigenesis, local tumor progression and metastasis. Accumulation of TANs is a biomarker of poor prognosis in HCC [21]. Here, we observed significantly increased CD11b+CD66b+ TANs in malignant ascites from HCC patients compared with that in benign ascites. With the deep investigations of TANs, neutrophils are found to display considerable phenotypic heterogeneity, their phenotypes are highly dynamics as they are influenced by tissues they reside, maturation status and components in TME [22]. However, the subpopulation of TANs in HCC has not been determined. In the current study, we observed enhanced infiltration of CD11b+CD66b+PD-L1+ TANs in ascitic fluid instead of peripheral blood in HCC patients, as well as increased expression of pro-tumor TANs-associated genes such as Arg-1, CCL2, CCL5 and TGF-β. PD-L1+ TANs exhibited pro-tumor phenotype and have been studied in several types of tumors. For example, gastric tumor-derived GM-CSF induces neutrophil PD-L1 expression via JAK and STAT3 pathways to suppress T cell immunity [23]. In pancreatic ductal adenocarcinoma, increased levels of PD-L1 on neutrophils are associated with metabolic reprogramming and followed by tumor metastasis [24]. He and colleagues reported that PD-L1+ TANs were dominantly accumulated in peritumoral tissues than intratumoral tissues [25]. Moreover, PD-L1+ TANs negatively correlated with overall survival of HCC patients [26]. Our data described that neutrophils polarized into pro-tumor phenotype in HCC ascites which are a crucial step to suppress immune responses of T cells and promote tumor progression.
To investigate the components in ascites involved in TAN polarization, biochemical parameters used commonly in ascitic tests were analyzed (Table 2). Ascitic LDH was significantly elevated in HCC patients compared to that in control group. The role of LDH have been widely studied in heterogeneous populations of HCC patients, serum LDH has been tested as a prognostic biomarker to predict disease outcome [27]. In addition, ascitic LDH could be helpful in distinguishing between malignant and benign conditions [28]. LDH is an important enzyme in the anaerobic metabolic process; its function is to catalyze the conversion of pyruvate to lactate [29]. Thus, we examined lactate concentrations in ascites, and the results revealed that ascitic lactate level was higher in HCC patients. High lactate levels can be derived from HCC tumor cells as the reprogramming of glucose metabolism in tumor cells. Various research groups have described that lactate was associated with PD-L1 expression on neutrophils [30]. Therefore, we isolated neutrophils from peripheral blood and followed by stimulated with lactate for RNAseq analysis. It was notable that lactate induced a significant elevated CD274, STAT1, PTPN6 and AGER expression and dramatically decreased SAMD4B and BATF2 expression. It has been reported that STAT1 was positively correlated with PD-L1 expression in several tumors and regulated NETs formation to aggravate inflammation [31, 32]. Studies revealed that higher expression of PTPN6 was associated with poor prognosis in cancer since PTPN6 could mediate proliferation, invasion and migration of cancer cells [33]. AGER has been reported to function as a tumor promoter to facilitate tumor growth and metastasis [34]. Additionally, AGER is closely related to NETs signaling immune pathway [35]. Recently, SAMD4B was recognized as a tumor suppressor in HCC cohort, low expression of SAMD4B could induce PD-L1 expression, therefore evoking immune escape of tumor cells [36]. In non-small cell lung cancer, BATF2 was negatively correlated with PD-L1 expression in patients to exert anti-tumor responses [37]. Above all, lactate might induce these PD-L1 expression-related genes to mediate TAN polarization in TME. Consistently, our results validated that lactate induced PD-L1 expression on neutrophils in a dose-dependent manner by flow cytometry. Collectively, these results suggested that ascitic lactate might be responsible for TAN polarization to exacerbate tumor progression in HCC. As shown by GSEA analysis, lactate was able to accelerate NETs formation. Awatshi and colleagues found that lactate induced elastase production and DNA release, indicating that lactate could be related to NETs generation [38]. In this study, we observed significantly elevated MPO production in PD-L1+ neutrophils stimulated with lactate in a dose-dependent manner, and higher concentrations of MPO-DNA were measured in the cell supernatant. These data indicated that ascitic lactate was capable of inducing TAN polarization on neutrophils as well as NETs release from PD-L1+ neutrophils.
Nowadays, NETs has become a “hot spot” in HCC research. Emerging evidence showed that NETs displayed an important role in tumor growth and metastasis in HCC via mediating inflammatory responses and metabolic reprogram [39]. More importantly, we previously found NETs level were significantly elevated in liver tissues and serum of HBV-related HCC patients, and NETs might serve as a biomarker for predicting HBV-related HCC progression [13]. Since differentiating malignant ascites from benign ascites has always been a clinical difficult, we therefore explored the clinical significance of ascitic NETs in HCC patients. It has been reported that one of NETs markers calprotectin in ascites could predict early occurrence of HCC. In this study, ascites and serum from HCC patients were collected and NETs-related markers including calprotectin, dsDNA, CitH3, MPO and MPO-DNA were then detected. Interestingly, we found no statistical differences in circulating NETs levels between HCC patients and individuals suffered from other chronic liver diseases. However, significantly higher ascitic calprotectin, dsDNA, CitH3, MPO and MPO-DNA levels were measured in malignant ascites compared to benign ascites, implicating that ascitic NETs had greater potential in discriminating malignant ascites from benign ascites than that in serum. Furthermore, ROC analysis was carried out to identify clinical diagnostic efficiency of NETs. We found that AUC value of MPO-DNA was highest among classic ascitic marker LDH and other NETs-associated markers, and combination of LDH with CitH3 or MPO-DNA improved diagnostic efficacy. Notably, combined LDH, CitH3 and MPO-DNA exhibited the largest values of AUC, these results indicated that NETs might be a candidate biomarker, and NETs combined with ascitic LDH effectively increased diagnostic efficacy in discriminating malignant from benign ascites. However, there are some limitations of this study, First of all, sample size in our study is limited and all specimens were recruited from one hospital, large cohort of HCC patients with malignant ascites and sex- and age- matched patients with benign ascites should be introduced and our results need to be verified in multicenter study. Secondly, dynamic change of serum and ascitic NETs level should be measured to describe the fluctuation of NETs concentrations in HCC progression. Last but not least, HCC-related disease scoring systems should be included to analyze the correlation of ascitic NETs with tumor grades, stages and recurrence for further evaluating prognostic values of NETs.
In conclusion, we observed accumulation of pro-tumor phenotype PD-L1+ TANs, as well as significantly elevated LDH and lactate in malignant ascites. Moreover, in vitro study was conducted to confirm that lactate was able to induce PD-L1 expression and NETs release. Next, dramatically increased NETs-associated parameters were examined in malignant ascites and NETs was proved to be a diagnostic biomarker for malignant ascites. To our knowledge, this is the first study to explore the clinical values of NETs in distinguishing HCC patients with malignant ascites from chronic liver diseases patients with benign ascites. This study provides a new perspective for differential diagnosis between malignant and benign ascites.
Data availability
All data in the current study are available from the corresponding author on reasonable request.
References
Ferrante ND, Pillai A, Singal AG (2020) Update on the diagnosis and treatment of hepatocellular carcinoma. Gastroenterol Hepatol (N Y) 16(10):506–516
Ganesan P, Kulik LM (2023) Hepatocellular carcinoma: new developments. Clin Liver Dis 27(1):85–102
Zeng H, Cao M, Xia C, Wang D, Chen K, Zhu Z, Fu R, Zhang S, Zhou J, Wang H, Qi X, Dai S, Chen Y, Sun Z, Ding H, Li Q, Zhao H, Zhang X, Morze J, Ji JS, Sun F, Yu X, Qu C, Chen W (2023) Performance and effectiveness of hepatocellular carcinoma screening in individuals with HBsAg seropositivity in China: a multicenter prospective study. Nat Cancer 4(9):1382–1394
Tsuchiya N, Sawada Y, Endo I, Saito K, Uemura Y, Nakatsura T (2015) Biomarkers for the early diagnosis of hepatocellular carcinoma. World J Gastroenterol 21(37):10573–10583
Fichtl A, Seufferlein T, Zizer E (2023) Risks and benefits of TIPS in HCC and other liver malignancies: a literature review. BMC Gastroenterol 23(1):403
Chen H, Zhou XH, Li JR, Zheng TH, Yao FB, Gao B, Xue TC (2021) Neutrophils: driving inflammation during the development of hepatocellular carcinoma. Cancer Lett 1(522):22–31
Han F, Guo J, Mu M, Bian K, Cui Z, Duan Q, Ma J, Jin L, Liu W, Chen F (2023) Mechanism of ozone alleviation of malignant ascites in hepatocellular carcinoma through the inhibition of neutrophil extracellular traps. PNAS Nexus 2(9):pgad280
Wang Y, Zhao Q, Zhao B, Zheng Y, Zhuang Q, Liao N, Wang P, Cai Z, Zhang D, Zeng Y, Liu X (2022) Remodeling tumor-associated neutrophils to enhance dendritic cell-based HCC neoantigen nano-vaccine efficiency. Adv Sci (Weinh) 9(11):e2105631
Geh D, Leslie J, Rumney R, Reeves HL, Bird TG, Mann DA (2022) Neutrophils as potential therapeutic targets in hepatocellular carcinoma. Nat Rev Gastroenterol Hepatol 19(4):257–273
Yang LY, Luo Q, Lu L, Zhu WW, Sun HT, Wei R, Lin ZF, Wang XY, Wang CQ, Lu M, Jia HL, Chen JH, Zhang JB, Qin LX (2020) Increased neutrophil extracellular traps promote metastasis potential of hepatocellular carcinoma via provoking tumorous inflammatory response. J Hematol Oncol 13(1):3
van der Windt DJ, Sud V, Zhang H, Varley PR, Goswami J, Yazdani HO, Tohme S, Loughran P, O’Doherty RM, Minervini MI, Huang H, Simmons RL, Tsung A (2018) Neutrophil extracellular traps promote inflammation and development of hepatocellular carcinoma in nonalcoholic steatohepatitis. Hepatology 68(4):1347–1360
Xia Y, Wang Y, Xiong Q, He J, Wang H, Islam M, Zhou X, Kim A, Zhang H, Huang H, Tsung A (2024) Neutrophil extracellular traps promote MASH fibrosis by metabolic reprogramming of HSC. Hepatology. https://doi.org/10.1097/HEP.0000000000000762
Zhan X, Wu R, Kong XH, You Y, He K, Sun XY, Huang Y, Chen WX, Duan L (2023) Elevated neutrophil extracellular traps by HBV-mediated S100A9-TLR4/RAGE-ROS cascade facilitate the growth and metastasis of hepatocellular carcinoma. Cancer Commun (Lond) 43(2):225–245
Yajuk O, Baron M, Toker S, Zelter T, Fainsod-Levi T, Granot Z (2021) The PD-L1/PD-1 axis blocks neutrophil cytotoxicity in cancer. Cells 10(6):1510
Zhang J, Liang R, Wei J, Ye J, He Q, Yuan C, Ye J, Li Y, Liu Z, Lin Y (2018) Identification of candidate biomarkers in malignant ascites from patients with hepatocellular carcinoma by iTRAQ-based quantitative proteomic analysis. Biomed Res Int 2018:5484976
Rizzo A, Ricci AD, Brandi G (2022) Trans-arterial chemoembolization plus systemic treatments for hepatocellular carcinoma: an update. J Pers Med 12(11):1788
Rizzo A, Ricci AD (2022) Challenges and future trends of hepatocellular carcinoma immunotherapy. Int J Mol Sci 23(19):11363
Sahin TK, Rizzo A, Aksoy S, Guven DC (2024) Prognostic significance of the Royal Marsden Hospital (RMH) score in patients with cancer: a systematic review and meta-analysis. Cancers (Basel) 16(10):1835
Guven DC, Erul E, Kaygusuz Y, Akagunduz B, Kilickap S, De Luca R, Rizzo A (2023) Immune checkpoint inhibitor-related hearing loss: a systematic review and analysis of individual patient data. Support Care Cancer 31(12):624
Rizzo A, Santoni M, Mollica V, Logullo F, Rosellini M, Marchetti A, Faloppi L, Battelli N, Massari F (2021) Peripheral neuropathy and headache in cancer patients treated with immunotherapy and immuno-oncology combinations: the MOUSEION-02 study. Expert Opin Drug Metab Toxicol 17(12):1455–1466
Arvanitakis K, Mitroulis I, Germanidis G (2021) Tumor-associated neutrophils in hepatocellular carcinoma pathogenesis, prognosis, and therapy. Cancers (Basel) 13(12):2899
Yan M, Zheng M, Niu R, Yang X, Tian S, Fan L, Li Y, Zhang S (2022) Roles of tumor-associated neutrophils in tumor metastasis and its clinical applications. Front Cell Dev Biol 17(10):938289
Wang TT, Zhao YL, Peng LS, Chen N, Chen W, Lv YP, Mao FY, Zhang JY, Cheng P, Teng YS, Fu XL, Yu PW, Guo G, Luo P, Zhuang Y, Zou QM (2017) Tumour-activated neutrophils in gastric cancer foster immune suppression and disease progression through GM-CSF-PD-L1 pathway. Gut 66(11):1900–1911
Wang X, Hu LP, Qin WT, Yang Q, Chen DY, Li Q, Zhou KX, Huang PQ, Xu CJ, Li J, Yao LL, Wang YH, Tian GA, Yang JY, Yang MW, Liu DJ, Sun YW, Jiang SH, Zhang XL, Zhang ZG (2021) Identification of a subset of immunosuppressive P2RX1-negative neutrophils in pancreatic cancer liver metastasis. Nat Commun 12(1):174
He G, Zhang H, Zhou J, Wang B, Chen Y, Kong Y, Xie X, Wang X, Fei R, Wei L, Chen H, Zeng H (2015) Peritumoural neutrophils negatively regulate adaptive immunity via the PD-L1/PD-1 signalling pathway in hepatocellular carcinoma. J Exp Clin Cancer Res 18(34):141
Yang Z, Zhang L, Liu J, Yang L, Xue H, Bai S, Wang K (2021) PD-L1 combined with HDAC9 is a useful prognostic predictor in hepatocellular carcinoma. Transl Cancer Res 10(5):2305–2317
Faloppi L, Scartozzi M, Bianconi M, Svegliati Baroni G, Toniutto P, Giampieri R, Del Prete M, De Minicis S, Bitetto D, Loretelli C, D’Anzeo M, Benedetti A, Cascinu S (2014) The role of LDH serum levels in predicting global outcome in HCC patients treated with sorafenib: implications for clinical management. BMC Cancer 20(14):110
Huang LL, Xia HH, Zhu SL (2014) ascitic fluid analysis in the differential diagnosis of ascites: focus on cirrhotic ascites. J Clin Transl Hepatol 2(1):58–64
Sacco R, Mismas V, Granito A, Musettini G, Masi G, Caparello C, Vivaldi C, Felder M, Bresci G, Fornaro L; Italian Liver Cancer (IT.LI.CA) group. Correlation between LDH levels and response to sorafenib in HCC patients: an analysis of the ITA.LI.CA database. Int J Biol Markers.
Deng H, Kan A, Lyu N, He M, Huang X, Qiao S, Li S, Lu W, Xie Q, Chen H, Lai J, Chen Q, Jiang X, Liu S, Zhang Z, Zhao M (2021) Tumor-derived lactate inhibit the efficacy of lenvatinib through regulating PD-L1 expression on neutrophil in hepatocellular carcinoma. J Immunother Cancer 9(6):e002305
Liu F, Liu J, Zhang J, Shi J, Gui L, Xu G (2020) Expression of STAT1 is positively correlated with PD-L1 in human ovarian cancer. Cancer Biol Ther 21(10):963–971
Lin S, Zhu P, Jiang L, Hu Y, Huang L, He Y, Zhang H (2024) Neutrophil extracellular traps induced by IL-1β promote endothelial dysfunction and aggravate limb ischemia. Hypertens Res 47(6):1654–1667
Liu G, Zhang Y, Huang Y, Yuan X, Cao Z, Zhao Z (2022) PTPN6-EGFR protein complex: a novel target for colon cancer metastasis. J Oncol 11(2022):7391069
Zhu X, Zhou L, Li R, Shen Q, Cheng H, Shen Z, Zhu H (2018) AGER promotes proliferation and migration in cervical cancer. Biosci Rep. https://doi.org/10.1042/BSR20171329
Lv X, Shang Y, Ning Y, Yu W, Wang J (2024) Pharmacological targets of SGLT2 inhibitors on IgA nephropathy and membranous nephropathy: a mendelian randomization study. Front Pharmacol 22(15):1399881
Qi F, Zhang J, Li J, Li D, Gao N, Qi Z, Kong X, Yu Z, Fang Y, Cui W, Xia J (2024) Synergistic immunochemotherapy targeted SAMD4B-APOA2-PD-L1 axis potentiates antitumor immunity in hepatocellular carcinoma. Cell Death Dis 15(6):421
Liu J, Li J, Tuo Z, Hu W, Liu J (2023) BATF2 inhibits PD-L1 expression and regulates CD8+ T-cell infiltration in non-small cell lung cancer. J Biol Chem 299(11):105302
Awasthi D, Nagarkoti S, Sadaf S, Chandra T, Kumar S, Dikshit M (2019) Glycolysis dependent lactate formation in neutrophils: a metabolic link between NOX-dependent and independent NETosis. Biochim Biophys Acta Mol Basis Dis 1865(12):165542
Zhu W, Fan C, Dong S, Li X, Chen H, Zhou W (2023) Neutrophil extracellular traps regulating tumorimmunity in hepatocellular carcinoma. Front Immunol 18(14):1253964
Funding
This work was supported by funding for this study provided by National Natural Science Foundation of China (82302011), Kuanren Talents Program of the Second Affiliated Hospital of Chongqing Medical University (202417–45), Natural Science Foundation of Chongqing Municipality (No. cstc2018jcyjAX0745, No. CSTB2023NSCQ-MSX0215).
Author information
Authors and Affiliations
Contributions
XYS, YQG and BW contributed to the conception and design of the study. YQG and TY and LBC coordinated the investigation of sample analysis. XYS, YQG and YZ conducted in vitro experiments. XYS, LY, WXC and BW performed data analysis. XYS and BW drafted the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Sun, X., Gui, Y., Yang, T. et al. PD-L1+ neutrophils induced NETs in malignant ascites is a potential biomarker in HCC. Cancer Immunol Immunother 73, 254 (2024). https://doi.org/10.1007/s00262-024-03833-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00262-024-03833-z