Abstract
The “macrotrabecular-massive” (MTM) pattern of hepatocellular carcinoma (HCC) has been suggested to represent a distinct HCC subtype and is associated with specific molecular features. Since the immune microenvironment is heterogenous in HCC, it is important to evaluate the immune microenvironment of this novel variant. CMTM6, a key regulator of PD-L1, is an important immunocheckpoint inhibitor. This study aimed to evaluate the prognostic effect of CMTM6/PD-L1 coexpression and its relationship with inflammatory cells in HCC. We analyzed 619 HCC patients and tumors were classified into MTM and non-MTM HCC subtypes. The expression levels of CMTM6 and PD-L1 in tumor and inflammatory cells were evaluated by immunohistochemistry. The density of inflammatory cells in the cancer cell nest was calculated. Tumoral PD-L1 expression and inflammatory cell density were higher in the MTM type than in the non-MTM type. CMTM6-high expression was significantly associated with shorter OS and DFS than CMTM6-low expression in the whole HCC patient population and the MTM HCC patient population. Moreover, MTM HCC patients with CMTM6/PD-L1 coexpression experienced a higher risk of HCC progression and death. In addition, CMTM6/PD-L1 coexpression was shown to be related to a high density of inflammatory cells. Notably, a new immune classification, based on CMTM6/PD-L1 coexpression and inflammatory cells, successfully stratified OS and DFS in MTM HCC. CMTM6/PD-L1 coexpression has an adverse effect on the prognosis of HCC patients, especially MTM HCC patients. Our study provides evidence for the combination of immune status assessment with anti-CMTM6 and anti-PD-L1 therapy in MTM HCC patients.
Similar content being viewed by others
Avoid common mistakes on your manuscript.
Introduction
Malignant primary liver tumors are the second leading cause of cancer-related death worldwide, with an increasing incidence in almost all countries [1]. Hepatocellular carcinoma (HCC) is about 85–90% of primary liver cancer and its main risk factors are hepatitis B (HBV) or C (HCV) infection, alcohol consumption and metabolic syndrome [2, 3]. Early HCC can be treated by local ablation, surgical resection or liver transplantation. Kinase and immunocheckpoint inhibitors have been shown to be effective options for the treatment of advanced HCC [4]. Among HCC subtypes, the trabecular pattern is the most common growth pattern of HCC and mimics normal hepatic cord plates. When the trabeculae become > 6 cells thick, the growth pattern is referred to as “macrotrabecular-massive” (MTM), and when it is > 50% of the entire tumor, it is considered a subtype: MTM-HCC [5, 6]. Recent studies have shown that MTM-HCC has an aggressive phenotype and distinct biological (high alpha-feto protein serum levels) and molecular (G3 transcriptomic subgroup, TP53 mutations and FGF19 amplifications) features [5]. There is a critical clinical need to explore the immune microenvironment of this novel HCC subtype.
Blockade of the PD-L1/PD-1 interaction with monoclonal antibodies represents a milestone for anticancer immunotherapy. Indeed, agents targeting PD-1/PD-L1 were recently reported to induce impressive antitumor effects in HCC [7]. Patients with positive PD-L1 expression had significantly poorer DFS and OS than PD-L1 negative patients [8]. Blocking CSF1/CSFR1 prevents tumor-associated macrophage trafficking and is also associated with high responsiveness to PD-1 blockade [9]. Notably, intratumoral heterogeneity of PD-L1 expression has been frequently observed in HCC [10]. Tumors not expressing detectable levels of PD-L1 can also respond to PD-1 inhibitors. Therefore, another predictor to supplement PD-L1 is needed.
CMTM6 belongs to the chemokine-like factor (CKLF)-like MARVEL transmembrane domain-containing (CMTM) family and is broadly expressed at the plasma membrane of various cells, but the biological function of this ubiquitously expressed protein was unknown until recently [11]. MARVEL domain proteins have been suggested as key regulators of PD-L1 in tumor cells [12]. CMTM6 promotes PD-L1 expression in tumor cells in the defense against T cells [13]. In contrast, the depletion of CMTM6 relieves T cell immunosuppression [14]. Additionally, it has been reported that elevated CMTM6 in head and neck squamous cell carcinoma and glioma is associated with a poor prognosis [12, 15], and a potential therapeutic target for renal clear cell carcinoma [16]. CMTM6 expression in combination with PD-L1 expression can be used as a prognostic and therapeutic indicator in lung cancer and pancreatic ductal adenocarcinoma [17,18,19,20]. Previous studies found that CMTM6 was downregulated in HCC tissues and correlated with HCC metastasis and survival in HCC patients, the polymorphisms of rs164207 in CMTM6 was found in HCC [21,22,23]. In addition, CMTM6 showed decreased expression in nonneoplastic liver cells after tumor promotion with piperonyl butoxide (PBO) in mice [24]. These findings suggest the potential value of CMTM6 as a therapeutic target. However, the association between CMTM6 and the immune microenvironment has not been evaluated in HCC subtypes.
In our study, we explored the relationship between CMTM6 expression, clinicopathological variables, and the immune microenvironment by analyzing data from the whole population and two histological subtypes. Then, based on CMTM6 expression, PD-L1 expression and inflammatory cell density, we optimized the present immune classification and established a novel immunophenotyping system in HCC, especially in MTM-HCC. Our study may provide evidence for HCC patients to choose proper immunotherapy.
Materials and methods
Patients and samples
Our study was approved by the Institutional Ethical Boards of Sun Yat-sen University Cancer Center. Patient data were retrospectively analyzed from two subtypes: the MTM type (316 patients) and the non-MTM type (303 patients). Patients in both subtypes underwent surgical resection for HCC from Jan. 2000 to Dec. 2010. Informed consent was obtained from all patients. The mean follow-up time was 32.3 months, and the sample included 549 (88.7%) males and 70 (11.3%) females. The mean age was 49 years, ranging from 13 to 77 years.
Tissue microarray (TMA) construction
HCC tissues and adjacent nontumorous hepatic tissue samples were collected and constructed for TMA. Primary antibodies (anti-CMTM6: Sigma-Aldrich, HPA 026980; anti-PD-L1: Roche, SP263) were incubated at 4 °C, washed three times with phosphate-buffered saline, incubated with biotinylated goat anti-mouse antibodies, and then stained with DAKO liquid 3,3′-diaminobenzidine tetrahydrochloride (DAB) and finally with Mayer’s hematoxylin. TMA slides stained with CMTM6 and PD-L1 were observed under a microscope, and the protein expression levels of CMTM6 and PD-L1 were assessed by two independent pathologists (Shi-Wen Zhang and Xue Chao).
The CMTM6 positively stained samples were scored as follows: 0, less than 5% positively stained cells; 1, 6–19% positively stained cells; 2, 20–49% positively stained cells; 3, 50–74% positively stained cells; 4, 75–100% positively stained cells. The intensity was scored as follows: 0, negative staining; 1, weak staining; 2, moderate staining; and 3, strong staining. The final score was calculated by multiplying the percentage score by the staining intensity score. The median IHC score of 3 was chosen as the cut-off value for defining high and low CMTM6 expression. For tumor PD-L1 expression, the percentages of cells demonstrating membranous staining for PD-L1 among total tumor cells were quantified, consistent with previous studies [25, 26]. For inflammatory cell PD-L1 expression, any expression (≥ 1%) of PD-L1 on tumor infiltrating and stromal immune cells was considered present. The tumor and inflammatory cell PD-L1 positivity threshold was defined as at least 1% displaying membranous PD-L1 staining of any intensity. The density of inflammatory cells was manually counted in five separate fields under × 200 high-power magnification. The inflammatory cell positivity threshold was defined as at least 1/mm2. Quantification was conducted independently by two experienced pathologists who were blinded to the clinical data of patients, any discrepancies in scoring were adjudicated.
Statistical analysis
SPSS 19.0 was used to perform statistical analyses (SPSS, Chicago, IL, USA). Student’s t test was used to assess the significance of differences in CMTM6 and PD-L1 expression and inflammatory cell density levels. The Chi-square test was used to analyze the correlation between CMTM6 expression and clinicopathological parameters in HCC patients. Pearson’s χ2 test was used to analyze the correlation between the expression of CMTM6 and PD-L1. OS and DFS were analyzed by Kaplan–Meier analysis and compared by log-rank test. Univariate and multivariate Cox regression analyses were used to analyze prognostic correlations. P < 0.05 was considered statistically significant.
Results
Patient baseline characteristics according to tumor histological subtype
A total of 619 HCC patients who underwent primary tumor resection were analyzed in this study. The clinicopathological variables of patients with the two histological subtypes of HCC are listed in Supplementary Table 1. Representative IHC images for CMTM6 and PD-L1 in HCC are shown in Figs. 1 and 2. In both histological subtypes, the expression rates of CMTM6 expression were high, at 63.9% (202/316) and 52.8% (160/303); interestingly enough, these rates were significantly higher than the rates of tumoral PD-L1 expression, which were 43.0% (136/316) and 34.0% (103/303) (Supplementary Table 1). Consistent with previous studies, our results showed that MTM type has a worse prognosis than non-MTM type (Supplementary Fig. 1a, b).
PD-L1 expression, inflammatory cell density and CMTM6 expression in HCC tissues
We examined PD-L1 expression in tumor tissues and found that 38.6% (239/619) of patients were positive for tumoral PD-L1, 50.1% (310/619) of patients were positive for inflammatory cell PD-L1 and 2.4% (15/619) of patients were positive for adjacent normal cell PD-L1 (Fig. 1a; Supplementary Table 1). The percentage of PD-L1+ tumor cells was higher in MTM-type tumors than in non-MTM type tumors (Fig. 1b). The density of inflammatory cells in the tumoral region was significantly higher in MTM type tumors than in non-MTM type tumors (Fig. 1c, d). However, inflammatory cell PD-L1 and normal cell PD-L1 expression was not significantly different between the MTM type and non-MTM type (Fig. 1b). Representative photomicrographs are shown in Fig. 1e.
We next further confirmed the expression profile of CMTM6 in HCC. Representative IHC images of CMTM6 expression are shown in Fig. 2a. CMTM6 expression in HCC was significantly higher than that in nontumorous tissues (Fig. 2b, c). The expression of CMTM6 was significantly higher in MTM-type tumors than in non-MTM-type tumors (Fig. 2d, e). In another TMA cohort consisting of 47 HCC cases with portal vein embolus, CMTM6 expression was not significantly different between primary lesions and tumor embolus metastases (Supplementary Fig. 1c, d).
Relationship of CMTM6 and PD-L1 expression and clinicopathological features
The association between CMTM6 expression and clinicopathological characteristics is shown in Table 1. CMTM6 expression was significantly correlated with high AFP level (P = 0.032), tumor size (P = 0.016), advanced TNM stage (P < 0.001), vascular invasion (P = 0.001), and lymph node metastasis (P = 0.030) in the MTM type but not in the non-MTM type. This significant association was also detected between CMTM6 and tumoral PD-L1 expression in both subtypes (MTM type: P < 0.001; non-MTM type: P = 0.004).
The association between tumoral PD-L1 expression and clinicopathological variables is shown in Supplementary Table 2. Tumor PD-L1 positivity was significantly correlated with age (P = 0.032), HBV positivity (P = 0.045), and high AFP level (P = 0.008) in the MTM type but not in the non-MTM type. A significant association was identified between tumoral PD-L1 positivity and high inflammatory cell density in both subtypes (MTM type: P < 0.001; non-MTM type: P < 0.001).
Relationship between CMTM6/PD-L1 coexpression and inflammatory cells in HCC
We also detected the density of inflammatory cells in HCC. Representative figures are shown in Fig. 3a. An association was found between high CMTM6 expression and tumoral PD-L1 in the whole population (R2 = 0.006, P = 0.048) and in MTM-type HCC (R2 = 0.006, P = 0.050), but no significant association was found in non-MTM-type HCC (Fig. 3b). A positive association was detected between high CMTM6 expression and inflammatory cell PD-L1 in the whole population (P = 0.006) and MTM type (P = 0.027) (Fig. 3c). As shown in Fig. 3d, no significant difference was found between CMTM6-high and CMTM6-low tumors. The density of inflammatory cells in the PD-L1+ tumors was significantly higher than that in PD-L1− tumors in the whole population (P = 0.021). Furthermore, the density of inflammatory cells was highest in group III (CMTM6-high/PD-L1+) in the whole population (P = 0.045). In MTM type and non-MTM type, no significant difference among different subgroup were detected (Supplementary Fig. 1e, f).
Impact of CMTM6 and PD-L1 expression on the overall survival and disease-free survival of HCC patients
To explore the prognostic significance of CMTM6 and PD-L1, Cox proportional hazards regression was performed. Among the whole population, CMTM6-high patients had significantly increased risks of disease progression and all causes of death compared with CMTM6-low patients (OS: HR = 1.493, P < 0.001; DFS: HR = 1.369, P = 0.010) and MTM type patients (OS: HR = 1.574, P < 0.001; DFS: HR = 1.624, P = 0.008). In the non-MTM type, patients with high CMTM6 tended to have a poor prognosis (OS: HR = 1.310, P = 0.035), but there was no association with DFS (Table 2; Supplementary Table 3).
Kaplan–Meier analysis revealed that CMTM6 expression was significantly associated with worse DFS and OS in the whole population (OS: P < 0.001; DFS: P = 0.010) and in the MTM type (OS: P < 0.001; DFS: P = 0.008) but not in the non-MTM type (Fig. 4a; Supplementary Fig. 2a). Stratified survival analysis further confirmed the prognostic value of CMTM6 (Supplementary Fig. 3; Table 1). Multivariate analysis indicated that high CMTM6 expression was an independent prognostic marker for HCC in whole population (HR = 1.056, P = 0.030), but not in the MTM type and non-MTM type (Table 3).
Similar to the patterns observed with CMTM6, tumoral PD-L1+ patients suffered much higher mortality rates than PD-L1− patients in the whole population and the MTM type (HR = 1.217, P = 0.029 in the whole population; HR = 1.610, P < 0.001 in the MTM type) but not in the non-MTM type population (Table 2). Kaplan–Meier analysis also suggested that PD-L1 positivity was significantly associated with worse OS in the whole population and the MTM type (Fig. 4b, whole population, P = 0.028; MTM type, P < 0.001) but was not associated with worse OS in the non-MTM type. PD-L1 expression was not significantly associated with worse DFS in the respective groups (Supplementary Fig. 2b).
Coexpression of CMTM6 and PD-L1 in HCC and prognostic significance
Considering that CMTM6 has a regulator function on PD-L1, we attempted to explore the prognostic impact of CMTM6/PD-L1 coexpression in HCC. The proportions of patients with CMTM6-high/PD-L1+, CMTM6-high/PD-L1− or CMTM6-low/PD-L1+, and CMTM6-low/PD-L1− expression are shown in Supplementary Table 1. Patients were divided into three groups: group I, both negative (CMTM6-high/PD-L1−); group II, single positive (CMTM6-high/PD-L1− or CMTM6-high/PD-L1+; and group III, both positive (CMTM6-high/PD-L1+).
Kaplan–Meier analysis demonstrated that both OS and DFS in group III were significantly reduced compared with those in group I and group II in the whole population and those in the MTM type, but not in the non-MTM type (Fig. 4c; Supplementary Fig. 2c). Importantly, multivariate analysis revealed that CMTM6-high/PD-L1+ still had a significant impact on OS in the whole population (HR = 1.213, P = 0.005) and MTM type (HR = 1.297, P = 0.003) but not in the non-MTM type (Supplementary Table 4).
Immune classification for HCC
We classified the patients into six types based on inflammatory cell and CMTM6/PD-L1 coexpression to provide rationale for immunotherapy. As shown in Fig. 4d and Supplementary Fig. 2d, in the inflammatory cell positive subgroups, Kaplan–Meier analysis demonstrated that both OS and DFS in type BIII were significantly reduced compared with type BI and type BII in the whole population and the MTM type, but there was no significant difference in the non-MTM type. Furthermore, in the inflammatory cell-negative subgroup, OS in type AIII was significantly reduced compared with that in type AI and type AII in the whole population and the MTM type, but this difference was not observed in the non-MTM type (Supplementary Fig. 1g). However, no significant difference in DFS was detected among the three groups (Supplementary Fig. 2e).
Discussion
The immunological properties of human malignancies can vary greatly according to tumor origin and histological type and often display diverse immune cell recruitment. This study is the first to reveal remarkable differences in CMTM6 and PD-L1 expression and inflammatory cell density between the two subtypes of HCC, which are intimately related to their tumor biology and clinical outcomes. We found significantly high tumoral PD-L1 expression, high CMTM6 expression and high inflammatory cell density in the MTM type, whereas the non-MTM type showed low inflammatory cell density. CMTM6/PD-L1 expression was an independent prognostic factor for patient survival in the whole population and the MTM subtype population, confirming the crucial roles of these markers in the pathogenesis of HCC. In addition, there was a significant association between CMTM6 and tumoral PD-L1 expression in these two subtypes but no significant association between CMTM6 and inflammatory cell PD-L1 expression in non-MTM subtypes, suggesting that high CMTM6 activity in HCC contributes to tumoral PD-L1 expression. Collectively, these findings provide an important clue for deciphering the distinct clinical features of the two subtypes in patients with HCC.
Recent studies have shown that CMTM6 combined with its family member CMTM4 can maintain the stability of PD-L1 and prevent PD-L1 from lysosome hydrolyzation in multiple tumor types, such as melanoma, breast cancer, and lung cancer [13, 14]. Zhu et al. showed that CMTM6 was downregulated in HCC tissues, supporting a tumor suppressive role of CMTM6 in HCC [21]. However, according to our data, CMTM6 expression was up-regulated in HCC tissues. Elevated expression of CMTM6 was frequently accompanied with worse malignant phenomenon, such as with high AFP level, large tumor size, advanced TNM stage, vascular invasion in a large cohort of 619 HCC cases (In Zhu’s study, only 75 HCC samples were collected). Our data was in line with other studies indicating that increased CMTM6 expression was presented in gliomaand Head and Neck Squamous Cell Carcinoma, and CMTM6 positivity was associated with shorter DFS and OS [12, 15]. Collectively, we consider our data are more representative to show the expression of CMTM6 in HCC. Moreover, high expression of CMTM6 was an independent prognostic factor in the whole population. Expression of CMTM6 was more frequent than expression of PD-L1, consistent with prior literature [18, 19], which indicates that CMTM6 could be regarded as a potential target for immunotherapy. Consistent with our results, upregulation of PD-L1 is observed during HBV infection [27]. Recent studies have shown that extracellular vesicles (EVs) produced by HBV-infected hepatocytes are endocytosed by circulating monocytes resulting in PD-L1 upregulation [28, 29]. Interestingly, another study showed that serum soluble PD-L1 (sPD-L1) concentration was several-fold higher in HBV-related HCC than in healthy control, a significant difference, while sPDL1 was positively correlated with tumor PD-L1 expression [30]. During chronic HBV infection, virus particles are continuously released from virus-infected cells and maintain a network of immunosuppressive mechanisms that interfere with virus elimination [31]. That may explain the reason why PD-L1 expression correlated with HBV infection. We are also very interested in why age is related to PD-L1 expression. However, when we used the Student’s t test to analyze the difference in the mean age between the PD-L1 positive group and the negative group, we did not observe with a significant difference (48.62 years vs 50.38 years, P = 0.078). It may need more data to support to concluded that PD-L1 is age-related.
Although the expression of both CMTM6 and PD-L1 is induced by related immunoregulatory factors, a previous report indicated that in advanced-stage non-small-cell lung cancer, the proportion of CMTM6-high/PD-L1+ cells is low, and some cases with PD-L1− contain high expression of CMTM6 [18]. CMTM6 was more prevalent than PD-L1 and CMTM6 overexpression was common [19]. Similarly, in our results, we observed that the percentage of CMTM6-high/PD-L1+ cells was only 36.7% (116/316) in the MTM type and 31.0% (94/303) in the non-MTM type. To the best of our knowledge, our study is the first to investigate the clinical significance of CMTM6 and PD-L1 coexpression in HCC. We found that CMTM6/PD-L1 can be regarded as a predictor of OS in HCC patients, especially in patients with the MTM subtype. Our study provides some useful insights for immunotherapy of MTM subtypes: patients with CMTM6-high/PD-L1+ status may benefit from the dual blockade of PD-L1 and CMTM6; patients with one positive immune marker (PD-L1 or CMTM6) may need corresponding immune blockage to improve efficacy; for patients with no positive immune maker, immunotherapy targeting other markers, such as PD-L2 or CMTM4, may be needed.
The relationship between CMTM6 expression and inflammatory cell infiltration is controversial. Chen et al. found that high expression of CMTM6 was associated with low inflammatory density in head and neck squamous cell carcinoma [15]. Wang et al. observed that there was a significant correlation between CMTM6 expression and inflammatory cells in lung adenocarcinoma [32]. In our study, we observed that high CMTM6 expression was significantly associated with a high density of inflammatory cells in HCC. We hypothesize that CMTM6 may be induced by inflammatory cells. In addition, we found high inflammatory cell density in the MTM subtype. This result suggests that MTM-type patients are suitable candidates for tumor immunotherapy. In contrast, low levels of inflammatory cell density in the non-MTM subtype suggest that this subtype has features of nonimmunogenic “cold” tumors, in accordance with previous reports on the poor immunogenicity of HCC, as defined by the lack of tumor-infiltrating lymphocytes and a poor response to immunotherapy [33]. According to Teng’s theory, it may be much more rational to classify by inflammatory cells via the combination PD-L1 and CMTM6 or in combination with other CMTM family members in HCC [34]. Consistent with previous study, our results demonstrated that in inflammatory cell-positive groups, CMTM6/PD-L1 coexpression displayed significant prognostic value for DFS and OS in MTM subtype [35]. These results suggested that both CMTM6 and PD-L1 perform immunosuppressive functions that partly depend on suppression of the inflammatory cell function.
There are some limitations to our study. First, due to the retrospective nature of our study, some bias was inevitable. Second, we only detected CMTM6 and PD-L1 to conduct immune classification. Other immunosuppressive factors, such as PD-L2, may also contribute to immunosuppression in the tumor microenvironment. Therefore, an immunophenotyping system containing other markers is needed to guide immunotherapy.
References
Lozano R, Naghavi M, Foreman K et al (2012) Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: a systematic analysis for the Global Burden of Disease Study 2010. Lancet 380:2095–2128. https://doi.org/10.1016/S0140-6736(12)61728-0
Zhou J, Sun HC, Wang Z et al (2018) Guidelines for diagnosis and treatment of primary liver cancer in China (2017 edition). Liver Cancer 7:235–260. https://doi.org/10.1159/000488035
Papatheodoridis GV, Sypsa V, Dalekos GN et al (2020) Hepatocellular carcinoma prediction beyond year 5 of oral therapy in a large cohort of Caucasian patients with chronic hepatitis B. J Hepatol. https://doi.org/10.1016/j.jhep.2020.01.007
Yang JD, Hainaut P, Gores GJ, Amadou A, Plymoth A, Roberts LR (2019) A global view of hepatocellular carcinoma: trends, risk, prevention and management. Nat Rev Gastroenterol Hepatol 16:589–604. https://doi.org/10.1038/s41575-019-0186-y
Calderaro J, Couchy G, Imbeaud S et al (2017) Histological subtypes of hepatocellular carcinoma are related to gene mutations and molecular tumour classification. J Hepatol 67:727–738. https://doi.org/10.1016/j.jhep.2017.05.014
Ziol M, Pote N, Amaddeo G et al (2018) Macrotrabecular-massive hepatocellular carcinoma: a distinctive histological subtype with clinical relevance. Hepatology 68:103–112. https://doi.org/10.1002/hep.29762
El-Khoueiry AB, Sangro B, Yau T et al (2017) Nivolumab in patients with advanced hepatocellular carcinoma (CheckMate 040): an open-label, non-comparative, phase 1/2 dose escalation and expansion trial. Lancet 389:2492–2502. https://doi.org/10.1016/S0140-6736(17)31046-2
Gao Q, Wang XY, Qiu SJ et al (2009) Overexpression of PD-L1 significantly associates with tumor aggressiveness and postoperative recurrence in human hepatocellular carcinoma. Clin Cancer Res 15:971–979. https://doi.org/10.1158/1078-0432.CCR-08-1608
Zhu Y, Yang J, Xu D et al (2019) Disruption of tumour-associated macrophage trafficking by the osteopontin-induced colony-stimulating factor-1 signalling sensitises hepatocellular carcinoma to anti-PD-L1 blockade. Gut 68:1653–1666. https://doi.org/10.1136/gutjnl-2019-318419
Pinato DJ, Mauri FA, Spina P et al (2019) Clinical implications of heterogeneity in PD-L1 immunohistochemical detection in hepatocellular carcinoma: the Blueprint-HCC study. Br J Cancer 120:1033–1036. https://doi.org/10.1038/s41416-019-0466-x
Han W, Ding P, Xu M et al (2003) Identification of eight genes encoding chemokine-like factor superfamily members 1–8 (CKLFSF1-8) by in silico cloning and experimental validation. Genomics 81:609–617. https://doi.org/10.1016/s0888-7543(03)00095-8
Guan X, Zhang C, Zhao J, Sun G, Song Q, Jia W (2018) CMTM6 overexpression is associated with molecular and clinical characteristics of malignancy and predicts poor prognosis in gliomas. EBioMedicine 35:233–243. https://doi.org/10.1016/j.ebiom.2018.08.012
Burr ML, Sparbier CE, Chan YC et al (2017) CMTM6 maintains the expression of PD-L1 and regulates anti-tumour immunity. Nature 549:101–105. https://doi.org/10.1038/nature23643
Mezzadra R, Sun C, Jae LT et al (2017) Identification of CMTM6 and CMTM4 as PD-L1 protein regulators. Nature 549:106–110. https://doi.org/10.1038/nature23669
Chen L, Yang QC, Li YC et al (2020) Targeting CMTM6 suppresses stem cell-like properties and enhances antitumor immunity in head and neck squamous cell carcinoma. Cancer Immunol Res 8:179–191. https://doi.org/10.1158/2326-6066.CIR-19-0394
Zhao W, Zhao F, Yang K et al (2019) An immunophenotyping of renal clear cell carcinoma with characteristics and a potential therapeutic target for patients insensitive to immune checkpoint blockade. J Cell Biochem 120:13330–13341. https://doi.org/10.1002/jcb.28607
Mamessier E, Birnbaum DJ, Finetti P, Birnbaum D, Bertucci F (2018) CMTM6 stabilizes PD-L1 expression and refines its prognostic value in tumors. Ann Transl Med 6:54. https://doi.org/10.21037/atm.2017.11.26
Zugazagoitia J, Liu Y, Toki M et al (2019) Quantitative assessment of CMTM6 in the tumor microenvironment and association with response to PD-1 pathway blockade in advanced-stage non-small cell lung cancer. J Thorac Oncol 14:2084–2096. https://doi.org/10.1016/j.jtho.2019.09.014
Gao F, Chen J, Wang J, Li P, Wu S, Wang J, Ji Y (2019) CMTM6, the newly identified PD-L1 regulator, correlates with PD-L1 expression in lung cancers. Biochem Biophys Rep 20:100690. https://doi.org/10.1016/j.bbrep.2019.100690
Koh YW, Han JH, Haam S, Jung J, Lee HW (2019) Increased CMTM6 can predict the clinical response to PD-1 inhibitors in non-small cell lung cancer patients. Oncoimmunology 8:e1629261. https://doi.org/10.1080/2162402X.2019.1629261
Zhu X, Qi G, Li C et al (2019) Expression and clinical significance of CMTM6 in hepatocellular carcinoma. DNA Cell Biol 38:193–197. https://doi.org/10.1089/dna.2018.4513
Bei C, Zhang Y, Wei R, Zhu X, Wang Z, Zeng W, Chen Q, Tan S (2017) Clinical significance of CMTM4 expression in hepatocellular carcinoma. OncoTargets Ther 10:5439–5443. https://doi.org/10.2147/OTT.S149786
Bei C, Tan C, Zhu X, Wang Z, Tan S (2018) Association between polymorphisms in CMTM family genes and hepatocellular carcinoma in Guangxi of China. DNA Cell Biol 37:691–696. https://doi.org/10.1089/dna.2018.4274
Yafune A, Kawai M, Itahashi M, Kimura M, Nakane F, Mitsumori K, Shibutani M (2013) Global DNA methylation screening of liver in piperonyl butoxide-treated mice in a two-stage hepatocarcinogenesis model. Toxicol Lett 222:295–302. https://doi.org/10.1016/j.toxlet.2013.08.006
Herbst RS, Soria JC, Kowanetz M et al (2014) Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients. Nature 515:563–567. https://doi.org/10.1038/nature14011
Chen CL, Pan QZ, Zhao JJ et al (2016) PD-L1 expression as a predictive biomarker for cytokine-induced killer cell immunotherapy in patients with hepatocellular carcinoma. Oncoimmunology 5:e1176653. https://doi.org/10.1080/2162402X.2016.1176653
Schonrich G, Raftery MJ (2019) The PD-1/PD-L1 axis and virus infections: a delicate balance. Front Cell Infect Microbiol 9:207. https://doi.org/10.3389/fcimb.2019.00207
Huang ZY, Xu P, Li JH et al (2017) Clinical significance of dynamics of programmed death ligand-1 expression on circulating CD14(+) monocytes and CD19(+) B cells with the progression of hepatitis B virus infection. Viral Immunol 30:224–231. https://doi.org/10.1089/vim.2016.0122
Kakizaki M, Yamamoto Y, Yabuta S, Kurosaki N, Kagawa T, Kotani A (2018) The immunological function of extracellular vesicles in hepatitis B virus-infected hepatocytes. PLoS One 13:e0205886. https://doi.org/10.1371/journal.pone.0205886
Han X, Gu YK, Li SL, Chen H, Chen MS, Cai QQ, Deng HX, Zuo MX, Huang JH (2019) Pre-treatment serum levels of soluble programmed cell death-ligand 1 predict prognosis in patients with hepatitis B-related hepatocellular carcinoma. J Cancer Res Clin Oncol 145:303–312. https://doi.org/10.1007/s00432-018-2758-6
Ng CT, Snell LM, Brooks DG, Oldstone MB (2013) Networking at the level of host immunity: immune cell interactions during persistent viral infections. Cell Host Microbe 13:652–664. https://doi.org/10.1016/j.chom.2013.05.014
Wang H, Gao J, Zhang R, Li M, Peng Z, Wang H (2020) Molecular and immune characteristics for lung adenocarcinoma patients with CMTM6 overexpression. Int Immunopharmacol 83:106478. https://doi.org/10.1016/j.intimp.2020.106478
Jiang SS, Tang Y, Zhang YJ et al (2015) A phase I clinical trial utilizing autologous tumor-infiltrating lymphocytes in patients with primary hepatocellular carcinoma. Oncotarget 6:41339–41349. https://doi.org/10.18632/oncotarget.5463
Teng MW, Ngiow SF, Ribas A, Smyth MJ (2015) Classifying cancers based on T-cell infiltration and PD-L1. Cancer Res 75:2139–2145. https://doi.org/10.1158/0008-5472.CAN-15-0255
Zhou QH, Li KW, Chen X et al (2020) HHLA2 and PD-L1 co-expression predicts poor prognosis in patients with clear cell renal cell carcinoma. J Immunother Cancer. https://doi.org/10.1136/jitc-2019-000157
Funding
The National Natural Science Foundation of China (No. 81872012, 81872266). The National Natural Science Foundation of Guangdong province (No. 2018B030311005) and Science and Technology Program of Guangzhou (201707020038). The authenticity of this article has been validated by uploading the key raw data onto the Research Data Deposit public platform (https://www.researchdata.org.cn) with the approval RDD number RDDB2020001505.
Author information
Authors and Affiliations
Contributions
Conception and design: JPY and RZL. Performing experiments: LLL and SWZ. Drafting of the article: LLL and XC. Acquisition and interpretation of data, review, editing and approval of the manuscript: all authors.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
262_2020_2691_MOESM1_ESM.jpg
Supplementary file1. a Representative photomicrographs are shown for the MTM type and non-MTM type. b Kaplan–Meier survival curves for OS in MTM type vs. non-MTM type tumor. c CMTM6 expression in 47 HCC metastasis cases analyzed by IHC. Representative photomicrographs are shown for the primary tumor (T) and metastatic (M) lesions. d Comparison of CMTM6 levels between the primary tumor and metastatic lesions. e OS according to new immune classification. Type AI: inflammatory cells negative and both negative (CMTM6Low/PD-L1−); type AII: inflammatory cells negative and single positive (CMTM6High/PD-L1− or CMTM6Low/PD-L1+); type AIII: inflammatory cells negative and both positive (CMTM6High/PD-L1+). f, g Dot plots of inflammatory cell density in different subgroups of MTM type and non-MTM type. Quantitative data are presented as mean ± SD. PD-L1− PD-L1-negative, PD-L1+ PD-L1-positive (JPG 1251 kb)
262_2020_2691_MOESM2_ESM.jpg
Supplementary file2. Kaplan–Meier survival curves for DFS of HCC patients according to CMTM6 and PD-L1 expression. a DFS according to CMTM6 expression status in the whole population, MTM and non-MTM type HCC. b DFS according to tumoral PD-L1 expression status in the whole population, MTM and non-MTM type HCC. c DFS according to a combination of CMTM6/PDL1 coexpression. Group I: CMTM6Low/PD-L1−; Group II: CMTM6High/PD-L1− or CMTM6Low/PD-L1+; Group III: CMTM6High/PD-L1+. d DFS according to new immune classification. Type BI: inflammatory cells positive and both negative (CMTM6Low/PD-L1−); type BII: inflammatory cells positive and single positive (CMTM6High/PD-L1− or CMTM6Low/PD-L1+); type BIII: inflammatory cells positive and both positive (CMTM6High/PD-L1+). e DFS according to new immune classification. Type AI: inflammatory cells negative and both negative (CMTM6Low/PD-L1−); type AII: inflammatory cells negative and single positive (CMTM6High/PD-L1− or CMTM6Low/PD-L1+); type AIII: inflammatory cells negative and both positive (CMTM6High/PD-L1+). PD-L1− PD-L1-negative, PD-L1+ PD-L1-positive (JPG 933 kb)
262_2020_2691_MOESM3_ESM.jpg
Supplementary file3. Stratified analysis of CMTM6 expression related to OS. The correlation of CMTM6 expression and OS in the indicated groups (JPG 557 kb)
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, 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 changes were made. 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/4.0/.
About this article
Cite this article
Liu, LL., Zhang, SW., Chao, X. et al. Coexpression of CMTM6 and PD-L1 as a predictor of poor prognosis in macrotrabecular-massive hepatocellular carcinoma. Cancer Immunol Immunother 70, 417–429 (2021). https://doi.org/10.1007/s00262-020-02691-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00262-020-02691-9