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208


A Deep Learning Approach for Rapid Mutational Screening in Melanoma [PrePrint]

Kim, Randie H; Nomikou, Sofia; Dawood, Zarmeena; Jour, George; Donnelly, Douglas; Moran, Una; Weber, Jeffrey S; Razavian, Narges; Snuderl, Matija; Shapiro, Richard; Berman, Russell S; Coudray, Nicloas; Osman, Iman; Tsirigos, Aristotelis
ORIGINAL:0014818
ISSN: 2692-8205
CID: 4662142

Cell surface Notch ligand DLL3 is a therapeutic target in isocitrate dehydrogenase mutant glioma

Spino, Marissa; Kurz, Sylvia C; Chiriboga, Luis; Serrano, Jonathan; Zeck, Briana; Sen, Namita; Patel, Seema; Shen, Guomiao; Vasudevaraja, Varshini; Tsirigos, Aristotelis; Suryadevara, Carter M; Frenster, Joshua D; Tateishi, Kensuke; Wakimoto, Hiroaki; Jain, Rajan; Riina, Howard A; Nicolaides, Theodore; Sulman, Erik P; Cahill, Daniel P; Golfinos, John G; Isse, Kumiko; Saunders, Laura R; Zagzag, David; Placantonakis, Dimitris G; Snuderl, Matija; Chi, Andrew S
PURPOSE/OBJECTIVE:Isocitrate dehydrogenase (IDH) mutant gliomas are a distinct glioma molecular subtype for which no effective molecularly-directed therapy exists. Low-grade gliomas, which are 80-90% IDH mutant, have high RNA levels of the cell surface Notch ligand DLL3. We sought to determine DLL3 expression by immunohistochemistry in glioma molecular subtypes and the potential efficacy of an anti-DLL3 antibody drug conjugate (ADC), rovalpituzumab tesirine (Rova-T), in IDH mutant glioma. EXPERIMENTAL DESIGN/METHODS:We evaluated DLL3 expression by RNA using TCGA data and by immunohistochemistry in a discovery set of 63 gliomas and 20 non-tumor brain tissues and a validation set of 62 known IDH wildtype and mutant gliomas using a monoclonal anti-DLL3 antibody. Genotype was determined using a DNA methylation array classifier or by sequencing. The effect of Rova-T on patient-derived endogenous IDH mutant glioma tumorspheres was determined by cell viability assay. RESULTS:Compared to IDH wildtype glioblastoma, IDH mutant gliomas have significantly higher DLL3 RNA (P<1x10-15) and protein by immunohistochemistry (P=0.0014 and P<4.3x10-6 in the discovery and validation set, respectively). DLL3 immunostaining was intense and homogeneous in IDH mutant gliomas, retained in all recurrent tumors, and detected in only 1 of 20 non-tumor brains. Patient-derived IDH mutant glioma tumorspheres overexpressed DLL3 and were potently sensitive to Rova-T in an antigen-dependent manner. CONCLUSIONS:DLL3 is selectively and homogeneously expressed in IDH mutant gliomas and can be targeted with Rova-T in patient-derived IDH mutant glioma tumorspheres. Our findings are potentially immediately translatable and have implications for therapeutic strategies that exploit cell surface tumor-associated antigens.
PMID: 30397180
ISSN: 1078-0432
CID: 3455762

Draft Genome Sequence of Streptococcus halitosis sp. nov., Isolated from the Dorsal Surface of the Tongue of a Patient with Halitosis

Tetz, George; Vikina, Daria; Brown, Stuart; Zappile, Paul; Dolgalev, Igor; Tsirigos, Aristotelis; Heguy, Adriana; Tetz, Victor
Here, we report the draft genome of Streptococcus halitosis sp. nov. strain VT-4, a novel bacterium isolated from the dorsal part of the tongue of a patient with halitosis. The genome comprised 1,880,608 bp with a GC content of 41.0%. There were 1,782 predicted protein-coding genes, including those associated with virulence and antibiotic resistance.
PMCID:6346211
PMID: 30701262
ISSN: 2576-098x
CID: 3626792

Predicting BRAF and NRAS Mutations Using Deep Learning on Histopathology Images of Melanoma [Meeting Abstract]

Kim, Randie; Nomikou, Sofia; Dawood, Zarmeena; Coudray, Nicolas; Jour, George; Moran, Una; Razavian, Narges; Osman, Iman; Tsirigos, Aristotelis
ISI:000478915500468
ISSN: 0893-3952
CID: 4048102

Predicting BRAF and NRAS Mutations Using Deep Learning on Histopathology Images of Melanoma [Meeting Abstract]

Kim, Randie; Nomikou, Sofia; Dawood, Zarmeena; Coudray, Nicolas; Jour, George; Moran, Una; Razavian, Narges; Osman, Iman; Tsirigos, Aristotelis
ISI:000478081100486
ISSN: 0023-6837
CID: 4048332

Long Noncoding RNAs (LncRNAs) Signatures in Prostate Cancer: External Validation with The Cancer Genome Atlas (TCGA) database [Meeting Abstract]

Parimi (Parini), Vamsi; Vasudevaraja, Varshini; Xia, Yuhe; Selvaraj, Shanmugapriya; Mezzano, Valeria; Jour, George; Snuderl, Matija; Tsirigos, Aristotelis; Deng, Fangming; Melamed, Jonathan
ISI:000478081101390
ISSN: 0023-6837
CID: 4048392

Overcome LKB1 mutated cancer resistance to anti-PD1 treatment [Meeting Abstract]

Deng, Jiehui; Thennavan, Aatish; Pan, Yuanwang; Dolgalev, Igor; Chen, Ting; Silver, Heather; Harris, Matthew; Pyon, Val; Li, Fei; Lee, Chelsea; Tsirigos, Aristotelis; Rothenberg, Eli; Perou, Charles M.; Wong, Kwok-Kin
ISI:000488279402164
ISSN: 0008-5472
CID: 5381142

KLF4, A Gene Regulating Prostate Stem Cell Homeostasis, Is a Barrier to Malignant Progression and Predictor of Good Prognosis in Prostate Cancer

Xiong, Xiaozhong; Schober, Markus; Tassone, Evelyne; Khodadadi-Jamayran, Alireza; Sastre-Perona, Ana; Zhou, Hua; Tsirigos, Aristotelis; Shen, Steven; Chang, Miao; Melamed, Jonathan; Ossowski, Liliana; Wilson, Elaine L
There is a considerable need to identify those individuals with prostate cancer who have indolent disease. We propose that genes that control adult stem cell homeostasis in organs with slow turnover, such as the prostate, control cancer fate. One such gene, KLF4, overexpressed in murine prostate stem cells, regulates their homeostasis, blocks malignant transformation, and controls the self-renewal of tumor-initiating cells. KLF4 loss induces the molecular features of aggressive cancer and converts PIN lesions to invasive sarcomatoid carcinomas; its re-expression in vivo reverses this process. Bioinformatic analysis links these changes to human cancer. KLF4 and its downstream targets make up a gene signature that identifies indolent tumors and predicts recurrence-free survival. This approach may improve prognosis and identify therapeutic targets for advanced cancer.
PMID: 30540935
ISSN: 2211-1247
CID: 3543262

Airway Microbiota Is Associated with Up-Regulation of the PI3K Pathway in Lung Cancer

Tsay, Jun-Chieh J; Wu, Benjamin G; Badri, Michelle H; Clemente, Jose C; Shen, Nan; Meyn, Peter; Li, Yonghua; Yie, Ting-An; Lhakhang, Tenzin; Olsen, Evan; Murthy, Vivek; Michaud, Gaetane; Sulaiman, Imran; Tsirigos, Aristotelis; Heguy, Adriana; Pass, Harvey; Weiden, Michael D; Rom, William N; Sterman, Daniel H; Bonneau, Richard; Blaser, Martin J; Segal, Leopoldo N
BACKGROUND:In lung cancer, upregulation of the PI3K pathway is an early event that contributes to cell proliferation, survival, and tissue invasion. Upregulation of this pathway was recently described as associated with enrichment of the lower airways with bacteria identified as oral commensals. We hypothesize that host-microbe interactions in the lower airways of subjects with lung cancer affect known cancer pathways. METHODS:Airway brushes were collected prospectively from subjects with lung nodules at time of diagnostic bronchoscopy, including 39 subjects with final lung cancer diagnoses and 36 subjects with non-cancer diagnosis. Additionally, samples from 10 healthy control subjects were included. 16S rRNA gene amplicon sequencing and paired transcriptome sequencing (RNAseq) were performed on all airway samples. In addition, an in vitro model with airway epithelial cells exposed to bacteria/bacterial products was performed. RESULTS:The composition of the lower airway transcriptome in the cancer patients was significantly different from the controls, which included upregulation of ERK and PI3K signaling pathways. The lower airways of lung cancer patients were enriched for oral taxa (Streptococcus and Veillonella), which was associated with upregulation of the ERK and PI3K signaling pathways. In vitro exposure of airway epithelial cells to Veillonella, Prevotella, and Streptococcus led to upregulation of these same signaling pathways. CONCLUSIONS:The data presented here shows that several transcriptomic signatures previously identified as relevant to lung cancer pathogenesis are associated with enrichment of the lower airway microbiota with oral commensals.
PMID: 29864375
ISSN: 1535-4970
CID: 3144342

Identification of a whole blood signature for venous thromboembolism [Meeting Abstract]

Hogan, M; Zhou, H; Lhakhang, T; Barrett, T J; O'Reilly, D; Smilowitz, N; Heguy, A; Maldonado, T; Tsirigos, A; Berger, J
Venous thromboembolism (VTE), comprised of deep vein thrombosis and pulmonary embolism, is a common health problem both in the United States and worldwide, with significant associated morbidity and mortality. Despite multiple known genetic and situational risk factors, an estimated 30% of all events remain classified as idiopathic, demonstrating a significant knowledge gap in the pathophysiology VTE. While platelets are well established as an essential contributor to thrombus formation and there has been recent interest in the role of neutrophil extracellular traps, specific cell types and pathways involved in the pathogenesis of VTE remain uncertain. In this study, our primary aims were to define a unique transcriptional signature for VTE and to identify the types of cells and specific pathways involved in development of VTE. Whole blood was collected in PAX gene tubes and RNA sequencing for coding mRNA was performed in an unbiased manner in 201 patients with prevalent VTE as well as 43 healthy controls. We used a bioinformatics approach to develop a unique signature for VTE by identifying differentially expressed genes, developing cell-type modules, and ascertaining pathways driving differentially expressed transcripts. We performed additional analyses on subgroups of patients with idiopathic VTE, patients with incident VTE, and VTE patients matched to healthy controls by age and sex. We went on to use machine learning methods to learn models that best differentiate VTE patients from healthy controls and validated it on a left out test set within our VTE population. Genes specific to neutrophils, erythrocytes, and platelets, in that order, were most significantly upregulated in patients with VTE compared to healthy controls. Genes related to T-cells were downregulated. Pathway analysis revealed upregulated neutrophil activation and degranulation, erythrocyte differentiation and homeostasis, and platelet degranulation. A gene signature of 217 transcripts was outstanding at differentiating patients with VTE versus healthy controls (AUC 0.94). Following adjustment for age, sex, and race/ethnicity our genetic signature remained significantly robust at differentiating patients with VTE versus controls (AUC 0.83). Our expression signature remained stable across patients with idiopathic VTE (AUC 0.93), and in patients who went on to develop future VTE events (AUC 0.95). In summary, we have demonstrated a whole blood transcriptional signature for prevalent and incident VTE. Genes related to neutrophils, erythrocytes, and platelets are upregulated in patients with VTE and genes related to T-cells were downregulated. These findings suggest an active role of cell types once thought to be passively entrapped within thrombus and provide new areas of study to establish the pathophysiology of VTE
EMBASE:626460770
ISSN: 0006-4971
CID: 3703362