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Histone H1 loss drives lymphoma by disrupting 3D chromatin architecture
Yusufova, Nevin; Kloetgen, Andreas; Teater, Matt; Osunsade, Adewola; Camarillo, Jeannie M; Chin, Christopher R; Doane, Ashley S; Venters, Bryan J; Portillo-Ledesma, Stephanie; Conway, Joseph; Phillip, Jude M; Elemento, Olivier; Scott, David W; Béguelin, Wendy; Licht, Jonathan D; Kelleher, Neil L; Staudt, Louis M; Skoultchi, Arthur I; Keogh, Michael-Christopher; Apostolou, Effie; Mason, Christopher E; Imielinski, Marcin; Schlick, Tamar; David, Yael; Tsirigos, Aristotelis; Allis, C David; Soshnev, Alexey A; Cesarman, Ethel; Melnick, Ari M
Linker histone H1 proteins bind to nucleosomes and facilitate chromatin compaction1, although their biological functions are poorly understood. Mutations in the genes that encode H1 isoforms B-E (H1B, H1C, H1D and H1E; also known as H1-5, H1-2, H1-3 and H1-4, respectively) are highly recurrent in BÂ cell lymphomas, but the pathogenic relevance of these mutations to cancer and the mechanisms that are involved are unknown. Here we show that lymphoma-associated H1 alleles are genetic driver mutations in lymphomas. Disruption of H1 function results in a profound architectural remodelling of the genome, which is characterized by large-scale yet focal shifts of chromatin from a compacted to a relaxed state. This decompaction drives distinct changes in epigenetic states, primarily owing to a gain of histone H3 dimethylation at lysine 36 (H3K36me2) and/or loss of repressive H3 trimethylation at lysine 27 (H3K27me3). These changes unlock the expression of stem cell genes that are normally silenced during early development. In mice, loss of H1c and H1e (also known as H1f2 and H1f4, respectively) conferred germinal centre BÂ cells with enhanced fitness and self-renewal properties, ultimately leading to aggressive lymphomas with an increased repopulating potential. Collectively, our data indicate that H1 proteins are normally required to sequester early developmental genes into architecturally inaccessible genomic compartments. We also establish H1 as a bona fide tumour suppressor and show that mutations in H1 drive malignant transformation primarily through three-dimensional genome reorganization, which leads to epigenetic reprogramming and derepression of developmentally silenced genes.
PMID: 33299181
ISSN: 1476-4687
CID: 4709072
Somatic Focal Copy Number Gains of Noncoding Regions of Receptor Tyrosine Kinase Genes in Treatment-Resistant Epilepsy
Vasudevaraja, Varshini; Rodriguez, Javier Hernaez; Pelorosso, Cristiana; Zhu, Kaicen; Buccoliero, Anna Maria; Onozato, Maristela; Mohamed, Hussein; Serrano, Jonathan; Tredwin, Lily; Garonzi, Marianna; Forcato, Claudio; Zeck, Briana; Ramaswami, Sitharam; Stafford, James; Faustin, Arline; Friedman, Daniel; Hidalgo, Eveline Teresa; Zagzag, David; Skok, Jane; Heguy, Adriana; Chiriboga, Luis; Conti, Valerio; Guerrini, Renzo; Iafrate, A John; Devinsky, Orrin; Tsirigos, Aristotelis; Golfinos, John G; Snuderl, Matija
Epilepsy is a heterogenous group of disorders defined by recurrent seizure activity due to abnormal synchronized activity of neurons. A growing number of epilepsy cases are believed to be caused by genetic factors and copy number variants (CNV) contribute to up to 5% of epilepsy cases. However, CNVs in epilepsy are usually large deletions or duplications involving multiple neurodevelopmental genes. In patients who underwent seizure focus resection for treatment-resistant epilepsy, whole genome DNA methylation profiling identified 3 main clusters of which one showed strong association with receptor tyrosine kinase (RTK) genes. We identified focal copy number gains involving epidermal growth factor receptor (EGFR) and PDGFRA loci. The dysplastic neurons of cases with amplifications showed marked overexpression of EGFR and PDGFRA, while glial and endothelial cells were negative. Targeted sequencing of regulatory regions and DNA methylation analysis revealed that only enhancer regions of EGFR and gene promoter of PDGFRA were amplified, while coding regions did not show copy number abnormalities or somatic mutations. Somatic focal copy number gains of noncoding regulatory represent a previously unrecognized genetic driver in epilepsy and a mechanism of abnormal activation of RTK genes. Upregulated RTKs provide a potential avenue for therapy in seizure disorders.
PMID: 33274363
ISSN: 1554-6578
CID: 4694512
Using Machine Learning Algorithms to Predict Immunotherapy Response in Patients with Advanced Melanoma
Johannet, Paul; Coudray, Nicolas; Donnelly, Douglas M; Jour, George; Illa-Bochaca, Irineu; Xia, Yuhe; Johnson, Douglas B; Wheless, Lee; Patrinely, James R; Nomikou, Sofia; Rimm, David L; Pavlick, Anna C; Weber, Jeffrey S; Zhong, Judy; Tsirigos, Aristotelis; Osman, Iman
PURPOSE/OBJECTIVE:Several biomarkers of response to immune checkpoint inhibitors (ICI) show potential but are not yet scalable to the clinic. We developed a pipeline that integrates deep learning on histology specimens with clinical data to predict ICI response in advanced melanoma. EXPERIMENTAL DESIGN/METHODS:We used a training cohort from New York University (New York, NY) and a validation cohort from Vanderbilt University (Nashville, TN). We built a multivariable classifier that integrates neural network predictions with clinical data. A ROC curve was generated and the optimal threshold was used to stratify patients as high versus low risk for progression. Kaplan-Meier curves compared progression-free survival (PFS) between the groups. The classifier was validated on two slide scanners (Aperio AT2 and Leica SCN400). RESULTS:= 0.03 for the Leica SCN400). CONCLUSIONS:Histology slides and patients' clinicodemographic characteristics are readily available through standard of care and have the potential to predict ICI treatment outcomes. With prospective validation, we believe our approach has potential for integration into clinical practice.
PMID: 33208341
ISSN: 1078-0432
CID: 4672842
Lower airway dysbiosis affects lung cancer progression
Tsay, Jun-Chieh J; Wu, Benjamin G; Sulaiman, Imran; Gershner, Katherine; Schluger, Rosemary; Li, Yonghua; Yie, Ting-An; Meyn, Peter; Olsen, Evan; Perez, Luisannay; Franca, Brendan; Carpenito, Joseph; Iizumi, Tadasu; El-Ashmawy, Mariam; Badri, Michelle; Morton, James T; Shen, Nan; He, Linchen; Michaud, Gaetane; Rafeq, Samaan; Bessich, Jamie L; Smith, Robert L; Sauthoff, Harald; Felner, Kevin; Pillai, Ray; Zavitsanou, Anastasia-Maria; Koralov, Sergei B; Mezzano, Valeria; Loomis, Cynthia A; Moreira, Andre L; Moore, William; Tsirigos, Aristotelis; Heguy, Adriana; Rom, William N; Sterman, Daniel H; Pass, Harvey I; Clemente, Jose C; Li, Huilin; Bonneau, Richard; Wong, Kwok-Kin; Papagiannakopoulos, Thales; Segal, Leopoldo N
In lung cancer, enrichment of the lower airway microbiota with oral commensals commonly occurs and ex vivo models support that some of these bacteria can trigger host transcriptomic signatures associated with carcinogenesis. Here, we show that this lower airway dysbiotic signature was more prevalent in group IIIB-IV TNM stage lung cancer and is associated with poor prognosis, as shown by decreased survival among subjects with early stage disease (I-IIIA) and worse tumor progression as measured by RECIST scores among subjects with IIIB-IV stage disease. In addition, this lower airway microbiota signature was associated with upregulation of IL-17, PI3K, MAPK and ERK pathways in airway transcriptome, and we identified Veillonella parvula as the most abundant taxon driving this association. In a KP lung cancer model, lower airway dysbiosis with V. parvula led to decreased survival, increased tumor burden, IL-17 inflammatory phenotype and activation of checkpoint inhibitor markers.
PMID: 33177060
ISSN: 2159-8290
CID: 4663012
Deep learning links histology, molecular signatures and prognosis in cancer [Comment]
Coudray, Nicolas; Tsirigos, Aristotelis
PMID: 35122048
ISSN: 2662-1347
CID: 5204202
Muscle progenitor specification and myogenic differentiation are associated with changes in chromatin topology
Zhang, Nan; Mendieta-Esteban, Julen; Magli, Alessandro; Lilja, Karin C; Perlingeiro, Rita C R; Marti-Renom, Marc A; Tsirigos, Aristotelis; Dynlacht, Brian David
Using Hi-C, promoter-capture Hi-C (pCHi-C), and other genome-wide approaches in skeletal muscle progenitors that inducibly express a master transcription factor, Pax7, we systematically characterize at high-resolution the spatio-temporal re-organization of compartments and promoter-anchored interactions as a consequence of myogenic commitment and differentiation. We identify key promoter-enhancer interaction motifs, namely, cliques and networks, and interactions that are dependent on Pax7 binding. Remarkably, Pax7 binds to a majority of super-enhancers, and together with a cadre of interacting transcription factors, assembles feed-forward regulatory loops. During differentiation, epigenetic memory and persistent looping are maintained at a subset of Pax7 enhancers in the absence of Pax7. We also identify and functionally validate a previously uncharacterized Pax7-bound enhancer hub that regulates the essential myosin heavy chain cluster during skeletal muscle cell differentiation. Our studies lay the groundwork for understanding the role of Pax7 in orchestrating changes in the three-dimensional chromatin conformation in muscle progenitors.
PMID: 33277476
ISSN: 2041-1723
CID: 4702792
Evolution of the epigenetic landscape in childhood B acute lymphoblastic leukemia and its role in drug resistance
Saint Fleur-Lominy, Shella; Evensen, Nikki A; Bhatla, Teena; Sethia, Gunjan; Narang, Sonali; Choi, Jun H; Ma, Xiaotu; Yang, Jun J; Kelly, Stephen; Raetz, Elizabeth; Harvey, Richard C; Willman, Cheryl; Loh, Mignon L; Hunger, Stephen P; Brown, Patrick A; Getz, Kylie M; Meydan, Cem; Mason, Christopher E; Tsirigos, Aristotelis; Carroll, William L
Although B cell acute lymphoblastic leukemia (ALL) is the most common malignancy in children and while highly curable, it remains a leading cause of cancer-related mortality. The outgrowth of tumor subclones carrying mutations in genes responsible for resistance to therapy has led to a Darwinian model of clonal selection. Previous work has indicated that alterations in the epigenome might contribute to clonal selection yet the extent to which the chromatin state is altered under the selective pressures of therapy is unknown. To address this, we performed chromatin immunoprecipitation, gene expression analysis, and enhanced reduced representation bisulfite sequencing on a cohort of paired diagnosis and relapse samples from individual patients who all but one relapsed within 36 months of initial diagnosis. The chromatin state at diagnosis varied widely among patients: while the majority of peaks remained stable between diagnosis and relapse, yet a significant fraction were either lost or newly gained with some patients showing few differences and others showing massive changes of the epigenetic state. Evolution of the epigenome was associated with pathways previously linked to therapy resistance as well as novel candidate pathways through alterations in pyrimidine biosynthesis and downregulation of polycomb repressive complex 2 targets. Three novel, relapse-specific super-enhancers were shared by a majority of patients including one associated with S100A8, the top upregulated gene seen at relapse in childhood B-ALL. Overall, our results support a role of the epigenome in clonal evolution and uncover new candidate pathways associated with relapse.
PMID: 33067268
ISSN: 1538-7445
CID: 4641772
Context-Dependent Requirement of Euchromatic Histone Methyltransferase Activity during Reprogramming to Pluripotency
Vidal, Simon E; Polyzos, Alexander; Chatterjee, Kaushiki; Ee, Ly-Sha; Swanzey, Emily; Morales-Valencia, Jorge; Wang, Hongsu; Parikh, Chaitanya N; Amlani, Bhishma; Tu, Shengjiang; Gong, Yixiao; Snetkova, Valentina; Skok, Jane A; Tsirigos, Aristotelis; Kim, Sangyong; Apostolou, Effie; Stadtfeld, Matthias
Methylation of histone 3 at lysine 9 (H3K9) constitutes a roadblock for cellular reprogramming. Interference with methyltransferases or activation of demethylases by the cofactor ascorbic acid (AA) facilitates the derivation of induced pluripotent stem cells (iPSCs), but possible interactions between specific methyltransferases and AA treatment remain insufficiently explored. We show that chemical inhibition of the methyltransferases EHMT1 and EHMT2 counteracts iPSC formation in an enhanced reprogramming system in the presence of AA, an effect that is dependent on EHMT1. EHMT inhibition during enhanced reprogramming is associated with rapid loss of H3K9 dimethylation, inefficient downregulation of somatic genes, and failed mesenchymal-to-epithelial transition. Furthermore, transient EHMT inhibition during reprogramming yields iPSCs that fail to efficiently give rise to viable mice upon blastocyst injection. Our observations establish novel functions of H3K9 methyltransferases and suggest that a functional balance between AA-stimulated enzymes and EHMTs supports efficient and less error-prone iPSC reprogramming to pluripotency.
PMID: 32976761
ISSN: 2213-6711
CID: 4606132
Dissecting the immunosuppressive tumor microenvironments in Glioblastoma-on-a-Chip for optimized PD-1 immunotherapy
Cui, Xin; Ma, Chao; Vasudevaraja, Varshini; Serrano, Jonathan; Tong, Jie; Peng, Yansong; Delorenzo, Michael; Shen, Guomiao; Frenster, Joshua; Morales, Renee-Tyler Tan; Qian, Weiyi; Tsirigos, Aristotelis; Chi, Andrew S; Jain, Rajan; Kurz, Sylvia C; Sulman, Erik P; Placantonakis, Dimitris G; Snuderl, Matija; Chen, Weiqiang
Programmed cell death protein-1 (PD-1) checkpoint immunotherapy efficacy remains unpredictable in glioblastoma (GBM) patients due to the genetic heterogeneity and immunosuppressive tumor microenvironments. Here, we report a microfluidics-based, patient-specific 'GBM-on-a-Chip' microphysiological system to dissect the heterogeneity of immunosuppressive tumor microenvironments and optimize anti-PD-1 immunotherapy for different GBM subtypes. Our clinical and experimental analyses demonstrated that molecularly distinct GBM subtypes have distinct epigenetic and immune signatures that may lead to different immunosuppressive mechanisms. The real-time analysis in GBM-on-a-Chip showed that mesenchymal GBM niche attracted low number of allogeneic CD154+CD8+ T-cells but abundant CD163+ tumor-associated macrophages (TAMs), and expressed elevated PD-1/PD-L1 immune checkpoints and TGF-β1, IL-10, and CSF-1 cytokines compared to proneural GBM. To enhance PD-1 inhibitor nivolumab efficacy, we co-administered a CSF-1R inhibitor BLZ945 to ablate CD163+ M2-TAMs and strengthened CD154+CD8+ T-cell functionality and GBM apoptosis on-chip. Our ex vivo patient-specific GBM-on-a-Chip provides an avenue for a personalized screening of immunotherapies for GBM patients.
PMID: 32909947
ISSN: 2050-084x
CID: 4589392
Epigenetic silencing of the ubiquitin ligase subunit FBXL7 impairs c-SRC degradation and promotes epithelial-to-mesenchymal transition and metastasis
Moro, Loredana; Simoneschi, Daniele; Kurz, Emma; Arbini, Arnaldo A; Jang, Shaowen; Guaragnella, Nicoletta; Giannattasio, Sergio; Wang, Wei; Chen, Yu-An; Pires, Geoffrey; Dang, Andrew; Hernandez, Elizabeth; Kapur, Payal; Mishra, Ankita; Tsirigos, Aristotelis; Miller, George; Hsieh, Jer-Tsong; Pagano, Michele
Epigenetic plasticity is a pivotal factor that drives metastasis. Here, we show that the promoter of the gene that encodes the ubiquitin ligase subunit FBXL7 is hypermethylated in advanced prostate and pancreatic cancers, correlating with decreased FBXL7 mRNA and protein levels. Low FBXL7 mRNA levels are predictive of poor survival in patients with pancreatic and prostatic cancers. FBXL7 mediates the ubiquitylation and proteasomal degradation of active c-SRC after its phosphorylation at Ser 104. The DNA-demethylating agent decitabine recovers FBXL7 expression and limits epithelial-to-mesenchymal transition and cell invasion in a c-SRC-dependent manner. In vivo, FBXL7-depleted cancer cells form tumours with a high metastatic burden. Silencing of c-SRC or treatment with the c-SRC inhibitor dasatinib together with FBXL7 depletion prevents metastases. Furthermore, decitabine reduces metastases derived from prostate and pancreatic cancer cells in a FBXL7-dependent manner. Collectively, this research implicates FBXL7 as a metastasis-suppressor gene and suggests therapeutic strategies to counteract metastatic dissemination of pancreatic and prostatic cancer cells.
PMID: 32839549
ISSN: 1476-4679
CID: 4574162