Objective The nature of the tumour-infiltrating leucocytes (TILs) is known to impact clinical outcome in carcinomas, including hepatocellular carcinoma (HCC). However, the role of tumour-infiltrating B cells (TIBs) remains controversial. Here, we investigate the impact of TIBs and their interaction with T cells on HCC patient prognosis.
Design Tissue samples were obtained from 112 patients with HCC from Singapore, Hong Kong and Zurich and analysed using immunohistochemistry and immunofluorescence. RNA expression of CD19, CD8A, IFNG was analysed using quantitative PCR. The phenotype of freshly isolated TILs was analysed using flow cytometry. A mouse model depleted of mature B cells was used for functional study.
Results Tumour-infiltrating T cells and B cells were observed in close contact with each other and their densities are correlated with superior survival in patients with HCC. Furthermore, the density of TIBs was correlated with an enhanced expression of granzyme B and IFN-γ, as well as with reduced tumour viability defined by low expression of Ki-67, and an enhanced expression of activated caspase-3 on tumour cells. CD27 and CD40 costimulatory molecules and TILs expressing activation marker CD38 in the tumour were also correlated with patient survival. Mice depleted of mature B cells and transplanted with murine hepatoma cells showed reduced tumour control and decreased local T cell activation, further indicating the important role of B cells.
Conclusions The close proximity of tumour-infiltrating T cells and B cells indicates a functional interaction between them that is linked to an enhanced local immune activation and contributes to better prognosis for patients with HCC.
- HEPATOCELLULAR CARCINOMA
- B CELL
- T LYMPHOCYTES
- CANCER IMMUNOBIOLOGY
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Significance of this study
What is already known on this subject?
We have previously shown that the nature of tumour-infiltrating leucocytes has an impact on hepatocellular carcinoma (HCC) patient survival.
Multiple costimulatory molecules involved in T cell–B cell interaction have been implicated in cancer prognosis.
The role of tumour-infiltrating B cells (TIBs), however, remains controversial with several studies reporting contradictory findings.
What are the new findings?
We show that the density of TIBs correlates with an enhanced expression of granzyme B and IFN-γ as well as with reduced viability of tumour cells.
We demonstrate the densities of T cells and B cells that are in close proximity to each other, costimulatory molecules CD27 and CD40 and activation marker CD38, all indicative of local immune activation were associated with better survival in a total of 112 patients from Singapore, Hong Kong and Zurich, that is, irrespective of patient ethnicity and disease aetiology.
We use a murine model depleted of mature B cells and transplanted with murine hepatoma cell lines to demonstrate the critical role of B cell in tumour control and local T cell activation.
How might it impact on clinical practice in the foreseeable future?
Improved understanding of the importance of T cell–B cell interaction, the costimulatory molecules involved and the resulting activation of local immune response in HCC progression.
Providing evidence supporting clinical development of agonists targeting costimulatory molecules for cancer immunotherapy.
Hepatocellular carcinoma (HCC) is the sixth most common cancer, but the second leading cause of death by cancer worldwide.1 The link between inflammation due to hepatitis virus infection or alcoholism and HCC tumorigenesis is well known,2 but the role of the immune response in cancer progression or prognosis requires further elucidation.
Tumour-infiltrating T cells, especially CD8+ T cells, have been shown to play a critical role in controlling tumour progression.3 Studies in many human cancers, including HCC, demonstrated a positive correlation between the density of T cells and better patient prognosis.4 On the other hand, the involvement of B cells in cancer development and progression is rather controversial. Previous findings from a diethylnitrosamine-induced liver cancer mouse model showed that T cells and B cells are important in suppressing tumour development and progression.5 Several B cell activation genes were reported to be downregulated in patients with HCC with poor prognosis suggesting their protective roles in tumour progression.5 Others, however, found that a special subset of B cells defined as regulatory B cells (Bregs) with CD19+CD24hiCD38hi phenotype was enriched in the tumour microenvironment and was associated with progression of various cancers, including HCC.6 ,7
The interaction between T cells and B cells is known to be critical in the activation of local immune response in several inflammatory conditions, including cancer.8 Multiple costimulatory and coinhibitory molecules that are expressed on T cells have been the recent targets of a new generation of immunotherapies, such as anti-CTLA-4, anti-PD-1/PD-L1 or anti-OX40 antibodies, which aim to enhance the local antitumour immune response either through blocking coinhibitory checkpoint receptors or activating costimulatory receptors expressed on tumour-infiltrating T cells.9 The balance of these molecules/receptors has been shown to be paramount in eliciting efficient antitumour immune response, supporting the basis of combinatorial strategy in immunotherapy.10
We here present an extensive retrospective study on the role of T cells and B cells from a total of 112 patients with HCC from Singapore, Hong Kong and Zurich, that is, with different ethnicities as well as disease aetiologies. By investigating the archived tissues from patients with HCC, we found that the densities of both T cells and B cells are associated with better patient survival and decreased tumour aggressiveness. The phenotype of both tumour-infiltrating T and B cells suggests that they acquire an activated phenotype as a result of their close proximity and interaction. A mouse model depleted of mature B cells further demonstrated the key role of B cells in controlling tumour progression and local T cell activation.
Materials and methods
One hundred and twelve formalin-fixed paraffin-embedded (FFPE) patient tissue samples from resected HCC were obtained from the National Cancer Centre (NCC), Singapore (n=40); the Queen Mary Hospital, Hong Kong (n=45) and the University Hospital Zurich, Switzerland (n=27). The tissues were used for immunohistochemistry (IHC) or immunofluorescence (IF) labelling. Among these, 81 RNA samples were also obtained for gene expression analysis. All samples were obtained with ethics committee approval from patients who underwent curative resection from 1991 to 2009. A table comparing patient characteristics from different cohorts is listed in online supplementary table S1. Immune cells were freshly isolated from HCC tumour, adjacent non-tumour tissues as well as peripheral blood mononuclear cells (PBMCs) from seven patients with HCC and were analysed using flow cytometry. Patient consent was obtained from each case with institutional review board (IRB) approval.
Immunohistochemistry and immunofluorescence
IHC and IF staining were performed on FFPE tissue samples as described previously.11 The antibodies used are listed in online supplementary table S2. IF images were captured using Olympus FluoView FV1000 confocal microscope with 4′,6-diamidino-2-phenylindole (DAPI) as the nuclear marker. IHC images were obtained with an Olympus DP20 camera attached to a CX31 microscope. Multiplex tissue fluorescence staining was performed with Opal staining system and images were acquired using Mantra platform (Perkin Elmer).12–14
Quantification of positively stained cells was performed using ImagePro Software and verified with manual counting from 5 to 10 random fields at 100×magnification. The mean number from all fields from each patient sample was taken and the density of cell of interest (number/mm2) was calculated based on the area of each tumour field at 100×magnification measured as 1.27 mm2. The definitions of peritumour, intratumoral and non-tumour at the tumour margin are illustrated in online supplementary figure S1.
Gene expression analysis
Quantitative PCR (qPCR) assay was performed on a total of 81 mRNA samples as described previously.11 Briefly, primers were designed using Primer3 and qPCR assay was performed using iTaq SYBR Green Supermix with ROX (Bio-Rad Laboratories). Relative RNA expression of CD19, CD8A and IFNG was calculated by normalisation to the housekeeping gene beta-actin (ACTB) using MxPro Software (Stratagene). The primers used were as follows: CD19 primers: FW′ TCCTTCTCCAACGCTGAGTC, RV′ GCTCAGGAAGTCCATTGTCC; CD8A primers: FW′ CCCTTTACTGCAACCACAGG, RV′ GTCTCCCGATTTGACCACAG; IFNG primers: FW′ ATGCAGGTCATTCAGATGTAGC, RV′ TGTCACTCTCCTCTTTCCAATTC and ACTB primers: FW′ CCAACCGCGAGAAGATGA, RV′ TAGCACAGCCTGGATAGCAA.
PBMCs were isolated using standard ficoll procedure and tumour dissociation was performed as previously described.15 The immune cells were stained with antibodies as listed in online supplementary table S2.
Male wild-type (WT) C57BL/6 mice at 6–7 weeks of age were used. To induce in vivo B cell depletion, one single dose of mouse anti-mouse CD20 (clone 5D2, isotype IgG2a, Genentech) or isotype-matched control mAb (100 μg) was injected in 200 μL phosphate buffered saline (PBS) through lateral tail veins.16 A single dose of this depleting antibody ensures the B cell depletion from Day 7 to as long as 57 days post-injection.16 Sixteen days after, 3×106 Hepa1–6 hepatoma cell lines were transplanted into both flanks of the mice. Tumour growth was monitored using calliper on Days 17, 19, 23, 26 and 30 before the mice were sacrificed on Day 31. Tumours and spleens were harvested for analysis of tumour-infiltrating leucocytes (TILs) using flow cytometry. Antibodies used include CD45, CD3 CD8, CD19, granzyme B (GZB), PD-1 (eBiosciences), CD4, NK1.1, CD69 and IFN-γ (BioLegend). Animal care and all experimental procedures were approved by the Institutional Animal Care and Use Committee from Biological Resource Centre, A*STAR, Singapore.
Kaplan–Meier univariate survival analysis was performed using classification as ‘low’ or ‘high’ according to the median densities of cells of interest and p values are reported using log-rank (Mantel–Cox) test with HR and 95%CI. For correlation analyses, p values and correlation coefficients (r) were calculated using the Pearson's correlation test. Both tests were performed using GraphPad Prism V.6.03 (GraphPad Software).
Multivariate analysis by Cox proportional hazards model was used to examine the predictive value of densities of tumour-infiltrating CD3+ T cells and CD20+ B cells in the context of other clinical variables. The variables were chosen with a stepwise approach to calculate Akaike's information criteria (AIC), starting from a full model comprising CD3, CD20, grade, stage, age and pairwise interactions. At each iteration step, variables were removed or added to the current model and AIC were calculated for the new models until the model being tested showed a lower AIC. The final model we reached is as follows: coxph (formula=Surv(survival, death)∼CD3+CD20+grade+as.factor(stage)+age+CD3:CD20+CD3:grade+CD20:age+grade:age+as.factor(stage):age). Stage is considered as a factor where stage I is used as the baseline.
The density of tumour-infiltrating B cells correlates with that of the tumour-infiltrating T cells
Given the controversial role of B cells in tumour progression, especially in HCC, we investigated whether tumour-infiltrating B cells (TIBs) could play a role in HCC progression. First, we performed IF staining for CD20+ B cells together with CD3+ T cells in tumour tissue samples from patients with HCC. We observed that CD20+ B cells are in close proximity to CD3+ T cells forming either a small cluster (figure 1A) or, less frequently (one-third of the cases), a tertiary lymphoid-like structure with T cells and B cells organised in a feature resembling a germinal centre (figure 1B). In almost all cases, T cells and B cells are in close proximity or even in contact with one another. Notably, such structures appear within the tumour bed, as well as at the infiltrating margin of tumours. About 70% of the bigger clusters resembling tertiary lymphoid structures appear at the infiltrating margin of tumours, which are also considered as the intratumoral regions. A typical example showing strong B cell infiltration at the invasive margin and in the tumour bed is given in online supplementary figure S1. Importantly, such interaction is specific to T cells where multiplex tissue staining with Opal (Perkin Elmer) showed that CD20+ B cells form a cluster with CD8+ T cells while not with the CD68+ macrophages which are abundant in HCC tissues (figure 1C). Further IHC staining and quantification for CD20 and CD3 on tumour tissues from a total of 112 patients with HCC from Singapore, Hong Kong and Zurich demonstrated that, indeed, the density of CD20+ B cells closely correlates with the densities of both CD3+ and CD8+ T cells (see figure 1D and online supplementary figure S2A). A weak correlation was also observed between the densities of CD20+ B cells and CD56+ NK cells, but not with CD68+ macrophages (see online supplementary figure S2B). To further confirm these IHC data, we performed qPCR on RNA samples from a total of 81 patients with HCC and observed a striking correlation between CD19 (another marker for B cells) and CD8A gene expression in these tumour samples (figure 1E). Taken together, IHC and transcriptome analysis confirm that the density of TIBs correlates with T cell infiltration to HCC.
The density of TIBs correlates with T cell and NK cell activation and decreased tumour cell viability
We further investigated whether the intratumoral density of TIBs is associated with any particular phenotypes of TILs or tumour cells in microenvironment of HCC. First, we found that the density of TIBs correlates with the intratumoral density of GZB, an activation marker for both T cells and NK cells by IHC staining (figure 2A). Additionally, qPCR was performed on RNA samples from 75 patients with HCC and the correlation between CD19 and IFNG (another activation marker for T and NK cells) expression was also observed (figure 2B). Further double IHC staining on tissues and flow cytometry analysis on freshly isolated TILs demonstrated that T and NK cells are the major sources of GZB and IFN-γ (see online supplementary figure S3A, B). Indeed, the density of TIBs correlated with the densities of CD8+ T cells and CD56+ NK cells that express GZB (figure 2C). Meanwhile, we also detected GZB expression by CD68+ macrophages in multiplex tissue fluorescence staining by Opal system (see online supplementary figure 3C). As both GZB and IFN-γ represent activation markers for cytotoxic T and NK cells, the density of TIBs is correlated with the activation of both CD8+ T and CD56+ NK cells intratumorally and hence possibly leads to an enhanced local antitumour immune response. To demonstrate that TIBs are indeed correlated with an enhanced antitumour immune response, we analysed the density of TIBs in the context of the tumour viability markers. We observed that the density of TIBs correlates with the density of apoptotic tumour cells measured as activated caspase-3-positive tumour cells (see figure 2D and online supplementary figure S4). Conversely, the density of TIBs negatively correlates with the density of proliferating tumour cells as identified by their expression of Ki-67 (figure 2D and online supplementary figure S4).
The densities of tumour-infiltrating T cells and B cells are associated with superior HCC patient survival
We previously demonstrated that the densities of tumour-infiltrating CD8+ T cells and CD56+ NK cells are associated with longer HCC patient survival.11 Given the above observation, we investigated the association between the densities of intratumoral CD20+ B cells and CD3+ T cells and HCC patient survival. IHC staining and quantification for CD20 and CD3 were performed as described above. The densities of both intratumoral CD20+ B cells and CD3+ T cells were associated with superior HCC patient survival (figure 3A, B and table 1). Since CD20+ B cells are located in close proximity to T cells, we then investigated their influence on patient survival when their densities are taken into consideration together (figure 3C). We observed that patients with high intratumoral densities of both CD20+ B cells and CD3+ T cells had longer survival compared with those with low densities of both subsets (figure 3D vs figure 3B; HR=4.8 vs 3.1 and 2.9 for either CD20+ B cells or CD3+ T cells, respectively). The densities of intratumoral CD3+ T cells and CD20+ B cells (TIBs) were both independent predictors of HCC patient survival as shown in the multivariate Cox regression analysis together with grade, stage and age (table 2). The interaction between CD3 and grade was significantly associated with survival, suggesting that the relationship between CD3 and survival varied between different grades. The interaction between CD20 and age is also significant, which suggests the relationship between CD20 and survival varied at different age (table 2). For instance, the effect of CD3 on survival is more profound in the group of patients with advanced grades (3 or 4 vs 1 or 2), while the effect of CD20 on survival is more profound in the group of patients with advanced age of more than 58 years old.
Costimulatory molecules CD27 and CD40 expressed on both T cells and B cells correlate with patient survival
Based on the above observations, T and B cell proximity potentially reflects functional interaction. The interaction between T cells and B cells could result in bidirectional T cell and B cell activation. Costimulatory molecules indicative of B cell activation such as CD27 could be an important indicator for such interaction/activation state.17 Indeed, the expression of CD27 on TILs within HCC determined by IHC analysis is positively associated with overall patient survival (figure 4A). Closer examination of CD27+ cells showed that both T cells and B cells can express CD27 in HCC (figure 4B, C). On average, 48% of total CD20+ B cells (range, 1–90%) and 64% of total CD3+ T cells (range, 4–98%) express CD27. It was previously shown that CD27 is expressed on most T cells, including naive T cells, but it is only upregulated on activated B cells.18 This indicates that close to half of the TIBs are activated (CD27+). The majority of CD27+ population consists of CD3+ T cells (average of 59%; range, 13–88%), while CD20+ B cells make up 12% (range, 2–42%) of the total CD27+ population. Importantly, the frequency of either CD3+ T cells or CD20+ B cells that express CD27 is positively associated with superior patient survival (figure 4D).
The above results suggest that the interaction between B and T cells is an important event leading to their activation and hence tumour control. To test this, we probed for another important costimulatory molecule, CD40, which is necessary for productive interactions between T and B cells.8 The ligation between CD40 on antigen-presenting cells such as B cells and dendritic cells and CD40 ligand expressed on T cells is known to trigger T cell activation.19 The density of CD40+ TILs was indeed associated with better HCC patient survival (figure 4E). We observed that CD40 is expressed on average in 54% (range, 11–99%) of the total CD20+ B cells within the HCC microenvironment. On the other hand, 54% (range, 22–81%) of CD40+ cells are CD20− B cells, with other CD40-expressing cells including S100+ dendritic cells (figure 4F).
Expression of CD38 on TILs correlates with longer patient survival
Next, we probed for the expression of CD38 on TILs in HCC. CD38 is expressed on activated B cells such as germinal centre B cells, memory B cells, plasmablasts or plasma cells.20 It is also expressed on other immune cells such as T and NK cells upon activation21 ,22 or monocytes.23 Interestingly, CD27+CD38+CD138+ plasma cells were observed within HCC tumours and in most cases near the margin of the tumours (figure 5A). The CD38+CD138+ plasma cells are a rare population within the tumour with only about 9 cells/mm2 compared with 40 cells/mm2 of CD20+ B cells. Most of the CD38+ cells are, however, CD20− (on average, only 0.8% (range, 0–5%) of the entire CD38+ population is CD38+CD20+) and CD27+ (on average, 58% (range, 30–99%) of total CD38+ cells coexpress CD27). This indicates that half of the CD38+ TILs could potentially be activated T cells, NK cells, monocytes or plasma cells which lack CD20 expression. Indeed, flow cytometry analysis on freshly isolated TILs from tumour samples taken from patients with HCC showed that majority of the CD38+ TILs are either CD3+ T cells (average 37%) or CD14+ monocytes (average 29%) (figure 5B). Plasma cells detectable as CD38+CD138+CD27+CD19− (average 5% of total CD38+ TILs) and Bregs as defined by CD38+CD24+CD19+ (average 4% of total CD38+ TILs) are both rare events in TILs (figure 5B). As plasma cells produce large quantities of antibodies, we also probed for human IgG expression in HCC tissues. Indeed, antibodies were shown to be bound to HCC tumour cells and costained with plasma cell marker CD138 (see online supplementary figure S5A, B). Importantly, the density of CD38+ TILs is associated with better HCC patient survival (figure 5C). Again, this indicates the activated immune microenvironment of HCC plays a critical role in superior HCC patient survival.
Depletion of CD20+ mature B cells resulted in reduced tumour control and decreased local T cell activation
Next, to further strengthen our claim on the important role of TIBs in HCC, we depleted the mature B cells from WT C57BL/6 mice using anti-mouse CD20 mAb or with isotype-matched mAb (Genentech) as control according to previous report.16 These mice were then transplanted with murine hepatoma cell lines Hepa1–6 on Day 16 after B cell depletion and tumour growth was monitored for another 15 days until Day 31. First of all, we established that B cells were successfully depleted from these mice even on Day 31 (figure 6A). Tumour growth was significantly enhanced in mice depleted of B cells (figure 6B) resulting in larger tumour size at harvest on Day 31 (figure 6C). We observed no significant difference in tumour-infiltrating CD3+ T cells, but a corresponding reduction of CD20+ B cells in tumours from control undepleted mice versus CD20-depleted mice (data not shown). To support our above hypothesis that TIBs play an important role in local T cell activation, we then examined the T cell activation status from TILs. Indeed, CD4+ T cell activation was reduced with B cell depletion shown by the reduced expression of IFN-γ, GZB (figure 6D) and CD69, an early activation marker (figure 6E). Notably, we do not observe a significant difference in CD8+ T cell activation in this current model. However, the expression of PD-1, an inhibitory receptor marker, was enhanced on CD8+ TILs upon B cell depletion (figure 6F). This indicates that the activation of CD8+ T cells was also influenced by CD20+ B cells. In conclusion, we demonstrated TIBs play an important role in tumour control via T cell activation.
We demonstrated that densities of both T and B cells are associated with HCC patient survival, and that they are in close proximity and seemingly at cell-to-cell contact with one another, most likely an indication of a functional interaction between them. To support this hypothesis, we found that the density of TIBs correlates with the number and activation status of both T and NK cells and coincides with reduced tumour cell viability. Using a mouse model transplanted with murine hepatoma cells, we demonstrated that the depletion of B cells resulted in an enhanced tumour growth and reduced local T cell activation. We conclude that the interaction between B and T cells is an important event leading to their activation and hence contributing to better tumour control in HCC.
Our current study partially contradicts an earlier report showing that circulating Bregs defined as CD19+CD24hiCD38hi population promoted HCC progression via the CD40/CD40L signalling pathway.6 Instead, we found that Breg cells represent a minor population in TILs counting for less than 5% of the CD38+ TILs in fresh tumour samples. It may also be difficult to directly compare our study, based on TIBs, with Shao's report on circulating Bregs. Rather, our findings support and extend several other studies consistent with antitumour activity of intratumoral B cells.5 ,24 ,25 For instance, Schneider et al5 reported that adaptive immunity, in particular T and B cells, is critical for the suppression of HCC progression. On the other hand, Nielson et al described CD20+ TIBs with an atypical CD27− memory phenotype to be correlated with better prognosis in ovarian cancer.25 Both studies highlighted the importance of T and B cell interaction in triggering functional adaptive immune response.
The role of costimulatory molecules CD27/CD70 in tumour control has been widely reported.26–28 Previous studies showed that CD27 is expressed on most T cells, including naive T cells, and its expression is increased upon T cell activation, but downregulated as T cells differentiate towards effector phenotypes.29 However, it has also been shown that in secondary lymphoid organs, CD27 expression is retained on central memory T cells.30 Its expression on B cells, on the other hand, is usually detected on activated18 and memory B cells.31 ,32 CD27 was reported to play an important role in T cell expansion and survival as well as in B cell activation and antibodies production.26 The expression of CD27 on intratumoral B cells could therefore be indicative of their activation and active local immune response within the tumour microenvironment. It was previously shown that the population of CD19+CD27+ B cells was decreased in HCC.33 This could indicate a negative feedback mechanism during tumour progression. In the current study, we demonstrated that both CD27+ T cells and CD27+ B cells are present in the tumour of patients with HCC and that their densities are associated with longer patient survival. Furthermore, we demonstrated the presence of CD27+CD38+CD138+ plasma cells in the tumour microenvironment. CD38+ TILs, which could be activated T and NK cells,21 ,22 germinal centre B cells, memory B cells, plasmablasts, plasma cells34 or monocytes,23 were also shown to be associated with better patient survival.
This study also showed a correlation of CD40+ cells with better HCC patient survival. CD40 is an important costimulatory molecule expressed on B cells that upon ligation with CD40 ligand leads to activation of both T and B cells.35 CD40 agonists have been tested as cancer immunotherapies in recent years.36 It was previously reported that CD40 ligand-activated B cells transfected with tumour total RNA isolated from HCC cells were able to induce cytotoxic T cell response ex vivo.26 The current study is the most comprehensive study of costimulatory molecules in HCC, since it involves analysis of the largest number of HCC cases and largest number of costimulatory molecules indicative of T and B cell interaction thus far.
In the mouse model transplanted with Hepa1–6 cells, we clearly demonstrated the role of TIBs in tumour control whereby their depletion leads to an enhanced tumour growth and reduced local T cell activation. The effect on T cell activation was mainly observed on CD4+ T cells where the expression of IFN-γ, GZB and CD69 was significantly decreased. On CD8+ T cells, however, PD-1 was significantly increased when B cells were depleted in these mice. In this particular case, we refer to PD-1 marker as inhibitory receptor rather than an exhaustion marker since the expression of IFN-γ and GZB from CD8+ T cells was not significantly reduced in B cell-depleted animals.37 This is somehow in contrast to our observation in human HCCs showing that B and T cell interaction leads to CD8+ T cell activation marked by the expression of IFN-γ and GZB. We believe that this difference is due to the chronic effect of B cells, which interact first with CD4+ T cells leading to the enhanced local immune response and eventually to the activation of CD8+ T cells.38–40 This explanation is consistent with the fact that animal studies were performed within 15 days after tumour transplantation, while the human HCC samples were examined years after the tumours were established.
In conclusion, this study provides comprehensive data from patients with HCC, indicating a critical role of T and B cell interaction in cancer progression. Our findings warrant further investigations for the design of future immunotherapies leading to local immune response and improved patient survival.
We wish to thank Dr Chai Ling Pang for her help in IHC staining. We thank Sarah Novack from Servier, France, for manuscript editing. We also thank Genentech for their kind gift of the anti-mouse CD20 mAb (clone 5D2) and the isotype-matched control IgG2a mAb as well as Dr Lakshmi Ramakrishna and Professor Salvatore Albani for preparing the Material Transfer Agreement. This work was mainly supported by the Biomedical Research Council of A*STAR (Agency for Science, Technology and Research), Singapore, and Ministry of Health Industrial Alignment Fund (MOH IAF) Category 2 grant. Dr Mathias Heikenwalder's contribution was supported by an European Research Council (ERC) starting grant (Liver Cancer Mechanisms), the Stiftung für Experimentelle Biomedizin (Hans-Peter Hofschenider Stiftung), the Helmholtz Alliance Pre-clinical Cancer Center (PCCC), the SFB TR 36 and the Helmoltz-Zentrum.
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- Data supplement 1 - Online supplement
MG and AT contributed equally.
Contributors MG, AT: performed most of the IHC stainings and quantifications. ZH: performed the animal work for figure 6. JY: performed the Opal staining. CJL: assisted in animal work and Opal staining. JC: biostatistician, performed univariate and multivariate analyses. KHL: pathologist, Singapore. AW: pathologist, Zurich. PC, AC, LLPJO: surgeons providing fresh HCC samples. HCT, MH, IOLN: oncologists from Singapore, Zurich and Hong Kong, respectively, involved in patient recruitment and sample collections. AN, J-PA: supervising the project. QC: supervisor for animal work. VC: main supervisor for the entire project.
Funding National Medical Research Council (NMRC), Singapore, Ministry of Health (MOH), Industry Alignment Fund, Biomedical Research Council (BMRC), Singapore.
Competing interests None declared.
Patient consent Obtained.
Ethics approval Centralised Institutional Review Board (CIRB), SingHealth.
Provenance and peer review Not commissioned; externally peer reviewed.
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