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In vivo epigenetic CRISPR screen identifies Asf1a as an immunotherapeutic target in Kras-mutant lung adenocarcinoma
Li, Fei; Huang, Qingyuan; Luster, Troy A; Hu, Hai; Zhang, Hua; Ng, Wai-Lung; Khodadadi-Jamayran, Alireza; Wang, Wei; Chen, Ting; Deng, Jiehui; Ranieri, Michela; Fang, Zhaoyuan; Pyon, Val; Dowling, Catriona M; Bagdatlioglu, Ece; Almonte, Christina; Labbe, Kristen; Silver, Heather; Rabin, Alexandra R; Jani, Kandarp; Tsirigos, Aristotelis; Papagiannakopoulos, Thales; Hammerman, Peter S; Velcheti, Vamsidhar; Freeman, Gordon J; Qi, Jun; Miller, George; Wong, Kwok-Kin
Despite substantial progress in lung cancer immunotherapy, the overall response rate in KRAS-mutant lung adenocarcinoma (ADC) patients remains low. Combining standard immunotherapy with adjuvant approaches that enhance adaptive immune responses-such as epigenetic modulation of anti-tumor immunity-is therefore an attractive strategy. To identify epigenetic regulators of tumor immunity, we constructed an epigenetic-focused sgRNA library, and performed an in vivo CRISPR screen in a KrasG12D/P53-/- (KP) lung ADC model. Our data showed that loss of the histone chaperone Asf1a in tumor cells sensitizes tumors to anti-PD-1 treatment. Mechanistic studies revealed that tumor cell-intrinsic Asf1a deficiency induced immunogenic macrophage differentiation in the tumor microenvironment by upregulating GM-CSF expression and potentiated T cell activation in combination with anti-PD-1. Our results provide rationale for a novel combination therapy consisting of ASF1A inhibition and anti-PD-1 immunotherapy.
PMID: 31744829
ISSN: 2159-8290
CID: 4208912
Epigenetic Silencing of CDR1as Drives IGF2BP3-Mediated Melanoma Invasion and Metastasis
Hanniford, Douglas; Ulloa-Morales, Alejandro; Karz, Alcida; Berzoti-Coelho, Maria Gabriela; Moubarak, Rana S; Sánchez-Sendra, Beatriz; Kloetgen, Andreas; Davalos, Veronica; Imig, Jochen; Wu, Pamela; Vasudevaraja, Varshini; Argibay, Diana; Lilja, Karin; Tabaglio, Tommaso; Monteagudo, Carlos; Guccione, Ernesto; Tsirigos, Aristotelis; Osman, Iman; Aifantis, Iannis; Hernando, Eva
Metastasis is the primary cause of death of cancer patients. Dissecting mechanisms governing metastatic spread may uncover important tumor biology and/or yield promising therapeutic insights. Here, we investigated the role of circular RNAs (circRNA) in metastasis, using melanoma as a model aggressive tumor. We identified silencing of cerebellar degeneration-related 1 antisense (CDR1as), a regulator of miR-7, as a hallmark of melanoma progression. CDR1as depletion results from epigenetic silencing of LINC00632, its originating long non-coding RNA (lncRNA) and promotes invasion in vitro and metastasis in vivo through a miR-7-independent, IGF2BP3-mediated mechanism. Moreover, CDR1as levels reflect cellular states associated with distinct therapeutic responses. Our study reveals functional, prognostic, and predictive roles for CDR1as and expose circRNAs as key players in metastasis.
PMID: 31935372
ISSN: 1878-3686
CID: 4263262
An intrinsic role of IL-33 in Treg cell-mediated tumor immunoevasion
Hatzioannou, Aikaterini; Banos, Aggelos; Sakelaropoulos, Theodore; Fedonidis, Constantinos; Vidali, Maria-Sophia; Köhne, Maren; Händler, Kristian; Boon, Louis; Henriques, Ana; Koliaraki, Vasiliki; Georgiadis, Panagiotis; Zoidakis, Jerome; Termentzi, Aikaterini; Beyer, Marc; Chavakis, Triantafyllos; Boumpas, Dimitrios; Tsirigos, Aristotelis; Verginis, Panayotis
Regulatory T (Treg) cells accumulate into tumors, hindering the success of cancer immunotherapy. Yet, therapeutic targeting of Treg cells shows limited efficacy or leads to autoimmunity. The molecular mechanisms that guide Treg cell stability in tumors remain elusive. In the present study, we identify a cell-intrinsic role of the alarmin interleukin (IL)-33 in the functional stability of Treg cells. Specifically, IL-33-deficient Treg cells demonstrated attenuated suppressive properties in vivo and facilitated tumor regression in a suppression of tumorigenicity 2 receptor (ST2) (IL-33 receptor)-independent fashion. On activation, Il33-/- Treg cells exhibited epigenetic re-programming with increased chromatin accessibility of the Ifng locus, leading to elevated interferon (IFN)-γ production in a nuclear factor (NF)-κB-T-bet-dependent manner. IFN-γ was essential for Treg cell defective function because its ablation restored Il33-/- Treg cell-suppressive properties. Importantly, genetic ablation of Il33 potentiated the therapeutic effect of immunotherapy. Our findings reveal a new and therapeutically important intrinsic role of IL-33 in Treg cell stability in cancer.
PMID: 31844326
ISSN: 1529-2916
CID: 4242342
LncRNA RP11-19E11 is an E2F1 target required for proliferation and survival of basal breast cancer
Giro-Perafita, A; Luo, L; Khodadadi-Jamayran, A; Thompson, M; Akgol Oksuz, B; Tsirigos, A; Dynlacht, B D; Sánchez, I; Esteva, F J
Long non-coding RNAs (lncRNAs) play key roles in the regulation of breast cancer initiation and progression. LncRNAs are differentially expressed in breast cancer subtypes. Basal-like breast cancers are generally poorly differentiated tumors, are enriched in embryonic stem cell signatures, lack expression of estrogen receptor, progesterone receptor, and HER2 (triple-negative breast cancer), and show activation of proliferation-associated factors. We hypothesized that lncRNAs are key regulators of basal breast cancers. Using The Cancer Genome Atlas, we identified lncRNAs that are overexpressed in basal tumors compared to other breast cancer subtypes and expressed in at least 10% of patients. Remarkably, we identified lncRNAs whose expression correlated with patient prognosis. We then evaluated the function of a subset of lncRNA candidates in the oncogenic process in vitro. Here, we report the identification and characterization of the chromatin-associated lncRNA, RP11-19E11.1, which is upregulated in 40% of basal primary breast cancers. Gene set enrichment analysis in primary tumors and in cell lines uncovered a correlation between RP11-19E11.1 expression level and the E2F oncogenic pathway. We show that this lncRNA is chromatin-associated and an E2F1 target, and its expression is necessary for cancer cell proliferation and survival. Finally, we used lncRNA expression levels as a tool for drug discovery in vitro, identifying protein kinase C (PKC) as a potential therapeutic target for a subset of basal-like breast cancers. Our findings suggest that lncRNA overexpression is clinically relevant. Understanding deregulated lncRNA expression in basal-like breast cancer may lead to potential prognostic and therapeutic applications.
PMCID:6944689
PMID: 31934613
ISSN: 2374-4677
CID: 4264352
Decreased cytotoxic T cells and TCR clonality in organ transplant recipients with squamous cell carcinoma
Frazzette, Nicholas; Khodadadi-Jamayran, Alireza; Doudican, Nicole; Santana, Alexis; Felsen, Diane; Pavlick, Anna C; Tsirigos, Aristotelis; Carucci, John A
T-cell landscape differences between cutaneous squamous cell carcinoma (cSCC) tumors in immune competent (SCC in IC) and immunocompromised organ transplant recipients (TSCC in OTR) are unclear. We developed an analytical method to define tumor infiltrating lymphocyte (TIL) phenotype in cSCC from immune competent and immune suppressed patients using single-cell TCR sequencing and gene expression data. TSCC exhibits reduced proportions of cytotoxic and naïve TILs and similar numbers of regulatory TILs. Fewer, more heterogeneous TCR clonotypes are observed in TIL from OTR. Most TCR sequences for top ten clonotypes correspond to known antigens, while 24% correspond to putative neoantigens. OTR show increased cSCC events over 12 months possibly due to reduced cytotoxic T-cells. Our novel method of barcoding CD8+ T-cells is the first providing gene expression and TCR sequences in cSCC. Knowledge regarding putative antigens recognized by TCRs with phenotypic function of T-cells bearing those TCRs could facilitate personalized cSCC treatments.
PMCID:7270180
PMID: 32550269
ISSN: 2397-768x
CID: 4484902
Decreased cytotoxic T cells, decreased cytotoxic/regulatory T-cell ratio, and decreased TCR clonality are associated with increased numbers of primary cutaneous squamous cell carcinomas in solid organ transplant recipients [Meeting Abstract]
Doudican, N.; Frazzette, N.; Khodadadi-Jamayran, A.; Tsirigos, A.; Carucci, J.
ISI:000554564400152
ISSN: 0022-202x
CID: 4562132
GCN2 drives macrophage and MDSC function and immunosuppression in the tumor microenvironment
Halaby, Marie Jo; Hezaveh, Kebria; Lamorte, Sara; Ciudad, M Teresa; Kloetgen, Andreas; MacLeod, Bethany L; Guo, Mengdi; Chakravarthy, Ankur; Medina, Tiago Da Silva; Ugel, Stefano; Tsirigos, Aristotelis; Bronte, Vincenzo; Munn, David H; Pugh, Trevor J; De Carvalho, Daniel D; Butler, Marcus O; Ohashi, Pamela S; Brooks, David G; McGaha, Tracy L
General control nonderepressible 2 (GCN2) is an environmental sensor controlling transcription and translation in response to nutrient availability. Although GCN2 is a putative therapeutic target for immuno-oncology, its role in shaping the immune response to tumors is poorly understood. Here, we used mass cytometry, transcriptomics, and transcription factor-binding analysis to determine the functional impact of GCN2 on the myeloid phenotype and immune responses in melanoma. We found that myeloid-lineage deletion of GCN2 drives a shift in the phenotype of tumor-associated macrophages and myeloid-derived suppressor cells (MDSCs) that promotes antitumor immunity. Time-of-flight mass cytometry (CyTOF) and single-cell RNA sequencing showed that this was due to changes in the immune microenvironment with increased proinflammatory activation of macrophages and MDSCs and interferon-γ expression in intratumoral CD8+ T cells. Mechanistically, GCN2 altered myeloid function by promoting increased translation of the transcription factor CREB-2/ATF4, which was required for maturation and polarization of macrophages and MDSCs in both mice and humans, whereas targeting Atf4 by small interfering RNA knockdown reduced tumor growth. Last, analysis of patients with cutaneous melanoma showed that GCN2-dependent transcriptional signatures correlated with macrophage polarization, T cell infiltrates, and overall survival. Thus, these data reveal a previously unknown dependence of tumors on myeloid GCN2 signals for protection from immune attack.
PMID: 31836669
ISSN: 2470-9468
CID: 4238982
Axon TRAP reveals learning-associated alterations in cortical axonal mRNAs in the lateral amgydala
Ostroff, Linnaea E; Santini, Emanuela; Sears, Robert; Deane, Zachary; Kanadia, Rahul N; LeDoux, Joseph E; Lhakhang, Tenzin; Tsirigos, Aristotelis; Heguy, Adriana; Klann, Eric
Local translation can support memory consolidation by supplying new proteins to synapses undergoing plasticity. Translation in adult forebrain dendrites is an established mechanism of synaptic plasticity and is regulated by learning, yet there is no evidence for learning-regulated protein synthesis in adult forebrain axons, which have traditionally been believed to be incapable of translation. Here we show that axons in the adult rat amygdala contain translation machinery, and use translating ribosome affinity purification (TRAP) with RNASeq to identify mRNAs in cortical axons projecting to the amygdala, over 1200 of which were regulated during consolidation of associative memory. Mitochondrial and translation-related genes were upregulated, whereas synaptic, cytoskeletal, and myelin-related genes were downregulated; the opposite effects were observed in the cortex. Our results demonstrate that axonal translation occurs in the adult forebrain and is altered after learning, supporting the likelihood that local translation is more a rule than an exception in neuronal processes.
PMID: 31825308
ISSN: 2050-084x
CID: 4234492
A Deep Learning Framework for Predicting Response to Therapy in Cancer
Sakellaropoulos, Theodore; Vougas, Konstantinos; Narang, Sonali; Koinis, Filippos; Kotsinas, Athanassios; Polyzos, Alexander; Moss, Tyler J; Piha-Paul, Sarina; Zhou, Hua; Kardala, Eleni; Damianidou, Eleni; Alexopoulos, Leonidas G; Aifantis, Iannis; Townsend, Paul A; Panayiotidis, Mihalis I; Sfikakis, Petros; Bartek, Jiri; Fitzgerald, Rebecca C; Thanos, Dimitris; Mills Shaw, Kenna R; Petty, Russell; Tsirigos, Aristotelis; Gorgoulis, Vassilis G
A major challenge in cancer treatment is predicting clinical response to anti-cancer drugs on a personalized basis. Using a pharmacogenomics database of 1,001 cancer cell lines, we trained deep neural networks for prediction of drug response and assessed their performance on multiple clinical cohorts. We demonstrate that deep neural networks outperform the current state in machine learning frameworks. We provide a proof of concept for the use of deep neural network-based frameworks to aid precision oncology strategies.
PMID: 31825821
ISSN: 2211-1247
CID: 4234532
Functional and topographic effects on DNA methylation in IDH1/2 mutant cancers
Bledea, Ramona; Vasudevaraja, Varshini; Patel, Seema; Stafford, James; Serrano, Jonathan; Esposito, Gianna; Tredwin, Lilian M; Goodman, Nina; Kloetgen, Andreas; Golfinos, John G; Zagzag, David; Weigelt, Britta; Iafrate, A John; Sulman, Erik P; Chi, Andrew S; Dogan, Snjezana; Reis-Filho, Jorge S; Chiang, Sarah; Placantonakis, Dimitris; Tsirigos, Aristotelis; Snuderl, Matija
IDH1/2 mutations are early drivers present in diverse human cancer types arising in various tissue sites. IDH1/2 mutation is known to induce a global hypermethylator phenotype. However, the effects on DNA methylation across IDH mutant cancers and functionally different genome regions, remain unknown. We analyzed DNA methylation data from IDH1/2 mutant acute myeloid leukemia, oligodendroglioma, astrocytoma, solid papillary breast carcinoma with reverse polarity, sinonasal undifferentiated carcinoma and cholangiocarcinoma, which clustered by their embryonal origin. Hypermethylated common probes affect predominantly gene bodies while promoters in IDH1/2 mutant cancers remain unmethylated. Enhancers showed global hypermethylation, however commonly hypomethylated enhancers were associated with tissue differentiation and cell fate determination. We demonstrate that some chromosomes, chromosomal arms and chromosomal regions are more affected by IDH1/2 mutations while others remain resistant to IDH1/2 mutation induced methylation changes. Therefore IDH1/2 mutations have different methylation effect on different parts of the genome, which may be regulated by different mechanisms.
PMID: 31727977
ISSN: 2045-2322
CID: 4185902