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1.
Clin Cancer Res ; 29(13): 2445-2455, 2023 07 05.
Article in English | MEDLINE | ID: mdl-36862133

ABSTRACT

PURPOSE: To overcome barriers to genomic testing for patients with rare cancers, we initiated a program to offer free clinical tumor genomic testing worldwide to patients with select rare cancer subtypes. EXPERIMENTAL DESIGN: Patients were recruited through social media outreach and engagement with disease-specific advocacy groups, with a focus on patients with histiocytosis, germ cell tumors (GCT), and pediatric cancers. Tumors were analyzed using the MSK-IMPACT next-generation sequencing assay with the return of results to patients and their local physicians. Whole-exome recapture was performed for female patients with GCTs to define the genomic landscape of this rare cancer subtype. RESULTS: A total of 333 patients were enrolled, and tumor tissue was received for 288 (86.4%), with 250 (86.8%) having tumor DNA of sufficient quality for MSK-IMPACT testing. Eighteen patients with histiocytosis have received genomically guided therapy to date, of whom 17 (94%) have had clinical benefit with a mean treatment duration of 21.7 months (range, 6-40+). Whole-exome sequencing of ovarian GCTs identified a subset with haploid genotypes, a phenotype rarely observed in other cancer types. Actionable genomic alterations were rare in ovarian GCT (28%); however, 2 patients with ovarian GCTs with squamous transformation had high tumor mutational burden, one of whom had a complete response to pembrolizumab. CONCLUSIONS: Direct-to-patient outreach can facilitate the assembly of cohorts of rare cancers of sufficient size to define their genomic landscape. By profiling tumors in a clinical laboratory, results could be reported to patients and their local physicians to guide treatment. See related commentary by Desai and Subbiah, p. 2339.


Subject(s)
Neoplasms, Germ Cell and Embryonal , Ovarian Neoplasms , Humans , Female , Mutation , Genomics , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/genetics , Exome
2.
bioRxiv ; 2023 Mar 25.
Article in English | MEDLINE | ID: mdl-36993558

ABSTRACT

The extent to which clinical and genomic characteristics associate with prostate cancer clonal architecture, tumor evolution, and therapeutic response remains unclear. Here, we reconstructed the clonal architecture and evolutionary trajectories of 845 prostate cancer tumors with harmonized clinical and molecular data. We observed that tumors from patients who self-reported as Black had more linear and monoclonal architectures, despite these men having higher rates of biochemical recurrence. This finding contrasts with prior observations relating polyclonal architecture to adverse clinical outcomes. Additionally, we utilized a novel approach to mutational signature analysis that leverages clonal architecture to uncover additional cases of homologous recombination and mismatch repair deficiency in primary and metastatic tumors and link the origin of mutational signatures to specific subclones. Broadly, prostate cancer clonal architecture analysis reveals novel biological insights that may be immediately clinically actionable and provide multiple opportunities for subsequent investigation. Statement of significance: Tumors from patients who self-reported as Black demonstrate linear and monoclonal evolutionary trajectories yet experience higher rates of biochemical recurrence. In addition, analysis of clonal and subclonal mutational signatures identifies additional tumors with potentially actionable alterations such as deficiencies in mismatch repair and homologous recombination.

4.
Cell Genom ; 2(9)2022 Sep 14.
Article in English | MEDLINE | ID: mdl-36177448

ABSTRACT

Molecular profiling studies have enabled discoveries for metastatic prostate cancer (MPC) but have predominantly occurred in academic medical institutions and involved non-representative patient populations. We established the Metastatic Prostate Cancer Project (MPCproject, mpcproject.org), a patient-partnered initiative to involve patients with MPC living anywhere in the US and Canada in molecular research. Here, we present results from our partnership with the first 706 MPCproject participants. While 41% of patient partners live in rural, physician-shortage, or medically underserved areas, the MPCproject has not yet achieved racial diversity, a disparity that demands new initiatives detailed herein. Among molecular data from 333 patient partners (572 samples), exome sequencing of 63 tumor and 19 cell-free DNA (cfDNA) samples recapitulated known findings in MPC, while inexpensive ultra-low-coverage sequencing of 318 cfDNA samples revealed clinically relevant AR amplifications. This study illustrates the power of a growing, longitudinal partnership with patients to generate a more representative understanding of MPC.

5.
Cancer Res ; 82(8): 1518-1533, 2022 04 15.
Article in English | MEDLINE | ID: mdl-35131873

ABSTRACT

Wnt signaling driven by genomic alterations in genes including APC and CTNNB, which encodes ß-catenin, have been implicated in prostate cancer development and progression to metastatic castration-resistant prostate cancer (mCRPC). However, nongenomic drivers and downstream effectors of Wnt signaling in prostate cancer and the therapeutic potential of targeting this pathway in prostate cancer have not been fully established. Here we analyzed Wnt/ß-catenin signaling in prostate cancer and identified effectors distinct from those found in other tissues, including aryl hydrocarbon receptor and RUNX1, which are linked to stem cell maintenance, and ROR1, a noncanonical Wnt5a coreceptor. Wnt/ß-catenin signaling-mediated increases in ROR1 enhanced noncanonical responses to Wnt5a. Regarding upstream drivers, APC genomic loss, but not its epigenetic downregulation commonly observed in prostate cancer, was strongly associated with Wnt/ß-catenin pathway activation in clinical samples. Tumor cell upregulation of the Wnt transporter Wntless (WLS) was strongly associated with Wnt/ß-catenin pathway activity in primary prostate cancer but also associated with both canonical and noncanonical Wnt signaling in mCRPC. IHC confirmed tumor cell WLS expression in primary prostate cancer and mCRPC, and patient-derived prostate cancer xenografts expressing WLS were responsive to treatment with Wnt synthesis inhibitor ETC-1922159. These findings reveal that Wnt/ß-catenin signaling in prostate cancer drives stem cell maintenance and invasion and primes for noncanonical Wnt signaling through ROR1. They further show that autocrine Wnt production is a nongenomic driver of canonical and noncanonical Wnt signaling in prostate cancer, which can be targeted with Wnt synthesis inhibitors to suppress tumor growth. SIGNIFICANCE: This work provides fundamental insights into Wnt signaling and prostate cancer cell biology and indicates that a subset of prostate cancer driven by autocrine Wnt signaling is sensitive to Wnt synthesis inhibitors.


Subject(s)
Prostatic Neoplasms, Castration-Resistant , Receptor Tyrosine Kinase-like Orphan Receptors , Wnt Signaling Pathway , Autocrine Communication , Humans , Male , Prostatic Neoplasms, Castration-Resistant/drug therapy , Receptor Tyrosine Kinase-like Orphan Receptors/genetics , Receptor Tyrosine Kinase-like Orphan Receptors/metabolism , beta Catenin/genetics , beta Catenin/metabolism
6.
Nat Commun ; 12(1): 5563, 2021 09 21.
Article in English | MEDLINE | ID: mdl-34548479

ABSTRACT

Immune checkpoint inhibitors (ICIs) have minimal therapeutic effect in hormone receptor-positive (HR+ ) breast cancer. We present final overall survival (OS) results (n = 88) from a randomized phase 2 trial of eribulin ± pembrolizumab for patients with metastatic HR+ breast cancer, computationally dissect genomic and/or transcriptomic data from pre-treatment tumors (n = 52) for molecular associations with efficacy, and identify cytokine changes differentiating response and ICI-related toxicity (n = 58). Despite no improvement in OS with combination therapy (hazard ratio 0.95, 95% CI 0.59-1.55, p = 0.84), immune infiltration and antigen presentation distinguished responding tumors, while tumor heterogeneity and estrogen signaling independently associated with resistance. Moreover, patients with ICI-related toxicity had lower levels of immunoregulatory cytokines. Broadly, we establish a framework for ICI response in HR+ breast cancer that warrants diagnostic and therapeutic validation. ClinicalTrials.gov Registration: NCT03051659.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Furans/therapeutic use , Ketones/therapeutic use , Adult , Aged , Antigen Presentation/genetics , B7-H1 Antigen/metabolism , Breast Neoplasms/immunology , Breast Neoplasms/mortality , Cytokines/blood , Cytokines/immunology , Drug Resistance, Neoplasm/genetics , Estrogens/metabolism , Female , Gene Expression Profiling , Genetic Heterogeneity , Genome, Human/genetics , Genomics , Humans , Immune Checkpoint Inhibitors/therapeutic use , Lymphocytes, Tumor-Infiltrating/immunology , Male , Middle Aged , Mutation , Neoplasm Metastasis , Receptors, Estrogen/metabolism , Receptors, Progesterone/metabolism , Signal Transduction/genetics , Survival Rate , Treatment Outcome
7.
Cell Rep ; 36(10): 109665, 2021 09 07.
Article in English | MEDLINE | ID: mdl-34496240

ABSTRACT

High-risk localized prostate cancer (HRLPC) is associated with a substantial risk of recurrence and disease mortality. Recent clinical trials have shown that intensifying anti-androgen therapies administered before prostatectomy can induce pathologic complete responses or minimal residual disease, called exceptional response, although the molecular determinants of these clinical outcomes are largely unknown. Here, we perform whole-exome and transcriptome sequencing on pre-treatment multi-regional tumor biopsies from exceptional responders (ERs) and non-responders (NRs, pathologic T3 or lymph node-positive disease) to intensive neoadjuvant anti-androgen therapies. Clonal SPOP mutation and SPOPL copy-number loss are exclusively observed in ERs, while clonal TP53 mutation and PTEN copy-number loss are exclusively observed in NRs. Transcriptional programs involving androgen signaling and TGF-ß signaling are enriched in ERs and NRs, respectively. These findings may guide prospective validation studies of these molecular features in large HRLPC clinical cohorts treated with neoadjuvant anti-androgens to improve patient stratification.


Subject(s)
Androgen Antagonists/therapeutic use , Nuclear Proteins/drug effects , Prostate-Specific Antigen/drug effects , Prostatic Neoplasms/drug therapy , Repressor Proteins/drug effects , Adaptor Proteins, Vesicular Transport , Antineoplastic Agents, Hormonal/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/pharmacology , Humans , Male , Neoadjuvant Therapy/methods , Prostatectomy/methods , Prostatic Neoplasms/pathology , Risk
8.
Cancer Res ; 81(15): 3971-3984, 2021 08 01.
Article in English | MEDLINE | ID: mdl-34099491

ABSTRACT

Gene fusions frequently result from rearrangements in cancer genomes. In many instances, gene fusions play an important role in oncogenesis; in other instances, they are thought to be passenger events. Although regulatory element rearrangements and copy number alterations resulting from these structural variants are known to lead to transcriptional dysregulation across cancers, the extent to which these events result in functional dependencies with an impact on cancer cell survival is variable. Here we used CRISPR-Cas9 dependency screens to evaluate the fitness impact of 3,277 fusions across 645 cell lines from the Cancer Dependency Map. We found that 35% of cell lines harbored either a fusion partner dependency or a collateral dependency on a gene within the same topologically associating domain as a fusion partner. Fusion-associated dependencies revealed numerous novel oncogenic drivers and clinically translatable alterations. Broadly, fusions can result in partner and collateral dependencies that have biological and clinical relevance across cancer types. SIGNIFICANCE: This study provides insights into how fusions contribute to fitness in different cancer contexts beyond partner-gene activation events, identifying partner and collateral dependencies that may have direct implications for clinical care.


Subject(s)
Cell Survival/genetics , Gene Fusion/genetics , Neoplasms/genetics , Humans
9.
Nat Med ; 27(3): 426-433, 2021 03.
Article in English | MEDLINE | ID: mdl-33664492

ABSTRACT

Metastatic castration-resistant prostate cancer is typically lethal, exhibiting intrinsic or acquired resistance to second-generation androgen-targeting therapies and minimal response to immune checkpoint inhibitors1. Cellular programs driving resistance in both cancer and immune cells remain poorly understood. We present single-cell transcriptomes from 14 patients with advanced prostate cancer, spanning all common metastatic sites. Irrespective of treatment exposure, adenocarcinoma cells pervasively coexpressed multiple androgen receptor isoforms, including truncated isoforms hypothesized to mediate resistance to androgen-targeting therapies2,3. Resistance to enzalutamide was associated with cancer cell-intrinsic epithelial-mesenchymal transition and transforming growth factor-ß signaling. Small cell carcinoma cells exhibited divergent expression programs driven by transcriptional regulators promoting lineage plasticity and HOXB5, HOXB6 and NR1D2 (refs. 4-6). Additionally, a subset of patients had high expression of dysfunction markers on cytotoxic CD8+ T cells undergoing clonal expansion following enzalutamide treatment. Collectively, the transcriptional characterization of cancer and immune cells from human metastatic castration-resistant prostate cancer provides a basis for the development of therapeutic approaches complementing androgen signaling inhibition.


Subject(s)
Antineoplastic Agents/pharmacology , Prostatic Neoplasms, Castration-Resistant/therapy , Transcription, Genetic/drug effects , Biopsy , CD8-Positive T-Lymphocytes/immunology , Drug Resistance, Neoplasm/drug effects , Epithelial-Mesenchymal Transition/drug effects , Humans , Male , Prostatic Neoplasms, Castration-Resistant/immunology , Prostatic Neoplasms, Castration-Resistant/pathology , Receptors, Androgen/metabolism
10.
Cancer Cell ; 39(5): 649-661.e5, 2021 05 10.
Article in English | MEDLINE | ID: mdl-33711272

ABSTRACT

Immune checkpoint blockade (ICB) results in durable disease control in a subset of patients with advanced renal cell carcinoma (RCC), but mechanisms driving resistance are poorly understood. We characterize the single-cell transcriptomes of cancer and immune cells from metastatic RCC patients before or after ICB exposure. In responders, subsets of cytotoxic T cells express higher levels of co-inhibitory receptors and effector molecules. Macrophages from treated biopsies shift toward pro-inflammatory states in response to an interferon-rich microenvironment but also upregulate immunosuppressive markers. In cancer cells, we identify bifurcation into two subpopulations differing in angiogenic signaling and upregulation of immunosuppressive programs after ICB. Expression signatures for cancer cell subpopulations and immune evasion are associated with PBRM1 mutation and survival in primary and ICB-treated advanced RCC. Our findings demonstrate that ICB remodels the RCC microenvironment and modifies the interplay between cancer and immune cell populations critical for understanding response and resistance to ICB.


Subject(s)
Carcinoma, Renal Cell/therapy , Immunologic Factors/immunology , Immunotherapy , Kidney Neoplasms/therapy , Tumor Microenvironment/immunology , Carcinoma, Renal Cell/immunology , Carcinoma, Renal Cell/pathology , DNA-Binding Proteins/immunology , Humans , Immunotherapy/methods , Kidney Neoplasms/immunology , Kidney Neoplasms/pathology , Transcription Factors/immunology
11.
Nat Commun ; 12(1): 808, 2021 02 05.
Article in English | MEDLINE | ID: mdl-33547292

ABSTRACT

Sarcomatoid and rhabdoid (S/R) renal cell carcinoma (RCC) are highly aggressive tumors with limited molecular and clinical characterization. Emerging evidence suggests immune checkpoint inhibitors (ICI) are particularly effective for these tumors, although the biological basis for this property is largely unknown. Here, we evaluate multiple clinical trial and real-world cohorts of S/R RCC to characterize their molecular features, clinical outcomes, and immunologic characteristics. We find that S/R RCC tumors harbor distinctive molecular features that may account for their aggressive behavior, including BAP1 mutations, CDKN2A deletions, and increased expression of MYC transcriptional programs. We show that these tumors are highly responsive to ICI and that they exhibit an immune-inflamed phenotype characterized by immune activation, increased cytotoxic immune infiltration, upregulation of antigen presentation machinery genes, and PD-L1 expression. Our findings build on prior work and shed light on the molecular drivers of aggressivity and responsiveness to ICI of S/R RCC.


Subject(s)
Antineoplastic Agents, Immunological/therapeutic use , Carcinoma, Renal Cell/immunology , Gene Expression Regulation, Neoplastic , Immune Checkpoint Inhibitors/therapeutic use , Immune Checkpoint Proteins/immunology , Kidney Neoplasms/immunology , Rhabdoid Tumor/immunology , B7-H1 Antigen/antagonists & inhibitors , B7-H1 Antigen/genetics , B7-H1 Antigen/immunology , CTLA-4 Antigen/antagonists & inhibitors , CTLA-4 Antigen/genetics , CTLA-4 Antigen/immunology , Carcinoma, Renal Cell/drug therapy , Carcinoma, Renal Cell/genetics , Carcinoma, Renal Cell/mortality , Cyclin-Dependent Kinase Inhibitor p16/genetics , Cyclin-Dependent Kinase Inhibitor p16/immunology , Gene Expression Profiling , High-Throughput Nucleotide Sequencing , Humans , Immune Checkpoint Proteins/genetics , Kidney Neoplasms/drug therapy , Kidney Neoplasms/genetics , Kidney Neoplasms/mortality , Mutation , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Programmed Cell Death 1 Receptor/genetics , Programmed Cell Death 1 Receptor/immunology , Proto-Oncogene Proteins c-myc/genetics , Proto-Oncogene Proteins c-myc/immunology , Retrospective Studies , Rhabdoid Tumor/drug therapy , Rhabdoid Tumor/genetics , Rhabdoid Tumor/mortality , Signal Transduction , Survival Analysis , Transcription, Genetic , Tumor Suppressor Proteins/genetics , Tumor Suppressor Proteins/immunology , Ubiquitin Thiolesterase/genetics , Ubiquitin Thiolesterase/immunology
12.
Nat Genet ; 52(12): 1373-1383, 2020 12.
Article in English | MEDLINE | ID: mdl-33230298

ABSTRACT

We performed harmonized molecular and clinical analysis on 1,048 melanomas and discovered markedly different global genomic properties among subtypes (BRAF, (N)RAS, NF1, triple wild-type (TWT)), subtype-specific preferences for secondary driver genes and active mutational processes previously unreported in melanoma. Secondary driver genes significantly enriched in specific subtypes reflected preferential dysregulation of additional pathways, such as induction of transforming growth factor-ß signaling in BRAF melanomas and inactivation of the SWI/SNF complex in (N)RAS melanomas, and select co-mutation patterns coordinated selective response to immune checkpoint blockade. We also defined the mutational landscape of TWT melanomas and revealed enrichment of DNA-repair-defect signatures in this subtype, which were associated with transcriptional downregulation of key DNA-repair genes, and may revive previously discarded or currently unconsidered therapeutic modalities for genomically stratified melanoma patient subsets. Broadly, harmonized meta-analysis of melanoma whole exomes revealed distinct molecular drivers that may point to multiple opportunities for biological and therapeutic investigation.


Subject(s)
DNA Repair-Deficiency Disorders/genetics , GTP Phosphohydrolases/genetics , Melanoma/genetics , Membrane Proteins/genetics , Neurofibromin 1/genetics , Proto-Oncogene Proteins B-raf/genetics , Skin Neoplasms/genetics , DNA Repair/genetics , Genetic Predisposition to Disease/genetics , Humans , Melanoma/pathology , Signal Transduction/genetics , Skin Neoplasms/pathology , Exome Sequencing
14.
Bioinformatics ; 36(15): 4348-4349, 2020 08 01.
Article in English | MEDLINE | ID: mdl-32502231

ABSTRACT

MOTIVATION: Large-scale sequencing studies have created a need to succinctly visualize genomic characteristics of patient cohorts linked to widely variable phenotypic information. This is often done by visualizing the co-occurrence of variants with comutation plots. Current tools lack the ability to create highly customizable and publication quality comutation plots from arbitrary user data. RESULTS: We developed CoMut, a stand-alone, object-oriented Python package that creates comutation plots from arbitrary input data, including categorical data, continuous data, bar graphs, side bar graphs and data that describes relationships between samples. AVAILABILITY AND IMPLEMENTATION: The CoMut package is open source and is available at https://github.com/vanallenlab/comut under the MIT License, along with documentation and examples. A no installation, easy-to-use implementation is available on Google Colab (see GitHub).


Subject(s)
Genomics , Software , Documentation , Genome , Humans
15.
Cell Rep ; 30(9): 2900-2908.e4, 2020 03 03.
Article in English | MEDLINE | ID: mdl-32130895

ABSTRACT

The immune composition of the tumor microenvironment influences response and resistance to immunotherapies. While numerous studies have identified somatic correlates of immune infiltration, germline features that associate with immune infiltrates in cancers remain incompletely characterized. We analyze seven million autosomal germline variants in the TCGA cohort and test for association with established immune-related phenotypes that describe the tumor immune microenvironment. We identify one SNP associated with the amount of infiltrating follicular helper T cells; 23 candidate genes, some of which are involved in cytokine-mediated signaling and others containing cancer-risk SNPs; and networks with genes that are part of the DNA repair and transcription elongation pathways. In addition, we find a positive association between polygenic risk for rheumatoid arthritis and amount of infiltrating CD8+ T cells. Overall, we identify multiple germline genetic features associated with tumor-immune phenotypes and develop a framework for probing inherited features that contribute to differences in immune infiltration.


Subject(s)
Germ Cells/metabolism , Lymphocytes, Tumor-Infiltrating/immunology , Neoplasms/genetics , Neoplasms/immunology , Autoimmune Diseases/immunology , DNA Repair/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Leukocytes/metabolism , Multifactorial Inheritance , Phenotype , Polymorphism, Single Nucleotide/genetics , Risk Factors , T-Lymphocytes, Helper-Inducer/immunology , Transcription, Genetic
16.
Nat Cancer ; 1(5): 493-506, 2020 05.
Article in English | MEDLINE | ID: mdl-33409501

ABSTRACT

Precursor states of Multiple Myeloma (MM) and its native tumor microenvironment need in-depth molecular characterization to better stratify and treat patients at risk. Using single-cell RNA sequencing of bone marrow cells from precursor stages, MGUS and smoldering myeloma (SMM), to full-blown MM alongside healthy donors, we demonstrate early immune changes during patient progression. We find NK cell abundance is frequently increased in early stages, and associated with altered chemokine receptor expression. As early as SMM, we show loss of GrK+ memory cytotoxic T-cells, and show their critical role in MM immunosurveillance in mouse models. Finally, we report MHC class II dysregulation in CD14+ monocytes, which results in T cell suppression in vitro. These results provide a comprehensive map of immune changes at play over the evolution of pre-malignant MM, which will help develop strategies for immune-based patient stratification.


Subject(s)
Monoclonal Gammopathy of Undetermined Significance , Multiple Myeloma , Smoldering Multiple Myeloma , Animals , Humans , Mice , Monoclonal Gammopathy of Undetermined Significance/genetics , Multiple Myeloma/genetics , Sequence Analysis, RNA , Tumor Microenvironment/genetics
17.
Nat Med ; 25(12): 1916-1927, 2019 12.
Article in English | MEDLINE | ID: mdl-31792460

ABSTRACT

Immune-checkpoint blockade (ICB) has demonstrated efficacy in many tumor types, but predictors of responsiveness to anti-PD1 ICB are incompletely characterized. In this study, we analyzed a clinically annotated cohort of patients with melanoma (n = 144) treated with anti-PD1 ICB, with whole-exome and whole-transcriptome sequencing of pre-treatment tumors. We found that tumor mutational burden as a predictor of response was confounded by melanoma subtype, whereas multiple novel genomic and transcriptomic features predicted selective response, including features associated with MHC-I and MHC-II antigen presentation. Furthermore, previous anti-CTLA4 ICB exposure was associated with different predictors of response compared to tumors that were naive to ICB, suggesting selective immune effects of previous exposure to anti-CTLA4 ICB. Finally, we developed parsimonious models integrating clinical, genomic and transcriptomic features to predict intrinsic resistance to anti-PD1 ICB in individual tumors, with validation in smaller independent cohorts limited by the availability of comprehensive data. Broadly, we present a framework to discover predictive features and build models of ICB therapeutic response.


Subject(s)
CTLA-4 Antigen/immunology , Melanoma/drug therapy , Melanoma/genetics , Programmed Cell Death 1 Receptor/immunology , Antibodies, Monoclonal, Humanized/administration & dosage , Antigen Presentation/genetics , Antigen Presentation/immunology , CTLA-4 Antigen/antagonists & inhibitors , Drug Resistance, Neoplasm/genetics , Female , Humans , Male , Melanoma/immunology , Melanoma/pathology , Mutation/genetics , Neoplasm Metastasis , Nivolumab/administration & dosage , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Transcriptome/genetics , Transcriptome/immunology , Exome Sequencing
18.
Article in English | MEDLINE | ID: mdl-31832578

ABSTRACT

PURPOSE: Heterogeneity in tumor mutational burden (TMB) quantification across sequencing platforms limits the application and further study of this potential biomarker of response to immune checkpoint inhibitors (ICI). We hypothesized that harmonization of TMB across platforms would enable integration of distinct clinical datasets to better characterize the association between TMB and ICI response. METHODS: Cohorts of NSCLC patients sequenced by one of three targeted panels or by whole exome sequencing (WES) were compared (total n=7297). TMB was calculated uniformly and compared across cohorts. TMB distributions were harmonized by applying a normal transformation followed by standardization to z-scores. In sub-cohorts of patients treated with ICIs (DFCI n=272; MSKCC n=227), the association between TMB and outcome was assessed. Durable clinical benefit (DCB) was defined as responsive/stable disease lasting ≥6 months. RESULTS: TMB values were higher in the panel cohorts than the WES cohort. Average mutation rates per gene were highly concordant across cohorts (Pearson coefficient 0.842-0.866). Subsetting the WES cohort by gene panels only partially reproduced the observed differences in TMB. Standardization of TMB into z-scores harmonized TMB distributions and enabled integration of the ICI-treated sub-cohorts. Simulations indicated that cohorts >900 are necessary for this approach. TMB did not associate with response in never smokers or patients harboring targetable driver alterations, although these analyses were under-powered. Increasing TMB thresholds increased DCB rate, but DCB rates within deciles varied. Receiver operator curves yielded an area under the curve of 0.614 with no natural inflection point. CONCLUSION: Z-score conversion harmonizes TMB values and enables integration of datasets derived from different sequencing panels. Clinical and biologic features may provide context to the clinical application of TMB, and warrant further study.

19.
Nat Biotechnol ; 36(11): 1056-1058, 2018 12.
Article in English | MEDLINE | ID: mdl-30114007

ABSTRACT

We present an in silico approach to identifying neoepitopes derived from intron retention events in tumor transcriptomes. Using mass spectrometry immunopeptidome analysis, we show that retained intron neoepitopes are processed and presented on MHC I on the surface of cancer cell lines. RNA-derived neoepitopes should be considered for prospective personalized cancer vaccine development.


Subject(s)
Computer Simulation , Epitopes/genetics , Introns/genetics , Models, Genetic , Neoplasms/genetics , Cancer Vaccines/immunology , Cell Line, Tumor , Epitope Mapping , Epitopes/metabolism , Humans , Neoplasms/immunology , Neoplasms/therapy , RNA/genetics
20.
Cancer Discov ; 8(2): 196-215, 2018 02.
Article in English | MEDLINE | ID: mdl-29101162

ABSTRACT

Ex vivo systems that incorporate features of the tumor microenvironment and model the dynamic response to immune checkpoint blockade (ICB) may facilitate efforts in precision immuno-oncology and the development of effective combination therapies. Here, we demonstrate the ability to interrogate ex vivo response to ICB using murine- and patient-derived organotypic tumor spheroids (MDOTS/PDOTS). MDOTS/PDOTS isolated from mouse and human tumors retain autologous lymphoid and myeloid cell populations and respond to ICB in short-term three-dimensional microfluidic culture. Response and resistance to ICB was recapitulated using MDOTS derived from established immunocompetent mouse tumor models. MDOTS profiling demonstrated that TBK1/IKKε inhibition enhanced response to PD-1 blockade, which effectively predicted tumor response in vivo Systematic profiling of secreted cytokines in PDOTS captured key features associated with response and resistance to PD-1 blockade. Thus, MDOTS/PDOTS profiling represents a novel platform to evaluate ICB using established murine models as well as clinically relevant patient specimens.Significance: Resistance to PD-1 blockade remains a challenge for many patients, and biomarkers to guide treatment are lacking. Here, we demonstrate feasibility of ex vivo profiling of PD-1 blockade to interrogate the tumor immune microenvironment, develop therapeutic combinations, and facilitate precision immuno-oncology efforts. Cancer Discov; 8(2); 196-215. ©2017 AACR.See related commentary by Balko and Sosman, p. 143See related article by Deng et al., p. 216This article is highlighted in the In This Issue feature, p. 127.


Subject(s)
Antineoplastic Agents, Immunological/pharmacology , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Animals , Cell Culture Techniques , Cell Line, Tumor , Cytokines/metabolism , Drug Resistance, Neoplasm , Flow Cytometry , Humans , Immunohistochemistry , Immunophenotyping , Mice , Microfluidic Analytical Techniques , Programmed Cell Death 1 Receptor/metabolism , Spheroids, Cellular , Time-Lapse Imaging , Tumor Cells, Cultured
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