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Cancer-Germline Antigen Expression Discriminates Clinical Outcome to CTLA-4 Blockade
Shukla, Sachet A; Bachireddy, Pavan; Schilling, Bastian; Galonska, Christina; Zhan, Qian; Bango, Clyde; Langer, Rupert; Lee, Patrick C; Gusenleitner, Daniel; Keskin, Derin B; Babadi, Mehrtash; Mohammad, Arman; Gnirke, Andreas; Clement, Kendell; Cartun, Zachary J; Van Allen, Eliezer M; Miao, Diana; Huang, Ying; Snyder, Alexandra; Merghoub, Taha; Wolchok, Jedd D; Garraway, Levi A; Meissner, Alexander; Weber, Jeffrey S; Hacohen, Nir; Neuberg, Donna; Potts, Patrick R; Murphy, George F; Lian, Christine G; Schadendorf, Dirk; Hodi, F Stephen; Wu, Catherine J
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.
PMCID:6044280
PMID: 29656892
ISSN: 1097-4172
CID: 3042932
Alterations in DNA Damage Response and Repair Genes as Potential Marker of Clinical Benefit From PD-1/PD-L1 Blockade in Advanced Urothelial Cancers
Teo, Min Yuen; Seier, Kenneth; Ostrovnaya, Irina; Regazzi, Ashley M; Kania, Brooke E; Moran, Meredith M; Cipolla, Catharine K; Bluth, Mark J; Chaim, Joshua; Al-Ahmadie, Hikmat; Snyder, Alexandra; Carlo, Maria I; Solit, David B; Berger, Michael F; Funt, Samuel; Wolchok, Jedd D; Iyer, Gopa; Bajorin, Dean F; Callahan, Margaret K; Rosenberg, Jonathan E
Purpose Alterations in DNA damage response and repair (DDR) genes are associated with increased mutation load and improved clinical outcomes in platinum-treated metastatic urothelial carcinoma. We examined the relationship between DDR alterations and response to PD-1/PD-L1 blockade. Methods Detailed demographic, treatment response, and long-term outcome data were collected on patients with metastatic urothelial carcinoma treated with atezolizumab or nivolumab who had targeted exon sequencing performed on pre-immunotherapy tumor specimens. Presence of DDR alterations was correlated with best objective response per Response Evaluation Criteria in Solid Tumors (RECIST) and progression-free and overall survival. Results Sixty patients with urothelial cancer enrolled in prospective trials of anti-PD-1/PD-L1 antibodies met inclusion criteria. Any DDR and known or likely deleterious DDR mutations were identified in 28 (47%) and 15 (25%) patients, respectively. The presence of any DDR alteration was associated with a higher response rate (67.9% v 18.8%; P < .001). A higher response rate was observed in patients whose tumors harbored known or likely deleterious DDR alterations (80%) compared with DDR alterations of unknown significance (54%) and in those whose tumors were wild-type for DDR genes (19%; P < .001). The correlation remained significant in multivariable analysis that included presence of visceral metastases. DDR alterations also were associated with longer progression-free and overall survival. Conclusion DDR alterations are independently associated with response to PD-1/PD-L1 blockade in patients with metastatic urothelial carcinoma. These observations warrant additional study, including prospective validation and exploration of the interaction between tumor DDR alteration and other tumor/host biomarkers of immunotherapy response.
PMID: 29489427
ISSN: 1527-7755
CID: 2991612
A novel representation of inter-site tumour heterogeneity from pre-treatment computed tomography textures classifies ovarian cancers by clinical outcome
Vargas, Hebert Alberto; Veeraraghavan, Harini; Micco, Maura; Nougaret, Stephanie; Lakhman, Yulia; Meier, Andreas A; Sosa, Ramon; Soslow, Robert A; Levine, Douglas A; Weigelt, Britta; Aghajanian, Carol; Hricak, Hedvig; Deasy, Joseph; Snyder, Alexandra; Sala, Evis
PURPOSE/OBJECTIVE:To evaluate the associations between clinical outcomes and radiomics-derived inter-site spatial heterogeneity metrics across multiple metastatic lesions on CT in patients with high-grade serous ovarian cancer (HGSOC). METHODS:IRB-approved retrospective study of 38 HGSOC patients. All sites of suspected HGSOC involvement on preoperative CT were manually segmented. Gray-level correlation matrix-based textures were computed from each tumour site, and grouped into five clusters using a Gaussian Mixture Model. Pairwise inter-site similarities were computed, generating an inter-site similarity matrix (ISM). Inter-site texture heterogeneity metrics were computed from the ISM and compared to clinical outcomes. RESULTS:Of the 12 inter-site texture heterogeneity metrics evaluated, those capturing the differences in texture similarities across sites were associated with shorter overall survival (inter-site similarity entropy, similarity level cluster shade, and inter-site similarity level cluster prominence; p ≤ 0.05) and incomplete surgical resection (similarity level cluster shade, inter-site similarity level cluster prominence and inter-site cluster variance; p ≤ 0.05). Neither the total number of disease sites per patient nor the overall tumour volume per patient was associated with overall survival. Amplification of 19q12 involving cyclin E1 gene (CCNE1) predominantly occurred in patients with more heterogeneous inter-site textures. CONCLUSION/CONCLUSIONS:Quantitative metrics non-invasively capturing spatial inter-site heterogeneity may predict outcomes in patients with HGSOC. KEY POINTS/CONCLUSIONS:• Calculating inter-site texture-based heterogeneity metrics was feasible • Metrics capturing texture similarities across HGSOC sites were associated with overall survival • Heterogeneity metrics were also associated with incomplete surgical resection of HGSOC.
PMCID:5545058
PMID: 28289945
ISSN: 1432-1084
CID: 5455432
Unravelling tumour heterogeneity using next-generation imaging: radiomics, radiogenomics, and habitat imaging
Sala, E; Mema, E; Himoto, Y; Veeraraghavan, H; Brenton, J D; Snyder, A; Weigelt, B; Vargas, H A
Tumour heterogeneity in cancers has been observed at the histological and genetic levels, and increased levels of intra-tumour genetic heterogeneity have been reported to be associated with adverse clinical outcomes. This review provides an overview of radiomics, radiogenomics, and habitat imaging, and examines the use of these newly emergent fields in assessing tumour heterogeneity and its implications. It reviews the potential value of radiomics and radiogenomics in assisting in the diagnosis of cancer disease and determining cancer aggressiveness. This review discusses how radiogenomic analysis can be further used to guide treatment therapy for individual tumours by predicting drug response and potential therapy resistance and examines its role in developing radiomics as biomarkers of oncological outcomes. Lastly, it provides an overview of the obstacles in these emergent fields today including reproducibility, need for validation, imaging analysis standardisation, data sharing and clinical translatability and offers potential solutions to these challenges towards the realisation of precision oncology.
PMCID:5503113
PMID: 27742105
ISSN: 1365-229x
CID: 5452172
Contribution of systemic and somatic factors to clinical response and resistance to PD-L1 blockade in urothelial cancer: An exploratory multi-omic analysis
Snyder, Alexandra; Nathanson, Tavi; Funt, Samuel A; Ahuja, Arun; Buros Novik, Jacqueline; Hellmann, Matthew D; Chang, Eliza; Aksoy, Bulent Arman; Al-Ahmadie, Hikmat; Yusko, Erik; Vignali, Marissa; Benzeno, Sharon; Boyd, Mariel; Moran, Meredith; Iyer, Gopa; Robins, Harlan S; Mardis, Elaine R; Merghoub, Taha; Hammerbacher, Jeff; Rosenberg, Jonathan E; Bajorin, Dean F
BACKGROUND:Inhibition of programmed death-ligand 1 (PD-L1) with atezolizumab can induce durable clinical benefit (DCB) in patients with metastatic urothelial cancers, including complete remissions in patients with chemotherapy refractory disease. Although mutation load and PD-L1 immune cell (IC) staining have been associated with response, they lack sufficient sensitivity and specificity for clinical use. Thus, there is a need to evaluate the peripheral blood immune environment and to conduct detailed analyses of mutation load, predicted neoantigens, and immune cellular infiltration in tumors to enhance our understanding of the biologic underpinnings of response and resistance. METHODS AND FINDINGS:The goals of this study were to (1) evaluate the association of mutation load and predicted neoantigen load with therapeutic benefit and (2) determine whether intratumoral and peripheral blood T cell receptor (TCR) clonality inform clinical outcomes in urothelial carcinoma treated with atezolizumab. We hypothesized that an elevated mutation load in combination with T cell clonal dominance among intratumoral lymphocytes prior to treatment or among peripheral T cells after treatment would be associated with effective tumor control upon treatment with anti-PD-L1 therapy. We performed whole exome sequencing (WES), RNA sequencing (RNA-seq), and T cell receptor sequencing (TCR-seq) of pretreatment tumor samples as well as TCR-seq of matched, serially collected peripheral blood, collected before and after treatment with atezolizumab. These parameters were assessed for correlation with DCB (defined as progression-free survival [PFS] >6 months), PFS, and overall survival (OS), both alone and in the context of clinical and intratumoral parameters known to be predictive of survival in this disease state. Patients with DCB displayed a higher proportion of tumor-infiltrating T lymphocytes (TIL) (n = 24, Mann-Whitney p = 0.047). Pretreatment peripheral blood TCR clonality below the median was associated with improved PFS (n = 29, log-rank p = 0.048) and OS (n = 29, log-rank p = 0.011). Patients with DCB also demonstrated more substantial expansion of tumor-associated TCR clones in the peripheral blood 3 weeks after starting treatment (n = 22, Mann-Whitney p = 0.022). The combination of high pretreatment peripheral blood TCR clonality with elevated PD-L1 IC staining in tumor tissue was strongly associated with poor clinical outcomes (n = 10, hazard ratio (HR) (mean) = 89.88, HR (median) = 23.41, 95% CI [2.43, 506.94], p(HR > 1) = 0.0014). Marked variations in mutation loads were seen with different somatic variant calling methodologies, which, in turn, impacted associations with clinical outcomes. Missense mutation load, predicted neoantigen load, and expressed neoantigen load did not demonstrate significant association with DCB (n = 25, Mann-Whitney p = 0.22, n = 25, Mann-Whitney p = 0.55, and n = 25, Mann-Whitney p = 0.29, respectively). Instead, we found evidence of time-varying effects of somatic mutation load on PFS in this cohort (n = 25, p = 0.044). A limitation of our study is its small sample size (n = 29), a subset of the patients treated on IMvigor 210 (NCT02108652). Given the number of exploratory analyses performed, we intend for these results to be hypothesis-generating. CONCLUSIONS:These results demonstrate the complex nature of immune response to checkpoint blockade and the compelling need for greater interrogation and data integration of both host and tumor factors. Incorporating these variables in prospective studies will facilitate identification and treatment of resistant patients.
PMCID:5446110
PMID: 28552987
ISSN: 1549-1676
CID: 4517582
Inhibiting DNA Methylation Causes an Interferon Response in Cancer via dsRNA Including Endogenous Retroviruses
Chiappinelli, Katherine B; Strissel, Pamela L; Desrichard, Alexis; Li, Huili; Henke, Christine; Akman, Benjamin; Hein, Alexander; Rote, Neal S; Cope, Leslie M; Snyder, Alexandra; Makarov, Vladimir; Budhu, Sadna; Slamon, Dennis J; Wolchok, Jedd D; Pardoll, Drew M; Beckmann, Matthias W; Zahnow, Cynthia A; Merghoub, Taha; Chan, Timothy A; Baylin, Stephen B; Strick, Reiner
PMID: 28388418
ISSN: 1097-4172
CID: 3082192
Heterogeneous Tumor-Immune Microenvironments among Differentially Growing Metastases in an Ovarian Cancer Patient [Case Report]
Jiménez-Sánchez, Alejandro; Memon, Danish; Pourpe, Stephane; Veeraraghavan, Harini; Li, Yanyun; Vargas, Hebert Alberto; Gill, Michael B; Park, Kay J; Zivanovic, Oliver; Konner, Jason; Ricca, Jacob; Zamarin, Dmitriy; Walther, Tyler; Aghajanian, Carol; Wolchok, Jedd D; Sala, Evis; Merghoub, Taha; Snyder, Alexandra; Miller, Martin L
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+ TÂ cells and exhibited oligoclonal expansion of specific TÂ cell subsets. We also detected CD8+ TÂ 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.
PMCID:5589211
PMID: 28841418
ISSN: 1097-4172
CID: 3070312
Inhibiting DNA Methylation Causes an Interferon Response in Cancer via dsRNA Including Endogenous Retroviruses [Correction]
Chiappinelli, Katherine B; Strissel, Pamela L; Desrichard, Alexis; Li, Huili; Henke, Christine; Akman, Benjamin; Hein, Alexander; Rote, Neal S; Cope, Leslie M; Snyder, Alexandra; Makarov, Vladimir; Budhu, Sadna; Slamon, Dennis J; Wolchok, Jedd D; Pardoll, Drew M; Beckmann, Matthias W; Zahnow, Cynthia A; Merghoub, Taha; Chan, Timothy A; Baylin, Stephen B; Strick, Reiner
PMID: 27064190
ISSN: 1097-4172
CID: 2200412
Clonal neoantigens elicit T cell immunoreactivity and sensitivity to immune checkpoint blockade
McGranahan, Nicholas; Furness, Andrew J S; Rosenthal, Rachel; Ramskov, Sofie; Lyngaa, Rikke; Saini, Sunil Kumar; Jamal-Hanjani, Mariam; Wilson, Gareth A; Birkbak, Nicolai J; Hiley, Crispin T; Watkins, Thomas B K; Shafi, Seema; Murugaesu, Nirupa; Mitter, Richard; Akarca, Ayse U; Linares, Joseph; Marafioti, Teresa; Henry, Jake Y; Van Allen, Eliezer M; Miao, Diana; Schilling, Bastian; Schadendorf, Dirk; Garraway, Levi A; Makarov, Vladimir; Rizvi, Naiyer A; Snyder, Alexandra; Hellmann, Matthew D; Merghoub, Taha; Wolchok, Jedd D; Shukla, Sachet A; Wu, Catherine J; Peggs, Karl S; Chan, Timothy A; Hadrup, Sine R; Quezada, Sergio A; Swanton, Charles
As tumors grow, they acquire mutations, some of which create neoantigens that influence the response of patients to immune checkpoint inhibitors. We explored the impact of neoantigen intratumor heterogeneity (ITH) on antitumor immunity. Through integrated analysis of ITH and neoantigen burden, we demonstrate a relationship between clonal neoantigen burden and overall survival in primary lung adenocarcinomas. CD8(+)tumor-infiltrating lymphocytes reactive to clonal neoantigens were identified in early-stage non-small cell lung cancer and expressed high levels of PD-1. Sensitivity to PD-1 and CTLA-4 blockade in patients with advanced NSCLC and melanoma was enhanced in tumors enriched for clonal neoantigens. T cells recognizing clonal neoantigens were detectable in patients with durable clinical benefit. Cytotoxic chemotherapy-induced subclonal neoantigens, contributing to an increased mutational load, were enriched in certain poor responders. These data suggest that neoantigen heterogeneity may influence immune surveillance and support therapeutic developments targeting clonal neoantigens.
PMCID:4984254
PMID: 26940869
ISSN: 1095-9203
CID: 2200462
Toward understanding and exploiting tumor heterogeneity
Alizadeh, Ash A; Aranda, Victoria; Bardelli, Alberto; Blanpain, Cedric; Bock, Christoph; Borowski, Christine; Caldas, Carlos; Califano, Andrea; Doherty, Michael; Elsner, Markus; Esteller, Manel; Fitzgerald, Rebecca; Korbel, Jan O; Lichter, Peter; Mason, Christopher E; Navin, Nicholas; Pe'er, Dana; Polyak, Kornelia; Roberts, Charles W M; Siu, Lillian; Snyder, Alexandra; Stower, Hannah; Swanton, Charles; Verhaak, Roel G W; Zenklusen, Jean C; Zuber, Johannes; Zucman-Rossi, Jessica
The extent of tumor heterogeneity is an emerging theme that researchers are only beginning to understand. How genetic and epigenetic heterogeneity affects tumor evolution and clinical progression is unknown. The precise nature of the environmental factors that influence this heterogeneity is also yet to be characterized. Nature Medicine, Nature Biotechnology and the Volkswagen Foundation organized a meeting focused on identifying the obstacles that need to be overcome to advance translational research in and tumor heterogeneity. Once these key questions were established, the attendees devised potential solutions. Their ideas are presented here.
PMCID:4785013
PMID: 26248267
ISSN: 1546-170x
CID: 4187242