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Integrated Multi-Tumor Radio-Genomic Marker of Outcomes in Patients with High Serous Ovarian Carcinoma

Veeraraghavan, Harini; Vargas, Herbert Alberto; Sánchez, Alejandro-Jiménez; Micco, Maura; Mema, Eralda; Lakhman, Yulia; Crispin-Ortuzar, Mireia; Huang, Erich P; Levine, Douglas A; Grisham, Rachel N; Abu-Rustum, Nadeem; Deasy, Joseph O; Snyder, Alexandra; Miller, Martin L; Brenton, James D; Sala, Evis
Purpose: Develop an integrated intra-site and inter-site radiomics-clinical-genomic marker of high grade serous ovarian cancer (HGSOC) outcomes and explore the biological basis of radiomics with respect to molecular signaling pathways and the tumor microenvironment (TME). Method: Seventy-five stage III-IV HGSOC patients from internal (N = 40) and external factors via the Cancer Imaging Archive (TCGA) (N = 35) with pre-operative contrast enhanced CT, attempted primary cytoreduction, at least two disease sites, and molecular analysis performed within TCGA were retrospectively analyzed. An intra-site and inter-site radiomics (cluDiss) measure was combined with clinical-genomic variables (iRCG) and compared against conventional (volume and number of sites) and average radiomics (N = 75) for prognosticating progression-free survival (PFS) and platinum resistance. Correlation with molecular signaling and TME derived using a single sample gene set enrichment that was measured. Results: The iRCG model had the best platinum resistance classification accuracy (AUROC of 0.78 [95% CI 0.77 to 0.80]). CluDiss was associated with PFS (HR 1.03 [95% CI: 1.01 to 1.05], p = 0.002), negatively correlated with Wnt signaling, and positively to immune TME. Conclusions: CluDiss and the iRCG prognosticated HGSOC outcomes better than conventional and average radiomic measures and could better stratify patient outcomes if validated on larger multi-center trials.
PMID: 33212885
ISSN: 2072-6694
CID: 4672972

Unraveling tumor-immune heterogeneity in advanced ovarian cancer uncovers immunogenic effect of chemotherapy

Jiménez-Sánchez, Alejandro; Cybulska, Paulina; Mager, Katherine LaVigne; Koplev, Simon; Cast, Oliver; Couturier, Dominique-Laurent; Memon, Danish; Selenica, Pier; Nikolovski, Ines; Mazaheri, Yousef; Bykov, Yonina; Geyer, Felipe C; Macintyre, Geoff; Gavarró, Lena Morrill; Drews, Ruben M; Gill, Michael B; Papanastasiou, Anastasios D; Sosa, Ramon E; Soslow, Robert A; Walther, Tyler; Shen, Ronglai; Chi, Dennis S; Park, Kay J; Hollmann, Travis; Reis-Filho, Jorge S; Markowetz, Florian; Beltrao, Pedro; Vargas, Hebert Alberto; Zamarin, Dmitriy; Brenton, James D; Snyder, Alexandra; Weigelt, Britta; Sala, Evis; Miller, Martin L
In metastatic cancer, the degree of heterogeneity of the tumor microenvironment (TME) and its molecular underpinnings remain largely unstudied. To characterize the tumor-immune interface at baseline and during neoadjuvant chemotherapy (NACT) in high-grade serous ovarian cancer (HGSOC), we performed immunogenomic analysis of treatment-naive and paired samples from before and after treatment with chemotherapy. In treatment-naive HGSOC, we found that immune-cell-excluded and inflammatory microenvironments coexist within the same individuals and within the same tumor sites, indicating ubiquitous variability in immune cell infiltration. Analysis of TME cell composition, DNA copy number, mutations and gene expression showed that immune cell exclusion was associated with amplification of Myc target genes and increased expression of canonical Wnt signaling in treatment-naive HGSOC. Following NACT, increased natural killer (NK) cell infiltration and oligoclonal expansion of T cells were detected. We demonstrate that the tumor-immune microenvironment of advanced HGSOC is intrinsically heterogeneous and that chemotherapy induces local immune activation, suggesting that chemotherapy can potentiate the immunogenicity of immune-excluded HGSOC tumors.
PMCID:8353209
PMID: 32483290
ISSN: 1546-1718
CID: 5452712

Correction to: Toward a comprehensive view of cancer immune responsiveness: a synopsis from the SITC workshop

Bedognetti, Davide; Ceccarelli, Michele; Galluzzi, Lorenzo; Lu, Rongze; Palucka, Karolina; Samayoa, Josue; Spranger, Stefani; Warren, Sarah; Wong, Kwok-Kin; Ziv, Elad; Chowell, Diego; Coussens, Lisa M; De Carvalho, Daniel D; DeNardo, David G; Galon, Jérôme; Kaufman, Howard L; Kirchhoff, Tomas; Lotze, Michael T; Luke, Jason J; Minn, Andy J; Politi, Katerina; Shultz, Leonard D; Simon, Richard; Thórsson, Vésteinn; Weidhaas, Joanne B; Ascierto, Maria Libera; Ascierto, Paolo Antonio; Barnes, James M; Barsan, Valentin; Bommareddy, Praveen K; Bot, Adrian; Church, Sarah E; Ciliberto, Gennaro; De Maria, Andrea; Draganov, Dobrin; Ho, Winson S; McGee, Heather M; Monette, Anne; Murphy, Joseph F; Nisticò, Paola; Park, Wungki; Patel, Maulik; Quigley, Michael; Radvanyi, Laszlo; Raftopoulos, Harry; Rudqvist, Nils-Petter; Snyder, Alexandra; Sweis, Randy F; Valpione, Sara; Zappasodi, Roberta; Butterfield, Lisa H; Disis, Mary L; Fox, Bernard A; Cesano, Alessandra; Marincola, Francesco M
Following publication of the original article [1], the author reported that an author name, Roberta Zappasodi, was missed in the authorship list.
PMID: 31272507
ISSN: 2051-1426
CID: 3968252

Toward a comprehensive view of cancer immune responsiveness: a synopsis from the SITC workshop

Bedognetti, Davide; Ceccarelli, Michele; Galluzzi, Lorenzo; Lu, Rongze; Palucka, Karolina; Samayoa, Josue; Spranger, Stefani; Warren, Sarah; Wong, Kwok-Kin; Ziv, Elad; Chowell, Diego; Coussens, Lisa M; De Carvalho, Daniel D; DeNardo, David G; Galon, Jérôme; Kaufman, Howard L; Kirchhoff, Tomas; Lotze, Michael T; Luke, Jason J; Minn, Andy J; Politi, Katerina; Shultz, Leonard D; Simon, Richard; Thórsson, Vésteinn; Weidhaas, Joanne B; Ascierto, Maria Libera; Ascierto, Paolo Antonio; Barnes, James M; Barsan, Valentin; Bommareddy, Praveen K; Bot, Adrian; Church, Sarah E; Ciliberto, Gennaro; De Maria, Andrea; Draganov, Dobrin; Ho, Winson S; McGee, Heather M; Monette, Anne; Murphy, Joseph F; Nisticò, Paola; Park, Wungki; Patel, Maulik; Quigley, Michael; Radvanyi, Laszlo; Raftopoulos, Harry; Rudqvist, Nils-Petter; Snyder, Alexandra; Sweis, Randy F; Valpione, Sara; Butterfield, Lisa H; Disis, Mary L; Fox, Bernard A; Cesano, Alessandra; Marincola, Francesco M
Tumor immunology has changed the landscape of cancer treatment. Yet, not all patients benefit as cancer immune responsiveness (CIR) remains a limitation in a considerable proportion of cases. The multifactorial determinants of CIR include the genetic makeup of the patient, the genomic instability central to cancer development, the evolutionary emergence of cancer phenotypes under the influence of immune editing, and external modifiers such as demographics, environment, treatment potency, co-morbidities and cancer-independent alterations including immune homeostasis and polymorphisms in the major and minor histocompatibility molecules, cytokines, and chemokines. Based on the premise that cancer is fundamentally a disorder of the genes arising within a cell biologic process, whose deviations from normality determine the rules of engagement with the host's response, the Society for Immunotherapy of Cancer (SITC) convened a task force of experts from various disciplines including, immunology, oncology, biophysics, structural biology, molecular and cellular biology, genetics, and bioinformatics to address the complexity of CIR from a holistic view. The task force was launched by a workshop held in San Francisco on May 14-15, 2018 aimed at two preeminent goals: 1) to identify the fundamental questions related to CIR and 2) to create an interactive community of experts that could guide scientific and research priorities by forming a logical progression supported by multiple perspectives to uncover mechanisms of CIR. This workshop was a first step toward a second meeting where the focus would be to address the actionability of some of the questions identified by working groups. In this event, five working groups aimed at defining a path to test hypotheses according to their relevance to human cancer and identifying experimental models closest to human biology, which include: 1) Germline-Genetic, 2) Somatic-Genetic and 3) Genomic-Transcriptional contributions to CIR, 4) Determinant(s) of Immunogenic Cell Death that modulate CIR, and 5) Experimental Models that best represent CIR and its conversion to an immune responsive state. This manuscript summarizes the contributions from each group and should be considered as a first milestone in the path toward a more contemporary understanding of CIR. We appreciate that this effort is far from comprehensive and that other relevant aspects related to CIR such as the microbiome, the individual's recombined T cell and B cell receptors, and the metabolic status of cancer and immune cells were not fully included. These and other important factors will be included in future activities of the taskforce. The taskforce will focus on prioritization and specific actionable approach to answer the identified questions and implementing the collaborations in the follow-up workshop, which will be held in Houston on September 4-5, 2019.
PMID: 31113486
ISSN: 2051-1426
CID: 3920522

Computed Tomography-Derived Radiomic Metrics Can Identify Responders to Immunotherapy in Ovarian Cancer

Himoto, Yuki; Veeraraghavan, Harini; Zheng, Junting; Zamarin, Dmitriy; Snyder, Alexandra; Capanu, Marinela; Nougaret, Stephanie; Vargas, Hebert A; Shitano, Fuki; Callahan, Margaret; Wang, Wei; Sala, Evis; Lakhman, Yulia
PURPOSE/OBJECTIVE:To determine if radiomic measures of tumor heterogeneity derived from baseline contrast-enhanced computed tomography (CE-CT) are associated with durable clinical benefit and time to off-treatment in patients with recurrent ovarian cancer (OC) enrolled in prospective immunotherapeutic trials. MATERIALS AND METHODS/METHODS:This retrospective study included 75 patients with recurrent OC who were enrolled in prospective immunotherapeutic trials (n = 74) or treated off-label (n = 1) and had baseline CE-CT scans. Disease burden (total tumor volume, number of disease sites), radiomic measures of intertumor heterogeneity (cluster-site entropy, cluster-site dissimilarity), and intratumor heterogeneity of the largest lesion (Haralick texture features) were computed. Associations of clinical, conventional imaging, and radiomic measures with durable clinical benefit and time to off-treatment were examined. RESULTS:= .004; hazard ratio, 1.19; C-index, 0.6). CONCLUSION/CONCLUSIONS:Fewer disease sites and lower intra- and intertumor heterogeneity modeled from the baseline CE-CT may indicate better response of OC to immunotherapy.
PMCID:7446503
PMID: 32914033
ISSN: 2473-4284
CID: 5452762

Clinical Utility of Prospective Molecular Characterization in Advanced Endometrial Cancer

Soumerai, Tara E; Donoghue, Mark T A; Bandlamudi, Chaitanya; Srinivasan, Preethi; Chang, Matthew T; Zamarin, Dmitriy; Cadoo, Karen A; Grisham, Rachel N; O'Cearbhaill, Roisin E; Tew, William P; Konner, Jason A; Hensley, Martee L; Makker, Vicky; Sabbatini, Paul; Spriggs, David R; Troso-Sandoval, Tiffany A; Charen, Alexandra Snyder; Friedman, Claire; Gorsky, Mila; Schweber, Sarah J; Middha, Sumit; Murali, Rajmohan; Chiang, Sarah; Park, Kay J; Soslow, Robert A; Ladanyi, Marc; Li, Bob T; Mueller, Jennifer; Weigelt, Britta; Zehir, Ahmet; Berger, Michael F; Abu-Rustum, Nadeem R; Aghajanian, Carol; DeLair, Deborah F; Solit, David B; Taylor, Barry S; Hyman, David M
PURPOSE/OBJECTIVE:Advanced-stage endometrial cancers have limited treatment options and poor prognosis, highlighting the need to understand genetic drivers of therapeutic vulnerabilities and/or prognostic predictors. We examined whether prospective molecular characterization of recurrent and metastatic disease can reveal grade and histology-specific differences, facilitating enrollment onto clinical trials. EXPERIMENTAL DESIGN/METHODS:We integrated prospective clinical sequencing and IHC data with detailed clinical and treatment histories for 197 tumors, profiled by MSK-IMPACT from 189 patients treated at Memorial Sloan Kettering Cancer Center. RESULTS:= 0.006). Of the 68% of patients harboring potentially actionable mutations, 27% were enrolled to matched clinical trials, of which 47% of these achieved clinical benefit. CONCLUSIONS:Prospective clinical sequencing of advanced endometrial cancer can help refine prognosis and aid treatment decision making by simultaneously detecting microsatellite status, germline predisposition syndromes, and potentially actionable mutations. A small overall proportion of all patients tested received investigational, genomically matched therapy as part of clinical trials.
PMCID:6279519
PMID: 30068706
ISSN: 1078-0432
CID: 3639892

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

Genomic Features of Response to Combination Immunotherapy in Patients with Advanced Non-Small-Cell Lung Cancer

Hellmann, Matthew D; Nathanson, Tavi; Rizvi, Hira; Creelan, Benjamin C; Sanchez-Vega, Francisco; Ahuja, Arun; Ni, Ai; Novik, Jacki B; Mangarin, Levi M B; Abu-Akeel, Mohsen; Liu, Cailian; Sauter, Jennifer L; Rekhtman, Natasha; Chang, Eliza; Callahan, Margaret K; Chaft, Jamie E; Voss, Martin H; Tenet, Megan; Li, Xue-Mei; Covello, Kelly; Renninger, Andrea; Vitazka, Patrik; Geese, William J; Borghaei, Hossein; Rudin, Charles M; Antonia, Scott J; Swanton, Charles; Hammerbacher, Jeff; Merghoub, Taha; McGranahan, Nicholas; Snyder, Alexandra; Wolchok, Jedd D
Combination immune checkpoint blockade has demonstrated promising benefit in lung cancer, but predictors of response to combination therapy are unknown. Using whole-exome sequencing to examine non-small-cell lung cancer (NSCLC) treated with PD-1 plus CTLA-4 blockade, we found that high tumor mutation burden (TMB) predicted improved objective response, durable benefit, and progression-free survival. TMB was independent of PD-L1 expression and the strongest feature associated with efficacy in multivariable analysis. The low response rate in TMB low NSCLCs demonstrates that combination immunotherapy does not overcome the negative predictive impact of low TMB. This study demonstrates the association between TMB and benefit to combination immunotherapy in NSCLC. TMB should be incorporated in future trials examining PD-(L)1 with CTLA-4 blockade in NSCLC.
PMCID:5953836
PMID: 29657128
ISSN: 1878-3686
CID: 3059072

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

Genomic correlates of response to immune checkpoint therapies in clear cell renal cell carcinoma

Miao, Diana; Margolis, Claire A; Gao, Wenhua; Voss, Martin H; Li, Wei; Martini, Dylan J; Norton, Craig; Bossé, Dominick; Wankowicz, Stephanie M; Cullen, Dana; Horak, Christine; Wind-Rotolo, Megan; Tracy, Adam; Giannakis, Marios; Hodi, Frank Stephen; Drake, Charles G; Ball, Mark W; Allaf, Mohamad E; Snyder, Alexandra; Hellmann, Matthew D; Ho, Thai; Motzer, Robert J; Signoretti, Sabina; Kaelin, William G; Choueiri, Toni K; Van Allen, Eliezer M
Immune checkpoint inhibitors targeting the programmed cell death 1 receptor (PD-1) improve survival in a subset of patients with clear cell renal cell carcinoma (ccRCC). To identify genomic alterations in ccRCC that correlate with response to anti-PD-1 monotherapy, we performed whole-exome sequencing of metastatic ccRCC from 35 patients. We found that clinical benefit was associated with loss-of-function mutations in the PBRM1 gene (P = 0.012), which encodes a subunit of the PBAF switch-sucrose nonfermentable (SWI/SNF) chromatin remodeling complex. We confirmed this finding in an independent validation cohort of 63 ccRCC patients treated with PD-1 or PD-L1 (PD-1 ligand) blockade therapy alone or in combination with anti-CTLA-4 (cytotoxic T lymphocyte-associated protein 4) therapies (P = 0.0071). Gene-expression analysis of PBAF-deficient ccRCC cell lines and PBRM1-deficient tumors revealed altered transcriptional output in JAK-STAT (Janus kinase-signal transducers and activators of transcription), hypoxia, and immune signaling pathways. PBRM1 loss in ccRCC may alter global tumor-cell expression profiles to influence responsiveness to immune checkpoint therapy.
PMID: 29301960
ISSN: 1095-9203
CID: 4517592