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1.
Front Oncol ; 14: 1336441, 2024.
Article in English | MEDLINE | ID: mdl-38380358

ABSTRACT

Background: Immunotherapy agents are approved for adjuvant treatment of stage III melanoma; however, evidence for survival benefit in early stage III disease is lacking. Current guidelines for adjuvant immunotherapy utilization in stage IIIA rely on clinician judgment, creating an opportunity for significant variation in prescribing patterns. This study aimed to characterize current immunotherapy practice variations and to compare patient outcomes for different prescribing practices in stage IIIA melanoma. Study design: Patients with melanoma diagnosed from 2015-2019 that met American Joint Committee on Cancer 8th edition criteria for stage IIIA and underwent resection were identified in the National Cancer Database. Multiple imputation by chained equations replaced missing values. Factors associated with receipt of adjuvant immunotherapy were identified. Multivariable Cox proportional hazards regression compared overall survival across groups. Results: Of 4,432 patients included in the study, 34% received adjuvant immunotherapy. Patients had lower risk-adjusted odds of receiving immunotherapy if they were treated at an academic center (OR=0.48, 95%CI=0.33-0.72, p<0.001 vs. community facility) or at a high-volume center (OR=0.69, 0.56-0.84, p<0.001 vs. low-volume). Immunotherapy receipt was not associated with risk-adjusted survival (p=0.095). Moreover, patients treated at high-volume centers experienced longer overall risk-adjusted survival than those treated at low-volume centers (HR=0.52, 0.29-0.93, p=0.030). Risk-adjusted survival trended toward being longer at academic centers than at community centers, but the difference was not statistically significant. Conclusion: Academic and high-volume centers utilize significantly less adjuvant immunotherapy in stage IIIA melanoma than community and low-volume centers without compromise in overall survival. These findings suggest that this population may benefit from more judicious immunotherapy utilization.

2.
Nat Methods ; 20(11): 1769-1779, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37919419

ABSTRACT

Recent advancements in single-cell technologies allow characterization of experimental perturbations at single-cell resolution. While methods have been developed to analyze such experiments, the application of a strict causal framework has not yet been explored for the inference of treatment effects at the single-cell level. Here we present a causal-inference-based approach to single-cell perturbation analysis, termed CINEMA-OT (causal independent effect module attribution + optimal transport). CINEMA-OT separates confounding sources of variation from perturbation effects to obtain an optimal transport matching that reflects counterfactual cell pairs. These cell pairs represent causal perturbation responses permitting a number of novel analyses, such as individual treatment-effect analysis, response clustering, attribution analysis, and synergy analysis. We benchmark CINEMA-OT on an array of treatment-effect estimation tasks for several simulated and real datasets and show that it outperforms other single-cell perturbation analysis methods. Finally, we perform CINEMA-OT analysis of two newly generated datasets: (1) rhinovirus and cigarette-smoke-exposed airway organoids, and (2) combinatorial cytokine stimulation of immune cells. In these experiments, CINEMA-OT reveals potential mechanisms by which cigarette-smoke exposure dulls the airway antiviral response, as well as the logic that governs chemokine secretion and peripheral immune cell recruitment.


Subject(s)
Cytokines , Motion Pictures
3.
Clin Cancer Res ; 29(15): 2908-2918, 2023 08 01.
Article in English | MEDLINE | ID: mdl-37233452

ABSTRACT

PURPOSE: IFN signaling in the tumor microenvironment is a critical determinant of both response and resistance of cancer to immune checkpoint inhibitors (ICI). We hypothesized that distinct patterns of IFN signaling in melanoma are associated with clinical response or resistance to ICIs. EXPERIMENTAL DESIGN: Two tissue microarrays containing samples from 97 patients with metastatic melanoma who received nivolumab, pembrolizumab, or a combination of ipilimumab and nivolumab at Yale New Haven Hospital between 2011 and 2017 were randomized into discovery and validation cohorts. Samples were stained and visualized using multiplexed immunofluorescence microscopy for STAT1, STAT1 phosphorylated at Y701 (pSTAT1Y701), and PD-L1, and signals were quantified using the automated quantitative analysis method of quantitative immunofluorescence. Treatment response was assessed using RECIST, and overall survival was analyzed. For in vitro studies, human melanoma cell lines were stimulated with IFNγ and IFNß, and Western blotting was performed. RESULTS: Pretreatment STAT1 levels were higher in responders to ICIs [complete response/partial response/stable disease (SD) for > 6 months] than in nonresponders (SD < 6 months/progressive disease). Higher pretreatment STAT1 levels were associated with improved survival after ICIs in both the discovery and validation cohorts. Western blot analysis of human melanoma cell lines stimulated with IFN demonstrated distinct patterns of upregulation of STAT1 compared with pSTAT1Y701 and PD-L1. When combining STAT1 and PD-L1 markers, patients with STAT1highPD-L1low tumors had improved survival compared with those with STAT1lowPD-L1high tumors. CONCLUSIONS: STAT1 may better predict melanoma response to ICIs than current strategies, and combined STAT1 and PD-L1 biomarkers may provide insight into IFN-responsive versus IFN-resistant states.


Subject(s)
Melanoma , Nivolumab , Humans , B7-H1 Antigen , Immune Checkpoint Inhibitors/therapeutic use , Ipilimumab/therapeutic use , Melanoma/pathology , Nivolumab/therapeutic use , Tumor Microenvironment
4.
J Immunother Cancer ; 10(3)2022 03.
Article in English | MEDLINE | ID: mdl-35264433

ABSTRACT

BACKGROUND: Oncogenes act in a cell-intrinsic way to promote tumorigenesis. Whether oncogenes also have a cell-extrinsic effect on suppressing the immune response to cancer is less well understood. METHODS: We use an in vivo expression screen of known cancer-associated somatic mutations in mouse syngeneic tumor models treated with checkpoint blockade to identify oncogenes that promote immune evasion. We then validated candidates from this screen in vivo and analyzed the tumor immune microenvironment of tumors expressing mutant protein to identify mechanisms of immune evasion. RESULTS: We found that expression of a catalytically active mutation in phospho-inositol 3 kinase (PI3K), PIK3CA c.3140A>G (H1047R) confers a selective growth advantage to tumors treated with immunotherapy that is reversed by pharmacological PI3K inhibition. PIK3CA H1047R-expression in tumors decreased the number of CD8+ T cells but increased the number of inhibitory myeloid cells following immunotherapy. Inhibition of myeloid infiltration by pharmacological or genetic modulation of Ccl2 in PIK3CA H1047R tumors restored sensitivity to programmed cell death protein 1 (PD-1) checkpoint blockade. CONCLUSIONS: PI3K activation enables tumor immune evasion by promoting an inhibitory myeloid microenvironment. Activating mutations in PI3K may be useful as a biomarker of poor response to immunotherapy. Our data suggest that some oncogenes promote tumorigenesis by enabling tumor cells to avoid clearance by the immune system. Identification of those mechanisms can advance rational combination strategies to increase the efficacy of immunotherapy.


Subject(s)
Neoplasms , Tumor Microenvironment , Animals , CD8-Positive T-Lymphocytes/metabolism , Carcinogenesis , Class I Phosphatidylinositol 3-Kinases/genetics , Disease Models, Animal , Humans , Immune Evasion , Inositol , Mice , Neoplasms/metabolism , Phosphatidylinositol 3-Kinases/metabolism
5.
Immunity ; 54(8): 1630-1632, 2021 08 10.
Article in English | MEDLINE | ID: mdl-34380061

ABSTRACT

The nature of the epitopes recognized by tumor-infiltrating T cells is not clearly defined. In this issue of Immunity, Cheng et al. demonstrate that tissue-resident memory CD8+ T cells specific for hepatitis B virus-derived antigens exhibit potent anti-tumor properties and correlate with relapse-free survival in patients with resected hepatocellular carcinoma.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , CD8-Positive T-Lymphocytes , Hepatitis B virus , Humans , Neoplasm Recurrence, Local
6.
Nature ; 595(7866): 309-314, 2021 07.
Article in English | MEDLINE | ID: mdl-33953401

ABSTRACT

Epigenetic dysregulation is a defining feature of tumorigenesis that is implicated in immune escape1,2. Here, to identify factors that modulate the immune sensitivity of cancer cells, we performed in vivo CRISPR-Cas9 screens targeting 936 chromatin regulators in mouse tumour models treated with immune checkpoint blockade. We identified the H3K9 methyltransferase SETDB1 and other members of the HUSH and KAP1 complexes as mediators of immune escape3-5. We also found that amplification of SETDB1 (1q21.3) in human tumours is associated with immune exclusion and resistance to immune checkpoint blockade. SETDB1 represses broad domains, primarily within the open genome compartment. These domains are enriched for transposable elements (TEs) and immune clusters associated with segmental duplication events, a central mechanism of genome evolution6. SETDB1 loss derepresses latent TE-derived regulatory elements, immunostimulatory genes, and TE-encoded retroviral antigens in these regions, and triggers TE-specific cytotoxic T cell responses in vivo. Our study establishes SETDB1 as an epigenetic checkpoint that suppresses tumour-intrinsic immunogenicity, and thus represents a candidate target for immunotherapy.


Subject(s)
Gene Silencing , Histone-Lysine N-Methyltransferase/metabolism , Neoplasms/genetics , Neoplasms/immunology , Animals , Antigens, Viral/immunology , CRISPR-Cas Systems/genetics , Chromatin/genetics , Chromatin/metabolism , DNA Transposable Elements/genetics , Disease Models, Animal , Female , Histocompatibility Antigens Class I/genetics , Histocompatibility Antigens Class I/immunology , Humans , Mice , Neoplasms/drug therapy , Programmed Cell Death 1 Receptor/antagonists & inhibitors , T-Lymphocytes, Cytotoxic/cytology , T-Lymphocytes, Cytotoxic/immunology
7.
Nat Genet ; 53(6): 881-894, 2021 06.
Article in English | MEDLINE | ID: mdl-33972779

ABSTRACT

Esophageal squamous cell carcinomas (ESCCs) harbor recurrent chromosome 3q amplifications that target the transcription factor SOX2. Beyond its role as an oncogene in ESCC, SOX2 acts in development of the squamous esophagus and maintenance of adult esophageal precursor cells. To compare Sox2 activity in normal and malignant tissue, we developed engineered murine esophageal organoids spanning normal esophagus to Sox2-induced squamous cell carcinoma and mapped Sox2 binding and the epigenetic and transcriptional landscape with evolution from normal to cancer. While oncogenic Sox2 largely maintains actions observed in normal tissue, Sox2 overexpression with p53 and p16 inactivation promotes chromatin remodeling and evolution of the Sox2 cistrome. With Klf5, oncogenic Sox2 acquires new binding sites and enhances activity of oncogenes such as Stat3. Moreover, oncogenic Sox2 activates endogenous retroviruses, inducing expression of double-stranded RNA and dependence on the RNA editing enzyme ADAR1. These data reveal SOX2 functions in ESCC, defining targetable vulnerabilities.


Subject(s)
Adenosine Deaminase/metabolism , Epigenome , Esophageal Neoplasms/genetics , Esophageal Squamous Cell Carcinoma/genetics , RNA-Binding Proteins/metabolism , SOXB1 Transcription Factors/metabolism , 3' Untranslated Regions/genetics , Animals , Base Sequence , Carcinogenesis/genetics , Cell Line, Tumor , Cell Transformation, Neoplastic/genetics , Cyclin-Dependent Kinase Inhibitor p16/metabolism , Endogenous Retroviruses/genetics , Enhancer Elements, Genetic/genetics , Gene Expression Regulation, Neoplastic , Genome, Human , Humans , Interferons/metabolism , Introns/genetics , Kruppel-Like Transcription Factors/genetics , Mice , Organoids/pathology , Protein Binding , RNA, Double-Stranded/metabolism , SOXB1 Transcription Factors/genetics , Tumor Suppressor Protein p53/metabolism
8.
Blood ; 137(10): 1353-1364, 2021 03 11.
Article in English | MEDLINE | ID: mdl-32871584

ABSTRACT

T-cell/histiocyte-rich large B-cell lymphoma (TCRLBCL) is an aggressive variant of diffuse large B-cell lymphoma (DLBCL) characterized by rare malignant B cells within a robust but ineffective immune cell infiltrate. The mechanistic basis of immune escape in TCRLBCL is poorly defined and not targeted therapeutically. We performed a genetic and quantitative spatial analysis of the PD-1/PD-L1 pathway in a multi-institutional cohort of TCRLBCLs and found that malignant B cells harbored PD-L1/PD-L2 copy gain or amplification in 64% of cases, which was associated with increased PD-L1 expression (P = .0111). By directed and unsupervised spatial analyses of multiparametric cell phenotypic data within the tumor microenvironment, we found that TCRLBCL is characterized by tumor-immune "neighborhoods" in which malignant B cells are surrounded by exceptionally high numbers of PD-L1-expressing TAMs and PD-1+ T cells. Furthermore, unbiased clustering of spatially resolved immune signatures distinguished TCRLBCL from related subtypes of B-cell lymphoma, including classic Hodgkin lymphoma (cHL) and DLBCL-NOS. Finally, we observed clinical responses to PD-1 blockade in 3 of 5 patients with relapsed/refractory TCRLBCL who were enrolled in clinical trials for refractory hematologic malignancies (NCT03316573; NCT01953692), including 2 complete responses and 1 partial response. Taken together, these data implicate PD-1 signaling as an immune escape pathway in TCRLBCL and also support the potential utility of spatially resolved immune signatures to aid the diagnostic classification and immunotherapeutic prioritization of diverse tumor types.


Subject(s)
Histiocytes/immunology , Lymphoma, Large B-Cell, Diffuse/immunology , Programmed Cell Death 1 Receptor/immunology , T-Lymphocytes/immunology , Tumor Escape , B7-H1 Antigen/analysis , B7-H1 Antigen/immunology , Histiocytes/pathology , Humans , Lymphoma, Large B-Cell, Diffuse/pathology , Programmed Cell Death 1 Receptor/analysis , T-Lymphocytes/pathology
10.
J Clin Oncol ; 37(30): 2786-2794, 2019 10 20.
Article in English | MEDLINE | ID: mdl-31461377

ABSTRACT

PURPOSE: Despite the tissue-agnostic approval of pembrolizumab in mismatch repair deficient (MMRD) solid tumors, important unanswered questions remain about the role of immune checkpoint blockade in mismatch repair-proficient (MMRP) and -deficient endometrial cancer (EC). METHODS: This phase II study evaluated the PD-L1 inhibitor avelumab in two cohorts of patients with EC: (1) MMRD/POLE (polymerase ε) cohort, as defined by immunohistochemical (IHC) loss of expression of one or more mismatch repair (MMR) proteins and/or documented mutation in the exonuclease domain of POLE; and (2) MMRP cohort with normal IHC expression of all MMR proteins. Coprimary end points were objective response (OR) and progression-free survival at 6 months (PFS6). Avelumab 10 mg/kg intravenously was administered every 2 weeks until progression or unacceptable toxicity. RESULTS: Thirty-three patients were enrolled. No patient with POLE-mutated tumor was enrolled in the MMRD cohort, and all MMRP tumors were not POLE-mutated. The MMRP cohort was closed at the first stage because of futility: Only one of 16 patients exhibited both OR and PFS6 responses. The MMRD cohort met the predefined primary end point of four ORs after accrual of only 17 patients; of 15 patients who initiated avelumab, four exhibited OR (one complete response, three partial responses; OR rate, 26.7%; 95% CI, 7.8% to 55.1%) and six (including all four ORs) PFS6 responses (PFS6, 40.0%; 95% CI, 16.3% to 66.7%), four of which are ongoing as of data cutoff date. Responses were observed in the absence of PD-L1 expression. IHC captured all cases of MMRD subsequently determined by polymerase chain reaction or genomically via targeted sequencing. CONCLUSION: Avelumab exhibited promising activity in MMRD EC regardless of PD-L1 status. IHC for MMR assessment is a useful tool for patient selection. The activity of avelumab in MMRP/non-POLE-mutated ECs was low.


Subject(s)
Antibodies, Monoclonal/therapeutic use , DNA Mismatch Repair/genetics , Endometrial Neoplasms/drug therapy , Antibodies, Monoclonal/pharmacology , Antibodies, Monoclonal, Humanized , Cohort Studies , Endometrial Neoplasms/genetics , Female , Humans , Progression-Free Survival
11.
Nat Immunol ; 20(3): 326-336, 2019 03.
Article in English | MEDLINE | ID: mdl-30778252

ABSTRACT

T cell dysfunction is a hallmark of many cancers, but the basis for T cell dysfunction and the mechanisms by which antibody blockade of the inhibitory receptor PD-1 (anti-PD-1) reinvigorates T cells are not fully understood. Here we show that such therapy acts on a specific subpopulation of exhausted CD8+ tumor-infiltrating lymphocytes (TILs). Dysfunctional CD8+ TILs possess canonical epigenetic and transcriptional features of exhaustion that mirror those seen in chronic viral infection. Exhausted CD8+ TILs include a subpopulation of 'progenitor exhausted' cells that retain polyfunctionality, persist long term and differentiate into 'terminally exhausted' TILs. Consequently, progenitor exhausted CD8+ TILs are better able to control tumor growth than are terminally exhausted T cells. Progenitor exhausted TILs can respond to anti-PD-1 therapy, but terminally exhausted TILs cannot. Patients with melanoma who have a higher percentage of progenitor exhausted cells experience a longer duration of response to checkpoint-blockade therapy. Thus, approaches to expand the population of progenitor exhausted CD8+ T cells might be an important component of improving the response to checkpoint blockade.


Subject(s)
Antibodies, Blocking/pharmacology , CD8-Positive T-Lymphocytes/drug effects , Lymphocytes, Tumor-Infiltrating/drug effects , Melanoma, Experimental/prevention & control , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Animals , Antibodies, Blocking/immunology , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/virology , Cell Line, Tumor , Female , Humans , Lymphocyte Subsets/drug effects , Lymphocyte Subsets/immunology , Lymphocyte Subsets/virology , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/virology , Lymphocytic Choriomeningitis/immunology , Lymphocytic Choriomeningitis/prevention & control , Lymphocytic Choriomeningitis/virology , Lymphocytic choriomeningitis virus/drug effects , Lymphocytic choriomeningitis virus/immunology , Lymphocytic choriomeningitis virus/physiology , Melanoma, Experimental/immunology , Melanoma, Experimental/virology , Mice, Congenic , Mice, Inbred C57BL , Programmed Cell Death 1 Receptor/immunology , Programmed Cell Death 1 Receptor/metabolism
12.
Nature ; 565(7737): 43-48, 2019 01.
Article in English | MEDLINE | ID: mdl-30559380

ABSTRACT

Most patients with cancer either do not respond to immune checkpoint blockade or develop resistance to it, often because of acquired mutations that impair antigen presentation. Here we show that loss of function of the RNA-editing enzyme ADAR1 in tumour cells profoundly sensitizes tumours to immunotherapy and overcomes resistance to checkpoint blockade. In the absence of ADAR1, A-to-I editing of interferon-inducible RNA species is reduced, leading to double-stranded RNA ligand sensing by PKR and MDA5; this results in growth inhibition and tumour inflammation, respectively. Loss of ADAR1 overcomes resistance to PD-1 checkpoint blockade caused by inactivation of antigen presentation by tumour cells. Thus, effective anti-tumour immunity is constrained by inhibitory checkpoints such as ADAR1 that limit the sensing of innate ligands. The induction of sufficient inflammation in tumours that are sensitized to interferon can bypass the therapeutic requirement for CD8+ T cell recognition of cancer cells and may provide a general strategy to overcome immunotherapy resistance.


Subject(s)
Adenosine Deaminase/deficiency , Adenosine Deaminase/metabolism , Cell Cycle Checkpoints/drug effects , Drug Resistance, Neoplasm/drug effects , Melanoma, Experimental/drug therapy , Melanoma, Experimental/genetics , Programmed Cell Death 1 Receptor/antagonists & inhibitors , RNA-Binding Proteins/metabolism , Adenosine Deaminase/genetics , Animals , CRISPR-Cas Systems/genetics , Cell Line, Tumor , Drug Resistance, Neoplasm/genetics , Female , Histocompatibility Antigens Class I/immunology , Immunotherapy , Inflammation/genetics , Inflammation/immunology , Interferon-Induced Helicase, IFIH1/metabolism , Interferons/immunology , Melanoma, Experimental/immunology , Melanoma, Experimental/radiotherapy , Mice , Mice, Inbred C57BL , Phenotype , RNA Editing , RNA, Double-Stranded/genetics , RNA-Binding Proteins/genetics , Receptors, G-Protein-Coupled/metabolism
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