Genetic inactivation of PTEN is common in prostate cancer and correlates with poorer prognosis. We previously identified CHD1 as an essential gene in PTEN-deficient cancer cells. Here, we sought definitive in vivo genetic evidence for, and mechanistic understanding of, the essential role of CHD1 in PTEN-deficient prostate cancer. In Pten and Pten/Smad4 genetically engineered mouse models, prostate-specific deletion of Chd1 resulted in markedly delayed tumor progression and prolonged survival. Chd1 deletion was associated with profound tumor microenvironment (TME) remodeling characterized by reduced myeloid-derived suppressor cells (MDSC) and increased CD8+ T cells. Further analysis identified IL6 as a key transcriptional target of CHD1, which plays a major role in recruitment of immunosuppressive MDSCs. Given the prominent role of MDSCs in suppressing responsiveness to immune checkpoint inhibitors (ICI), our genetic and tumor biological findings support combined testing of anti-IL6 and ICI therapies, specifically in PTEN-deficient prostate cancer.

Significance:

We demonstrate a critical role of CHD1 in MDSC recruitment and discover CHD1/IL6 as a major regulator of the immunosuppressive TME of PTEN-deficient prostate cancer. Pharmacologic inhibition of IL6 in combination with immune checkpoint blockade elicits robust antitumor responses in prostate cancer.

This article is highlighted in the In This Issue feature, p. 1241

In human prostate cancer, genetic inactivation of PTEN occurs in 40% of cases and correlates with higher Gleason score, poorer prognosis, and increased metastasis (1, 2). In the mouse, prostate-specific Pten deletion (Ptenpc−/−) results in prostatic intraepithelial neoplasia (PIN) which slowly progresses to adenocarcinoma (3), indicating a gatekeeper function for PTEN in prostate cancer initiation. Additional evidence in humans also points to a role for PTEN in more advanced disease. Specifically, prostate cancer invariably becomes refractory to androgen deprivation therapy, resulting in the development of metastatic castration-resistant prostate cancer (CRPC) with high morbidity and mortality. Notably, PTEN deletion or mutations are also enriched in this lethal subtype of prostate cancer (4, 5), partially due to the cross-regulation between PTEN–AKT and androgen receptor (AR) signaling pathways (6–8). Finally, dual inactivation of PTEN and p53 or SMAD4 promotes locally invasive disease (9) or metastasis (10, 11), respectively. In humans, PTEN and SMAD4 are key components of a prognostic signature predictive of lethality (10). Together, the central role of PTEN in prostate cancer has motivated efforts to identify therapeutic vulnerabilities in PTEN-deficient prostate cancer.

CHD1 functions as a chromatin-remodeling factor, which alters nucleosome positioning and facilitates DNA transcription and replication (12). Loss of the CHD1 gene occurs in approximately 7% of prostate cancers [The Cancer Genome Atlas (TCGA) data] and is considered a tumor-suppressor gene in prostate cancer (13). More recently, loss of CHD1 in prostate cancer was found to contribute to DNA-repair defects (14, 15) as well as transcriptional reprogramming by altering AR binding at lineage-specific enhancers (16). Although CHD1 can be deleted in some human prostate cancers, it is rarely deleted in cases harboring PTEN inactivation or equivalent PI3K pathway alterations (17). Employing the concept of synthetic essentiality (18), we identified CHD1 as an essential effector of PTEN-deficient prostate and breast cancer cells (17). Accordingly, in prostate cancer cell lines or xenograft models, dual inactivation of PTEN and CHD1 resulted in growth arrest and impaired tumorigenesis (17, 19). Mechanistically, PTEN loss inhibits ubiquitin-mediated degradation of CHD1, resulting in increased CHD1 levels that bind to histone 3 lysine 4 trimethylation (H3K4me3) mark and thereby activate NFκB target genes involved in proliferation, apoptosis, and inflammation (17). Thus, CHD1 links PTEN to NFκB, which has been shown to promote prostate cancer progression and alter the tumor microenvironment (TME; ref. 20). At the same time, the critical downstream targets of CHD1 and the tumor biological mechanisms through which CHD1 promotes and maintains PTEN-deficient tumorigenesis are not known.

Targeting immune-suppression mechanisms in the TME has revolutionized cancer treatment. Although immune checkpoint inhibition (ICI) has yielded meaningful responses across many cancer types, clinical trials with anti-CTLA4 or anti–PD-1 have shown minimal activity in patients with prostate cancer (21–24). The poor response may relate to the impaired tumor-specific antigen presentation (25) and/or presence of suppressive immunocytes such as myeloid-derived suppressor cells (MDSC), regulatory T cells, and M2-type macrophages (26). In prostate cancer, MDSCs are a particularly abundant population that is known to suppress immune responses via a number of mechanisms, including inhibition of T-cell proliferation and activation (27, 28). In human prostate cancers, MDSCs have been identified as LIN HLA-DRlo/− CD11b+ CD33+ cells (28), and their abundance in the blood correlates with disease burden as reflected by circulating PSA levels in patients with prostate cancer (29, 30). In prostate cancer mouse models, MDSCs are identified as CD11b+Gr1+ cells, which can be further categorized into Gr-MDSCs (CD11b+Gr1+Ly6G+) and Mono-MDSCs (CD11b+Gr1+Ly6C+; refs. 31, 32). The critical role of MDSCs in prostate cancer has been validated by therapies targeting MDSCs or neutralizing MDSC recruiter cytokines in several prostate cancer mouse model studies (33, 34). Notably, therapeutic inhibition of MDSCs has been shown to synergize with dual anti–PD-1/CTLA4 therapy, resulting in sustained control of disease in mouse models of metastatic CRPC (35).

Given the prominent role of PTEN loss and NFκB activation in prostate cancer initiation and progression, respectively, we speculated that CHD1 and its downstream targets may serve to drive the initiation and progression of PTEN-null prostate cancer, possibly through modulation of the TME. In this study, we sought to secure rigorous genetic evidence of the synthetic essential role of CHD1 in the Pten-null prostate cancer model and determine the tumor biological mechanisms by which CHD1 serves as a critical effector of Pten deficiency in promoting prostate cancer progression. We show that deletion of Chd1 in Pten-null models of prostate cancer profoundly impairs tumor progression in conjunction with dramatic remodeling of the TME toward an antitumor immune profile.

Genetic Deletion of Chd1 Inhibits Development of PTEN-Null Prostate Cancer

To understand more fully and definitively the role of CHD1 in Pten-deficient prostate cancer biology, a Chd1 conditional knockout (Chd1Loxp) allele was crossed onto the prostate cancer model harboring ARR2PB-Cre (PB-Cre) or Pten conditional knockout allele (PtenLoxp) to generate PB-Cre, Chd1L/L and PB-Cre, PtenL/L, Chd1L/L genetically engineered mouse (GEM) models of prostate cancer (Fig. 1A). These models also contained a dual color fluorescent Cre-reporter allele, Rosa26-Loxp-tdTomato-Loxp-EGFP (Rosa-mTmG). In the absence of Cre recombinase, cells express tdTomato (mT) fluorescence, whereas Cre-expressing cells show EGFP fluorescence, which enables the tracking of GFP-positive cancer cells and early metastatic loci (Fig. 1A).

Figure 1.

Genetic deletion of Chd1 inhibits development of PTEN-null prostate cancer. A, GEM model design: conditional KO alleles of Chd1Loxp, PtenLoxp, and Smad4Loxp were crossed with prostate-specific PB-Cre and Rosa-mTmG to establish a prostate-specific Pten/Chd1-KO or Pten/Smad4/Chd1-KO prostate cancer mouse model. Ptenpc−/−, PB-Cre PtenL/L; Chd1pc−/−, PB-Cre Chd1L/L; Pten/Chd1pc−/−, PB-Cre PtenL/LChd1L/L; Pten/Smad4pc−/−, PB-Cre PtenL/LSmad4L/L; Pten/Smad4pc−/−, PB-Cre PtenL/LSmad4L/L; and Pten/Smad4/Chd1pc−/−, PB-Cre PtenL/LSmad4L/LChd1L/L. B and C, Prostate tumor MRI and tumor volume of Ptenpc−/− and Pten/Chd1pc−/− mice at 12 months of age. D, Hematoxylin and eosin staining of prostate tumors from 7-month-old Ptenpc−/− and Pten/Chd1pc−/− mice. AP, anterior prostate; DLP, dorsal-lateral prostate. Scale bars, 200 μm. E, IHC staining of CHD1 and phospho-AKT (Ser473) markers and (F) quantification of Ki-67+ cells of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. Scale bars, 100 μm. G, Kaplan–Meier survival curve of wild-type, Chd1pc−/−, Ptenpc−/−, and Pten/Chd1pc−/− mice. H and I, MRI and tumor volume of prostate tumors from Pten/Smad4pc−/− mice with or without Chd1 deletion at 4 months of age. J, Lymph node metastasis rate and (K) Kaplan–Meier survival curve of Pten/Smad4pc−/− and Pten/Smad4/Chd1pc−/− mice.

Figure 1.

Genetic deletion of Chd1 inhibits development of PTEN-null prostate cancer. A, GEM model design: conditional KO alleles of Chd1Loxp, PtenLoxp, and Smad4Loxp were crossed with prostate-specific PB-Cre and Rosa-mTmG to establish a prostate-specific Pten/Chd1-KO or Pten/Smad4/Chd1-KO prostate cancer mouse model. Ptenpc−/−, PB-Cre PtenL/L; Chd1pc−/−, PB-Cre Chd1L/L; Pten/Chd1pc−/−, PB-Cre PtenL/LChd1L/L; Pten/Smad4pc−/−, PB-Cre PtenL/LSmad4L/L; Pten/Smad4pc−/−, PB-Cre PtenL/LSmad4L/L; and Pten/Smad4/Chd1pc−/−, PB-Cre PtenL/LSmad4L/LChd1L/L. B and C, Prostate tumor MRI and tumor volume of Ptenpc−/− and Pten/Chd1pc−/− mice at 12 months of age. D, Hematoxylin and eosin staining of prostate tumors from 7-month-old Ptenpc−/− and Pten/Chd1pc−/− mice. AP, anterior prostate; DLP, dorsal-lateral prostate. Scale bars, 200 μm. E, IHC staining of CHD1 and phospho-AKT (Ser473) markers and (F) quantification of Ki-67+ cells of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. Scale bars, 100 μm. G, Kaplan–Meier survival curve of wild-type, Chd1pc−/−, Ptenpc−/−, and Pten/Chd1pc−/− mice. H and I, MRI and tumor volume of prostate tumors from Pten/Smad4pc−/− mice with or without Chd1 deletion at 4 months of age. J, Lymph node metastasis rate and (K) Kaplan–Meier survival curve of Pten/Smad4pc−/− and Pten/Smad4/Chd1pc−/− mice.

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Prostate-specific deletion of Chd1 (Chd1pc−/−) resulted in no discernible histopathologic changes in the prostate through approximately 20 months of observation (Supplementary Fig. S1A and S1B), consistent with a previous report (16). Prostate-specific deletion of Pten (Ptenpc−/−) produces high-grade PIN and progresses slowly to adenocarcinoma (3). At 12 months of age, MRI documented markedly delayed tumor development in Pten/Chd1pc−/− mice relative to Ptenpc−/− controls (Fig. 1B and C), and histopathologic analyses confirmed the less aggressive phenotype in the Pten/Chd1pc−/− prostate tumors (Fig. 1D; Supplementary Fig. S1C). IHC analysis further verified the efficient elimination of CHD1 as well as presence of PTEN loss–induced AKT phosphorylation and activation (Fig. 1E). Phenotypically, Chd1 deletion in the Pten/Chd1pc−/− prostate tumors resulted in significantly reduced tumor cell proliferation (Ki-67 staining; Fig. 1F; Supplementary Fig. S1D), elevated cancer cell apoptosis (Supplementary Fig. S1E), decreased CK8+ luminal epithelial cells (Supplementary Fig. S1F), and significantly prolonged overall survival relative to Ptenpc−/− controls (Fig. 1G). All Pten/Chd1pc−/− mice eventually succumbed to bladder outlet obstruction. Interestingly, in Pten/Chd1pc−/− mice older than 10 months of age, some focal lesions of adenocarcinoma expressed CHD1 protein (Supplementary Fig. S1G), consistent with incomplete Cre-mediated deletion of the conditional Chd1-knockout (KO) allele leading to rare outliers with tumor progression and earlier death in the Pten/Chd1pc−/− cohort.

To assess whether CHD1 plays a similar critical role in prostate cancer models containing additional cancer-promoting alleles, the impact of Chd1 deletion was also examined in a highly aggressive metastatic prostate cancer model driven by prostate-specific codeletion of Smad4 and Pten (Pten/Smad4pc−/−; refs. 10, 33). MRI analyses showed that homozygous deletion of Chd1 in this model led to markedly reduced tumor volumes and weight at 4 months of age (Fig. 1HI; Supplementary Fig. S1H). Histopathology analyses indicated that Chd1 deletion caused delayed prostate cancer progression in the Pten/Smad4pc−/− mouse model (Supplementary Fig. S1I), along with reduced cell proliferation as well as increased cell apoptosis (Supplementary Fig. S1J). Using the mTmG reporter system, decreased GFP-positive micrometastasis was documented in draining lumbar lymph nodes (Supplementary Fig. S1K and S1L). Specifically, 10 of 12 (83.3%) Pten/Smad4pc−/− mice (age > 3 months) showed metastases versus 0 of 14 Pten/Smad4/Chd1pc−/− mice (Fig. 1J). Survival analysis indicated that deletion of Chd1 prolonged overall survival in the Pten/Smad4pc−/− mouse model to an even greater extent than the Ptenpc−/− mouse model (Fig. 1K, and see Discussion). Together, these data indicate that CHD1 is dispensable in the normal prostate but plays an essential role in the development of Pten-null prostate cancers including metastatic disease.

CHD1 Promotes an Immunosuppressive TME

As a first step to understanding the tumor biological role of CHD1 in prostate cancer, we compared the RNA-sequencing (RNA-seq) transcriptional profiles of similarly sized Ptenpc−/− and Pten/Chd1pc−/− prostate tumors collected from 4-month-old mice. This unbiased analysis showed significant differences in inflammatory pathways including inflammatory response, IL6–STAT3 signaling, and IFN response, among others (Fig. 2A; Supplementary Fig. S2A). The CHD1 inflammatory connection aligns with the capacity of CHD1 to regulate the NK-κB network (17), a major role in inflammation and tumorigenesis, prompting detailed cellular and molecular analysis of the Ptenpc−/− and Pten/Chd1pc−/− prostate tumors.

Figure 2.

CHD1 promotes an immunosuppressive TME in prostate cancer. A, Top 15 downregulated pathways in Pten/Chd1pc−/− prostate tumors. Pathways highlighted in red are immune response–related pathways. NES, normalized enrichment score. BD, Immunoprofiling of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors using CyTOF. viSNE plots colored by relative expression of CyTOF markers, with populations indicated (B and C) and quantification of each tumor-infiltrating immune cell population (D). E and F, Immunoprofiling of Pten/Smad4pc−/− versus Pten/Smad4/Chd1pc−/− prostate tumors using CyTOF. viSNE plots (E) and quantification of tumor infiltrating immune cell populations (F). N.S., not significant; PS, Pten/Smad4pc−/−; PSC, Pten/Smad4/Chd1pc−/−; Treg, regulatory T cell.

Figure 2.

CHD1 promotes an immunosuppressive TME in prostate cancer. A, Top 15 downregulated pathways in Pten/Chd1pc−/− prostate tumors. Pathways highlighted in red are immune response–related pathways. NES, normalized enrichment score. BD, Immunoprofiling of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors using CyTOF. viSNE plots colored by relative expression of CyTOF markers, with populations indicated (B and C) and quantification of each tumor-infiltrating immune cell population (D). E and F, Immunoprofiling of Pten/Smad4pc−/− versus Pten/Smad4/Chd1pc−/− prostate tumors using CyTOF. viSNE plots (E) and quantification of tumor infiltrating immune cell populations (F). N.S., not significant; PS, Pten/Smad4pc−/−; PSC, Pten/Smad4/Chd1pc−/−; Treg, regulatory T cell.

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Time-of-flight mass cytometry (CyTOF) was used to provide high-dimensional analysis of immune cells and other TME components (36, 37). CyTOF of Ptenpc−/− (n = 6) and Pten/Chd1pc−/− (n = 5) tumors used a multimarker panel for epithelium and tumor-infiltrating leukocytes, including T cells, B cells, natural killer (NK) cells, and myeloid cells. Pten/Chd1pc−/− tumors displayed fewer CD45+ immune cells than the Ptenpc−/− tumors (Supplementary Fig. S2B). viSNE, a visualization tool for high-dimensional single-cell data based on the t-SNE algorithm (38), revealed that the immune phenotype of Ptenpc−/− tumors showed more abundant MDSCs and tumor-associated macrophages (TAM) and fewer T cells relative to Pten/Chd1pc−/− tumors (Fig. 2BD). In addition, CHD1 status had a minimal impact on CD4+ T-cell, B-cell, and NK-cell populations (Fig. 2C and D).

Comparative immunoprofiling was also performed in the aggressive metastatic Pten/Smad4pc−/− model to assess the impact of CHD1 on tumor biology and disease progression. Analysis of Pten/Smad4/Chd1pc−/− (n = 5) versus Pten/Smad4pc−/− (n = 6) tumors revealed that Chd1 deletion was also associated with decreased MDSCs and increased CD8+ T cells (Fig. 2E and F; Supplementary Fig. S2C), yet had no impact on TAMs, CD4+ T cells, and B cells (Supplementary Fig. S2D and E) and showed a considerable increase of NK-cell infiltration (Supplementary Fig. S2C and S2F). Finally, we examined prostate tissues null or intact for Chd1 alone, revealing no impact on immune cell populations (Supplementary Fig. S2G–S2I). Together, these results show that PTEN status contributes to the immune regulatory impact of CHD1, and that CHD1 regulates the abundance of immunosuppressive MDSCs and antitumor CD8+ T cells in PTEN-deficient prostate cancer.

Immunoprofiling data were confirmed by the immunofluorescence staining of Ly6G and CD8+ T-cell markers (Fig. 3A and B). The MDSC gene signature analysis of the TCGA database (33) showed that, in human prostate cancer, high CHD1 expression correlated with the enrichment of MDSCs (Fig. 3C; Supplementary Fig. S3A). The positive correlations between CHD1 expression and the MDSC surface marker CD15 were also found in human prostate cancer samples (Fig. 3D). Meanwhile, IHC staining of CHD1 and CD8a in a human prostate cancer tissue microarray (N = 72) showed that the tumors with high CHD1 expression were infiltrated with fewer CD8+ T cells (r = −0.273; P = 0.02; Fig. 3E and F). The negative correlation between CD8a and CHD1 expression was also observed in the MSKCC Prostate Adenocarcinoma database (Supplementary Fig. S3B).

Figure 3.

CHD1 controls MDSC recruitment. A and B, Immunofluorescence staining and quantification of MDSC marker (Ly6G) and CD8+ T-cell marker (CD8a) in Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. C, CHD1 expression correlates with MDSC enrichment in human prostate tumors. D, Correlation analysis of CHD1 and MDSC marker CD15 expression in the TCGA dataset. E and F, Correlation analysis of CD8+ T-cell infiltration and CHD1 expression in human prostate cancer samples (n = 72; r = −0.273; P = 0.02). CHD1 expression, low or high. CD8 score, 0–2. Scale bars, 100 μm. G, Western blot analysis of CHD1-depleted or control murine prostate cancer cells. H and I,In vitro migration assay of MDSCs and T cells in the conditioned medium collected from CHD1-depleted or control murine prostate cancer cells. N.S., not significant.

Figure 3.

CHD1 controls MDSC recruitment. A and B, Immunofluorescence staining and quantification of MDSC marker (Ly6G) and CD8+ T-cell marker (CD8a) in Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. C, CHD1 expression correlates with MDSC enrichment in human prostate tumors. D, Correlation analysis of CHD1 and MDSC marker CD15 expression in the TCGA dataset. E and F, Correlation analysis of CD8+ T-cell infiltration and CHD1 expression in human prostate cancer samples (n = 72; r = −0.273; P = 0.02). CHD1 expression, low or high. CD8 score, 0–2. Scale bars, 100 μm. G, Western blot analysis of CHD1-depleted or control murine prostate cancer cells. H and I,In vitro migration assay of MDSCs and T cells in the conditioned medium collected from CHD1-depleted or control murine prostate cancer cells. N.S., not significant.

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CHD1 Controls MDSC Recruitment and IL6 Serves as a Key Mediator

The cross-talk between cancer cells and tumor-infiltrating immunocytes is mediated by direct cell–cell interaction, such as PD-L1 and PD-1 binding, as well as by secreted factors such as cytokines and other stromal factors. To assess the potential presence of CHD1-regulated factors governing the recruitment of MDSCs in the prostate cancer TME, we performed migration and proliferation assays using serum-free conditioned medium derived from control versus Chd1-knockdown murine Pten-deficient prostate cancer cell lines (Fig. 3G). Results showed that CHD1 depletion significantly suppressed the recruitment of MDSCs in vitro (Fig. 3H), yet had minimal impact on the activity of MDSCs (Supplementary Fig. S3C) or CD8+ T cells (Fig. 3I; Supplementary Fig. S3D and S3E). These in vitro functional assays suggested that CHD1 may recruit MDSCs via a cytokine-dependent mechanism, and that the impact of CHD1 deficiency on T-cell numbers may be due in part to the abundance of MDSCs, which are known to inhibit T-cell proliferation and activation via NO production and secretion of ARG1 (27, 28, 33).

To gain insight into the molecular mediators of CHD1 in prostate cancer, we triangulated three datasets; specifically, (i) transcriptomes of tumors in the Ptenpc−/− and Pten/Chd1pc−/− mouse models, (ii) transcriptomes of isogenic human PTEN-null PC-3 cell lines wild-type or null for CHD1 (17), and (iii) CHD1 chromatin immunoprecipitation sequencing (ChIP-seq) data of isogenic human PTEN-null PC-3 cell lines wild-type or null for CHD1 (17). The integration of the cross-species tumor and cell line analyses identified 11 genes that were consistently regulated by CHD1 across the model systems and the species (Fig. 4A). To further narrow the candidate list, we then intersected CHD1 ChIP-seq on a murine Pten-deficient prostate cancer cell line, revealing only four direct CHD1 targets, including IL6, PTX3, COL6A3, and PTHLH. Identification of the IL6–STAT3 pathway in our analysis was significant given its known roles in inflammation and cancer progression (39, 40); the capacity of IL6 to stimulate MDSC activity in cancer (28, 41, 42); and the finding that IL6R blockade eliminates MDSCs, enhances T-cell responses, and suppresses tumor growth (43). Moreover, STAT3 inhibition in myeloid cells has been shown to significantly reduce intratumoral MDSCs and to increase CD4+ and CD8+ cells (34, 44). A gene set enrichment analysis (GSEA) using Hallmark gene sets revealed that the IL6–STAT3 pathway was upregulated in Pten-loss prostate, whereas CHD1 depletion significantly suppressed IL6–STAT3 signaling in this context (Fig. 4B), supporting a role for CHD1 in mediating PTEN regulation of the IL6–JAK–STAT3 pathway in prostate cancer.

Figure 4.

IL6 is a direct target gene of CHD1. A, Venn diagram of CHD1 directly regulated genes identified by ChIP-seq and differential expression genes in CHD1 depletion PC-3 or murine prostate tumors. The overlapping 11 genes are considered direct target genes of CHD1. B, GSEA of wild-type, Ptenpc−/− versus Pten/Chd1pc−/− prostate samples indicates the IL6–STAT3 pathway is regulated by the PTEN–CHD1 axis. C, ChIP-seq in Pten deletion prostate cancer (PCa) cells revealed binding peaks of CHD1 on the IL6 gene promoter region. CHD1-ChIP-1, CHD1 antibody from Cell Signaling Technology; CHD1-ChIP-2, CHD1 antibody from Bethyl. D and E, ChIP-seq analysis of top CHD1-binding motif (TGAG/CTCA), which is conserved in human and murine IL6 promoter. F and G, Correlation analysis of CHD1 expression and IL6 or phospho-STAT3 (pSTAT3) level in human prostate tumors (TCGA data).

Figure 4.

IL6 is a direct target gene of CHD1. A, Venn diagram of CHD1 directly regulated genes identified by ChIP-seq and differential expression genes in CHD1 depletion PC-3 or murine prostate tumors. The overlapping 11 genes are considered direct target genes of CHD1. B, GSEA of wild-type, Ptenpc−/− versus Pten/Chd1pc−/− prostate samples indicates the IL6–STAT3 pathway is regulated by the PTEN–CHD1 axis. C, ChIP-seq in Pten deletion prostate cancer (PCa) cells revealed binding peaks of CHD1 on the IL6 gene promoter region. CHD1-ChIP-1, CHD1 antibody from Cell Signaling Technology; CHD1-ChIP-2, CHD1 antibody from Bethyl. D and E, ChIP-seq analysis of top CHD1-binding motif (TGAG/CTCA), which is conserved in human and murine IL6 promoter. F and G, Correlation analysis of CHD1 expression and IL6 or phospho-STAT3 (pSTAT3) level in human prostate tumors (TCGA data).

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In furtherance of the CHD1–IL6 link, ChIP-seq analysis revealed that CHD1 directly binds to the promoter region of the murine Il6 gene (Fig. 4C), which enabled identification of a novel CHD1-binding motif (TGAG/CTCA; Fig. 4D). This motif is highly conserved in the human and mouse IL6 gene at positions −225 and −291, respectively, of the transcriptional start site (Fig. 4E). These data suggested that CHD1 directly binds to and regulates IL6 gene expression. In addition, we found that the transcriptional regulation of the IL6 gene by CHD1 was dependent on PTEN loss (Supplementary Fig. S4A), and that CHD1 can cooperate with the NFκB transcription factor in regulating IL6 gene expression (Supplementary Fig. S4B). In light of CHD1′s function in chromatin assembly, we also performed Assay for Transposase-Accessible Chromatin using sequencing (ATAC-seq) in CHD1 wild-type versus knockout LNCaP cells. Notably, CHD1 deletion reduced overall chromatin accessibility in gene promoter regions (Supplementary Fig. S4C), consistent with its classic function in opening chromatin in many genes. Upon CHD1 deletion, promoter accessibility of the IL6 gene was significantly decreased, indicating that CHD1 loss makes the IL6 locus less accessible (Supplementary Fig. S4D).

Meanwhile, human TCGA prostate cancer data analysis established that CHD1 expression levels correlate positively with IL6 expression levels as well as with activated (phosphorylated) STAT3 protein levels (Fig. 4F and G; Supplementary Fig. S4E). Expression of IL6 at both the mRNA and protein levels was significantly downregulated in Pten/Chd1pc−/− versus Ptenpc−/− prostate tumors (Fig. 5A and B). Moreover, an approximately 1 kb DNA fragment of human IL6 promoter containing the CHD1-binding motif was inserted into a luciferase expression construct, followed by introduction into control or CHD1-knockdown PC-3 cells. As shown in Fig. 5C and Supplementary Fig. S4F, the IL6 promoter could drive luciferase expression in the presence of CHD1, but not in the absence of CHD1, reinforcing that IL6 is a direct target gene of CHD1. Mutation of the CHD1-binding motif (TGAGTCA) in the IL6 promoter abolished luciferase reporter activity (Fig. 5D), consistent with an essential role of this putative CHD1-binding motif in mediating CHD1-directed transcriptional activation. In addition, the capacity of CHD1 to regulate IL6 gene expression requires PTEN loss in prostate cancer (Supplementary Fig. S4G). Together, these results establish the PTEN–CHD1–IL6 pathway in prostate cancer.

Figure 5.

IL6 serves as a key mediator for MDSC recruitment induced by CHD1. A,IL6 gene expression of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors determined using qPCR. B, ELISA assay of IL6 in Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. C, Luciferase assay reveals CHD1 directly regulates the activation of IL6 promoter. D, Luciferase assay with wild-type or depleted CHD1-binding motif in the IL6 promoter region. E and F,In vitro MDSC migration assay in the presence of IL6 recombinant proteins in CHD1 depletion conditioned medium (E) or IL6 or IL6R inhibitors in wild-type conditioned medium (F). AP, anterior prostate; Ctrl, control; DLP, dorsal-lateral prostate.

Figure 5.

IL6 serves as a key mediator for MDSC recruitment induced by CHD1. A,IL6 gene expression of Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors determined using qPCR. B, ELISA assay of IL6 in Ptenpc−/− versus Pten/Chd1pc−/− prostate tumors. C, Luciferase assay reveals CHD1 directly regulates the activation of IL6 promoter. D, Luciferase assay with wild-type or depleted CHD1-binding motif in the IL6 promoter region. E and F,In vitro MDSC migration assay in the presence of IL6 recombinant proteins in CHD1 depletion conditioned medium (E) or IL6 or IL6R inhibitors in wild-type conditioned medium (F). AP, anterior prostate; Ctrl, control; DLP, dorsal-lateral prostate.

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To verify the CHD1–IL6 axis in the control of MDSC recruitment, IL6 secretion was measured in conditioned media derived from control and CHD1-depleted prostate cancer cells (Fig. 3G; Supplementary Fig. S4H). In vitro MDSC recruitment assays showed reduced MDSC migration with CHD1 depletion, which was partially rescued upon supplementation of the conditioned media with IL6 recombinant protein (Fig. 5E). Moreover, anti-IL6 or IL6R antibody treatment of the conditioned media blocked MDSC migration (Fig. 5F), and this effect could be eliminated by CHD1 depletion (Supplementary Fig. S4I). Furthermore, immunofluorescence costaining of IL6R and the MDSC surface marker Ly6G in murine prostate tumor sections showed that tumor-infiltrating MDSCs were the major immune cell population associated with IL6 protein secreted by prostate cancer cells (Supplementary Fig. S4J). Together, these data suggest that the PTEN–CHD1–IL6 axis modulates the recruitment of immunosuppressive MDSCs into the prostate cancer TME.

Synergistic Antitumor Effect of CHD1/IL6 Inhibition in Combination with ICI in Prostate Cancer

The poor response of prostate cancer to ICI in the clinic (23) and the key role of MDSCs in suppressing ICI responsiveness in mouse models (28, 35, 45, 46) prompted us to test whether inhibition of the CHD1/IL6 pathway would improve ICI responsiveness in various mouse models of prostate cancer. We first utilized a cell line (DX1) derived from a tumor arising in a metastatic chimeric prostate cancer mouse model containing GFP reporter, probasin-Cre transgene, and conditional alleles of Pten, Trp53, and Smad4 (CPPSML), where cancer-prone mice were generated by blastocyst injection of CPPSML-derived embryonic stem (ES) cells (35). A doxycycline-inducible Chd1-knockdown element was introduced into DX1 cells, followed by orthotopic injection into the dorsolateral prostate of syngeneic C57BL/6J mice to produce cohorts with rapidly developing aggressive prostate cancer (Supplementary Fig. S5A). In this model, we tested the impact of CHD1 depletion on anti–PD-1 responsiveness, revealing that combined CHD1 depletion and five treatments of anti–PD-1 generated superior antitumor effect than either monotherapy in the CPPSML model (Fig. 6A and B).

Figure 6.

Synergistic antitumor effect of CHD1/IL6 inhibition in combination with ICI in prostate cancer. A, Schematic illustrating the generation of inducible shCHD1 DX1 cells and orthotopic prostate cancer (PCa) mouse model, followed by the treatment with doxycycline (Dox) and anti–PD-1. B, Tumor volume was measured by MRI after 2 weeks of treatment. C and D, The antitumor effects of combinatorial IL6 inhibition and anti–PD-1/CTLA4 dual blockade were evaluated in the CPPSML chimeric prostate cancer model. Tumor growth was monitored by MRI biweekly; MRI images (C) and volumes (D) after six treatments are shown here. E and F, MRI imaging and tumor volume after single, dual, or triple blockades of IL6/PD-1/CTLA4 in the Pten/Smad4pc−/− prostate cancer GEM model. G, viSNE plots of tumor-infiltrating immune cells in Pten/Smad4pc−/− prostate tumors treated with IgG or triple blockades of IL6/PD-1/CTLA4. N.S., not significant; Treg, regulatory T cell.

Figure 6.

Synergistic antitumor effect of CHD1/IL6 inhibition in combination with ICI in prostate cancer. A, Schematic illustrating the generation of inducible shCHD1 DX1 cells and orthotopic prostate cancer (PCa) mouse model, followed by the treatment with doxycycline (Dox) and anti–PD-1. B, Tumor volume was measured by MRI after 2 weeks of treatment. C and D, The antitumor effects of combinatorial IL6 inhibition and anti–PD-1/CTLA4 dual blockade were evaluated in the CPPSML chimeric prostate cancer model. Tumor growth was monitored by MRI biweekly; MRI images (C) and volumes (D) after six treatments are shown here. E and F, MRI imaging and tumor volume after single, dual, or triple blockades of IL6/PD-1/CTLA4 in the Pten/Smad4pc−/− prostate cancer GEM model. G, viSNE plots of tumor-infiltrating immune cells in Pten/Smad4pc−/− prostate tumors treated with IgG or triple blockades of IL6/PD-1/CTLA4. N.S., not significant; Treg, regulatory T cell.

Close modal

Then, we evaluated the therapeutic effects of IL6 inhibitor and/or anti–PD-1/CTLA4 antibodies in spontaneous tumors arising in small cohorts of two models, CPPSML and Pten/Smad4pc−/− mice. In contrast to the slowly progressive Ptenpc−/− model, which rarely invades or metastasizes, these prostate models develop highly aggressive adenocarcinomas progressing rapidly with frequent metastasis and shorter overall survival. These more aggressive models were used in our therapeutic trials as they better recapitulate advanced disease in patients, providing a more relevant model for assessment of our therapeutic interventions. As shown in Fig. 6C and D, CPPSML mice exhibited de novo resistance to anti–PD-1/CTLA4 treatment, as reported previously (35). Necropsy at 1 month following termination of treatment showed that 4 of 4 anti-IL6–treated mice possessed sizeable tumors, whereas 2 of 4 anti–IL6/PD-1/CTLA4–treated mice showed elimination of disease and 2 of 4 exhibited minimal residual disease (Fig. 6C and D; Supplementary Fig. S5B and S5C). IL6 blockade alone or in combination with ICI reduced MDSC recruitment and increased CD8+ T-cell infiltration in the CPPSML tumors (Supplementary Fig. S5D). To reinforce the limited study, we also tested this treatment protocol in the Pten/Smad4pc−/− model, revealing significant suppression of tumor growth in mice receiving combined anti-IL6 and anti–PD-1/CTLA4 treatment (Fig. 6E and F; Supplementary Fig. S5E). Similarly, Pten/Smad4pc−/− tumor immune profiles showed reduced MDSC population and increased CD8+ T cells in the combination treatment tumors (Fig. 6G; Supplementary Fig. S5F and S5G). Together, these preclinical data indicated that the combination of IL6 inhibition and PD-1/CTLA4 blockade provides more robust antitumor activity in various Pten-deficient mouse models of prostate cancer.

In this study, we provide genetic evidence and tumor biological bases of the essential role of CHD1 in PTEN-deficient prostate cancers, where CHD1 plays an important tumor biological role in the recruitment of immunosuppressive MDSCs into the prostate cancer TME (Fig. 7). Integrated analysis identified IL6 as a key downstream effector of CHD1, a finding consistent with previous insights that CHD1 activates the NFκB network in PTEN-deficient prostate cancers and that IL6 is a major target gene of NFκB (17, 47). The role of the PTEN–AKT–CHD1–IL6 pathway in MDSC recruitment informed combination immune therapies with superior antitumor activity that provides a responder hypothesis for clinical trials in prostate cancer.

Figure 7.

CHD1 contributes to the remodeling of the TME and resistance to ICI. In PTEN-loss prostate cancer cells, CHD1 is stabilized and interacts with active epigenetic marker H3K4me3 (17). IL6 serves as a direct target gene of CHD1 and contributes to recruit immunosuppressive MDSCs, resulting in the inhibition of CD8+ T cells in the prostate tumor. Disruption of the CHD1–IL6 axis suppresses MDSC infiltration and boosts intratumor CD8+ T cells. In combination with ICI, IL6 inhibition shows durable therapeutic effects on PTEN-deficient prostate cancer.

Figure 7.

CHD1 contributes to the remodeling of the TME and resistance to ICI. In PTEN-loss prostate cancer cells, CHD1 is stabilized and interacts with active epigenetic marker H3K4me3 (17). IL6 serves as a direct target gene of CHD1 and contributes to recruit immunosuppressive MDSCs, resulting in the inhibition of CD8+ T cells in the prostate tumor. Disruption of the CHD1–IL6 axis suppresses MDSC infiltration and boosts intratumor CD8+ T cells. In combination with ICI, IL6 inhibition shows durable therapeutic effects on PTEN-deficient prostate cancer.

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Although our work identifies IL6 as the key factor in MDSC recruitment, it is worth noting that we cannot exclude the possibility that other CHD1-regulated cytokines or chemokines also contribute to TME remodeling. For example, we also observed that CHD1 binds to the promoter of the COL6A3 gene (Fig. 4A), which encodes collagen type VI alpha 3 chains and is known to induce the recruitment of macrophages and endothelial cells into the TME (48). Along these lines, reduced TAMs in Pten/Chd1pc−/− prostate tumors, not in Pten/Smad4/Chd1pc−/−, underscores the need for future studies delineating the connections of CHD1, COL6A3, and M1/M2 macrophages, and to understand whether these connections are dependent on specific genotypes.

Previously, using the Pten/Smad4pc−/− prostate cancer mouse model, we reported that Smad4 deficiency in the context of Pten loss led to a lethal prostate cancer phenotype with a high rate of metastasis to lymph node and lung (10). We also demonstrated loss of SMAD4 results in a significant enrichment of MDSCs in prostate tumors by activating YAP and its downstream gene CXCL5 (33), contributing to the aggressive phenotype observed in the Pten/Smad4pc−/− GEM model. When comparing the GEM models of Pten/Chd1pc−/− and Pten/Smad4/Chd1pc−/−, it is notable that CHD1 depletion in the Pten/Smad4pc−/− model led to a stronger inhibitory effect on MDSCs in prostate tumors. We propose that this phenomenon relates in part to increased MDSC infiltration and the prominent role of MDSCs in the development of SMAD4-deficient prostate cancer. This SMAD4–MDSC connection may also explain why CHD1 inhibition shows a more significant antitumor impact in Pten/Smad4-null relative to Pten-null prostate cancer models.

Our previous human patient–derived xenograft and new GEM models of prostate cancer (this study) strongly validate CHD1 as a therapeutic target in PTEN-deficient prostate cancers. With respect to its therapeutic potential, it is also worth noting that CHD1-null prostates are phenotypically normal (Supplementary Fig. S1A and S1B), belying an acceptable therapeutic window. Despite these encouraging factors, tumor progression was rarely observed in some PtenChd1-KO mice although these cases appear to result from lack of Cre-mediated deletion of CHD1; nevertheless, continued study is warranted to identify potential second-site suppression events that may underlie CHD1 bypass. In addition, recent work from others supports the view that CHD1 can act as a tumor suppressor gene, consistent with its recurrent deletions in the prostate cancer genome (49) or transcriptional reprogramming of AR signaling pathways (16). With respect to the former, we have observed that these CHD1 deletions occur in PTEN-intact cancers (17). With respect to the latter study, although CHD1 loss appeared to be permissive for tumor growth in a PTEN-deficient mouse model, it is difficult to draw such conclusions from this study based on the small animal cohort (n = 5), low frequency of tumor progression (1 in 5 mice), and lack of survival data (16). In light of the fact that our “escapers” showed lack of deletion of the conditional null allele, our work encourages further documentation of CHD1 expression in the outlier tumor to rule out incomplete CHD1 deletion as a cause for late (1-year-old) tumor relapse or bona fide bypass mechanisms in Pten/Chd1-deficient prostate cancer (16).

The majority of patients with prostate cancer show primary or acquired resistance to immunotherapy, including dendritic cell–based cancer vaccine sipuleucel-T and single agent ICIs (22–24, 50). Encouraging results from preclinical mouse model systems have highlighted the beneficial impact of cotargeting immune checkpoints and myeloid cells/their oncogenic signaling pathways (35, 51, 52). In this study, we expand the list of combinatorial therapies by highlighting the potential of inhibiting CHD1/IL6 axis and immune checkpoint in PTEN-deficient prostate tumors. CHD1 inhibition using an inducible short hairpin RNA (shRNA) system showed synergistic tumor-suppressing effects when combined with anti–PD-1 antibody in the syngeneic xenograft prostate cancer model. It suggests a potential application of CHD1 inhibitor, if developed in the future. Although several FDA-approved inhibitors targeting the IL6–JAK–STAT3 signaling pathway are being extensively investigated in preclinical studies and clinical trials (53), their activities against prostate cancer in clinical trials have not been encouraging (54, 55). In this study, preliminary preclinical experimental studies targeting IL6 using antibodies in combination with anti–PD-1/CTLA4 arrested prostate progression in two prostate cancer models, supporting the design of similar trials for patients with advanced prostate cancer, particularly those deficient for PTEN.

Mouse Strains and Breeding

PtenLoxp, Smad4Loxp, and Rosa-mTmG mice have been described previously (10). Chd1Loxp allele was generated by breeding Chd1tm1a(KOMP)Wtsi strain mice with the FLP deleter strain B6.129S4-Gt(58)26Sortm1(FLP1)Dym/RainJ. Exon 16 of Chd1 is flanked by two loxP sites. Chd1Loxp mice were crossed with PB-Cre mice to generate the prostate-specific Chd1-KO mouse model, and then bred with PtenLoxp, Smad4Loxp, and Rosa-mTmG mice. Mice were interbred and maintained at The University of Texas MD Anderson Cancer Center (Houston, TX), monitored for signs of ill health every day, and euthanized and necropsied when moribund. All manipulations were performed under the review and approval of MD Anderson Cancer Center's Institutional Animal Care and Use Committee (IACUC).

IHC and Immunofluorescence

IHC was performed as described previously (17). A pressure cooker (95°C for 30 minutes followed by 120°C for 10 seconds) was used for antigen retrieval using Antigen Unmarking Solution (Vector Laboratories). Antibodies specific to CHD1 (Sigma, #HPA022236), AKT-473P (Cell Signaling Technology, #4060s), Keratin 5 (BioLegend, 905501), Cytokeratin-8 (BioLegend, 904801), CD8 (Bioss, bs-0648R), Ly6G (BioLegend, 127601), CD15 (Dako, M3631), IL6R (R&D Systems, AF1830-SP), and Ki-67 (Thermo Fisher Scientific, RM 9106-S1) were purchased. Terminal deoxynucleotidyl transferase–mediated dUTP nick end labeling (TUNEL) staining was performed using the TUNEL Assay Kit (Abcam, ab206386) according to the manufacturer's instructions. Slides were scanned using Pannoramic 250 Flash III (3DHISTECH Ltd) and images were captured through Pannoramic Viewer Software (3DHISTECH Ltd). Human prostate hyperplasia and cancer tissue array samples were purchased from US Biomax (PR753a).

CyTOF

Tumor cells were isolated using Mouse Tumor Dissociation Kit (Miltenyi Biotec 130-096-730) and were depleted of red blood cells using RBC Lysis Buffer (BioLegend 420301). Cells were Fc-blocked by CD16/CD32 antibody (clone 2.4G2, BD Biosciences BDB553142) and incubated with CyTOF surface antibody cocktails for 30 minutes at 4°C. Cells were washed with PBS and incubated with Cell-ID Cisplatin (Fluidigm 201064) for dead cell staining. For intracellular staining, cells were permeabilized using Foxp3 Fixation/Permeabilization Buffer (eBioscience, eBio 00-5523) for 1 hour at room temperature, protected from light. Cells were washed twice and incubated with CyTOF intracellular antibody mix for 1 hour at room temperature, protected from light. For singlet discrimination, cells were washed and incubated with Cell-ID Intercalator-Ir (Fluidigm 201192A) overnight at 4°C. The samples were submitted to the Flow Cytometry and Cellular Imaging Core Facility at MD Anderson Cancer Center and run using CyTOF Instrumentation (DVS Science). CyTOF data were analyzed by FlowJo and Cytobank.

Primary Murine Prostate Cancer Cell Culture

Prostate tumors were dissected from Ptenpc−/−Smad4pc−/−Trp53c-/−mTmG mice and washed in PBS. Tumors were then minced with a blade and dissociated to single cells following the MACS Dissociation Kit Protocol (Miltenyi Biotec, 130-096-730). Primary growth medium consisted of DMEM (Life Technologies, 11995073) with 10% FBS (Life Technologies, 10082147) and 1 × penicillin–streptomycin (Life Technologies, 15140163). GFP-positive cells were sorted and incubated at 37°C in 5% CO2. The resulting primary murine prostate cancer cell line was named DX1.

Inducible Knockdown

Inducible Chd1 knockdown was constructed by cloning two shRNA targeting murine Chd1 gene into a doxycycline-inducible plasmid. Sequence of shChd1 #1: 5′-CCGGTCCGAGCACACACATCATAAACTCGAGTTTATGATGTGTGTGCTCGGATTTTTG-3′; sequence of shChd1 #2: 5′-CCGGGCCAGGAGACATACAGTATTTCTCGAGAAATACTGTATGTCTCCTGGCTTTTTG-3′. Lentivirus was packaged in 293T cells and was used to infect DX1. Transduced cells were selected by puromycin (2 μg/mL) and inducible knockdown efficiency was validated by Western blot analysis.

Western Blot Analysis

Cells were lysed on ice using RIPA buffer supplemented with protease and phosphatase inhibitors. Proteins were blotted following standard protocol. Antibodies specific for CHD1 (Cell Signaling Technology, #4351S) and β-actin (Sigma, #A3854) were purchased from the indicated companies.

MDSC and T-cell Migration Assay

MDSCs were isolated from murine prostate tumors following the manufacturer's protocols for Mouse Tumor Dissociation Kit (Miltenyi Biotec, 130-096-730) and MDSC Isolation Kit (Miltenyi Biotec, 130-094-538). Cells (105) were seeded into the top chamber of a transwell with 200 μL FBS-free DMEM with penicillin–streptomycin; 600 μL of conditioned medium was placed into the bottom well. Cells were incubated for 6 hours at 37°C for migration. Three wells were used for each condition. Conditioned medium was collected from the 90-mm plates of indicated cancer cells after 48-hour culture in FBS-free DMEM, followed by centrifugation to remove the suspending cells. T cells were isolated from murine splenocytes following the manufacturer's protocol for mouse CD8a+ T Cell Isolation Kit (Miltenyi Biotec, #130-104-075). CD8+ T cells (5 × 105/well) were used for migration assay as described above.

MDSC and T-cell Activity Assay

Isolated MDSCs were cultured in the indicated conditioned medium for 24 hours, followed by FACS analysis using MDSC markers PerCP/Cy5.5-CD11b (BioLegend, #101228), APC-Ly6G (BioLegend, # 127613), Arg1 (Cell Signaling Technology, #93668S), and iNOS (Cell Signaling Technology, #13120S). The purified, 5 × 105 CD8+ T cells were mixed with prewashed Dynabeads Mouse T-Activator CD3/CD28 (Life Technologies, #11456D), and cultured in the indicated conditioned medium for 24 hours, followed by FACS analysis using CD8+ T-cell markers PerCP/Cy5.5-CD8a (BioLegend, #100733), FITC-IFN-γ (BD Biosciences, # 554411), and PE-Ki67 (BioLegend, #151209).

qRT-PCR and ELISA

RNA was extracted by RNeasy Kit (Qiagen, #74034) and reverse- transcribed into cDNA using the Superscript III cDNA Synthesis Kit (Life Technologies, #18080300). Quantitative PCR was performed using the SYBR-Green PCR Kit (Life Technologies, #4312704) and mouse IL6 primers: forward-5′-TAGTCCTTCCTACCCCAATTTCC-3′; reverse-5′-TTGGTCCTTAGCCACTCCTTC-3′. To determine IL6 cytokine production by prostate cancer cells, primary cell lines from Ptenpc−/− versus PtenChd1pc−/− prostate tumors were cultured for 3 days and the supernatant media were collected. ELISA was performed following the standard protocol of Mouse IL-6 Quantikine ELISA Kit (R&D Systems, M6000B).

RNA-seq and GSEA Analysis

Cells were lysed in TRIzol Reagent (Invitrogen, #15596-026), followed by RNeasy Kit (Qiagen, #74034) purification using the standard protocol. RNA-seq was conducted by the Sequencing and Microarray Facility at MD Anderson Cancer Center. Libraries were made using Illumina's TruSeq Kit and sequenced by Illumina HiSeq2000 Sequencer. Raw data were mapped to the hg19 genome and were then assembled by Cufflinks. The transcriptome of each gene was further quantified. GSEA was performed to analyze differentially expressed genes.

ChIP-seq and ChIP-PCR

ChIP was conducted as described using CHD1 antibody (17). Briefly, chromatin from formaldehyde-fixed cells was cross-linked using 1% paraformaldehyde for 10 minutes and reactions were quenched by addition of 0.125 mol/L glycine for 5 minutes at room temperature. Cells were lysed with ChIP lysis buffer [10 mmol/L Tris-HCl (pH 8.0), 1 mmol/L EDTA (pH 8.0), 140 mmol/L NaCl, 1% Triton X-100, 0.2% SDS, and 0.1% deoxycholic acid] for 30 minutes on ice. Chromatin fragmentation was performed using a Diagenode Bioruptor Pico Sonicator (30 seconds on, 30 seconds off for 45 cycles) to achieve a DNA shear length of 200–500 bp. Solubilized chromatin was then incubated overnight with the appropriate antibody—Dynabead (Life Technologies) mixture (anti-CHD1 antibody: Bethyl, #A301-218A; Cell Signaling Technology, #4351S). Immune complexes were then washed three times with RIPA, RIPA-500, and LiCl wash buffers. Elution and reverse cross-linking were performed in direct elution buffer [10 mmol/L Tris-Cl (pH 8.0), 5 mmol/L EDTA, 300 mmol/L NaCl, and 0.5% SDS] with proteinase K (20 mg/mL) at 65°C overnight. Eluted DNA was purified using AMPure Beads (Beckman Coulter). Libraries were prepared using NEBNext Ultra DNA Library Kit (E7370). Sequencing was performed using an Illumina HiSeq 2500 instrument. Reads were aligned to hg19 reference genome using Burrows–Wheeler Aligner. Peak calling and motif calling were performed using Snakemake, a Python 3–based pipeline building tool. For ChIP-PCR analysis, immunoprecipitated chromatin was eluted in 50 μL elution buffer. Input and IgG, CHD1, and NFκB immunoprecipitated samples were analyzed by RT-PCRs using IL6 promoter primers. qRT-PCR was performed with SYBR Green Master Mix. The enrichment of IL6 promoter sequences in ChIP samples was calculated relative to the IgG-negative control.

ATAC-seq

ATAC-seq was conducted by Active Motif Inc. as described previously (56). In brief, 50,000 cells in duplicates were used for transposition reaction. Twenty-five cycles were used for library amplification. The PCR reactions were performed using the obtained Ct value. AMPure XP beads were then added to remove fragments bigger than 800 bp and smaller than 100 bp. To determine the average size of each library, the eluted samples were run through a DNA screentape. Qubit dsDNA high sensitivity reagents were used to get the concentration of each library. Finally, all samples were pooled and sequenced on a NextSeq 500. To analyze the data, low-quality reads and duplicate reads were removed, and paired-end reads were aligned to hg38 genome and visualized in the UCSC genome browser.

Luciferase Assay

IL6 promoter–driven luciferase was constructed by cloning the IL6 promoter region (∼1 kb) into a pGL4 plasmid. To delete the CHD1-binding site in the IL6 promoter region, the Q5 Site-Directed Mutagenesis Kit (NEB, #E0554S) was used. Cells (5 × 105) were seeded into 6-well plates and transfected with the constructed pGL4 vector and Renilla control plasmid using Lipofectamine LTX Reagent (Thermo Fisher Scientific, #15338100). After 3 days, cells were washed and analyzed using Dual-Luciferase Reporter Assay System (Promega, #E1910). Firefly and Renilla luciferase were read by the CLARIOstar microplate reader. Normalization to Renilla luciferase was performed in all samples.

Orthotopic Prostate Cancer Model and Treatment

All animal procedures were approved by the MD Anderson Animal Care and Use Committee (IACUC protocol number 00001069). Mice were anesthetized using ketamine and xylazine. An incision was made in the middle abdomen and the bladder was slowly pulled out with the prostate. DX1 cells were gently injected into the prostate through a Hamilton syringe. Ten microliters of cells (5 × 105) were injected per mouse. Animals were imaged by MRI in the Small Animal Imaging Facility 12 days after surgery to assess successful tumor implantation. Only orthotopic tumors of similar size were used for the following study. Tumor growth was further monitored by MRI at different time points. Doxycycline treatment was started 12 days after implantation. Antibody intraperitoneal injection was started 13 days after the surgery. The following antibodies were used: anti-mouse PD-1 (Clone RMP1-14, BioXCell) and rat IgG1 Isotype control (Clone TNP6A7, BioXCell). Treatment was administered every three days for 5 times through intraperitoneal injections at a dosage of 200 μg/injection/antibody, and tumor volume was measured twice a week.

Chimeric Prostate Cancer Model and Treatment

The chimera cohort was developed as described previously (35). Briefly, derived mouse embryonic stem cell (mES) cell lines JH58 and JH61 were genotyped as PB-Cre+ PtenL/L p53L/L Smad4L/L mTmGL/+ LSL-LUCL/+ (CPPSML) and confirmed to contain the Y chromosome. Chimera cohorts were produced by blastocyst microinjection of the mES cells into C57BL/6NTac-Tyrtm1Arte (Taconic, 11971) then followed by uterine implantation into pseudopregnant CD-1 (Charles River Laboratories, 022) or Swiss Webster (Taconic, SW-F) female mice. C57BL/6NTac-Tyrtm1Arte female mice that had achieved successful strain-matched mating after superovulation via timed gonadotropin administration were used as donors for 3.5-day blastocysts. Blastocysts were each micromanipulated to insert roughly 12 individual mES cells into its blastocoel. Injected blastocysts were then implanted into the uteri of pseudopregnant females. Each pseudopregnant female received up to 14 micromanipulated blastocysts. Chimeras were verified with prostate tumor formation by MRI and assigned into preclinical studies through randomization. Pups were excluded from tumor analysis if they had no tumor formation. For immunotherapy, antibody intraperitoneal injection was started after tumor volume reached approximately 50 mm3. The following antibodies were injected alone or in combination: anti-mouse PD-1 (Clone RMP1-14, BioXCell); anti-mouse CTLA4 (Clone 9H10, BioXCell); anti-mouse IL6 (Clone MP5-20F3, BioXCell); and rat IgG1 Isotype control (Clone TNP6A7, BioXCell). Treatment was administered twice a week for 4 weeks through intraperitoneal injections at a dosage of 200 μg/injection/antibody, and tumor volume was monitored biweekly. The survival of mice was recorded, and tumor tissues were collected and fixed in formalin overnight and embedded in paraffin for molecular analysis.

Statistical Analysis

Kaplan–Meier survival curves were calculated using GraphPad Prism 7 and compared using the log-rank (Mantel–Cox) test. Pairwise comparisons were performed using the unpaired two-tailed Student t test, also done in GraphPad Prism 7. For all experiments with error bars, the SD was calculated and plotted in Excel or GraphPad Prism 7. The 499 TCGA prostate cancer samples were supervised clustered using the R package gplots and MDSC signatures adapted as described previously (33), followed by analysis of CHD1 gene mRNA expression. The correlations between CHD1 and CD15/IL6/pSTAT3 in human prostate cancer tissues were analyzed using the TCGA prostate cancer dataset and MSKCC Prostate Adenocarcinoma database (MSKCC, Cancer Cell 2010, n = 126).

No potential conflicts of interest were disclosed.

Conception and design: D. Zhao, L. Cai, X. Lu, Y.A. Wang, R.A. DePinho

Development of methodology: D. Zhao, L. Cai, X. Lu, X. Liang, J.H. Song, J.W. Horner, P. Deng, Y.A. Wang

Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): D. Zhao, L. Cai, X. Lu, X. Liang, S. Jiang, H. Li, I. Flores, J.H. Song, J.W. Horner, Z. Lan, Q. Chang, K.-C. Chen, P. Deng

Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): D. Zhao, L. Cai, J. Li, P. Chen, J.H. Song, C.-J. Wu, J. Li, G. Wang, Y.A. Wang

Writing, review, and/or revision of the manuscript: D. Zhao, L. Cai, J. Li, P. Chen, D.J. Spring, Y.A. Wang, R.A. DePinho

Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): L. Cai, X. Liang, X. Shang, S. Jiang, H. Li, C. Meng

Study supervision: Y.A. Wang, R.A. DePinho

Other (pathology analysis): M. Ittmann

The authors thank MD Anderson's Sequencing and Microarray Facility and Flow Cytometry and Cellular Imaging Core Facility, which are supported by an NCI Cancer Center Support Grant (P30 CA16672), and Baylor College of Medicine GEM Core. This work was supported in part by the Prostate Cancer Foundation Young Investigator Award 17YOUN18 (to D. Zhao), NIH Pathway to Independence Award-NCI 1K99CA226360 (to D. Zhao), CPRIT Recruitment of First-Time Tenure-Track Faculty Award RR190021 (to D. Zhao, a CPRIT Scholar in Cancer Research), PCF Challenge Award 17CHAL17 (to R.A. DePinho and Y.A. Wang), NIH 1R01CA231349-01A1 (to Y.A. Wang), and MDACC Prostate Cancer Moonshot (to R.A. DePinho).

The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.

1.
Taylor
BS
,
Schultz
N
,
Hieronymus
H
,
Gopalan
A
,
Xiao
Y
,
Carver
BS
, et al
Integrative genomic profiling of human prostate cancer
.
Cancer Cell
2010
;
18
:
11
22
.
2.
Pourmand
G
,
Ziaee
AA
,
Abedi
AR
,
Mehrsai
A
,
Alavi
HA
,
Ahmadi
A
, et al
Role of PTEN gene in progression of prostate cancer
.
Urol J
2007
;
4
:
95
100
.
3.
Wang
S
,
Gao
J
,
Lei
Q
,
Rozengurt
N
,
Pritchard
C
,
Jiao
J
, et al
Prostate-specific deletion of the murine Pten tumor suppressor gene leads to metastatic prostate cancer
.
Cancer Cell
2003
;
4
:
209
21
.
4.
Robinson
D
,
Van Allen
EM
,
Wu
YM
,
Schultz
N
,
Lonigro
RJ
,
Mosquera
JM
, et al
Integrative clinical genomics of advanced prostate cancer
.
Cell
2015
;
161
:
1215
28
.
5.
Grasso
CS
,
Wu
YM
,
Robinson
DR
,
Cao
X
,
Dhanasekaran
SM
,
Khan
AP
, et al
The mutational landscape of lethal castration-resistant prostate cancer
.
Nature
2012
;
487
:
239
43
.
6.
Carver
BS
,
Chapinski
C
,
Wongvipat
J
,
Hieronymus
H
,
Chen
Y
,
Chandarlapaty
S
, et al
Reciprocal feedback regulation of PI3K and androgen receptor signaling in PTEN-deficient prostate cancer
.
Cancer Cell
2011
;
19
:
575
86
.
7.
Petrylak
DP
,
Tangen
CM
,
Hussain
MH
,
Lara
PN
 Jr
,
Jones
JA
,
Taplin
ME
, et al
Docetaxel and estramustine compared with mitoxantrone and prednisone for advanced refractory prostate cancer
.
N Engl J Med
2004
;
351
:
1513
20
.
8.
Mulholland
DJ
,
Tran
LM
,
Li
Y
,
Cai
H
,
Morim
A
,
Wang
S
, et al
Cell autonomous role of PTEN in regulating castration-resistant prostate cancer growth
.
Cancer Cell
2011
;
19
:
792
804
.
9.
Chen
Z
,
Trotman
LC
,
Shaffer
D
,
Lin
HK
,
Dotan
ZA
,
Niki
M
, et al
Crucial role of p53-dependent cellular senescence in suppression of Pten-deficient tumorigenesis
.
Nature
2005
;
436
:
725
30
.
10.
Ding
Z
,
Wu
CJ
,
Chu
GC
,
Xiao
Y
,
Ho
D
,
Zhang
J
, et al
SMAD4-dependent barrier constrains prostate cancer growth and metastatic progression
.
Nature
2011
;
470
:
269
73
.
11.
Ding
Z
,
Wu
CJ
,
Jaskelioff
M
,
Ivanova
E
,
Kost-Alimova
M
,
Protopopov
A
, et al
Telomerase reactivation following telomere dysfunction yields murine prostate tumors with bone metastases
.
Cell
2012
;
148
:
896
907
.
12.
Farnung
L
,
Vos
SM
,
Wigge
C
,
Cramer
P
. 
Nucleosome-Chd1 structure and implications for chromatin remodelling
.
Nature
2017
;
550
:
539
42
.
13.
Burkhardt
L
,
Fuchs
S
,
Krohn
A
,
Masser
S
,
Mader
M
,
Kluth
M
, et al
CHD1 Is a 5q21 tumor suppressor required for ERG rearrangement in prostate cancer
.
Cancer Res
2013
;
73
:
2795
805
.
14.
Shenoy
TR
,
Boysen
G
,
Wang
MY
,
Xu
QZ
,
Guo
W
,
Koh
FM
, et al
CHD1 loss sensitizes prostate cancer to DNA damaging therapy by promoting error-prone double-strand break repair
.
Ann Oncol
2017
;
28
:
1495
507
.
15.
Kari
V
,
Mansour
WY
,
Raul
SK
,
Baumgart
SJ
,
Mund
A
,
Grade
M
, et al
Loss of CHD1 causes DNA repair defects and enhances prostate cancer therapeutic responsiveness
.
EMBO Rep
2016
;
17
;
1609
23
.
16.
Augello
MA
,
Liu
DL
,
Deonarine
LD
,
Robinson
BD
,
Huang
D
,
Stelloo
S
, et al
CHD1 loss alters AR binding at lineage-specific enhancers and modulates distinct transcriptional programs to drive prostate tumorigenesis
.
Cancer Cell
2019
;
35
:
817
9
.
17.
Zhao
D
,
Lu
X
,
Wang
G
,
Lan
Z
,
Liao
W
,
Li
J
, et al
Synthetic essentiality of chromatin remodelling factor CHD1 in PTEN-deficient cancer
.
Nature
2017
;
542
:
484
8
.
18.
Zhao
D
,
DePinho
RA
. 
Synthetic essentiality: targeting tumor suppressor deficiencies in cancer
.
Bioessays
2017
;
39
:1700076.
19.
Jin
X
,
Ding
D
,
Yan
Y
,
Li
H
,
Wang
B
,
Ma
L
, et al
Phosphorylated RB promotes cancer immunity by inhibiting NF-κB activation and PD-L1 expression
.
Mol Cell
2019
;
73
:
22
35
.
20.
Karin
M
,
Greten
FR
. 
NF-kappaB: linking inflammation and immunity to cancer development and progression
.
Nat Rev Immunol
2005
;
5
:
749
59
.
21.
Maia
MC
,
Hansen
AR
. 
A comprehensive review of immunotherapies in prostate cancer
.
Crit Rev Oncol Hematol
2017
;
113
:
292
303
.
22.
Beer
TM
,
Kwon
ED
,
Drake
CG
,
Fizazi
K
,
Logothetis
C
,
Gravis
G
, et al
Randomized, double-blind, phase III Trial of ipilimumab versus placebo in asymptomatic or minimally symptomatic patients with metastatic chemotherapy-naive castration-resistant prostate cancer
.
J Clin Oncol
2017
;
35
:
40
7
.
23.
Kwon
ED
,
Drake
CG
,
Scher
HI
,
Fizazi
K
,
Bossi
A
,
van den Eertwegh
AJ
, et al
Ipilimumab versus placebo after radiotherapy in patients with metastatic castration-resistant prostate cancer that had progressed after docetaxel chemotherapy (CA184–043): a multicentre, randomised, double-blind, phase 3 trial
.
Lancet Oncol
2014
;
15
:
700
12
.
24.
Graff
JN
,
Alumkal
JJ
,
Drake
CG
,
Thomas
GV
,
Redmond
WL
,
Farhad
M
, et al
Early evidence of anti-PD-1 activity in enzalutamide-resistant prostate cancer
.
Oncotarget
2016
;
7
:
52810
7
.
25.
Gubin
MM
. 
Checkpoint blockade cancer immunotherapy targets tumour-specific mutant antigens
.
Nature
2014
;
515
:
577
81
.
26.
Wang
G
,
Zhao
D
,
Spring
DJ
,
DePinho
RA
. 
Genetics and biology of prostate cancer
.
Genes Dev
2018
;
32
:
1105
40
.
27.
Kumar
V
,
Patel
S
,
Tcyganov
E
,
Gabrilovich
DI
. 
The nature of myeloid-derived suppressor cells in the tumor microenvironment
.
Trends Immunol
2016
;
37
:
208
20
.
28.
Gabrilovich
DI
,
Ostrand-Rosenberg
S
,
Bronte
V
. 
Coordinated regulation of myeloid cells by tumours
.
Nat Rev Immunol
2012
;
12
:
253
68
.
29.
Vuk-Pavlović
S
,
Bulur
PA
,
Lin
Y
,
Qin
R
,
Szumlanski
CL
,
Zhao
X
, et al
Immunosuppressive CD14+HLA-DRlow/- monocytes in prostate cancer
.
Prostate
2010
;
70
:
443
55
.
30.
Brusa
D
,
Simone
M
,
Gontero
P
,
Spadi
R
,
Racca
P
,
Micari
J
, et al
Circulating immunosuppressive cells of prostate cancer patients before and after radical prostatectomy: profile comparison
.
Int J Urol
2013
;
20
:
971
978
.
31.
Bronte
V
,
Wang
M
,
Overwijk
WW
,
Surman
DR
,
Pericle
F
,
Rosenberg
SA
, et al
Apoptotic death of CD8+ T lymphocytes after immunization: induction of a suppressive population of Mac-1+/Gr-1+ cells
.
J Immunol
1998
;
161
:
5313
20
.
32.
Talmadge
JE
,
Gabrilovich
DI
. 
History of myeloid-derived suppressor cells
.
Nat Rev Cancer
2013
;
13
:
739
52
.
33.
Wang
G
,
Lu
X
,
Dey
P
,
Deng
P
,
Wu
CC
,
Jiang
S
, et al
Targeting YAP-dependent MDSC infiltration impairs tumor progression
.
Cancer Discov
2016
;
6
:
80
95
.
34.
Moreira
D
,
Adamus
T
,
Zhao
X
,
Su
YL
,
Zhang
Z
,
White
SV
, et al
STAT3 inhibition combined with CpG immunostimulation activates antitumor immunity to eradicate genetically distinct castration-resistant prostate cancers
.
Clin Cancer Res
2018
;
24
:
5948
62
.
35.
Lu
X
,
Horner
JW
,
Paul
E
,
Shang
X
,
Troncoso
P
,
Deng
P
, et al
Effective combinatorial immunotherapy for castration-resistant prostate cancer
.
Nature
2017
;
543
:
728
32
.
36.
Bendall
SC
,
Simonds
EF
,
Qiu
P
,
Amir el
AD
,
Krutzik
PO
,
Finck
R
, et al
Single-cell mass cytometry of differential immune and drug responses across a human hematopoietic continuum
.
Science
2011
;
332
:
687
96
.
37.
Bandura
DR
,
Baranov
VI
,
Ornatsky
OI
,
Antonov
A
,
Kinach
R
,
Lou
X
, et al
Mass cytometry: technique for real time single cell multitarget immunoassay based on inductively coupled plasma time-of-flight mass spectrometry
.
Anal Chem
2009
;
81
:
6813
22
.
38.
Amir el
AD
,
Davis
KL
,
Tadmor
MD
,
Simonds
EF
,
Levine
JH
,
Bendall
SC
, et al
viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia
.
Nat Biotechnol
2013
;
31
:
545
52
.
39.
Yu
H
,
Pardoll
D
,
Jove
R
. 
STATs in cancer inflammation and immunity: a leading role for STAT3
.
Nat Rev Cancer
2009
;
9
:
798
809
.
40.
Hodge
DR
,
Hurt
EM
,
Farrar
WL
. 
The role of IL-6 and STAT3 in inflammation and cancer
.
Eur J Cancer
2005
;
41
:
2502
12
.
41.
Wu
CT
,
Hsieh
CC
,
Lin
CC
,
Chen
WC
,
Hong
JH
,
Chen
MF
. 
Significance of IL-6 in the transition of hormone-resistant prostate cancer and the induction of myeloid-derived suppressor cells
.
J Mol Med
2012
;
90
:
1343
55
.
42.
Chen
MF
,
Kuan
FC
,
Yen
TC
,
Lu
MS
,
Lin
PY
,
Chung
YH
, et al
IL-6-stimulated CD11b+ CD14+ HLA-DR- myeloid-derived suppressor cells, are associated with progression and poor prognosis in squamous cell carcinoma of the esophagus
.
Oncotarget
2014
;
5
:
8716
28
.
43.
Sumida
K
,
Wakita
D
,
Narita
Y
,
Masuko
K
,
Terada
S
,
Watanabe
K
, et al
Anti-IL-6 receptor mAb eliminates myeloid-derived suppressor cells and inhibits tumor growth by enhancing T-cell responses
.
Eur J Immunol
2012
;
42
:
2060
72
.
44.
Abad
C
,
Nobuta
H
,
Li
J
,
Kasai
A
,
Yong
WH
,
Waschek
JA
. 
Targeted STAT3 disruption in myeloid cells alters immunosuppressor cell abundance in a murine model of spontaneous medulloblastoma
.
J Leukoc Biol
2014
;
95
:
357
67
.
45.
Highfill
SL
,
Cui
Y
,
Giles
AJ
,
Smith
JP
,
Zhang
H
,
Morse
E
, et al
Disruption of CXCR2-mediated MDSC tumor trafficking enhances anti-PD1 efficacy
.
Sci Transl Med
2014
;
6
:
237ra67
.
46.
Liao
W
,
Overman
MJ
,
Boutin
AT
,
Shang
X
,
Zhao
D
,
Dey
P
, et al
KRAS-IRF2 axis drives immune suppression and immune therapy resistance in colorectal cancer
.
Cancer Cell
2019
;
35
:
559
72
.
47.
Libermann
TA
,
Baltimore
D
. 
Activation of interleukin-6 gene expression through the NF-kappa B transcription factor
.
Mol Cell Biol
1990
;
10
:
2327
34
.
48.
Chen
P
,
Cescon
M
,
Bonaldo
P
. 
Collagen VI in cancer and its biological mechanisms
.
Trends Mol Med
2013
;
19
:
410
7
.
49.
Burkhardt
L
,
Fuchs
S
,
Krohn
A
,
Masser
S
,
Mader
M
,
Kluth
M
, et al
CHD1 is a 5q21 tumor suppressor required for ERG rearrangement in prostate cancer
.
Cancer Res
2013
;
73
:
2795
805
.
50.
Kantoff
PW
,
Higano
CS
,
Shore
ND
,
Berger
ER
,
Small
EJ
,
Penson
DF
, et al
Sipuleucel-T immunotherapy for castration-resistant prostate cancer
.
N Engl J Med
2010
;
363
:
411
22
.
51.
Jiang
H
,
Hegde
S
,
Knolhoff
BL
,
Zhu
Y
,
Herndon
JM
,
Meyer
MA
, et al
Targeting focal adhesion kinase renders pancreatic cancers responsive to checkpoint immunotherapy
.
Nat Med
2016
;
22
:
851
60
.
52.
De Henau
O
,
Rausch
M
,
Winkler
D
,
Campesato
LF
,
Liu
C
,
Cymerman
DH
, et al
Overcoming resistance to checkpoint blockade therapy by targeting PI3Kgamma in myeloid cells
.
Nature
2016
;
539
:
443
7
.
53.
Johnson
DE
,
O'Keefe
RA
,
Grandis
JR
. 
Targeting the IL-6/JAK/STAT3 signalling axis in cancer
.
Nat Rev Clin Oncol
2018
;
15
:
234
48
.
54.
Wallner
L
,
Dai
J
,
Escara-Wilke
J
,
Zhang
J
,
Yao
Z
,
Lu
Y
, et al
Inhibition of interleukin-6 with CNTO328, an anti-interleukin-6 monoclonal antibody, inhibits conversion of androgen-dependent prostate cancer to an androgen-independent phenotype in orchiectomized mice
.
Cancer Res
2006
;
66
:
3087
95
.
55.
Dorff
TB
,
Goldman
B
,
Pinski
JK
,
Mack
PC
,
Lara
PN
 Jr
,
Van Veldhuizen
PJ
 Jr
, et al
Clinical and correlative results of SWOG S0354: a phase II trial of CNTO328 (siltuximab), a monoclonal antibody against interleukin-6, in chemotherapy-pretreated patients with castration-resistant prostate cancer
.
Clin Cancer Res
2010
;
16
:
3028
34
.
56.
Buenrostro
JD
,
Giresi
PG
,
Zaba
LC
,
Chang
HY
,
Greenleaf
WJ
. 
Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position
.
Nat Methods
2013
;
10
:
1213
8
.

Supplementary data