Abstract
Myeloid-derived suppressor cells (MDSCs) are key player in mediating systemic immunosuppression, and their accumulation and expansion in the periphery and tumor have been iteratively observed in patients with various types of cancer. It has been reported that CD14+HLA-DR−/low MDSCs are increased in hepatocellular carcinoma (HCC) patients; however, the clinical significance of MDSC alteration in HCC patients after treatment is poorly studied. In this study, we examined the frequency of MDSCs in 92 HCC patients, 14 chronic liver disease patients without HCC, and 22 healthy controls by flow cytometric analysis. The associations between the clinical features and the frequency of MDSCs were analyzed. In particular, we further examined the prognostic impact of MDSCs on the overall survival of HCC patients receiving radiation therapy. The frequency of MDSCs in HCC patients was significantly increased and correlated with tumor stage, size, burden, and Child-Pugh classification but not with biochemical parameters of liver function. In HCC patients who received radiation therapy, the frequency of MDSCs after treatment significantly decreased and was inversely correlated with overall survival time. In multivariate analysis, only post-treatment MDSC ratio and Child-Pugh classification were correlated with the prognosis of HCC patients. Patients with a high frequency of MDSCs after radiotherapy should be closely followed, and the inhibition of MDSCs may improve the prognosis of patients.
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Introduction
Liver cancer is one of the most common cancers and the third most frequent cause of cancer-related death worldwide [1]. Hepatocellular carcinoma (HCC) as a major type accounts for 70 to 85 % of primary liver cancers [2]. Current treatment options include surgical resection, chemotherapy, radiofrequency ablation (RFA), and transcatheter arterial chemoembolization (TACE) [3–5]. Recently, radiotherapy is growingly important in the management of HCC due to the innovation of three-dimensional conformal radiation therapy (3D-CRT) and intensity-modulated radiation therapy (IMRT) [6]. Despite these treatments, tumor recurrence rate of HCC patients is still high and the prognosis is dismal [7, 8]. Therefore, novel anti-tumor treatments for HCC are urgently needed. In this regard, immunotherapies have represented a great potential to overcome the aforementioned limitations and prolong the survival time of HCC patients [9, 10]; however, systemic immune suppression is often observed in patients with HCC and must be overcome before immunotherapies get success in clinic.
Recent research has been focused on myeloid-derived suppressor cells (MDSCs) that play a key role in mediating immune suppression in the host [11, 12]. MDSCs are immature myeloid cells with immunosuppressive activity and observed to accumulate in tumor-bearing mice and humans with different types of cancer, including HCC [13–15], where they potently inhibit T cell effector function via multiple mechanisms and consequently promote tumor development [12, 16]. Importantly, intervening strategies targeting the various aspects of MDSCs, including their development, expansion/activation, function, and turnover, have demonstrated the anti-tumor effects in pre-clinical animal models [17], indicating its potentially therapeutic value in clinic. Regarding human MDSCs, they are commonly defined as suppressor cells with CD11b+CD33+HLA-DR−/low phenotype and can be divided into granulocytic CD14−CD15+ and monocytic CD14+CD15− subtypes [11, 16]. In previous studies, it has been documented that CD14+HLA-DR–/low MDSCs are increased in HCC patients that can suppress the function of T cells through the induction of regulatory T cells (Tregs) [13] and concomitant ablation of these MDSCs and Tregs in peripheral blood mononuclear cells (PBMCs) of HCC patients significantly rescues the effector functions of CD4+ and CD8+ T cells in vitro [15]. Furthermore, MDSC ratio has been reported to be prognostic for HCC recurrence in patients receiving curative RFA therapy with MDSC frequency after treatment inversely correlating with recurrence-free survival [14]. Therefore, CD14+HLA-DR–/low MDSCs are of clinical significance in HCC, and deeper elucidation of inhibitory mechanism of MDSCs and controlling their function is very important to develop more effective immunotherapy for HCC.
In this study, we investigated the clinical parameters associated with the frequency of MDSCs in patients with HCC and the prognostic role of MDSCs in advanced HCC patients receiving radiotherapy to validate the significance of targeting MDSCs.
Material and methods
Subjects and blood samples
Ninety-two histologically confirmed HCC patients without other systemic diseases and 14 hepatitis patients undergoing percutaneous liver biopsy to evaluate the disease severity recruited at Department of Oncology of Beijing Chao-Yang Hospital as well as 22 healthy blood donors were included in this study. All patients received complete staging according to the criteria of the seventh edition of the American Joint Committee on Cancer (AJCC). We obtained the whole blood from HCC patients prior to surgery, immunotherapy, radiotherapy, chemotherapy, or any other treatment. Samples were analyzed within 3 h of collection.
Of the 61 advanced HCC patients, 43 patients who received 3D-CRT or IMRT alone were followed up for at most 2 years. They received less than a total dose of 60 Gy by conventional fractionation of 2 Gy/fraction and five fractions a week in 4–6 weeks. Post-treatment blood samples were obtained in 3–4 weeks.
Antibodies and flow cytometry
For the surface marker, fresh heparinized peripheral blood was added to the following monoclonal antibodies (all from Beckman Coulter, Inc): PE-Cy7-conjugated CD14 (clone RMO52), fluorescein isothiocyanate (FITC)-conjugated HLA-DR (clone Immu357), and PE-Cy5-conjugated CD3 (clone UCHT1) with IgG2a-PE-Cy7, IgG2b-FITC, and IgG1-PE-Cy5 mouse isotype control used as controls. After incubation for 30 min at 4 °C in the dark, the cells were lysed with RBC Lysis/Fixation Solution (Beckman Coulter, Inc). Before intracellular staining, the cells were permeabilized with Cytofix/Cytoperm Kit (BD Biosciences) and stained with antibody Alexa Fluor 488-conjugated CD3ξ (clone 6B10.2; sc-1239 AF488 from Santa Cruz) or isotype-matched control antibody (normal mouse IgG1 Alexa Fluor® 488; sc-3890 from Santa Cruz). Cells were analyzed using a FC500 MPL flow cytometer (Beckman Coulter) and FlowJo analysis software (Treestar).
MDSC isolation and proliferation
PBMCs were isolated from 20 ml of whole blood taken from three patients with stage IV HCC by Histopaque-1077 (Sigma) density gradient centrifugation and then costained with anti-HLA-DR/CD14/CD3 antibodies. CD14+HLA-DR−/low cells and CD3+ T cells were purified by MoFloTM XDP cell sorting system (Beckmam Coulter). The purity of all isolated cell populations was >95 % (data not shown). For functional analysis, purified T cells were labeled with 2 mM carboxyfluorescein succinimidyl ester (CFSE) (Invitrogen Molecular Probe) according to the manufacturer’s instructions, and consequent CFSE-labeled T cells (50,000/well) were cocultured at various ratios with CD14+HLA-DR−/low MDSCs in the absence or presence of CD3/CD28 beads (Miltenyi Biotec) in 96-well round-bottomed plates (Corning, Costar). After 72 h, proliferation was measured by CFSE dilution as described previously [18, 19].
Statistical analysis
Data are expressed as the mean ± standard deviation (SD) and analyzed using the Statistical Package for the Social Sciences version 18.0 (SPSS). Parametric (paired or unpaired t test and Fisher’s exact test) or nonparametric (Mann–Whitney U) were used for univariate analysis of the two groups classified according to the frequency of MDSCs. The cumulative survival rates were calculated by the Kaplan–Meier method, and the differences in survival rates were analyzed by the log-rank test. The multivariate analysis of independent prognostic factors for survival was performed by the Cox proportional hazard model. Statistical significance was set at p < 0.05.
Results
Circulating CD14+HLA-DR−/low cells are significantly increased in HCC patients correlating with disease stage
We used whole blood to analyze the percentage of CD14+HLA-DR−/low MDSCs. As shown in Fig. 1a, the CD14+ monocytes were divided into CD14+HLA-DR+ cells and CD14+HLA-DR−/low MDSCs based on HLA-DR expression. Consistent with previous study, the frequency of CD14+HLA-DR−/low MDSCs was apparently higher in patients with HCC than healthy donors (mean 16.79 vs 9.33 %, p = 0.0002; Fig. 1b). The absolute number of circulating CD14+HLA-DR−/low MDSCs in peripheral blood was also significantly increased in these patients (mean 41.3 vs 10.2 cells/μl, p < 0.0001; Fig. 1c). The frequency of MDSCs was correlated with the stage of HCC where patients with advanced disease had a significantly higher level of circulating MDSCs compared to that with early disease (18.91 vs 12.61 % for stages III and IV (n = 61) and stages I and II (n = 31), p = 0.0005; Fig. 1d). The representative dotplots were shown in Fig. 1a. Intriguingly, no significant difference in MDSC frequency was seen between hepatitis patients without HCC and healthy controls, although the frequency of MDSCs in former was mildly higher.
To confirm the suppressive activities of CD14+HLA-DR−/low MDSCs, we cocultured CD14+HLA-DR−/low MDSCs sorted from PBMCs of HCC patients with autologous CD3+ T cells in the absence or presence of stimulation conferred by beads coated with anti-CD2/-CD3/-CD28 monoclonal antibodies. We observed that CD14+HLA-DR−/low MDSCs suppressed proliferation of autologous CD3+ T cells in a dose-dependent manner (Fig. 2b). The representative histograms were shown in Fig. 2a. In addition, we found that the CD3ξ expression of CD3+ T cells was decreased significantly in the peripheral blood of HCC patients (n = 20) compared with healthy donors (n = 20; Fig. 2c).
Characteristics of clinical parameters related to the MDSC frequency in HCC patients
The HCC patients were divided into two groups by the threshold of an MDSC frequency of 14.6 % that is the average + 2 SD of the MDSC frequency in non-HCC patients. Characteristics of clinical parameters of HCC patients are presented in Table 1, including age, gender, tumor-node-metastasis (TNM), Child-Pugh tumor size, alpha-fetoprotein (AFP), aspartate aminotransferase (AST), alanine transaminase (ALT), and tumor multiplicity. There was no significant difference between the two groups with regard to age, gender, AFP, AST, ALT, and GGT. Compared to that with lower MDSC frequency, patients with higher MDSC frequency had more advanced disease (TNM I/II vs II/IV, 24/22 vs 7/39, p = 0.0003), bigger tumor size (5.09 vs 7.39 cm, p < 0.0001), worse Child-Pugh classification (A/B/C 30/14/2 vs 15/24/7, p = 0.0055), and more tumor nodules (solitary/multiple, 25/21 vs 9/37, p < 0.0001).
Frequency of CD14+HLA-DR−/low cells is associated with overall survival in HCC patients
The frequency of MDSCs was examined before and after curative 3D-CRT or IMRT therapy in 43 followed-up patients. The average frequency of CD14+HLA-DR−/low MDSCs before treatment (17.37 %) was reduced to 13.21 % after therapy (p = 0.0102; Fig. 3a). In addition, overall survival was significantly shortened in the group with high frequency of post-MDSC frequency (p = 0.025; Fig. 3b). We then analyzed the risk factors for prognosis in these patients (Table 2). In univariate analysis, Child-Pugh B, tumor size ≥6 cm, AFP ≥500 ng/ml, ALT ≥40 UI/l, AST ≥40 UI/l, pre-treatment MDSC ratio ≥14.6 %, and post-treatment MDSC ratio ≥14.6 % were significantly associated with worse prognosis in these HCC patients. In multivariable analysis, only post-treatment MDSC ratio ≥14.6 % (hazard ratio (HR) 2.838, 95 % confidence interval (CI) 1.379–5.837, p = 0.005) and Child-Pugh B (HR 3.290, 95 % CI 1.483–7.300, p = 0.003) were found to be risk factors.
Discussion
As an important immune regulator, MDSCs can block T cell function and facilitate tumor formation [20, 21]. Recent research into the onset, progression, metastasis, recurrence, and prognosis of HCC is especially interested in MDSCs due to its significant role in immune suppression and resistance to traditional therapies, as reported in several published studies [13–15, 22]. The involvement of MDSCs in progression of malignant disease is further supported by experiment observations that targeting MDSCs can indeed affect angiogenesis, an essential pre-requisite for tumor growth [23, 24]. These data suggest that CD14+HLA-DR−/low MDSCs may be of clinical significance for HCC.
In the present study involving 92 HCC patients, 14 hepatitis patients, and 22 healthy controls, we investigated the impact of frequency of CD14+HLA-DR−/low MDSCs on clinical parameters and radiotherapy effects. Consistent with previous studies [13–15], we found that HCC patients had a significantly higher level of CD14+HLA-DR−/low MDSCs compared to the healthy controls. Such an increase in MDSC frequency, however, was not revealed in hepatitis patients. The findings have biological plausibility, since CD14+HLA-DR−/low cells serve as immunity suppressors and higher level of CD14+HLA-DR−/low MDSCs indicates the severer systemic immunosuppression and therefore increases the pre-disposition of carcinogenesis.
In addition to increased percentage and number of MDSCs in HCC patients, we observed that the MDSC frequency was correlated with the progression of HCC (tumor stage, size, and burden and Child-Pugh scores) but not biochemical parameters of liver function. The frequency of CD14+HLA-DR−/low MDSCs has been also reported to be correlated with tumor progression in other cancers, such as melanoma, prostate cancer, and bladder cancer [25–27]. As MDSC frequency did not increased in patients with hepatitis, it is very likely that expansion of CD14+HLA-DR−/low MDSCs was mostly derived from the tumor environment itself but not from inflammation or fibrosis of liver tissue around the tumor [14]. This speculation is supported by the finding that frequency of circulating CD14+HLA-DR−/low MDSCs decreased in most patients with curative treatment in this study. We also found reduced CD3ξ expression on CD3+ T cells in the peripheral blood of HCC patients, indicating that CD14+HLA-DR−/low MDSCs may inhibit the activation of T cells by decreasing the expression of CD3ξ signaling chain. MDSCs highly express arginase 1 that catabolizes L-arginine consequently reducing the raw materials for CD3ξ synthesis, thus leading to blocked transmission of T cell antigen recognition signals and suppressed proliferation of T cells [28].
We also examined the change of MDSC frequency before and after curative therapy in 43 followed-up patients receiving radiotherapy (3D-CRT or IMRT) and found that frequency of CD14+HLA-DR−/low MDSCs significantly decreased after treatment. Although radiotherapy has been widely used clinically to treat primary and metastatic malignancies in a large part of cancer patients, its effect remains to be elucidated on the tumor immune microenvironment. Regarding the impacts of radiotherapy on MDSCs, previous studies showed that radiotherapy could decrease the numbers of immunosuppressive MDSCs in cancer patients with primary or metastatic diseases and as an independent immune parameter deceased MDSCs after treatment predicted the good response in those patients [29, 30]. Consistent with these reports, we also observed that the frequency of CD14+HLA-DR−/low MDSCs after radiotherapy was negatively correlated with the prognosis of HCC patients since patients with higher level of post-treatment MDSCs had an evidently shortened overall survival. Thus, the findings support that the alterations in MDSC frequency can be viewed as a prognostic factors for cancer patients [14, 31].
Radiotherapy with accurate delivery of the irradiation dose has been widely applied in recent years; however, many patients suffer from local tumor recurrences following radiotherapy [32, 33]. Therefore, attempts to improve the efficacy of radiotherapy via combination treatment with other treatment regimens are urgently pursued. The findings that radiotherapy attenuated the accumulation of circulating MDSCs in HCC patients supports the exploration of combined treatment of radiotherapy and immunotherapy for advanced HCC since decreased immunosuppression by radiotherapy provides a permissive setting for an optimal effect of immunotherapy administered sequentially. This notion has been elegantly validated by recent studies demonstrating the impressively synergistic anti-tumor efficacy of radiotherapy and immune checkpoint inhibitors (anti-PD1, anti-CTLA4, and anti-PD-L1 antibodies) in pre-clinical animal models [34, 35]. In this aspect, patients with decreased MDSC after radiotherapy may be best suited for this combined treatment, which should be evaluated in future clinical trials.
In sum, we conclude that MDSCs levels may be an important predictor for radiotherapy effects of HCC and have direct association with tumor progression or resolution. MDSCs could be used a biomarker for prognosis of HCC, highlighting the clinical significance of MDSCs. Considering the sample inadequacy, the exact role of MDSCs in human HCC requires further larger studies to confirm.
References
El-Serag HB, Rudolph KL. Hepatocellular carcinoma: epidemiology and molecular carcinogenesis. Gastroenterology. 2007;132:2557–76.
French SW, Lee J, Zhong J, Morgan TR, Buslon V, Lungo W, et al. Alcoholic liver disease—hepatocellular carcinoma transformation. J Gastrointest Oncol. 2012;3:174–81.
Curley SA, Izzo F, Ellis LM, Nicolas Vauthey J, Vallone P. Radiofrequency ablation of hepatocellular cancer in 110 patients with cirrhosis. Ann Surg. 2000;232:381–91.
Lencioni R, Chen XP, Dagher L, Venook AP. Treatment of intermediate/advanced hepatocellular carcinoma in the clinic: how can outcomes be improved? Oncologist. 2010;15 Suppl 4:42–52.
Yamashita T, Arai K, Sunagozaka H, Ueda T, Terashima T, Mizukoshi E, et al. Randomized, phase ii study comparing interferon combined with hepatic arterial infusion of fluorouracil plus cisplatin and fluorouracil alone in patients with advanced hepatocellular carcinoma. Oncology. 2011;81:281–90.
Feng M, Ben-Josef E. Radiation therapy for hepatocellular carcinoma. Semin Radiat Oncol. 2011;21:271–7.
Izumi N, Asahina Y, Noguchi O, Uchihara M, Kanazawa N, Itakura J, et al. Risk factors for distant recurrence of hepatocellular carcinoma in the liver after complete coagulation by microwave or radiofrequency ablation. Cancer. 2001;91:949–56.
Komorizono Y, Oketani M, Sako K, Yamasaki N, Shibatou T, Maeda M, et al. Risk factors for local recurrence of small hepatocellular carcinoma tumors after a single session, single application of percutaneous radiofrequency ablation. Cancer. 2003;97:1253–62.
Butterfield LH. Immunotherapeutic strategies for hepatocellular carcinoma. Gastroenterology. 2004;127:S232–41.
Walter S, Weinschenk T, Stenzl A, Zdrojowy R, Pluzanska A, Szczylik C, et al. Multipeptide immune response to cancer vaccine ima901 after single-dose cyclophosphamide associates with longer patient survival. Nat Med. 2012;18:1254–61.
Ostrand-Rosenberg S. Myeloid-derived suppressor cells: more mechanisms for inhibiting antitumor immunity. Cancer immunol Immunother. 2010;59:1593–600.
Greten TF, Manns MP, Korangy F. Myeloid derived suppressor cells in human diseases. Int Immunopharmacol. 2011;11:802–7.
Hoechst B, Ormandy LA, Ballmaier M, Lehner F, Kruger C, Manns MP, et al. A new population of myeloid-derived suppressor cells in hepatocellular carcinoma patients induces cd4(+)cd25(+)foxp3(+) T cells. Gastroenterology. 2008;135:234–43.
Arihara F, Mizukoshi E, Kitahara M, Takata Y, Arai K, Yamashita T, et al. Increase in cd14+hla-dr−/low myeloid-derived suppressor cells in hepatocellular carcinoma patients and its impact on prognosis. Cancer Immunol Immunother. 2013;62:1421–30.
Kalathil S, Lugade AA, Miller A, Iyer R, Thanavala Y. Higher frequencies of garp(+)ctla-4(+)foxp3(+) T regulatory cells and myeloid-derived suppressor cells in hepatocellular carcinoma patients are associated with impaired T-cell functionality. Cancer Res. 2013;73:2435–44.
Gabrilovich DI, Ostrand-Rosenberg S, Bronte V. Coordinated regulation of myeloid cells by tumours. Nat Rev Immunol. 2012;12:253–68.
Draghiciu O, Lubbers J, Nijman HW, Daemen T. Myeloid derived suppressor cells-an overview of combat strategies to increase immunotherapy efficacy. Oncoimmunol. 2015;4:e954829.
Zhang B, Wang Z, Wu L, Zhang M, Li W, Ding J, et al. Circulating and tumor-infiltrating myeloid-derived suppressor cells in patients with colorectal carcinoma. PLoS One. 2013;8:e57114.
Solito S, Falisi E, Diaz-Montero CM, Doni A, Pinton L, Rosato A, et al. A human promyelocytic-like population is responsible for the immune suppression mediated by myeloid-derived suppressor cells. Blood. 2011;118:2254–65.
Gabrilovich DI, Nagaraj S. Myeloid-derived suppressor cells as regulators of the immune system. Nat Rev Immunol. 2009;9:162–74.
Ostrand-Rosenberg S, Sinha P. Myeloid-derived suppressor cells: linking inflammation and cancer. J Immunol. 2009;182:4499–506.
Kapanadze T, Gamrekelashvili J, Ma C, Chan C, Zhao F, Hewitt S, et al. Regulation of accumulation and function of myeloid derived suppressor cells in different murine models of hepatocellular carcinoma. J Hepatol. 2013;59:1007–13.
Yang L, DeBusk LM, Fukuda K, Fingleton B, Green-Jarvis B, Shyr Y, et al. Expansion of myeloid immune suppressor gr+cd11b+ cells in tumor-bearing host directly promotes tumor angiogenesis. Cancer Cell. 2004;6:409–21.
Waldron TJ, Quatromoni JG, Karakasheva TA, Singhal S, Rustgi AK. Myeloid derived suppressor cells: targets for therapy. Oncoimmunology. 2013;2:e24117.
Vuk-Pavlovic S, Bulur PA, Lin Y, Qin R, Szumlanski CL, Zhao X, et al. Immunosuppressive cd14+hla-drlow/− monocytes in prostate cancer. Prostate. 2010;70:443–55.
Yuan XK, Zhao XK, Xia YC, Zhu X, Xiao P. Increased circulating immunosuppressive cd14(+)hla-dr(−/low) cells correlate with clinical cancer stage and pathological grade in patients with bladder carcinoma. J Int Med Res. 2011;39:1381–91.
Poschke I, Mougiakakos D, Hansson J, Masucci GV, Kiessling R. Immature immunosuppressive cd14+hla-dr−/low cells in melanoma patients are stat3hi and overexpress cd80, cd83, and dc-sign. Cancer Res. 2010;70:4335–45.
Bronte V, Serafini P, Mazzoni A, Segal DM, Zanovello P. L-arginine metabolism in myeloid cells controls t-lymphocyte functions. Trends Immunol. 2003;24:302–6.
Napolitano M, D’Alterio C, Cardone E, Trotta AM, Pecori B, Rega D, et al. Peripheral myeloid-derived suppressor and T regulatory pd-1 positive cells predict response to neoadjuvant short-course radiotherapy in rectal cancer patients. Oncotarget. 2015;6:8261–70.
Chen HM, Ma G, Gildener-Leapman N, Eisenstein S, Coakley BA, Ozao J, et al. Myeloid-derived suppressor cells as an immune parameter in patients with concurrent sunitinib and stereotactic body radiotherapy. Clin Cancer Res. 2015;21:4073–85.
Gabitass RF, Annels NE, Stocken DD, Pandha HA, Middleton GW. Elevated myeloid-derived suppressor cells in pancreatic, esophageal and gastric cancer are an independent prognostic factor and are associated with significant elevation of the th2 cytokine interleukin-13. Cancer Immunol Immunother. 2011;60:1419–30.
Begg AC, Stewart FA, Vens C. Strategies to improve radiotherapy with targeted drugs. Nat Rev Cancer. 2011;11:239–53.
Liauw SL, Connell PP, Weichselbaum RR. New paradigms and future challenges in radiation oncology: an update of biological targets and technology. Sci Transl Med. 2013;5:173sr172.
Twyman-Saint Victor C, Rech AJ, Maity A, Rengan R, Pauken KE, Stelekati E, et al. Radiation and dual checkpoint blockade activate non-redundant immune mechanisms in cancer. Nature. 2015;520:373–7.
Deng L, Liang H, Burnette B, Beckett M, Darga T, Weichselbaum RR, et al. Irradiation and anti-pd-l1 treatment synergistically promote antitumor immunity in mice. J Clin Invest. 2014;124:687–95.
Acknowledgments
We thank Yang Yang for his excellent technical assistance in flow cytometry. This work was supported by the Beijing Natural Science Foundation (No. 7133253). The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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The study protocol was approved by the Ethics Committee of Beijing Chao-Yang Hospital. All participants provided written informed consent.
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Wang, D., An, G., Xie, S. et al. The clinical and prognostic significance of CD14+HLA-DR−/low myeloid-derived suppressor cells in hepatocellular carcinoma patients receiving radiotherapy. Tumor Biol. 37, 10427–10433 (2016). https://doi.org/10.1007/s13277-016-4916-2
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DOI: https://doi.org/10.1007/s13277-016-4916-2