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1.
Cell ; 186(7): 1432-1447.e17, 2023 03 30.
Article in English | MEDLINE | ID: mdl-37001503

ABSTRACT

Cancer immunotherapies, including adoptive T cell transfer, can be ineffective because tumors evolve to display antigen-loss-variant clones. Therapies that activate multiple branches of the immune system may eliminate escape variants. Here, we show that melanoma-specific CD4+ T cell therapy in combination with OX40 co-stimulation or CTLA-4 blockade can eradicate melanomas containing antigen escape variants. As expected, early on-target recognition of melanoma antigens by tumor-specific CD4+ T cells was required. Surprisingly, complete tumor eradication was dependent on neutrophils and partly dependent on inducible nitric oxide synthase. In support of these findings, extensive neutrophil activation was observed in mouse tumors and in biopsies of melanoma patients treated with immune checkpoint blockade. Transcriptomic and flow cytometry analyses revealed a distinct anti-tumorigenic neutrophil subset present in treated mice. Our findings uncover an interplay between T cells mediating the initial anti-tumor immune response and neutrophils mediating the destruction of tumor antigen loss variants.


Subject(s)
Melanoma , T-Lymphocytes , Mice , Animals , T-Lymphocytes/pathology , Neutrophils/pathology , Antigenic Drift and Shift , Immunotherapy , CTLA-4 Antigen
2.
Cell ; 184(15): 4032-4047.e31, 2021 07 22.
Article in English | MEDLINE | ID: mdl-34171309

ABSTRACT

Although mutations in DNA are the best-studied source of neoantigens that determine response to immune checkpoint blockade, alterations in RNA splicing within cancer cells could similarly result in neoepitope production. However, the endogenous antigenicity and clinical potential of such splicing-derived epitopes have not been tested. Here, we demonstrate that pharmacologic modulation of splicing via specific drug classes generates bona fide neoantigens and elicits anti-tumor immunity, augmenting checkpoint immunotherapy. Splicing modulation inhibited tumor growth and enhanced checkpoint blockade in a manner dependent on host T cells and peptides presented on tumor MHC class I. Splicing modulation induced stereotyped splicing changes across tumor types, altering the MHC I-bound immunopeptidome to yield splicing-derived neoepitopes that trigger an anti-tumor T cell response in vivo. These data definitively identify splicing modulation as an untapped source of immunogenic peptides and provide a means to enhance response to checkpoint blockade that is readily translatable to the clinic.


Subject(s)
Neoplasms/genetics , Neoplasms/immunology , RNA Splicing/genetics , Animals , Antigen Presentation/drug effects , Antigen Presentation/immunology , Antigens, Neoplasm/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , Epitopes/immunology , Ethylenediamines/pharmacology , Gene Expression Regulation, Neoplastic/drug effects , Hematopoiesis/drug effects , Hematopoiesis/genetics , Histocompatibility Antigens Class I/metabolism , Humans , Immune Checkpoint Inhibitors/pharmacology , Immunotherapy , Inflammation/pathology , Mice, Inbred C57BL , Peptides/metabolism , Protein Isoforms/metabolism , Pyrroles/pharmacology , RNA Splicing/drug effects , Sulfonamides/pharmacology , T-Lymphocytes/drug effects , T-Lymphocytes/immunology
3.
Cell ; 183(3): 818-834.e13, 2020 10 29.
Article in English | MEDLINE | ID: mdl-33038342

ABSTRACT

Many approaches to identify therapeutically relevant neoantigens couple tumor sequencing with bioinformatic algorithms and inferred rules of tumor epitope immunogenicity. However, there are no reference data to compare these approaches, and the parameters governing tumor epitope immunogenicity remain unclear. Here, we assembled a global consortium wherein each participant predicted immunogenic epitopes from shared tumor sequencing data. 608 epitopes were subsequently assessed for T cell binding in patient-matched samples. By integrating peptide features associated with presentation and recognition, we developed a model of tumor epitope immunogenicity that filtered out 98% of non-immunogenic peptides with a precision above 0.70. Pipelines prioritizing model features had superior performance, and pipeline alterations leveraging them improved prediction performance. These findings were validated in an independent cohort of 310 epitopes prioritized from tumor sequencing data and assessed for T cell binding. This data resource enables identification of parameters underlying effective anti-tumor immunity and is available to the research community.


Subject(s)
Antigens, Neoplasm/immunology , Epitopes/immunology , Neoplasms/immunology , Alleles , Antigen Presentation/immunology , Cohort Studies , Humans , Peptides/immunology , Programmed Cell Death 1 Receptor , Reproducibility of Results
4.
Cell ; 183(2): 363-376.e13, 2020 10 15.
Article in English | MEDLINE | ID: mdl-33007267

ABSTRACT

Although treatment of non-small cell lung cancer (NSCLC) with immune checkpoint inhibitors (ICIs) can produce remarkably durable responses, most patients develop early disease progression. Furthermore, initial response assessment by conventional imaging is often unable to identify which patients will achieve durable clinical benefit (DCB). Here, we demonstrate that pre-treatment circulating tumor DNA (ctDNA) and peripheral CD8 T cell levels are independently associated with DCB. We further show that ctDNA dynamics after a single infusion can aid in identification of patients who will achieve DCB. Integrating these determinants, we developed and validated an entirely noninvasive multiparameter assay (DIREct-On, Durable Immunotherapy Response Estimation by immune profiling and ctDNA-On-treatment) that robustly predicts which patients will achieve DCB with higher accuracy than any individual feature. Taken together, these results demonstrate that integrated ctDNA and circulating immune cell profiling can provide accurate, noninvasive, and early forecasting of ultimate outcomes for NSCLC patients receiving ICIs.


Subject(s)
Biomarkers, Pharmacological/blood , Circulating Tumor DNA/analysis , Immune Checkpoint Inhibitors/therapeutic use , Adult , Antineoplastic Agents, Immunological/pharmacology , B7-H1 Antigen/immunology , B7-H1 Antigen/metabolism , Biomarkers, Tumor/genetics , CD8-Positive T-Lymphocytes/pathology , Carcinoma, Non-Small-Cell Lung/pathology , Circulating Tumor DNA/genetics , Female , Humans , Immune Checkpoint Inhibitors/immunology , Immune Checkpoint Inhibitors/metabolism , Immunotherapy/methods , Lung Neoplasms/pathology , Male , Middle Aged , Programmed Cell Death 1 Receptor/metabolism
5.
Cell ; 173(3): 624-633.e8, 2018 04 19.
Article in English | MEDLINE | ID: mdl-29656892

ABSTRACT

CTLA-4 immune checkpoint blockade is clinically effective in a subset of patients with metastatic melanoma. We identify a subcluster of MAGE-A cancer-germline antigens, located within a narrow 75 kb region of chromosome Xq28, that predicts resistance uniquely to blockade of CTLA-4, but not PD-1. We validate this gene expression signature in an independent anti-CTLA-4-treated cohort and show its specificity to the CTLA-4 pathway with two independent anti-PD-1-treated cohorts. Autophagy, a process critical for optimal anti-cancer immunity, has previously been shown to be suppressed by the MAGE-TRIM28 ubiquitin ligase in vitro. We now show that the expression of the key autophagosome component LC3B and other activators of autophagy are negatively associated with MAGE-A protein levels in human melanomas, including samples from patients with resistance to CTLA-4 blockade. Our findings implicate autophagy suppression in resistance to CTLA-4 blockade in melanoma, suggesting exploitation of autophagy induction for potential therapeutic synergy with CTLA-4 inhibitors.


Subject(s)
CTLA-4 Antigen/genetics , CTLA-4 Antigen/immunology , Epigenesis, Genetic , Germ-Line Mutation , Neoplasms/genetics , Neoplasms/immunology , Animals , Antibodies, Monoclonal/therapeutic use , Antigens, Neoplasm/genetics , Antigens, Neoplasm/immunology , Autophagy , Cell Line, Tumor , DNA Methylation , Female , Gene Expression Profiling , Humans , Immunotherapy , Ipilimumab/pharmacology , Male , Melanoma/genetics , Melanoma/immunology , Melanoma-Specific Antigens/genetics , Melanoma-Specific Antigens/immunology , Mice , Mice, Transgenic , Skin Neoplasms/genetics , Skin Neoplasms/immunology
6.
Nat Immunol ; 21(3): 298-308, 2020 03.
Article in English | MEDLINE | ID: mdl-32066953

ABSTRACT

Depleting regulatory T cells (Treg cells) to counteract immunosuppressive features of the tumor microenvironment (TME) is an attractive strategy for cancer treatment; however, autoimmunity due to systemic impairment of their suppressive function limits its therapeutic potential. Elucidating approaches that specifically disrupt intratumoral Treg cells is direly needed for cancer immunotherapy. We found that CD36 was selectively upregulated in intrautumoral Treg cells as a central metabolic modulator. CD36 fine-tuned mitochondrial fitness via peroxisome proliferator-activated receptor-ß signaling, programming Treg cells to adapt to a lactic acid-enriched TME. Genetic ablation of Cd36 in Treg cells suppressed tumor growth accompanied by a decrease in intratumoral Treg cells and enhancement of antitumor activity in tumor-infiltrating lymphocytes without disrupting immune homeostasis. Furthermore, CD36 targeting elicited additive antitumor responses with anti-programmed cell death protein 1 therapy. Our findings uncover the unexplored metabolic adaptation that orchestrates the survival and functions of intratumoral Treg cells, and the therapeutic potential of targeting this pathway for reprogramming the TME.


Subject(s)
CD36 Antigens/immunology , Neoplasms/immunology , T-Lymphocytes, Regulatory/immunology , Animals , Apoptosis/immunology , CD36 Antigens/deficiency , CD36 Antigens/genetics , Cell Line, Tumor , Female , Homeostasis/immunology , Humans , Immunotherapy , Lipid Metabolism/genetics , Lymphocytes, Tumor-Infiltrating/immunology , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Neoplasms/metabolism , Neoplasms/pathology , PPAR-beta/immunology , Signal Transduction/immunology , T-Lymphocytes, Regulatory/metabolism , T-Lymphocytes, Regulatory/pathology , Tumor Microenvironment/immunology
7.
Immunity ; 56(1): 93-106.e6, 2023 01 10.
Article in English | MEDLINE | ID: mdl-36574773

ABSTRACT

Improved identification of anti-tumor T cells is needed to advance cancer immunotherapies. CD39 expression is a promising surrogate of tumor-reactive CD8+ T cells. Here, we comprehensively profiled CD39 expression in human lung cancer. CD39 expression enriched for CD8+ T cells with features of exhaustion, tumor reactivity, and clonal expansion. Flow cytometry of 440 lung cancer biospecimens revealed weak association between CD39+ CD8+ T cells and tumoral features, such as programmed death-ligand 1 (PD-L1), tumor mutation burden, and driver mutations. Immune checkpoint blockade (ICB), but not cytotoxic chemotherapy, increased intratumoral CD39+ CD8+ T cells. Higher baseline frequency of CD39+ CD8+ T cells conferred improved clinical outcomes from ICB therapy. Furthermore, a gene signature of CD39+ CD8+ T cells predicted benefit from ICB, but not chemotherapy, in a phase III clinical trial of non-small cell lung cancer. These findings highlight CD39 as a proxy of tumor-reactive CD8+ T cells in human lung cancer.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Humans , Lung Neoplasms/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Immune Checkpoint Inhibitors/therapeutic use , CD8-Positive T-Lymphocytes , Immunotherapy
8.
Cell ; 169(6): 981-982, 2017 06 01.
Article in English | MEDLINE | ID: mdl-28575677

ABSTRACT

In this issue, Overacre-Delgoffe et al. show that interferon gamma production by a subset of regulatory T cells in the tumor microenvironment triggers Treg instability locally and restores anti-tumor immunity.


Subject(s)
T-Lymphocytes, Regulatory/immunology , Tumor Microenvironment , Humans
9.
Cell ; 170(5): 927-938.e20, 2017 Aug 24.
Article in English | MEDLINE | ID: mdl-28841418

ABSTRACT

We present an exceptional case of a patient with high-grade serous ovarian cancer, treated with multiple chemotherapy regimens, who exhibited regression of some metastatic lesions with concomitant progression of other lesions during a treatment-free period. Using immunogenomic approaches, we found that progressing metastases were characterized by immune cell exclusion, whereas regressing and stable metastases were infiltrated by CD8+ and CD4+ T cells and exhibited oligoclonal expansion of specific T cell subsets. We also detected CD8+ T cell reactivity against predicted neoepitopes after isolation of cells from a blood sample taken almost 3 years after the tumors were resected. These findings suggest that multiple distinct tumor immune microenvironments co-exist within a single individual and may explain in part the heterogeneous fates of metastatic lesions often observed in the clinic post-therapy. VIDEO ABSTRACT.


Subject(s)
Cystadenocarcinoma, Serous/pathology , Neoplasm Metastasis/immunology , Ovarian Neoplasms/pathology , Tumor Microenvironment , Antigens, Neoplasm/immunology , Cystadenocarcinoma, Serous/genetics , Cystadenocarcinoma, Serous/immunology , Cystadenocarcinoma, Serous/therapy , Female , Gene Expression Regulation, Neoplastic , Humans , Mutation , Neoplasm Metastasis/genetics , Neoplasm Metastasis/therapy , Ovarian Neoplasms/genetics , Ovarian Neoplasms/immunology , Ovarian Neoplasms/therapy , T-Lymphocytes/immunology , Transcriptome
10.
Nat Immunol ; 20(9): 1231-1243, 2019 09.
Article in English | MEDLINE | ID: mdl-31358999

ABSTRACT

Understanding resistance to antibody to programmed cell death protein 1 (PD-1; anti-PD-1) is crucial for the development of reversal strategies. In anti-PD-1-resistant models, simultaneous anti-PD-1 and vaccine therapy reversed resistance, while PD-1 blockade before antigen priming abolished therapeutic outcomes. This was due to induction of dysfunctional PD-1+CD38hi CD8+ cells by PD-1 blockade in suboptimally primed CD8 cell conditions induced by tumors. This results in erroneous T cell receptor signaling and unresponsiveness to antigenic restimulation. On the other hand, PD-1 blockade of optimally primed CD8 cells prevented the induction of dysfunctional CD8 cells, reversing resistance. Depleting PD-1+CD38hi CD8+ cells enhanced therapeutic outcomes. Furthermore, non-responding patients showed more PD-1+CD38+CD8+ cells in tumor and blood than responders. In conclusion, the status of CD8+ T cell priming is a major contributor to anti-PD-1 therapeutic resistance. PD-1 blockade in unprimed or suboptimally primed CD8 cells induces resistance through the induction of PD-1+CD38hi CD8+ cells that is reversed by optimal priming. PD-1+CD38hi CD8+ cells serve as a predictive and therapeutic biomarker for anti-PD-1 treatment. Sequencing of anti-PD-1 and vaccine is crucial for successful therapy.


Subject(s)
ADP-ribosyl Cyclase 1/metabolism , CD8-Positive T-Lymphocytes/immunology , Drug Resistance, Neoplasm/immunology , Membrane Glycoproteins/metabolism , Neoplasms/immunology , Programmed Cell Death 1 Receptor/immunology , ADP-ribosyl Cyclase 1/genetics , Animals , Antibodies/immunology , CD8-Positive T-Lymphocytes/pathology , Cancer Vaccines/immunology , Cell Line, Tumor , Drug Resistance, Neoplasm/genetics , Female , Humans , Immunotherapy/methods , Membrane Glycoproteins/genetics , Mice , Mice, Inbred C57BL , Mice, Knockout , Mice, Transgenic , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Tumor Microenvironment/immunology
12.
Immunity ; 54(7): 1561-1577.e7, 2021 07 13.
Article in English | MEDLINE | ID: mdl-34102100

ABSTRACT

A common metabolic alteration in the tumor microenvironment (TME) is lipid accumulation, a feature associated with immune dysfunction. Here, we examined how CD8+ tumor infiltrating lymphocytes (TILs) respond to lipids within the TME. We found elevated concentrations of several classes of lipids in the TME and accumulation of these in CD8+ TILs. Lipid accumulation was associated with increased expression of CD36, a scavenger receptor for oxidized lipids, on CD8+ TILs, which also correlated with progressive T cell dysfunction. Cd36-/- T cells retained effector functions in the TME, as compared to WT counterparts. Mechanistically, CD36 promoted uptake of oxidized low-density lipoproteins (OxLDL) into T cells, and this induced lipid peroxidation and downstream activation of p38 kinase. Inhibition of p38 restored effector T cell functions in vitro, and resolution of lipid peroxidation by overexpression of glutathione peroxidase 4 restored functionalities in CD8+ TILs in vivo. Thus, an oxidized lipid-CD36 axis promotes intratumoral CD8+ T cell dysfunction and serves as a therapeutic avenue for immunotherapies.


Subject(s)
CD36 Antigens/metabolism , CD8-Positive T-Lymphocytes/metabolism , Lipid Peroxidation/physiology , Lipoproteins, LDL/metabolism , Neoplasms/metabolism , Receptors, Scavenger/metabolism , Animals , Biological Transport/physiology , Cell Line, Tumor , HEK293 Cells , Humans , Leukocytes, Mononuclear/metabolism , Lymphocytes, Tumor-Infiltrating/metabolism , Mice , Mice, Inbred C57BL , Mice, Transgenic , Tumor Microenvironment/physiology
13.
Cell ; 162(5): 974-86, 2015 Aug 27.
Article in English | MEDLINE | ID: mdl-26317466

ABSTRACT

We show that DNA methyltransferase inhibitors (DNMTis) upregulate immune signaling in cancer through the viral defense pathway. In ovarian cancer (OC), DNMTis trigger cytosolic sensing of double-stranded RNA (dsRNA) causing a type I interferon response and apoptosis. Knocking down dsRNA sensors TLR3 and MAVS reduces this response 2-fold and blocking interferon beta or its receptor abrogates it. Upregulation of hypermethylated endogenous retrovirus (ERV) genes accompanies the response and ERV overexpression activates the response. Basal levels of ERV and viral defense gene expression significantly correlate in primary OC and the latter signature separates primary samples for multiple tumor types from The Cancer Genome Atlas into low versus high expression groups. In melanoma patients treated with an immune checkpoint therapy, high viral defense signature expression in tumors significantly associates with durable clinical response and DNMTi treatment sensitizes to anti-CTLA4 therapy in a pre-clinical melanoma model.


Subject(s)
DNA Methylation/drug effects , Interferon Type I/immunology , Melanoma/immunology , Melanoma/therapy , Animals , Azacitidine/pharmacology , Cell Line, Tumor , DNA Modification Methylases/antagonists & inhibitors , Endogenous Retroviruses/genetics , Female , Humans , Immunotherapy , Lung Neoplasms/drug therapy , Lung Neoplasms/immunology , Mice , Mice, Inbred C57BL , Ovarian Neoplasms/immunology , Ovarian Neoplasms/therapy , RNA, Double-Stranded/metabolism
14.
Cell ; 156(5): 986-1001, 2014 Feb 27.
Article in English | MEDLINE | ID: mdl-24581497

ABSTRACT

Melanoma metastasis is a devastating outcome lacking an effective preventative therapeutic. We provide pharmacologic, molecular, and genetic evidence establishing the liver-X nuclear hormone receptor (LXR) as a therapeutic target in melanoma. Oral administration of multiple LXR agonists suppressed melanoma invasion, angiogenesis, tumor progression, and metastasis. Molecular and genetic experiments revealed these effects to be mediated by LXRß, which elicits these outcomes through transcriptional induction of tumoral and stromal apolipoprotein-E (ApoE). LXRß agonism robustly suppressed tumor growth and metastasis across a diverse mutational spectrum of melanoma lines. LXRß targeting significantly prolonged animal survival, suppressed the progression of established metastases, and inhibited brain metastatic colonization. Importantly, LXRß activation displayed melanoma-suppressive cooperativity with the frontline regimens dacarbazine, B-Raf inhibition, and the anti-CTLA-4 antibody and robustly inhibited melanomas that had acquired resistance to B-Raf inhibition or dacarbazine. We present a promising therapeutic approach that uniquely acts by transcriptionally activating a metastasis suppressor gene.


Subject(s)
Melanoma/drug therapy , Melanoma/secondary , Neoplasm Metastasis/drug therapy , Orphan Nuclear Receptors/agonists , Skin Neoplasms/drug therapy , Animals , Apolipoproteins E/genetics , Apolipoproteins E/metabolism , Benzoates/administration & dosage , Benzylamines/administration & dosage , Cells, Cultured , Disease Models, Animal , Humans , Hydrocarbons, Fluorinated/administration & dosage , Liver X Receptors , Melanoma/pathology , Mice , Neoplasm Metastasis/pathology , Signal Transduction , Skin Neoplasms/pathology , Sulfonamides/administration & dosage , Transcription, Genetic
15.
Nature ; 618(7963): 144-150, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37165196

ABSTRACT

Pancreatic ductal adenocarcinoma (PDAC) is lethal in 88% of patients1, yet harbours mutation-derived T cell neoantigens that are suitable for vaccines 2,3. Here in a phase I trial of adjuvant autogene cevumeran, an individualized neoantigen vaccine based on uridine mRNA-lipoplex nanoparticles, we synthesized mRNA neoantigen vaccines in real time from surgically resected PDAC tumours. After surgery, we sequentially administered atezolizumab (an anti-PD-L1 immunotherapy), autogene cevumeran (a maximum of 20 neoantigens per patient) and a modified version of a four-drug chemotherapy regimen (mFOLFIRINOX, comprising folinic acid, fluorouracil, irinotecan and oxaliplatin). The end points included vaccine-induced neoantigen-specific T cells by high-threshold assays, 18-month recurrence-free survival and oncologic feasibility. We treated 16 patients with atezolizumab and autogene cevumeran, then 15 patients with mFOLFIRINOX. Autogene cevumeran was administered within 3 days of benchmarked times, was tolerable and induced de novo high-magnitude neoantigen-specific T cells in 8 out of 16 patients, with half targeting more than one vaccine neoantigen. Using a new mathematical strategy to track T cell clones (CloneTrack) and functional assays, we found that vaccine-expanded T cells comprised up to 10% of all blood T cells, re-expanded with a vaccine booster and included long-lived polyfunctional neoantigen-specific effector CD8+ T cells. At 18-month median follow-up, patients with vaccine-expanded T cells (responders) had a longer median recurrence-free survival (not reached) compared with patients without vaccine-expanded T cells (non-responders; 13.4 months, P = 0.003). Differences in the immune fitness of the patients did not confound this correlation, as responders and non-responders mounted equivalent immunity to a concurrent unrelated mRNA vaccine against SARS-CoV-2. Thus, adjuvant atezolizumab, autogene cevumeran and mFOLFIRINOX induces substantial T cell activity that may correlate with delayed PDAC recurrence.


Subject(s)
Antigens, Neoplasm , Cancer Vaccines , Carcinoma, Pancreatic Ductal , Lymphocyte Activation , Pancreatic Neoplasms , T-Lymphocytes , Humans , Adjuvants, Immunologic/therapeutic use , Antigens, Neoplasm/immunology , Cancer Vaccines/immunology , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/immunology , Carcinoma, Pancreatic Ductal/therapy , CD8-Positive T-Lymphocytes/cytology , CD8-Positive T-Lymphocytes/immunology , Immunotherapy , Lymphocyte Activation/immunology , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/immunology , Pancreatic Neoplasms/therapy , T-Lymphocytes/cytology , T-Lymphocytes/immunology , mRNA Vaccines
16.
Nature ; 606(7913): 389-395, 2022 06.
Article in English | MEDLINE | ID: mdl-35589842

ABSTRACT

Cancer immunoediting1 is a hallmark of cancer2 that predicts that lymphocytes kill more immunogenic cancer cells to cause less immunogenic clones to dominate a population. Although proven in mice1,3, whether immunoediting occurs naturally in human cancers remains unclear. Here, to address this, we investigate how 70 human pancreatic cancers evolved over 10 years. We find that, despite having more time to accumulate mutations, rare long-term survivors of pancreatic cancer who have stronger T cell activity in primary tumours develop genetically less heterogeneous recurrent tumours with fewer immunogenic mutations (neoantigens). To quantify whether immunoediting underlies these observations, we infer that a neoantigen is immunogenic (high-quality) by two features-'non-selfness'  based on neoantigen similarity to known antigens4,5, and 'selfness'  based on the antigenic distance required for a neoantigen to differentially bind to the MHC or activate a T cell compared with its wild-type peptide. Using these features, we estimate cancer clone fitness as the aggregate cost of T cells recognizing high-quality neoantigens offset by gains from oncogenic mutations. With this model, we predict the clonal evolution of tumours to reveal that long-term survivors of pancreatic cancer develop recurrent tumours with fewer high-quality neoantigens. Thus, we submit evidence that that the human immune system naturally edits neoantigens. Furthermore, we present a model to predict how immune pressure induces cancer cell populations to evolve over time. More broadly, our results argue that the immune system fundamentally surveils host genetic changes to suppress cancer.


Subject(s)
Antigens, Neoplasm , Cancer Survivors , Pancreatic Neoplasms , Antigens, Neoplasm/genetics , Antigens, Neoplasm/immunology , Humans , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/immunology , Pancreatic Neoplasms/pathology , T-Lymphocytes/immunology , Tumor Escape/immunology
17.
Nature ; 606(7912): 172-179, 2022 06.
Article in English | MEDLINE | ID: mdl-35545680

ABSTRACT

Missense driver mutations in cancer are concentrated in a few hotspots1. Various mechanisms have been proposed to explain this skew, including biased mutational processes2, phenotypic differences3-6 and immunoediting of neoantigens7,8; however, to our knowledge, no existing model weighs the relative contribution of these features to tumour evolution. We propose a unified theoretical 'free fitness' framework that parsimoniously integrates multimodal genomic, epigenetic, transcriptomic and proteomic data into a biophysical model of the rate-limiting processes underlying the fitness advantage conferred on cancer cells by driver gene mutations. Focusing on TP53, the most mutated gene in cancer1, we present an inference of mutant p53 concentration and demonstrate that TP53 hotspot mutations optimally solve an evolutionary trade-off between oncogenic potential and neoantigen immunogenicity. Our model anticipates patient survival in The Cancer Genome Atlas and patients with lung cancer treated with immunotherapy as well as the age of tumour onset in germline carriers of TP53 variants. The predicted differential immunogenicity between hotspot mutations was validated experimentally in patients with cancer and in a unique large dataset of healthy individuals. Our data indicate that immune selective pressure on TP53 mutations has a smaller role in non-cancerous lesions than in tumours, suggesting that targeted immunotherapy may offer an early prophylactic opportunity for the former. Determining the relative contribution of immunogenicity and oncogenic function to the selective advantage of hotspot mutations thus has important implications for both precision immunotherapies and our understanding of tumour evolution.


Subject(s)
Carcinogenesis , Evolution, Molecular , Lung Neoplasms , Mutation , Carcinogenesis/genetics , Carcinogenesis/immunology , Datasets as Topic , Genes, p53 , Genetic Fitness , Genomics , Healthy Volunteers , Humans , Immunotherapy , Lung Neoplasms/genetics , Lung Neoplasms/therapy , Mutation/genetics , Mutation, Missense , Reproducibility of Results
18.
Nature ; 604(7905): 354-361, 2022 04.
Article in English | MEDLINE | ID: mdl-35355015

ABSTRACT

Oncogenic alterations to DNA are not transforming in all cellular contexts1,2. This may be due to pre-existing transcriptional programmes in the cell of origin. Here we define anatomic position as a major determinant of why cells respond to specific oncogenes. Cutaneous melanoma arises throughout the body, whereas the acral subtype arises on the palms of the hands, soles of the feet or under the nails3. We sequenced the DNA of cutaneous and acral melanomas from a large cohort of human patients and found a specific enrichment for BRAF mutations in cutaneous melanoma and enrichment for CRKL amplifications in acral melanoma. We modelled these changes in transgenic zebrafish models and found that CRKL-driven tumours formed predominantly in the fins of the fish. The fins are the evolutionary precursors to tetrapod limbs, indicating that melanocytes in these acral locations may be uniquely susceptible to CRKL. RNA profiling of these fin and limb melanocytes, when compared with body melanocytes, revealed a positional identity gene programme typified by posterior HOX13 genes. This positional gene programme synergized with CRKL to amplify insulin-like growth factor (IGF) signalling and drive tumours at acral sites. Abrogation of this CRKL-driven programme eliminated the anatomic specificity of acral melanoma. These data suggest that the anatomic position of the cell of origin endows it with a unique transcriptional state that makes it susceptible to only certain oncogenic insults.


Subject(s)
Melanoma , Skin Neoplasms , Animals , Animals, Genetically Modified , Carcinogenesis/genetics , Foot , Hand , Humans , Melanoma/pathology , Nails , Oncogenes/genetics , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Transcription, Genetic , Zebrafish/genetics , Melanoma, Cutaneous Malignant
20.
Nature ; 591(7851): 652-658, 2021 03.
Article in English | MEDLINE | ID: mdl-33588426

ABSTRACT

Limiting metabolic competition in the tumour microenvironment may increase the effectiveness of immunotherapy. Owing to its crucial role in the glucose metabolism of activated T cells, CD28 signalling has been proposed as a metabolic biosensor of T cells1. By contrast, the engagement of CTLA-4 has been shown to downregulate T cell glycolysis1. Here we investigate the effect of CTLA-4 blockade on the metabolic fitness of intra-tumour T cells in relation to the glycolytic capacity of tumour cells. We found that CTLA-4 blockade promotes metabolic fitness and the infiltration of immune cells, especially in glycolysis-low tumours. Accordingly, treatment with anti-CTLA-4 antibodies improved the therapeutic outcomes of mice bearing glycolysis-defective tumours. Notably, tumour-specific CD8+ T cell responses correlated with phenotypic and functional destabilization of tumour-infiltrating regulatory T (Treg) cells towards IFNγ- and TNF-producing cells in glycolysis-defective tumours. By mimicking the highly and poorly glycolytic tumour microenvironments in vitro, we show that the effect of CTLA-4 blockade on the destabilization of Treg cells is dependent on Treg cell glycolysis and CD28 signalling. These findings indicate that decreasing tumour competition for glucose may facilitate the therapeutic activity of CTLA-4 blockade, thus supporting its combination with inhibitors of tumour glycolysis. Moreover, these results reveal a mechanism by which anti-CTLA-4 treatment interferes with Treg cell function in the presence of glucose.


Subject(s)
CTLA-4 Antigen/antagonists & inhibitors , Glycolysis , Neoplasms/immunology , Neoplasms/metabolism , T-Lymphocytes, Regulatory/immunology , Animals , Breast Neoplasms/immunology , Breast Neoplasms/metabolism , Cell Line, Tumor , Female , Humans , Melanoma/genetics , Melanoma/immunology , Melanoma/metabolism , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL
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