Abstract
STK11/LKB1 is among the most commonly inactivated tumor suppressors in non-small cell lung cancer (NSCLC), especially in tumors harboring KRAS mutations. Many oncogenes promote immune escape, undermining the effectiveness of immunotherapies, but it is unclear whether inactivation of tumor suppressor genes such as STK11/LKB1 exert similar effects. In this study, we investigated the consequences of STK11/LKB1 loss on the immune microenvironment in a mouse model of KRAS-driven NSCLC. Genetic ablation of STK11/LKB1 resulted in accumulation of neutrophils with T cell suppressive effects, along with a corresponding increase in the expression of T cell exhaustion markers and tumor-promoting cytokines. The number of tumor-infiltrating lymphocytes was also reduced in LKB1-deficient mouse and human tumors. Furthermore, STK11/LKB1 inactivating mutations were associated with reduced expression of PD-1 ligand PD-L1 in mouse and patient tumors as well as in tumor-derived cell lines. Consistent with these results, PD-1 targeting antibodies were ineffective against Lkb1-deficient tumors. In contrast, treating Lkb1-deficient mice with an IL-6 neutralizing antibody or a neutrophil-depleting antibody yielded therapeutic benefits associated with reduced neutrophil accumulation and proinflammatory cytokine expression. Our findings illustrate how tumor suppressor mutations can modulate the immune milieu of the tumor microenvironment, and they offer specific implications for addressing STK11/LKB1 mutated tumors with PD-1 targeting antibody therapies.
Introduction
The discovery of a series of oncogene driver mutations and the concept of oncogene addiction has changed the therapeutic approach for subsets of patients with non-small cell lung cancers (NSCLCs) (1). While this targeted approach for tumors with specific kinase alterations has been successful, KRAS mutation is the most common genetic alteration driving NSCLCs and remains refractory to targeted treatment strategies. KRAS mutated NSCLCs are genomically more complex than those harboring mutated EGFR or EML4-ALK and the concurrent loss of key tumor suppressors such as TP53 or STK11 is common in KRAS mutated lung adenocarcinomas.
STK11/LKB1 is inactivated in approximately one-third of KRAS mutated lung adenocarcinomas, a frequency comparable to TP53 loss in this background, though STK11 and TP53 mutations rarely overlap in KRAS mutant lung tumors (2). Lkb1-deficient Kras-mutated (Kras/Lkb1) tumors show a more invasive and metastatic phenotype with significantly reduced survival (3) and differential drug sensitivities as compared to Kras mutant Lkb1-wild type tumors and Kras mutated compound Tp53 deficient animals (4). A more metastatic phenotype in Kras/Lkb1 tumors has also been described in clinical studies (5,6).
Recent clinical trials in NSCLC have demonstrated response to immune checkpoint blockade and nominated predictive markers for the efficacy of specific immunotherapies (7–9). Our previous work suggests that oncogenes impact immune evading mechanisms by directly activating immune checkpoints (10). Immune evasion can also be achieved by the release of proinflammatory cytokines into the tumor microenvironment that play an important role in promoting tumor growth, metastasis and immune suppression (11,12). Previous work has shown that Kras-mutated tumors display activation of the non-canonical IkappaB kinase TBK1 (13,14) that activation of this signaling pathway induces several proinflammatory cytokines, such as IL-6 and CXC-chemokine ligands. Myeloid cells, especially tumor-associated macrophages (TAM) and neutrophils (TAN), support tumor cell proliferation and impede host immune surveillance through cytokine production and cell-cell interactions (15).
To elucidate how Stk11/Lkb1 (hereafter referred to as Lkb1 in the mouse model) -loss affects the inflammatory phenotype in Kras-driven lung cancer, we compared immune cell populations and cytokine/chemokine profiles among Kras and Kras/Lkb1 mouse lung cancer models. We found that neutrophil attracting soluble factors and neutrophil numbers were significantly increased and both T cell numbers and function were significantly decreased in Lkb1-deficient tumors. Moreover, Lkb1-loss of function negatively impacted PD-L1 expression in lung tumor cells in mouse and human tumors and cell lines. By depleting the neutrophils in Kras/Lkb1 mutant mice, T cell numbers and function were significantly improved affirming the immune suppressive properties of this cell type. Finally, we functionally validated the therapeutic utility of blocking the cytokine feedback loop with a neutralizing anti-IL-6 antibody, which resulted in an increase of T cell numbers and function. Together, the results suggest that in the Lkb1-deficient tumors, immune evasion is achieved through suppressive myeloid cells and aberrant cytokine production and not the PD-1:PD-L1 interaction.
Methods
Murine cell line and in vivo studies
Mouse strains were described previously (3). Mice were dosed with 200 micrograms of IL-6 neutralizing antibody (MP5-20F3, BioXcell), anti Ly-6G/Gr-1 antibody (RB6-8C5, BioXcell), PD-1 blocking antibody (clone 29F.1A12) and isotype controls (BioXcell) three times a week via intraperitoneal injections. MRI quantification was performed as described previously (10). Murine cell lines bearing mutated Kras and p53-loss (Kras/p53:KP) and mutated Kras and both p53 and Lkb1-loss (Kras/p53/Lkb1:KPL) were established and characterized previously (16). Recombinant mouse IL-1α was from PeproTech.
Immune cell isolation, analysis and sorting
Lung cell isolation, mononuclear cell enrichment and characterization of immune cell populations in murine tissue samples were described previously (10). Total cell count was divided by tumor-bearing lung weight utilized for each assay. Antibodies are listed in Supplementary Methods. Intracellular staining for Ki-67, IFNγ, CTLA-4, FOXP3 and LGALS9 was performed according to the manufacturer’s protocol (eBioscience and BD biosciences). Sorting of tumor cells (CD45−EpCAM+) and neutrophils (CD45+CD11b+Ly-6G+) was performed on a BD FACS Aria II. Gating methods for immune analysis and sorting are in Supplementary Methods.
Sample preparation for RNA sequencing
RNA isolation from sorted cells was performed using the PicoPure RNA Isolation kit (Life technologies) according to the manufacturer’s protocol. 10–100 ng of total RNA was used as input for the generation libraries using the Nugen Ovation Kit. Libraries were quality controlled on an Agilent high sensitivity DNA chip and sequencing of pooled libraries performed on the Illumina HiSeq platform to a minimum depth of 30 million reads.
Mouse RNA sequencing and patient tumor gene expression and proteomic data analysis (CCLE, TCGA, and PROSPECT)
Methods for these are described in supplementary methods.
Preparation of isogenic human cell lines and IL1-α stimulation
Human lung cancer cell lines were obtained from ATCC and used prior to six months of passage in culture and not further authenticated. Short hairpin RNA constructs and stable isogenic cell lines were established as described previously (17). Recombinant human IL-1α was from PeproTech (18).
Immunohistochemistry
Immunohistochemistry for TUNEL and Ki-67 was performed as previously described (19). For the PROSPECT samples 4μm- thick tissue sections were stained using an automated staining system (Leica Bond Max, Leica Microsystems, Vista, CA, USA), according to standard protocols. The38 Aperio Image Analysis Toolbox (Aperio, Leica Microsystems) was used for digital analysis of images obtained from scanned slides. PDL1 clone E1L3N from Cell Signaling Technologies, CD3 A0452 from Dako and CD8 C8/144B from Thermo Scientific were used.
Western blotting
Tumor nodules resected from Kras and Kras/Lkb1 mice were homogenized in RIPA buffer and proteinase inhibitor (Cell Signaling Technology). Western blotting was performed as described previously (18) with anti pSTAT3, STAT3, LKB1 and actin antibodies (Cell Signaling Technology).
Measurement of soluble factor concentrations in BALFs from mice and culture supernatants from murine and human cell lines
Methods for these are described in supplementary methods.
Statistical analysis
All numerical data are presented as mean ± SD. Data were analyzed using two-tailed unpaired Student’s t test for comparisons of two groups and one-way ANOVA with Tukey post-test for three groups. P values for the survival curves have been calculated using a log-rank test. Mann-Whitney U tests were used to assess correlation of PD-L1 and T cell markers in human tumor samples with LKB1 status. Multivariate testing of TCGA data with respect to genotype and clinical factors (sex, primary tumor stage, nodal stage, metastasis stage, overall stage, age, and smoking) was performed using one-way ANOVA.
Results
Lkb1-deficient tumor cells stimulate neutrophil recruitment through the production of cytokines and chemokines
We previously showed that oncogene activation contributes to escape from immune surveillance by modulating the tumor microenvironment (10). However, the loss of tumor suppressors has not been previously investigated in this context. To elucidate how Lkb1-deficiency impacts the immune microenvironment in lung tumors, we compared the immune cell populations and cytokine profiles of Kras (K) and Kras/Lkb1 (KL) mouse models with similar degrees of tumor burden (Supplementary Fig. S1A). We found that Lkb1-deficient tumors showed a greater variation in the number of total hematopoietic (CD45+) cells (Supplementary Fig. S1B) and an increase in the total CD11b+ myeloid cell population among three major clusters (CD11c−CD11b−, CD11c+CD11b−, CD11b+) in the lung (Fig. 1A). Detailed analysis of these myeloid cell populations showed that total numbers of tumor-associated neutrophils (TAN: CD11b+Ly-6G+) are significantly elevated and tumor-associated alveolar macrophages (TAM: CD11c+CD11b−CD103−) are significantly decreased in KL tumors compared to K tumors (Fig. 1A). Minor myeloid cell populations including eosinophils, Ly-6Chi inflammatory monocytes and CD103+ dendritic cells did not show significant differences (Supplementary Fig. S1C). Interestingly, the increase of neutrophils was also observed in the spleen and peripheral blood of KL mice (Fig. 1B).
To identify the cytokines and chemokines driving the immune phenotype of Lkb1-deficient tumors, we sorted CD45−EpCAM+ cells from Kras and Kras/Lkb1 lung tumors using fluorescence-activated cell sorting (FACS) and performed mRNA sequencing. We discovered higher expression of a number of chemokines in the KL tumor cells: Ppbp (pro-platelet basic protein: chemokine (C-X-C motif) ligand 7 (Cxcl7)), Cxcl3 and Cxcl5, all of which act through chemokine receptor CXCR2 on neutrophils (Supplementary Methods), and cytokines: Csf3 (Colony stimulating factor 3: granulocyte colony stimulating factor (G-Csf)) and two of the IL-1 family of proinflammatory cytokines; Il33, Il1α (Fig. 1C). On the contrary, we identified a decrease in the expression of chemokine (C-C motif) ligand 5 (Ccl5) and Cxcl12 in KL tumor cells as compared to Kras. Both of these chemokines play an important role in recruiting lymphocytes and dendritic cells (20,21) and these cell types are underrepresented in KL tumors (Supplementary Fig. S1C and D).
In addition to tumor cells, we sorted TAN from KL tumors and compared gene expression profiles with TAN from the uninduced normal lung from mice with the same genetic background. Analysis of mRNA sequencing revealed that TAN from the KL tumors produced elevated T cell suppressive factors (22) including Il10, Lgals9, Arginase 1 (Arg1) and Milk fat globulin EGF factor 8 protein (Mfge8) and the tumor promoting cytokine Il6, as compared to neutrophils from normal lung (Supplementary Fig. 2A).
To confirm these findings at the protein level, we analyzed CXCL7, G-CSF, and IL-1α in culture supernatants from cell lines derived from mouse tumors (16). There was a significant increase in CXCL7 and G-CSF in Kras-mutated Tp53-deficient Lkb1-deficient cell lines (KPL) compared to Kras-mutated Tp53-deficient Lkb1-wild type cell lines (KP) (Fig. 1D) but IL-1α was under the detection limit in all cell lines (data not shown). In addition to the cytokines identified as differentially expressed in mRNA sequencing, we analyzed IL-6 and IL-17, two well characterized cytokines that contribute to neutrophil accumulation and production (23,24), and found that IL-6 was significantly increased in KPL compared to KP (Fig. 1D) but IL-17 was not detected (data not shown). We further evaluated the cytokines in BALFs which showed a significant increase of CXCL7 in KL versus control and G-CSF, MFG-E8, and IL-10 in KL versus control and K (Fig. 1E and Supplementary Fig. 2B). While Il-6 upregulation was not apparent at the mRNA level in EpCAM+ KL tumors cells (data not shown), we detected the cytokine in BALFs from KL lungs and in cultured sorted CD45−EpCAM+ cells and TAN from KL tumors (Supplementary Fig. 2C). Considering the higher number of neutrophils in KL tumors as compared to K tumors, TAN likely play an important role in aberrant production of this cytokine in addition to tumor cells. Given that IL-6 mediates its downstream affects through STAT3 (25) we measured levels of phosphorylated STAT3. We found that Kras/Lkb1 tumor tissue had higher levels of phospho-STAT3 (pSTAT3) than the Kras tumors (Fig. 1F). These findings suggest that Lkb1-inactivation is associated with neutrophil accumulation to the immune microenvironment and overproduction of tumor-promoting cytokines.
In concordance with RNA sequencing data, IL-1α showed a significant increase in BALFs in Kras/Lkb1 versus that from control (Fig. 1G). Mouse BALFs, similar to the supernatants from cultured cells, did not have detectable IL-17 (data not shown). To assess whether IL-1α might promote feed forward cytokine signaling in Lkb1-deficient tumors, we stimulated a Kras-mutated, p53-loss, Lkb1-loss mouse lung cancer cell line (KPL cell line) with IL-1α and analyzed cytokine secretion. Among the cytokines, we detected an increase in IL-6, CXCL7 and G-CSF production in a dose-dependent manner (Fig. 1H and Supplementary Fig. S3A). These results are consistent with Lkb1-loss increasing IL-1α production, which then promotes the activation of IL-6-STAT3 signaling.
Lkb1-loss negatively impacts the number and function of tumor infiltrating T cells and PD-L1 expression on tumor cells
Clinical studies have demonstrated that the density of tumor-infiltrating lymphocytes is associated with a favorable prognosis and response immunotherapy in cancer (7–9). We found that total counts of both CD4 and CD8 T cells were significantly decreased in Kras/Lkb1 mouse tumors (Fig. 2A) as compared to Kras tumors. Infiltrating T cells showed a significantly higher expression of T cell inhibitory markers: Programmed cell death protein 1 (PD-1), T cell immunoglobulin mucin-3 (TIM-3), Lymphocyte-activation gene 3 (LAG-3) and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) (Fig. 2B). We also confirmed expression of the ligand for TIM-3, LGALS9, in both tumor cells and TAN from Kras/Lkb1 tumors by flow cytometry (Supplementary Fig. S2D). The ratio of regulatory T cells (FOXP3+) to total CD4 T cells was also significantly increased in Kras/Lkb1 tumor as compared to Kras tumors (Fig. 2B). We evaluated T cell function in Kras/Lkb1 and Kras tumors with similar levels of disease (Supplementary Fig. S3B) and found significantly less IFNγ and Ki-67 expression in total CD4 and CD8 T cells from the Kras/Lkb1 tumors than those from Kras tumors (Fig. 2C). Thus, Lkb1 inactivation is associated with reduced T cell number and increased markers of T cell exhaustion.
To understand the role of neutrophils in this model, we used a neutrophil depleting (anti Ly-6G/Gr-1:RB6-8C5) antibody in mice with established tumors (Supplementary Fig. S4A and B). Kras/Lkb1 mice treated with anti Ly-6G/Gr-1 antibody for 1 or 2 weeks showed a significant reduction of TAN and of IL-6 and G-CSF in BALFs (Supplementary Fig. S4C and D), resulting in a significant increase in total CD8 T cell numbers, proliferation (Ki-67+) and T cell function represented by IFNγ production (Supplementary Fig. S4E).
PD-L1 expression on tumor cells is a biomarker associated with a response to PD-1 blockade treatment (7,10). Lkb1-deficient tumor cells expressed significantly lower levels of PD-L1 in CD45−EpCAM+ cells as compared to Kras tumor cells (Fig. 2D). PD-L1 expression is influenced by a variety of factors that include non-cell autonomous factors such as release of IFNγ from T cells (26) in the tumor microenvironment in vivo. To dissect the intrinsic role of Lkb1 inactivation on PD-L1 expression specifically in tumor cells, we analyzed PD-L1 expression in cultured cell lines derived from mouse tumors of the KP and KPL genotypes. PD-L1 levels were significantly lower in KPL as compared to KP (Fig. 2E). To confirm that our findings in mouse models and cell lines were applicable to humans, we studied human lung cancer cell lines with endogenous KRAS mutation and wild type or inactivated LKB1. We either performed knockdown of LKB1 using shRNA or reconstituted LKB1 with wild type (WT) or kinase dead (KD) LKB1 to develop isogenic cell lines (wild type cells: H441, H1792 and LKB1 mutant cell: A549) (Supplementary Fig. S5A). PD-L1 expression was lower in both of the LKB1 WT lines when expressing sh-LKB1 (Fig. 2F). Expression of LKB1 (WT and KD) in the LKB1-deficient A549 cell line resulted in a modest increase in PD-L1 levels (Supplementary Fig. S5B). These data suggest LKB1 inactivation decreased PD-L1 levels independent of IFNγ.
Functional loss of LKB1 in human cell lines is phenotypically similar to mouse Kras/Lkb1 tumors
We next assessed the cytokine and chemokine profiles in human isogenic cell lines to determine whether similar patterns would be observed. We analyzed culture supernatants from these cell lines and found that IL-6 and G-CSF were significantly increased in LKB1-inactivated cells as compared to LKB1-intact cells (Fig. 3A and Supplementary Fig. S5C). There was also a significant increase of CXCL7 that was only detected in A549 cells (Supplementary Fig. S5C). IL-1α stimulation of these cell lines led to an increase in IL-6, G-CSF and CXCL7 in a dose-dependent manner (Fig. 3B and Supplementary Fig. S5D), which was consistent with the Lkb1-deficient mouse cell line data (Fig. 1D). We also found that IL-6 induction by IL-1α stimulation was more pronounced in LKB1-deficient cell lines as compared to LKB1-intact cell lines (Supplementary Fig. S5E) except for H1792 which showed modest stimulation. This line has high baseline IL-1α production (Fig. 3A) and the shRNA only partially knocked down LKB1 (Supplementary Fig. S5A) which makes this result difficult to interpret.
Analysis of lung cancer cell lines from The Cancer Cell Line Encyclopedia (CCLE) (27) confirmed that PD-L1 expression is significantly lower in cell lines with LKB1 mutation (32 LKB1 WT and 4 LKB1 mutant cell lines) (Fig. 3C), though the small number of LKB1 mutant lines precluded any significant associations among the immune related genes displayed in Figures 1C and S2A and LKB1 status when corrected for multiple hypotheses. In addition, analysis of KRAS-mutated lung adenocarcinomas from The Cancer Genome Atlas (TCGA-52 LKB1 WT, 15 LKB1 mutant) (2) showed that PD-L1 expression was significantly reduced in LKB1-mutated NSCLCs (Fig. 3C). In a multivariate analysis of the TCGA dataset with respect to LKB1 status and clinical factors, PD-L1 and LKB1 status were also significantly associated (p=0.005). To validate these findings in an independent dataset, PD-L1 mRNA was assessed in the MD Anderson PROSPECT (Profiling of Resistance Patterns and Oncogenic Signaling Pathways in Evaluation of Cancers of the Thorax and Therapeutic Target Identification) cohort (MDACC-108 LKB1 WT, 44 LKB1 MUTANT cases). We again observed an association among PD-L1 expression and LKB1 status. We also validated and quantitated the expression of PD-L1 at the protein level by reverse phase protein arrays (RPPA) in 106 cases from the MDACC cohort and detected significantly lower levels of PD-L1 in LKB1 mutant tumors (Fig. 3D). As the current clinical standard detection method for the PD-L1 expression is immunohistochemistry, we confirmed the difference in PD-L1 expression by immunohistochemistry (Fig. 3E).
Next, to evaluate the functional effect of LKB1-loss in the tumor microenvironment in patient tumors, we analyzed the T cell infiltrate in the tumors by immunohistochemistry. In 19 LKB1 WT and 11 LKB1 mutant tumors, total T cell (CD3+) and CD8 T cell counts and densities were significantly lower in LKB1-inactivated tumors as compared to LKB1-intact tumors (Fig. 3F), In sum, observations in patient cell lines and tumor samples are consistent with our findings in Kras/Lkb1 mice, suggesting that LKB1 mutation negatively regulates PD-L1 expression and reduces CD8 T cell infiltration.
Neutralizing IL-6 leads to a therapeutic benefit in Kras/Lkb1 mice
Supporting the notion that PD-L1 expression in tumor cells is critical in the response to PD-1 blockade, treatment of the Kras/Lkb1 mouse model with a PD-1 blocking antibody did not show a significant treatment response (Fig. 4A). Given our observation of elevated IL-1α and IL-6 in BALFs (Fig. 1E and G) and aberrant activation of pSTAT3 in tumor nodules (Fig. 1F) from Kras/Lkb1 mice as compared to Kras mice, we hypothesized that targeting aberrant cytokine production could be a rational therapeutic strategy in Kras/Lkb1 mutant tumors. To evaluate in vivo efficacy of IL-6 blockade, we treated Kras/Lkb1 mice with a neutralizing IL-6 antibody (MP5-20F3). The therapeutic anti IL-6 antibody significantly inhibited tumor progression as compared to anti PD-1 antibody (Fig. 4A). In addition, IL-6 antibody treated mice showed significantly improved survival as compared to control mice (Fig. 4B). However, treatment of Kras/Lkb1 tumors with other checkpoint blocking antibodies against CTLA-4 or a combination of PD-1 and TIM-3 also did not demonstrate any efficacy (data not shown). Taken together, these findings suggest that Lkb1-loss results in a T cell suppressed environment as a consequence of autocrine and neutrophil induced cytokine production and not engagement of the PD-L1:PD-1 immune checkpoint.
To further investigate the effect of IL-6 neutralizing antibody on the immune profile of Kras/Lkb1 tumors, we treated the mice for 2 weeks and then performed immune and histological analyses (Supplementary Fig. S6A). There was a significant reduction in detectable IL-6 as expected as well as G-CSF in BALFs from the treated mice (Fig. 4C). In keeping with the neutrophil attracting cytokines and chemokines observed in BALFs, there was a significant reduction in the counts of total TAN with IL-6 neutralization (Fig. 4D), resulting in functional recovery of T cells (Fig. 4E). Treated tumors also exhibited elevation of CD4 T cells, CD8 T cells, and TAM to levels that are comparable to Lkb1 wild type tumors (Supplementary Fig. S6B). In addition to the immune related effects, IL-6 antibody treated tumor cells exhibited significantly less proliferation and increased apoptosis (Fig. 4F). Although therapeutic IL-6 blockade improved T cell function, concurrent therapy combining anti IL-6 and PD-1 treatment did not demonstrate additional benefit as compared to IL-6 blockade alone in terms of survival (Supplementary Fig. S6C). This suggests a need to further define contexts in which cytokine suppression and immune checkpoint blockade might be utilized together to enhance therapeutic benefit as compared to either treatment alone.
Discussion
Oncogenes and tumor suppressors promote self-sufficient signaling for autonomous proliferation of tumor cells. Recent work has shown that oncogenic mutations alter the tumor microenvironment, cause immune suppression and can impact the response to immune modulating treatment strategies (10). Somatic mutations also produce neo-antigens which are recognized by the immune system and mediate sensitivity of the tumors to immunotherapies (28–30). Here, we have shown that inactivation of the tumor-suppressor gene STK11/LKB1 causes dramatic changes in the tumor microenvironment in addition to the previously reported effects on cell cycle, metabolism, differentiation, polarity and other cellular pathways (16,31).
We have shown that LKB1 inactivation promoted the production of proinflammatory cytokines CXCL7, G-CSF and IL-6 in both mouse tumors and cell lines, which contributes to neutrophil accumulation. Elevation of the proinflammatory cytokine IL-1α was confirmed in vivo but not robustly in cell culture supernatants from Lkb1-deficient cells. Previous studies have shown that IL-1α is released only under specific conditions including necrotic cell death and inflammasome activation (32,33), suggesting that the release of IL-1α could be caused by necrotic cell death in Kras/Lkb1 tumor microenvironment and that this facilitates the activation of IL-6-STAT3 signaling pathway in Kras/Lkb1 tumors together with IL-6, producing neutrophil accumulation.
The tumor microenvironment in Kras/Lkb1 tumors displayed characteristics of T cell suppression with fewer lymphocytes, higher levels of checkpoint receptor expression in those, and an increase in TANs with suppressive properties compared to Kras tumors. TANs expressing high levels of Il10, Arginase1 and Mfge8 that have been implicated in T cell suppression and Treg induction (15,22,34). Depleting TAN using an anti Ly-6G/Gr-1 antibody improved T cell function. Although the role of TAN in suppressing T cell function is controversial (35), TAN appear to act in an immunosuppressive fashion in this context, suggesting that therapies suppressing TAN should be further explored as immunomodulatory therapies.
Moreover, we found that Lkb1 inactivation caused a decrease in PD-L1 levels on tumor cells from Kras/Lkb1 tumors and in cultured cells from mice and patients. Conforming to the previous observations proposing an association of tumor cell PD-L1 expression, the magnitude of T cell accumulation in the tumors and response to PD-1 blockade (7,8,36), treatment with a PD-1 blocking antibody did not show efficacy in the treatment of the Kras/Lkb1 mouse model. A recent study (30) as well as our own institutional experience suggest that while KRAS mutated patients respond favorably to PD-1 blockade (PFS of 15 months on pembrolizumab) this is not seen in patients with LKB1 mutations though large cohorts will be needed to define genotype-response associations in detail. Additionally contributing to low PD-1:PD-L1 levels in Kras/Lkb1 tumors is the greater proportion of TAN which express low levels of PD-L1 as compared to TAM. The coordinated role of PD-L1 expression in the tumor cells and the cells constituting the immune microenvironment in this model requires further study to define improved immunotherapeutic strategies.
Treatment of Kras/Lkb1 tumors with an IL-6 blocking antibody decreased tumor cell proliferation and increased T cell function, resulting in a therapeutic effect in Kras/Lkb1 mouse model while immune checkpoint blockade was not efficacious. These data suggest that mouse models can be used to model the tumor microenvironment and predict response to novel immune modulating treatment strategies based on rational predictions from studies of the tumor microenvironment. Future studies will examine whether cytokines other than IL-6 also contribute to STAT3 activation (37), and whether combined cytokine blockade (e.g, with IL-1 neutralization) will lead to more durable therapeutic effects. Although we found that neutralizing IL-6 antibodies improved T cell number and function in Lkb1-deficient tumors, the combination of anti PD-1 plus anti IL-6 antibodies did not improve outcome when given concurrently. There may be technical limitations to this considering both of the antibodies are Rat IgG isotype and combination treatment can lead to antibody neutralization. Further, dosing schedules of cytokine suppression and combinations with other therapeutic agents such as immune checkpoint blockade will need to be studied.
In summary, we have presented a novel set of findings which suggest that not only oncogene driver mutations but also tumor-suppressor gene mutations can modify the immune microenvironment in lung cancer. In this example focusing on Lkb1 loss we observed a marked increase in inflammatory cytokines that recruited neutrophils and inhibited the function of T cells. We also showed that PD-1 checkpoint blockade was ineffective in Lkb1 mutant cancers, whereas targeting IL-6 displayed a significant albeit short-lived treatment response in the Kras/Lkb1 model. These findings suggest that IL-6 dependent signaling activation can be a therapeutic target in Lkb1 deficient Kras-driven lung tumors and potentially other tumors with high levels of IL-6, and also suggest targeting aberrant inflammation by inhibiting cytokine signaling may represent a promising immunotherapeutic strategy in selected patients.
Supplementary Material
Acknowledgments
The authors thank Suzan Lazo-Kallanian, John Daley, Kristen Cowens and Steven Paul for help with flow cytometry anlaysis, Christine Lam for tissue processing, Mei Zhang for immunohistochemistry, Xiaoen Wang for helping with mouse studies, and the Dana Farber Center for Cancer Genome Discovery for RNA sequencing.
Financial support
P.S.H. is supported by a Clinical Investigator Award from the Damon Runyon Cancer Research Foundation and the Starr Consortium for Cancer Research. P.S.H., K.K.W., J.V.H. and M.D.H. are supported by a Stand Up To Cancer - American Cancer Society Lung Cancer Dream Team Translational Research Grant (Grant Number: SU2C-AACR-DT17-15). Stand Up To Cancer is a program of the Entertainment Industry Foundation. Research grants are administered by the American Association for Cancer Research, the scientific partner of SU2C. K.K.W. is supported by NCI R01 CA195740. S.K. is supported by Margaret A. Cunningham Immune Mechanisms in Cancer Research Fellowship Award and The Kanae Foundation for the Promotion of Medical Science Fellowship Award. G.S.H.-S. was supported by the Deutsche Forschungsgemeinschaft (HE 6897/1-1) and the Claudia Adams Barr Program for Innovative Cancer Research. T.S. is supported by Uniting Against Lung Cancer Legacy Program and American Cancer Society Research Scholar Award.
Footnotes
Disclosure of Potential Conflicts of Interest:
G.D. received sponsored research support from Bristol-Myers Squibb and Novartis, and is currently an employee of Novartis. He is currently an employee of Novartis. G.J.F. receives patent royalties on the PD-1 pathway from Bristol-Myers-Squibb, Roche, Merck, EMD-Serrono, Boehringer-Ingelheim, Amplimmune/AstraZeneca, and Novartis. F.S.H. is a Bristol-Myers Squibb nonpaid consultant, Novartis, Merck and Genentech consultant and receives clinical trial support to the institution from these companies.
References
- 1.Cardarella S, Johnson BE. The impact of genomic changes on treatment of lung cancer. American journal of respiratory and critical care medicine. 2013;188(7):770–5. doi: 10.1164/rccm.201305-0843PP. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Comprehensive molecular profiling of lung adenocarcinoma. Nature. 2014;511(7511):543–50. doi: 10.1038/nature13385. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Ji H, Ramsey MR, Hayes DN, Fan C, McNamara K, Kozlowski P, et al. LKB1 modulates lung cancer differentiation and metastasis. Nature. 2007;448(7155):807–10. doi: 10.1038/nature06030. [DOI] [PubMed] [Google Scholar]
- 4.Chen Z, Cheng K, Walton Z, Wang Y, Ebi H, Shimamura T, et al. A murine lung cancer co-clinical trial identifies genetic modifiers of therapeutic response. Nature. 2012;483(7391):613–7. doi: 10.1038/nature10937. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Zhao N, Wilkerson MD, Shah U, Yin X, Wang A, Hayward MC, et al. Alterations of LKB1 and KRAS and risk of brain metastasis: Comprehensive characterization by mutation analysis, copy number, and gene expression in non-small-cell lung carcinoma. Lung cancer (Amsterdam, Netherlands) 2014 doi: 10.1016/j.lungcan.2014.08.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Calles A, Sholl LM, Rodig SJ, Pelton AK, Hornick JL, Butaney M, et al. Immunohistochemical loss of LKB1 is a biomarker for more aggressive biology in KRAS mutant lung adenocarcinoma. Clinical cancer research : an official journal of the American Association for Cancer Research. 2015 doi: 10.1158/1078-0432.CCR-14-3112. [DOI] [PubMed] [Google Scholar]
- 7.Taube JM, Klein A, Brahmer JR, Xu H, Pan X, Kim JH, et al. Association of PD-1, PD-1 Ligands, and Other Features of the Tumor Immune Microenvironment with Response to Anti-PD-1 Therapy. Clinical cancer research : an official journal of the American Association for Cancer Research. 2014;20(19):5064–74. doi: 10.1158/1078-0432.CCR-13-3271. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Tumeh PC, Harview CL, Yearley JH, Shintaku IP, Taylor EJ, Robert L, et al. PD-1 blockade induces responses by inhibiting adaptive immune resistance. Nature. 2014;515(7528):568–71. doi: 10.1038/nature13954. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Herbst RS, Soria JC, Kowanetz M, Fine GD, Hamid O, Gordon MS, et al. Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients. Nature. 2014;515(7528):563–7. doi: 10.1038/nature14011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Akbay EA, Koyama S, Carretero J, Altabef A, Tchaicha JH, Christensen CL, et al. Activation of the PD-1 pathway contributes to immune escape in EGFR-driven lung tumors. Cancer discovery. 2013;3(12):1355–63. doi: 10.1158/2159-8290.CD-13-0310. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ochoa CE, Mirabolfathinejad SG, Ruiz VA, Evans SE, Gagea M, Evans CM, et al. Interleukin 6, but not T helper 2 cytokines, promotes lung carcinogenesis. Cancer prevention research (Philadelphia, Pa) 2011;4(1):51–64. doi: 10.1158/1940-6207.CAPR-10-0180. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Ancrile B, Lim KH, Counter CM. Oncogenic Ras-induced secretion of IL6 is required for tumorigenesis. Genes & development. 2007;21(14):1714–9. doi: 10.1101/gad.1549407. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Barbie DA, Tamayo P, Boehm JS, Kim SY, Moody SE, Dunn IF, et al. Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1. Nature. 2009;462(7269):108–12. doi: 10.1038/nature08460. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Meylan E, Dooley AL, Feldser DM, Shen L, Turk E, Ouyang C, et al. Requirement for NF-kappaB signalling in a mouse model of lung adenocarcinoma. Nature. 2009;462(7269):104–7. doi: 10.1038/nature08462. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Motz GT, Coukos G. Deciphering and reversing tumor immune suppression. Immunity. 2013;39(1):61–73. doi: 10.1016/j.immuni.2013.07.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Liu Y, Marks K, Cowley GS, Carretero J, Liu Q, Nieland TJ, et al. Metabolic and functional genomic studies identify deoxythymidylate kinase as a target in LKB1-mutant lung cancer. Cancer discovery. 2013;3(8):870–9. doi: 10.1158/2159-8290.CD-13-0015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Shimamura T, Chen Z, Soucheray M, Carretero J, Kikuchi E, Tchaicha JH, et al. Efficacy of BET bromodomain inhibition in Kras-mutant non-small cell lung cancer. Clinical cancer research : an official journal of the American Association for Cancer Research. 2013;19(22):6183–92. doi: 10.1158/1078-0432.CCR-12-3904. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Zhu Z, Aref AR, Cohoon TJ, Barbie TU, Imamura Y, Yang S, et al. Inhibition of KRAS-driven tumorigenicity by interruption of an autocrine cytokine circuit. Cancer discovery. 2014;4(4):452–65. doi: 10.1158/2159-8290.CD-13-0646. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Tchaicha JH, Akbay EA, Altabef A, Mikse OR, Kikuchi E, Rhee K, et al. Kinase domain activation of FGFR2 yields high-grade lung adenocarcinoma sensitive to a Pan-FGFR inhibitor in a mouse model of NSCLC. Cancer research. 2014;74(17):4676–84. doi: 10.1158/0008-5472.CAN-13-3218. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Franciszkiewicz K, Boutet M, Gauthier L, Vergnon I, Peeters K, Duc O, et al. Synaptic release of CCL5 storage vesicles triggers CXCR4 surface expression promoting CTL migration in response to CXCL12. J Immunol. 2014;193(10):4952–61. doi: 10.4049/jimmunol.1401184. [DOI] [PubMed] [Google Scholar]
- 21.Luther SA, Bidgol A, Hargreaves DC, Schmidt A, Xu Y, Paniyadi J, et al. Differing activities of homeostatic chemokines CCL19, CCL21, and CXCL12 in lymphocyte and dendritic cell recruitment and lymphoid neogenesis. J Immunol. 2002;169(1):424–33. doi: 10.4049/jimmunol.169.1.424. [DOI] [PubMed] [Google Scholar]
- 22.Najjar YG, Finke JH. Clinical perspectives on targeting of myeloid derived suppressor cells in the treatment of cancer. Frontiers in oncology. 2013;3:49. doi: 10.3389/fonc.2013.00049. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Walker F, Zhang HH, Matthews V, Weinstock J, Nice EC, Ernst M, et al. IL6/sIL6R complex contributes to emergency granulopoietic responses in G-CSF- and GM-CSF-deficient mice. Blood. 2008;111(8):3978–85. doi: 10.1182/blood-2007-10-119636. [DOI] [PubMed] [Google Scholar]
- 24.Suzuki E, Mellins ED, Gershwin ME, Nestle FO, Adamopoulos IE. The IL-23/IL-17 axis in psoriatic arthritis. Autoimmunity reviews. 2014;13(4–5):496–502. doi: 10.1016/j.autrev.2014.01.050. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Leslie K, Gao SP, Berishaj M, Podsypanina K, Ho H, Ivashkiv L, et al. Differential interleukin-6/Stat3 signaling as a function of cellular context mediates Ras-induced transformation. Breast cancer research : BCR. 2010;12(5):R80. doi: 10.1186/bcr2725. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Rodig N, Ryan T, Allen JA, Pang H, Grabie N, Chernova T, et al. Endothelial expression of PD-L1 and PD-L2 down-regulates CD8+ T cell activation and cytolysis. European journal of immunology. 2003;33(11):3117–26. doi: 10.1002/eji.200324270. [DOI] [PubMed] [Google Scholar]
- 27.Barretina J, Caponigro G, Stransky N, Venkatesan K, Margolin AA, Kim S, et al. The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity. Nature. 2012;483(7391):603–7. doi: 10.1038/nature11003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Gubin MM, Zhang X, Schuster H, Caron E, Ward JP, Noguchi T, et al. Checkpoint blockade cancer immunotherapy targets tumour-specific mutant antigens. Nature. 2014;515(7528):577–81. doi: 10.1038/nature13988. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Yadav M, Jhunjhunwala S, Phung QT, Lupardus P, Tanguay J, Bumbaca S, et al. Predicting immunogenic tumour mutations by combining mass spectrometry and exome sequencing. Nature. 2014;515(7528):572–6. doi: 10.1038/nature14001. [DOI] [PubMed] [Google Scholar]
- 30.Rizvi NA, Hellmann MD, Snyder A, Kvistborg P, Makarov V, Havel JJ, et al. Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science (New York, NY) 2015;348(6230):124–8. doi: 10.1126/science.aaa1348. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Skoulidis F, Byers LA, Diao L, Papadimitrakopoulou VA, Tong P, Izzo J, et al. Co-occurring Genomic Alterations Define Major Subsets of KRAS-Mutant Lung Adenocarcinoma with Distinct Biology, Immune Profiles, and Therapeutic Vulnerabilities. Cancer discovery. 2015;5(8):860–77. doi: 10.1158/2159-8290.CD-14-1236. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Chen GY, Nunez G. Sterile inflammation: sensing and reacting to damage. Nature reviews Immunology. 2010;10(12):826–37. doi: 10.1038/nri2873. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Voronov E, Dotan S, Krelin Y, Song X, Elkabets M, Carmi Y, et al. Unique Versus Redundant Functions of IL-1alpha and IL-1beta in the Tumor Microenvironment. Frontiers in immunology. 2013;4:177. doi: 10.3389/fimmu.2013.00177. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Jinushi M, Hodi FS, Dranoff G. Enhancing the clinical activity of granulocyte-macrophage colony-stimulating factor-secreting tumor cell vaccines. Immunological reviews. 2008;222:287–98. doi: 10.1111/j.1600-065X.2008.00618.x. [DOI] [PubMed] [Google Scholar]
- 35.Eruslanov EB, Bhojnagarwala PS, Quatromoni JG, Stephen TL, Ranganathan A, Deshpande C, et al. Tumor-associated neutrophils stimulate T cell responses in early-stage human lung cancer. The Journal of clinical investigation. 2014;124(12):5466–80. doi: 10.1172/JCI77053. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Garon EB, Rizvi NA, Hui R, Leighl N, Balmanoukian AS, Eder JP, et al. Pembrolizumab for the treatment of non-small-cell lung cancer. The New England journal of medicine. 2015;372(21):2018–28. doi: 10.1056/NEJMoa1501824. [DOI] [PubMed] [Google Scholar]
- 37.Yu H, Pardoll D, Jove R. STATs in cancer inflammation and immunity: a leading role for STAT3. Nature reviews Cancer. 2009;9(11):798–809. doi: 10.1038/nrc2734. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.