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B cell lymphoma progression promotes the accumulation of circulating Ly6Clo monocytes with immunosuppressive activity

ABSTRACT Monocytosis is considered a poor prognostic factor for many cancers, including B cell lymphomas. The mechanisms by which different monocyte subsets support the growth of lymphoma is poorly understood. Using a pre-clinical mouse model of B cell non-Hodgkin's lymphoma (B-NHL), we investigated the impact of tumor progression on circulating monocyte levels, subset distribution and their activity, with a focus on immune suppression. B-NHL development corresponded with significant expansion initially of classical (Ly6Chi) and non-classical (Ly6Clo) monocytes, with accumulation and eventual predominance of Ly6Clo cells. The lymphoma environment promoted the conversion, preferential survival and immune suppressive activity of Ly6Clo monocytes. Ly6Clo monocytes expressed higher levels of immunosuppressive genes including PD-L1/2, Arg1, IDO1 and CD163, compared to Ly6Chi monocytes. Both monocyte subsets suppressed CD8 T cell proliferation and IFN-γ production in vitro, but via different mechanisms. Ly6Chi monocyte suppression was contact dependent, while Ly6Clo monocytes suppressed via soluble mediators, including IDO and arginase. Ly6Clo monocytes could be selectively depleted in tumor-bearing hosts by liposomal doxorubicin treatment, further enhanced by co-administration of anti-4-1BB monoclonal antibody. This treatment led to a reduction in tumor growth, but failed to improve overall survival. Analogous immunosuppressive monocytes were observed in peripheral blood of diffuse large B cell lymphoma patients and actively suppressed human CD8 T cell proliferation. This study highlights a potential immune evasion strategy deployed by B cell lymphoma involving accumulation of circulating non-classical monocytes with immunosuppressive activity.


Introduction
B cell lymphomas are the most common hematological malignancy. Whilst most patients are initially responsive to front-line therapy of Rituximab or R-CHOP (Rituximab C cyclophosphamide C doxorubicin C vincristine C prednisolone), relapse is common and is associated with poor outcomes. Elevated levels of circulating monocytes (monocytosis) has long been considered a poor prognostic factor for many cancers, including B cell lymphoma. [1][2][3] Monocytes may play a role in promoting tumor progression via promotion of angiogenesis, 4,5 metastasis [6][7][8] and inhibition of T cell responses. 9,10 However, the mechanisms of monocyte mobilization, immunosuppressive activity of different sub-populations and differentiation into myeloid-derived suppressor cells (MDSC) in B cell lymphoma remain poorly defined.
Tumor cells can manipulate the immune response to create a favorable environment for tumor growth. The inherent plasticity of the monocytic compartment enables these cells to respond rapidly to infectious threats or tissue damage, but also makes them sensitive to tumor regulation. In mice, monocytes are defined as CD11bC CD115C and further characterized as either 'classical' Ly6Chi monocytes or 'non-classical' Ly6Clo monocytes (sometimes called patrolling monocytes). 11 The human equivalents are divided into classical CD14C monocytes and non-classical CD14dim CD16C monocytes. 12 Several studies have investigated associations between monocyte subset distribution and tumor progression. For example, breast cancer progression is associated with expansion of a non-classical CD16C monocyte population. 13 Similarly, pancreatic cancer patients with high circulating classical CD14C monocytes have a poorer prognosis. 14 CD16C monocytes and correspondingly secreted CD163 is a poor prognostic marker in multiple myeloma 15 and Hodgkin's lymphoma. 16 Supporting these observations, CCL2 blockade (which prevents global monocyte egress from the bone marrow) successfully improved responses to immunotherapy in experimental models of solid tumors, arguing that monocytes are detrimental to anti-tumor immune responses against solid tumors. 17 Furthermore, in a murine model of chronic lymphocytic leukemia (CLL) nonclassical Ly6Clo monocytes were shown to promote tumor growth. 18 In contrast to these studies showing detrimental effects of monocytes in cancer, there is evidence to suggest that monocytes may also protect against cancer development. For example, a recent study showed an immune-supportive role for Ly6Clo monocytes, contributing to immune surveillance of melanoma. 19 In CLL patients, high baseline levels of classical CD14C monocytes in those was associated with increased time to commencement of initial treatment. 20 These inconsistencies in the literature warrant further investigation into the role of both classical and non-classical monocytes in the immune microenvironment of B cell lymphoma.
Monocytes can extravasate into the tissue where they respond to local environmental cues and differentiate into macrophages or MDSC. MDSC describe a heterogeneous population of immature myeloid cells that are present in tumor stroma and can reduce T cell function and promote tumor vascularization. Generally MDSC are divided into two subsets, a granulocytic Ly6GC Gr-MDSC and a monocytoid Ly6G-Mo-MDSC. It is well accepted that MDSC numbers increase with tumor burden and associate with poor prognosis for melanoma, 21 pancreatic, esophageal and gastric cancers. 22 This is also true for hematological malignancies such as B cell lymphoma 23 and CLL. 24 However, the distinction between MDSC and monocytes in lymphoma is poorly understood, and may well be one of the same. Mo-MDSCs can be further divided into two different subsets of cells based on Ly6C expression. The connection between monocytes and MDSC remains to be completely understood in B cell lymphoma.
In this study we characterize monocytes during B cell lymphoma disease progression in the pre-clinical Em-myc mouse model of B cell lymphoma, 25 to better understand the impact of malignant B cells on the monocytic compartment and formation of an immunosuppressive, tumor-permissive microenvironment. We show marked expansion and accumulation of non-classical CD11bC/Ly6G-/CD115C/Ly6Clo monocytes with immune suppressive and pro-tumoral activity. Together, these data provides new insight into lymphoma-evoked changes to the monocyte compartment, leading to an increase in immunosuppressive populations that support tumor growth, and unveils potential pathways that could be targeted to improve immune control of B cell lymphomas.

Circulating monocytic and granulocytic cell populations increase with B lymphoma development
We divided CD11bC myeloid cells in the peripheral blood of healthy and Em-myc tumor-transplanted mice into three broad populations based on expression of Ly6G, CD115 and Ly6C. Granulocytes were identified as CD11bC Ly6GC. Monocytes were broadly identified as CD11bC Ly6G-CD115C and then further characterized into two sub-populations based on Ly6C expression (Ly6Chi and Ly6Clo) ( Figure 1A). Compared to healthy mice, tumor-bearing mice contained substantially higher numbers of circulating granulocytes (Ly6GC) and monocyte (CD115C) populations ( Figure 1B). The numbers of monocytes steadily increased with lymphoma progression. Initially there was an equivalent increase of both Ly6Chi and Ly6Clo monocytes, however by day 12 the numbers of Ly6Clo cells had increased significantly becoming the dominant monocyte population ( Figure 1C). To address whether these changes in the peripheral myeloid compartment occurred during spontaneous lymphoma development we monitored equivalent myeloid populations in Em-myc Tg mice. Tumor growth was assessed by increases in CD19C B cells in the blood. Monitoring these mice for 5 months we observed a significant correlation between circulating CD19C cells and granulocytes (R 2 D 0.7381, P<0.0001), Ly6Chi monocytes (R 2 D 0.6672, P<0.0001) and Ly6Clo monocytes (R 2 D 0.8317, P<0.0001) ( Figure 1D).

Depletion of monocytic, but not granulocytic populations suppresses tumor growth
We depleted monocytic or granulocytic cells in Em-myc tumorbearing hosts to determine whether reducing the levels of these cells in circulation impacted on tumor growth. Recent reports have shown that although increases in granulocytic MDSC are observed in DLBCL patients, these cells do not correlate with elevated risk factors or reduced survival. 26 Similarly, upon depletion of granulocytes with anti-Ly6G antibody (1A8) (Figure 2A), we observed no alterations in Em-myc tumor growth ( Figure 2B) or mouse survival ( Figure 2C).
Clodronate liposomes have been used extensively to deplete phagocytic myeloid cell populations in mice, including macrophages and monocytes. Consistent with these findings we observed non-specific, but high level depletion of Ly6Chi and Ly6Clo monocytes and F4/80C macrophages with Clodronate liposomes in mice challenged with Em-myc lymphoma. Granulocyte numbers were not affected ( Figure 2D). This treatment led to early suppression of tumor development ( Figure 2E), however did not result in improved survival ( Figure 2F). Based on these observations, we focused our efforts on understanding the impact of monocytic-MDSCs in lymphoma.

B lymphoma environment promotes Ly6Chi to Ly6Clo monocyte conversion
In the steady-state Ly6Chi monocytes convert into Ly6Clo monocytes. 27 To determine whether increased conversion of Ly6Chi monocytes to Ly6Clo monocytes could account for the significant expansion of circulating Ly6Clo monocytes in tumor-bearing mice ( Figure 1B, C), we adoptively transferred populations of purified Ly6Chi and Ly6Clo monocyte subsets into healthy or Em-myc lymphoma-bearing mice and observed for changes in Ly6C expression. In healthy hosts, CD45.1C monocytes from both Ly6Chi and Ly6Clo transfers could be recovered equally in the blood at day 2, and their phenotype in respect to Ly6C expression remained largely unchanged ( Figure 2G). In contrast, only Ly6Clo monocytes could be consistently recovered from blood of Em-myc tumor-bearing hosts, irrespective of whether the original cells transferred were Ly6Chi or Ly6Clo ( Figure 2H). This demonstrates that the lymphoma microenvironment promotes preferential survival or expansion of Ly6Clo monocytes and/or rapid conversion of Ly6Chi monocytes to become Ly6Clo. Culturing Ly6Chi monocytes with tumor-conditioned media in vitro did not result in conversion or downregulation of Ly6C (Supplementary Figure 1), suggesting that a cell contact signal or undefined stromal-derived soluble signal in vivo was supporting conversion and/or survival.

Ly6Clo monocytes differentially express immunosuppressive genes
Programmed death ligand (PD-L) expression on myeloid cells can inhibit PD-1C T cell function. 28 Both Cd274 (PD-L1) and Pdcd1lg2 (PD-L2) were included within the 20 most highly differentially expressed genes in Ly6Clo vs Ly6Chi monocytes, analyzed by NanoString RNA nCounter system. Gene changes in monocytes derived from either of the transplantable or spontaneous Eu-myc tumors were similar ( Figure 3A). Differential Cd274 and Pdcd1Ig2 was confirmed by qRT-PCR analysis of day 12 transplantable tumor-derived monocytes ( Figure 3B). Ly6Clo monocytes also differentially expressed higher levels of other genes associated with myeloid cell immunosuppression, including Arg1 (Arginase), Ido1 (Indoleamine 2,3-dioxygenage) (IDO) and Cd163 (CD163) when directly compared to Ly6Chi monocytes in qRT-PCR analysis ( Figure 3C). Expression levels of Arg1, Ido1 and Cd163 in tumor-derived Ly6Chi and Ly6Clo monocytes were not significantly altered when compared to equivalent monocyte populations from healthy mice (Supplementary Figure 2). Focusing on PD-L1, we confirmed that the majority of Ly6Clo monocytes express surface PD-L1 at significantly higher levels than Ly6Chi monocytes. Monocyte PD-L1 protein expression was comparable when isolated from healthy or tumor-bearing mice, indicating that Em-myc tumor environment did not affect surface PD-L1 expression ( Figure 3D). Due to specific expansion, the majority of circulating PD-L1C monocytes in tumor-bearing mice are of Ly6Clo phenotype ( Figure 3E). We have previously shown that Em-myc lymphoma induces PD-1 upregulation on CD8 T cells, thereby creating potential PD-L1/2 : PD-1 inhibitory interactions. 29 Both Ly6Clo and Ly6Chi monocytes suppress CD8 T cell activity, but via distinct mechanisms Using in vitro co-cultures we demonstrated that both Ly6Chi and Ly6Clo monocytes were capable of suppressing CD8 T cell proliferation in response to CD3/CD28 stimulation ( Figure 4A). Ly6Chi monocytes derived from healthy mice were equally as suppressive as the equivalent tumor-derived population ( Figure 4B). In contrast, suppressive activity of Ly6Clo monocytes was elevated in tumor-derived cells ( Figure 4C). Ly6Chi monocytes suppressed PD-1 positive and PD-1 negative CD8 T cells to an equivalent extent, suggesting that suppression via the PD-1 axis was not the dominant determinant of T cell sensitivity to monocyte suppression. Ly6Clo monocytes did however display significantly higher suppressive activity against PD-1 positive T cells ( Figure 4D).
By physically separating monocytes from CD8 T cells using transwells, we observed that the suppressive activity of Ly6Chi monocytes was abolished in the absence of cell-to-cell contact; however the suppressive activity of Ly6Clo monocytes was not perturbed. This was shown for suppression of both CD8 T cell proliferation ( Figure 5A) and IFNg production ( Figure 5B). This suggested that the mechanism of suppression of PD-1 negative CD8 T cells by Ly6Clo monocytes is distinct from that of Ly6Chi monocytes, and was dependent on a soluble factor. Given the observation that tumor-derived Ly6Clo monocytes had high expression of immunosuppressive Ido1 and Arg1 genes ( Figure 3C), we blocked these enzymes with specific inhibitors (1-MT and nor-NOHA, respectively) to determine the effect on suppressive activity.
Inhibition of IDO or arginase eliminated Ly6Clo monocyte suppression of CD8 T cell proliferation ( Figure 5C). Conversely, the suppressive activity of Ly6Chi monocytes was not altered by these agents ( Figure 5D). Liposomal chemotherapy selectively depletes circulating Ly6Clo monocytes, and synergizes with anti-4-1BB antibody treatment to suppress early tumor growth Liposomal doxorubicin (Doxil Ò ) has immunomodulatory effects on myeloid cells, 30 however the effect on monocyte subset depletion is largely unknown. We investigated the impact of Doxil treatment on circulating monocyte numbers and Em-myc tumor growth with or without co-administration of anti-4-1BB mAb, shown by us previously to promote antitumor T cell immunity against Em-myc lymphoma. 29,31 Doxil treatment significantly reduced Ly6Clo monocyte numbers without affecting Ly6Chi monocytes in tumor-bearing mice ( Figure 6A), at the time (day 12) where we typically observe rapid expansion of monocytes in blood. Treatment with anti-4-1BB mAb alone did not overtly affect monocyte numbers, however the combination of Doxil plus anti-4-1BB mAb further reduced circulating levels of Ly6Clo monocytes ( Figure 6A). The decrease in Ly6Clo monocytes was associated with reduction in peripheral tumor burden ( Figure 6B and 6C). Anti-4-1BB mAb treatment led to a specific increase in circulating CD8 T cells, causing a significant shift in CD8 T cell to CD4 T cell ratio, which was not altered by addition of Doxil (Supplementary Figure 3A). Tumor growth increased rapidly by day 15 (Figure 6B), and this was associated with recovery of Ly6Clo monocyte numbers ( Figure 6D), and reduction in CD8 T cells (Supplementary Figure 3B). As a result, no survival advantage was observed with this treatment ( Figure 6E).

Elevated CD14CHLA-DRlo monocytes in DLBCL patients share similar T cell suppressive activity
Phenotypically Ly6Clo monocytes in Em-myc tumor-bearing mice resemble CD14CHLA-DRlo monocytes which are elevated in the circulation of DLBCL patients. 9,32 Both express higher levels of CD163, arginase and PD-L1. Here we assessed whether they also share similar immunosuppressive activity against CD8 T cells. In the presence of monocytes, CD8 T cells from DLBCL patients proliferated less in response to CD3/ CD28/4-1BB stimulation than healthy donor CD8 T cells. When CD14C monocytes were depleted from PBMCs, the proliferation of DLBCL patient CD8 T cells was significantly enhanced ( Figure 7A). Increases in CD8 T cell proliferation after monocyte depletion significantly correlated with original patient monocyte counts within the PBMC fraction ( Figure 7B). The addition of patient-derived CD14CHLA-DRlo monocytes to healthy CD8 T cells resulted in cell dosedependent suppression of CD8 T cell proliferation ( Figure 7C). These data provide evidence for comparable immunosuppressive activity of an elevated circulating monocyte population found in both mouse and human B lymphoma.

Discussion
B cell lymphomas are aggressive cancers with high levels of disease relapse and mortality following treatment. Tumor-evoked immunosuppression is a major impediment to successful treatment outcomes in many haematological malignancies, including B cell lymphoma. Advances in technology have allowed us to better understand and appreciate the interactions between tumors and the immune system in complex microenvironments. Utilising a pre-clinical mouse model of B cell lymphoma, this study has extended our understanding of the characteristics and immunosuppressive activities of tumorevoked monocyte populations, and provides the basis for appropriate immunotherapeutic intervention.
Evidence in B cell malignancies suggests that systemic immunosuppression is maintained largely by myeloid lineage cells including Mo-MDSCs, Gr-MDSCs and M2-like tumor-associated macrophages (M2-TAMs). [33][34][35] Recent studies have identified a CD14 C HLA-DR lo population of monocytes in B-NHL that may represent a distinct population of moMDSC. Patients with increased levels of circulating CD14CHLA-DRlo monocytes had more aggressive disease, displayed suppressed adaptive immunity and were more likely to relapse post-therapy. 9,32 Further to this, we have previously identified up-regulated expression of the scavenger receptor, CD163 as a distinguishing marker of this highly immunosuppressive subset of monocytes in poor-prognosis DLBCL, that are distinct to CD163 negative monocytes. 36 CD163C monocytes were elevated in the circulation of pre-therapy DLBCL patients and were also markedly elevated in patients that showed persistence of disease after 4 cycles of R-CHOP treatment. CD163C monocytes from DLBCL patients also displayed significantly greater activity levels of the immunosuppressive enzyme, arginase, and expressed higher levels of the immuneinhibitory ligand, PD-L1. 36 Whether these CD163C monocytes are precursor cells to the CD68C/CD163C M2-TAMs that have been associated with poor clinical outcomes in patients with DLBCL 37 or Hodgkin's lymphoma 16,38,39 remains unclear. Our data here reveals that circulating CD14CHLA-DRlo monocytes from DLBCL patients cause direct impairment of CD8 T cell proliferation. In contrast, monocytes from healthy donors did not display immunosuppressive activity.
By investigation of circulating myeloid populations in Emmyc lymphoma-bearing mice we were able to draw parallels with the findings in DLBCL patients. For example, there was a strong correlation between circulating CD11bCCD115C monocytes and tumor burden, which was observed in both spontaneous and transplantable Em-myc tumor settings. In addition, Ly6C lo monocytes, which expressed higher levels of Cd163, became the dominant monocyte population in tumorbearing mice. Furthermore, these cells displayed an immunosuppressive genetic profile, evidenced by elevated expression of Cd274 and Pdcd1lg2, Arg1 and Ido1, and suppressed PD-1 negative CD8 T cells in an arginase / IDO dependent manner. Together, these data show that mouse Ly6Clo monocytes that accumulate in the circulation during Em-myc lymphoma development have similar characteristics to the elevated CD14CHLA-DRlo monocyte population observed in DLBCL patients. 9,32,36 The significance of Gr-MDSC in prognosis of B-NHLs is less clear than for Mo-MDSC cells, largely because some studies have shown that high neutrophil numbers at diagnosis represents a poor prognostic factor for clinical outcome in patients with DLBCL, 40,41 whilst others show no such association. 26 Although we observed significant granulocytosis in Eu-myc tumor-bearing mice, depletion of these cells did not impact on tumor growth in this setting.
The accumulation of Ly6Clo monocytes in circulation may be a consequence of increased Ly6Chi to Ly6Clo conversion, preferential expansion/survival of the Ly6Clo subset, or altered migration of monocyte subsets and differentiation into macrophages. Monocyte adoptive transfer experiments revealed that in tumor-bearing hosts the recovery of transferred Ly6Clo monocytes from blood was higher than for Ly6Chi cells, whereas in healthy hosts the recovery of subsets was equivalent. This implies that the tumor microenvironment preferentially supports the survival of Ly6Clo cells, or alternatively promotes migration of Ly6Chi cells out of circulation. Furthermore, the majority of recovered monocytes (>80%) in tumor-bearing hosts were of the Ly6Clo phenotype, regardless of their phenotype upon transfer. Conversely, in healthy mice, the initial Ly6C expression phenotype was maintained upon recovery. This strongly suggests that signals from the tumor environment leads to increased conversion of Ly6Chi to Ly6Clo monocytes. Recently it has been shown that signals from endothelial cells convert Ly6Chi to Ly6Clo monocytes, in a Notch ligand-dependent manner. 42 Previous reports have described pro-angiogenic behavior in aggressive B cell lymphoma which is associated with a poor clinical outcome. 43,44 Further studies are required to determine whether dysregulated angiogenesis and an increase in endothelial cells in Em-myc lymphoma promotes conversion of mobilized Ly6Chi monocytes to long-lived Ly6Clo monocytes. Identifying whether circulating immunosuppressive monocytes in B cell lymphoma hosts are precursors cells or a reservoir for equivalent populations in the malignant lymphoid tissues, will allow us to potentially target these cells with systemic treatment.
Macrophages and certain monocyte subsets are inherently phagocytic, making them ideal targets for nanomedicine. It was recently shown that Ly6C lo monocytes have greater phagocytic activity. 19 This provided the impetus to selectively target tumor-evoked Ly6C lo monocytes with liposome-based approaches. We demonstrated that delivery of bisphosphateencapsulated liposomes, used extensively for in vivo depletion of macrophages, 45,46 effectively removed Ly6C lo monocytes and to a greater extent than Ly6C hi monocytes in tumor-bearing hosts. Importantly, this monocyte/macrophage depletion alone resulted in transient suppression of Em-myc tumor growth. Liposomes had no direct effect on the viability of Emmyc tumors cells, lymphocyte numbers were not affected by this treatment and no evidence of treatment-related toxicity was observed at the dose tested. Although a trend existed, there was no statistically significant survival advantage for Clod-Lipo treated mice, indicating that additional immune stimulation coinciding with monocyte depletion may be required to prevent tumor outgrowth.
Liposomal doxorubicin (e.g. Doxil Ò ) is approved for treatment of ovarian cancer, multiple myeloma and sarcoma. For treatment of B cell lymphoma, liposomal doxorubicin has been shown to reduce incidence of cardiotoxicity and other side effects when compared to conventional doxorubicin, whilst retaining efficacy. 47,48 In the Em-myc model we demonstrate that Doxil treatment leads to a selective, albeit transient, reduction in the numbers of circulating Ly6Clo monocytes, which was associated with an early suppression or tumor growth. The extent to which the anti-tumor effect of Doxil is associated with reduction of immunosuppressive monocytes versus direct cytotoxic effects on tumor cells remains to be elucidated. Regardless, targeted liposomal delivery of cytotoxic agents to myeloid cells may represent a novel and safe strategy to alleviate immunosuppression and boost responses to immunotherapeutic vaccines.
We predict that exclusively inhibiting immunosuppressive pathways utilized by monocytes/macrophages may be suboptimal in eliciting potent and persistent anti-tumor immunity. We rationalize that providing immune stimulation in parallel with removing immunosuppression will result in superior generation/restoration of T cell function and elimination of established tumors. We have supportive evidence to show that administration of an agonistic antibody which targets the T cell co-stimulatory molecule 4-1BB (CD137), leads to effective generation, expansion and survival of anti-lymphoma CD8 T cells. 31 When we utilized anti-4-1BB mAb agonism to drive T cell stimulation following Doxil treatment, we observed enhanced, but short-lived anti-tumor protection. Further development and optimization of this and other combination immunotherapy approaches that provide the dual benefit of alleviating immunosuppression together with unleashing antitumor T cell activity is warranted. Nivolumab (anti-PD-1 mAb) is approved for second-line treatment of Hodgkin's Lymphoma and is in phase II/III trials for non-Hodgkin's B lymphoma. Anti-4-1BB antibodies are also currently being tested in clinical trials against a variety of lymphomas. We predict that this two-pronged immunotherapuetic strategy could be implemented as consolidation treatment after front-line treatment with Rituximab-chemotherapy based regimes, where modulation of the immune microenvironment and engaging anti-tumor immunity might be most effective at preventing tumor relapse. Finally, although the focus here is B cell lymphomas, the implications of these findings may be applicable to multiple other cancer types where myeloid cell immunosuppression has been reported.

Mice and lymphoma model
Inbred C57BL/6 and SJL/B6.ptprca mice were obtained from the Animal Resources Centre (Perth, Australia). Mice were aged between 6 and 10 weeks, sex matched and housed under specific pathogen-free conditions. Em-myc transgenic (Tg) mice on the C57BL/6 background were bred and maintained onsite at the Translational Research Institute Biological Research Facility (TRI-BRF) (Brisbane, Australia). All experiments were performed in accordance with the animal ethics guidelines provided by the National Health and Medical Research Council of Australia and approved by the University of Queensland Health Sciences Animal Ethics Committee (approval 295/15). Transplantable murine lymphomas were derived from Em-myc Tg mice, which spontaneously develop B-cell lymphoma owing to constitutive expression of the c-myc oncogene under the immunoglobulin H promoter. 25 The Emmyc clone 4242 used for transplantation was a freshly isolated lymphoma from the lymph nodes of an Em-myc transgenic mouse and stably transduced with green fluorescent protein (GFP) by retroviral transduction as previously described. 49 Mice in tumor-bearing groups were inoculated intravenously with 1 £ 10 5 tumor cells. Tumor growth was monitored by flow cytometry, measuring CD19CGFPC events in peripheral blood.

Patient eligibility and blood sampling
Patient samples were obtained from a planned prospective laboratory sub-study sponsored by the ALLG within the NHL21 clinical trial. 50 Patients had CD20C diffuse large B cell lymphoma (DLBCL) with international prognostic index (IPI) 2-5 or IPI 0-1 with bulky tumor (7.5 cm). Clinical parameters were source verified and IPI centrally reviewed. Thirty millilitres of blood was collected pre-therapy. Blood was also taken from healthy laboratory volunteers without prior malignant or autoimmune disorders. All participants gave written informed consent and participating Hospital/Research Institute Ethics Committees approved the study.

RNA extraction, purification and cDNA synthesis
Total RNA was extracted and purified from sorted Ly6Chi and Ly6Clo cells using the ISOLATE II RNA micro kit (Bioline, NSW, Australia) according to the manufacturers' instructions. cDNA was synthesized from 400 ng of total RNA using Superscript III Reverse Transcriptase (Invitrogen, Thermo Fisher Scientific) and random hexameric primers according to the manufacturer's instructions.

Quantitative real-time PCR (qPCR), and primers
Relative expression of genes was determined using the Applied Biosystems TM ViiA TM 7 Real-Time PCR System (ABI, Singapore) Relative gene expression levels were analyzed by qPCR using Mus musculus primer sequences designed for use with Applied Biosystems TM SYBR green master mix. Standard qPCR cycles was performed in all cases; polymerase activation step at 95 C for 10 min, followed by 40 cycles of two-step thermal cyclic PCR at 95 C for 15 sec and 60 C for 1 min. Primers were synthesized and obtained from Integrated DNA Technologies (IDT, NSW, Australia) and they include the following: Arg1, ACAAGACAGGGCTCCTTTCAG and GGCTTATG GTTACCCTCCCG, Cd163, GTGCTGGATCTCCTGGTTGTA and GGAGCGTTAGTGACAGCAGA, Cd274 (PD-L1), TCAC TTGCTACGGGCGTTTAC and CACCACTAACGCAAGCA GG, Ido1, CAAAGCAATCCCCACTGTATCC and CTATGTC GTGCAGTGCCTTTTC, Pdcd1lg2 (PD-L2), GCCTCAGCCTA GCAGAAACT and TTTGGGTTCCATCCGACTCAG. Primer sequences for the endogenous controls used are as follow: Rpl5, GTACATCGGAAGCACATCATGG and CTCCATCATGTCT GGAGTTACG, Gusb, CAGTTGTGTGGGTGAATGGGA and CACTCTGGACCAGCTTGCTA, and Hprt, CCAGCGTCGT-GATTAGCGAT and GCAAGTCTTTCAGTCCTGTCC. Raw Ct values from the qPCR experiments were imported and processed using the ReadqPCR and NormqPCR Bioconductor R packages. 51 The GeNorm method 52 embedded within NormqPCR was used to identify the two most robust housekeeping genes (Rpl5 and Gusb) and gene expression data was normalized to the endogenous controls using the delta Ct method. The resulting delta Ct values are used for differential testing using an unpaired two-tailed Student's t-test for each gene where P<0.05 was considered statistically significant.
Nanostring TM nCounter RNA quantification RNA was extracted from freshly sorted monocyte populations harvested from blood of day 12 Em-myc 4242 transplanted mice (10 week old wildtype mice), 11 week old Em-myc transgenic mice and age-matched healthy mice, and RNA quantified using Qubit RNA HS Assay (Thermo Fisher). Genes were quantified using the nCounter platform (Nanostring TM Technologies, Seattle, WA, USA). Immunosuppression-related genes were analyzed using a customized nCounter mouse immunology panel. Hybridizations were carried out according to the NanoString Gene Expression Assay Manual. Five microliter of each RNA sample (100ng) was mixed with 20ml of nCounter Reporter probes in hybridization buffer and 5ml of nCounter Capture probes for a total reaction volume of 30ml. The hybridizations were incubated at 65 C for 16-20 hours. Raw data was imported and analysed in the NanoString Ò data analysis tool nSolver. For normalization, gene expression data was internally controlled to the mean of the positive control probes to account for inter-assay variability. (Rounded) expression data was then normalized using DESeq 53 to obtained normalized count data and visualized as a heat map.

Monocyte adoptive transfer
Monocytes were isolated from the peripheral blood of Em-myc 4242 tumor-bearing SJL/B6.ptprca mice at day 12. Blood was collected into heparinized PBS, lysed with ACK lysis buffer then spun 300xg 4 C 5 minutes. CD19C cells were depleted using EasySep TM Mouse CD19 Positive Selection Kit II (Stem-Cell Technologies, Vancouver, Canada) as per manufacturer's instructions. CD19-depleted cell fraction was labelled at optimal concentrations of mAb for 25 min at 4 C in PBS containing 2% newborn calf serum and 2 mM EDTA. Cells were sorted into Ly6Chi and Ly6Clo populations on the Astrios (Beckman Coulter, Brea, California, USA) or Aria (BD, Franklin Lakes, New Jersey, USA) to a purity of greater than 95%. Sorted cells were injected intravenously at 2 £ 10 5 into healthy or Em-myc 4242 tumor-bearing C57Bl/6 hosts. Adoptively transferred monocytes were monitored in the blood via flow cytometry and identified as CD45.1 C within the CD45.2 C host. Single cell suspensions were lysed with ACK lysis buffer. Cells were labelled as per the flow cytometry protocol.

Murine T cell suppression assays
Monocytes were isolated from the peripheral blood of C57Bl/6 mice bearing day 12 Em-myc 4242 tumours. Blood was collected into heparinized PBS, lysed with ACK lysis buffer then spun 300xg 4 C 5 minutes. CD19C cells were depleted using EasySep TM Mouse CD19 Positive Selection Kit II (StemCell Technologies, Vancouver, Canada) as per manufacturer's instructions. The CD19-depleted cell fraction was labelled at optimal concentrations of mAb for 25 min at 4 C in PBS containing 2% newborn calf serum and 2 mM EDTA. Cells were sorted into Ly6Chi and Ly6Clo populations on the Astrios (Beckman Coulter, Brea, California, USA) or Aria (BD). CD8C T cells from healthy mice were isolated using EasySep TM Mouse CD8C T Cell Isolation Kit (StemCell Technologies, Vancouver, Canada) as per manufacturer's instructions. Enriched CD8C T cells were labelled with 5uM CellTrace Violet (Life Technologies, Carlsbad, California, United States) to monitor proliferation. CTV-labelled CD8C T cells and sorted monocytes were suspended at 1.5 £ 10 6 cells/ml in RMPI C NaPyr C 2ME C P/S/G C 10% FCS C 1ng/ml hIL-2. Dynabeads Ò Mouse T-Activator CD3/CD28 for T Cell Expansion and Activation (Thermo Fisher Scientific, Waltham, Massachusetts, USA) were added to the cultures at a 1:1 ratio of beads : CD8C T cells. Cultures were incubated at 37 C for 4 days. Proliferation of T cells was measured by CTV dilution using the Gallios (Beckman Coulter, Brea, California, USA) and analyzed using the Kaluza version 1.2 (Beckman Coulter, Brea, California, USA) software. Division index was calculated as total number of divisions / number of cells in the start of the culture. Percentage cells dividing was calculated as the number of original cells which proliferated / total number of starting cells. Inhibition of arginase was achieved with the addition of 300 mM of N-hydroxy-nor-Arginine (nor-NOHA) (Cayman Chemical, An Arbor, Michigan, USA). Inhibition of indoleamine was achieved with the addition of 100 mM of 1-methyl-DL-tryptophan (1-MT) (Sigma-Aldrich, St Louis, Missouri, USA). HTS Transwell Ò 96 well plates with 3 mm pore size (Corning, Lowell, MA, USA) were used in some experiments for physical separation of monocytes and T cells.
Human T cell suppression assays CFSE stained mononuclear cells, either monocyte replete or depleted, were seeded in 96-well round-bottom plates at 2-5 £ 10 5 cells/well in RMPI 1640 C 10% FBS C 1x penicillin/streptomycin C 10U/ml IL-2. Monocytes were depleted using an immuno-magnetic CD14 positive selection procedure (EasySep, StemCell Technologies) and depletion efficacy ranged from 70% -96% (median: 85.2%). Remaining cells were stimulated with anti-CD3/CD28/4-1BB beads (Invitrogen, Carlsbad, California, USA) at a ratio of 1:10 bead:cell. Cells were cultured for 96 hours and proliferation assessed by flow cytometry (LSRII flow cytometer, BD BioSciences). For monocyte -T cell co-cultures, monocytes were FACS sorted based on CD14CHLA-DRlo expression and responder CD3C T cells was purified by negative selection from autologous PBMC using a negative Pan-T cell isolation protocol (Miltenyi Biotec). After immuno-magnetic selection T cell purity was greater than 90%. Purified T cells were stained with CFSE and 5 £ 10 4 were plated into 96 well round bottom plates with 200U/ml IL-2. Graded numbers of monocytes (5 £ 10 4 , 2.5 £ 10 4 , and 1.25 £ 10 4 ) were added to the T cells. Polyclonal T cell expansion was achieved by addition of anti-CD3/CD28/4-1BB beads at a ratio of 1:10 bead:cell and proliferation was assessed by CFSE dilution on flow cytometry.

Detection of IFN-g
IFNg levels in mouse sera were detected using an ELISA kit from R&D Systems (MN, USA) as per manufacturer's instructions. Acquisition and analysis was performed on a Multiskan FC Photometer (Thermo Scientific, MA, USA).

Statistical analysis
Results are expressed as the mean § SEM. Univariate analysis was carried out using either Student's t-test for data which were normally distributed (passed D'Agnostino-Pearson omnibus normality test) or Mann-Whitney test for those which were not normally distributed. Grouped data were analysed by one or two-way ANOVA. Kaplan-Meier plots in conjunction with a log-rank test were used to assess mouse survival (GraphPad Prism 6 software, San Diego, CA). Significance was accepted at P values < 0.05.

Disclosure of potential conflicts of interest
No potential conflicts of interest were disclosed.