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Jaiswal A, Verma A, Dannenfelser R, Melssen M, Tirosh I, Izar B, Kim T, Nirschl C, Devi S, Olson W, Slingluff C, Engelhard V, Garraway L, Regev A, Yoon C, Troyanskaya O, Elemento O, Suarez-Farinas M, Anandasabapathy N. 037 A systems immunology approach to classify melanoma tumor infiltrating lymphocytes (TILs) informs and models overall survival. J Invest Dermatol 2022. [DOI: 10.1016/j.jid.2022.05.091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Drozdz M, Doane A, Alkallas R, Desman G, Bareja R, Reilly M, Bang J, Yusupova M, You J, Wang J, Verma A, Aguirre K, Kang E, Watson I, Elemento O, Piskounova E, Merghoub T, Zippin J. 646 A nuclear cAMP microdomain suppresses tumor growth by hippo pathway inactivation. J Invest Dermatol 2022. [DOI: 10.1016/j.jid.2022.05.657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Noch E, Palma L, Yim I, Barnett D, BHinder B, Benedetti E, Krumsiek J, Elemento O, Cantley L. P13.07 Cysteine induces glioblastoma cytotoxicity through mitochondrial reductive stress. Neuro Oncol 2021. [DOI: 10.1093/neuonc/noab180.115] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
BACKGROUND
Glioblastoma (GBM) remains a poorly treatable disease with high mortality. Tumor metabolism in GBM is a critical mechanism responsible for accelerated growth because of upregulation of glucose, amino acid, and fatty acid utilization. However, therapies targeting GBM metabolism, whether through the use of small-molecule compounds or dietary interventions to limit nutrient sources, have failed in clinical trials. Metabolic bypass is an important mechanism that is often overlooked in GBM trials, since many trials have focused instead on combining anti-metabolic therapy with cytotoxic treatments. The goal of this research is to use a multi-pronged treatment approach with targeted drug and dietary therapy to leverage metabolic susceptibilities in GBM.
MATERIALS AND METHODS
We first interrogated the TCGA database and a cancer metabolite database for alterations in glucose and amino acid signatures in GBM relative to other human cancers and relative to low-grade glioma. We identified the amino acid cysteine as contributing to a novel metabolic susceptibility pathway in GBM. To study the role of cysteine in GBM pathogenesis, we treated patient-derived GBM cells with a variety of FDA-approved cysteine-promoting compounds in vitro, including N-acetylcysteine (NAC). We measured cell proliferation, energy production, mitochondrial metabolism, and reactive oxygen species to study mechanisms of oxidoreductive stress. Results: From our TCGA and cancer metabolite database analyses, we found that GBM exhibits the highest levels of cysteine and methionine pathway gene expression of 32 human cancers and that GBM exhibits high levels of cysteine-related metabolites compared to low-grade gliomas. Cysteine compounds, including NAC, reduce growth of GBM cells, which is exacerbated by glucose deprivation. This growth inhibition is associated with reduced mitochondrial metabolism, manifest by reduction in ATP generation, NADPH/NADP+ ratio, mitochondrial membrane potential, and oxygen consumption rate. Through measurement of mitochondrial hydrogen peroxide, we found that NAC-treated cells exhibit a paradoxical increase in mitochondrial hydrogen peroxide levels, likely due to inhibition of thioreductase and glutathione reductase systems. Through genetic and pharmacological studies, we found that induction of thioredoxin-2 rescues NAC-mediated cytotoxicity and that inhibition of thioreductase and glutathione reductase exacerbates mitochondrial toxicity and reductive stress.
CONCLUSIONS
We show that cysteine compounds reduce cell growth and induce mitochondrial toxicity in GBM through reductive stress. This metabolic phenotype is exacerbated by glucose deprivation. This pathway is targetable with FDA-approved cysteine-promoting compounds and could synergize with glucose-lowering treatments, including the ketogenic diet, for GBM.
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Affiliation(s)
- E Noch
- Weill Cornell Medicine , New York, NY, United States
| | - L Palma
- Weill Cornell Medicine , New York, NY, United States
| | - I Yim
- Weill Cornell Medicine , New York, NY, United States
| | - D Barnett
- Weill Cornell Medicine , New York, NY, United States
| | - B BHinder
- Weill Cornell Medicine , New York, NY, United States
| | - E Benedetti
- Weill Cornell Medicine , New York, NY, United States
| | - J Krumsiek
- Weill Cornell Medicine , New York, NY, United States
| | - O Elemento
- Weill Cornell Medicine , New York, NY, United States
| | - L Cantley
- Weill Cornell Medicine , New York, NY, United States
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Brown F, Hwang I, Sloan S, Hinterschied C, Helmig‐Mason J, Long M, Youssef Y, Chan W, Prouty A, Chung J, Zhang Y, Chen‐Kiang S, DiLiberto M, Elemento O, Sehgal L, Alinari L, Scherle P, Vaddi K, Lapalombella R, Paik J, Baiocchi RA. PRMT5 INHIBITION RESTARTS A PRO‐APOPTOTIC PROGRAM AND CREATES VULNERABILITY TO COMBINATION TREATMENT WITH BCL‐2 INHIBITOR VENETOCLAX IN MANTLE CELL LYMPHOMA. Hematol Oncol 2021. [DOI: 10.1002/hon.143_2880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- F Brown
- The Ohio State University Department of Hematology Columbus USA
| | - I Hwang
- Weil Cornell Medicine Department of Pathology and Laboratory Medicine New York USA
| | - S Sloan
- The Ohio State University Department of Hematology Columbus USA
| | - C Hinterschied
- The Ohio State University Department of Hematology Columbus USA
| | - J Helmig‐Mason
- The Ohio State University Department of Hematology Columbus USA
| | - M Long
- The Ohio State University Department of Hematology Columbus USA
| | - Y Youssef
- The Ohio State University Department of Hematology Columbus USA
| | - W Chan
- The Ohio State University Department of Hematology Columbus USA
| | - A Prouty
- The Ohio State University Department of Hematology Columbus USA
| | - J Chung
- The Ohio State University Department of Hematology Columbus USA
| | - Y Zhang
- Prelude Therapeutics, R&D, Wilmington Delaware USA
| | - S Chen‐Kiang
- Weil Cornell Medicine Department of Pathology and Laboratory Medicine New York USA
| | - M DiLiberto
- Weil Cornell Medicine Department of Pathology and Laboratory Medicine New York USA
| | - O Elemento
- Weil Cornell Medicine Department of Physiology & Biophysics, New York New York USA
| | - L Sehgal
- The Ohio State University Department of Hematology Columbus USA
| | - L Alinari
- The Ohio State University Department of Hematology Columbus USA
| | - P Scherle
- Prelude Therapeutics, R&D, Wilmington Delaware USA
| | - K Vaddi
- Prelude Therapeutics, R&D, Wilmington Delaware USA
| | - R Lapalombella
- The Ohio State University Department of Hematology Columbus USA
| | - J Paik
- Weil Cornell Medicine Department of Pathology and Laboratory Medicine New York USA
| | - R. A Baiocchi
- The Ohio State University Department of Hematology Columbus USA
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McNally DR, Ravichandran H, Tam W, Steidl C, Scott DW, Melnick A, Elemento O. HIGHLY MULTIPLEX TISSUE IMAGING OF DLBCL IDENTIFIES NOVEL PATHOLOGICAL FEATURES PREDICTIVE OF OVERALL SURVIVAL. Hematol Oncol 2021. [DOI: 10.1002/hon.7_2880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- D. R McNally
- Weill Cornell Medicine Physiology and Biophysics New York New York USA
| | - H Ravichandran
- Weill Cornell Medicine Englander Institute for Precision Medicine New York New York USA
| | - W Tam
- Weill Cornell Medicine Pathology and Laboratory Medicine New York New York USA
| | - C Steidl
- BC Cancer Centre for Lymphoid Cancer Vancouver Canada
| | - D. W Scott
- BC Cancer Centre for Lymphoid Cancer Vancouver Canada
| | - A Melnick
- Weill Cornell Medicine Medicine New York New York USA
| | - O Elemento
- Weill Cornell Medicine Englander Institute for Precision Medicine New York New York USA
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Vosoughi A, Zhang T, Shohdy KS, Vlachostergios PJ, Wilkes DC, Tagawa ST, Nanus SM, Molina AM, Beltran H, Sternberg CN, Motanagh S, Robinson BD, Xiang J, Chung WK, Rubin MA, Elemento O, Sboner A, Mosquera JM, Faltas BM. Common deleterious germline variants shape the urothelial cancer genome. Urol Oncol 2020. [DOI: 10.1016/j.urolonc.2020.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Napoli S, Cascione L, Rinaldi A, Sartori G, Forcato M, Bicciato S, Chiappella A, Ghione P, Elemento O, Inghirami G, Bertoni F. THE NONCODING RNA GECPAR IS INVOLVED IN WNT SIGNALING AND HAS TUMOR-SUPPRESSOR ACTIVITY IN DIFFUSE LARGE B CELL LYMPHOMA. Hematol Oncol 2019. [DOI: 10.1002/hon.46_2629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- S. Napoli
- Institute of Oncology Research; Università della Svizzera Italiana; Bellinzona Switzerland
| | - L. Cascione
- Institute of Oncology Research; Università della Svizzera Italiana; Bellinzona Switzerland
| | - A. Rinaldi
- Institute of Oncology Research; Università della Svizzera Italiana; Bellinzona Switzerland
| | - G. Sartori
- Institute of Oncology Research; Università della Svizzera Italiana; Bellinzona Switzerland
| | - M. Forcato
- Center for Genome Research; Dept. of Life Sciences, University of Modena and Reggio Emilia; Modena Italy
| | - S. Bicciato
- Center for Genome Research; Dept. of Life Sciences, University of Modena and Reggio Emilia; Modena Italy
| | - A. Chiappella
- Dipartimento di Oncologia ed Ematologia; A.O.U. Città della Salute e della Scienza di Torino; Torino Italy
| | - P. Ghione
- Weill Cornell Medicine; New York United States
| | - O. Elemento
- Weill Cornell Medicine; New York United States
| | | | - F. Bertoni
- Institute of Oncology Research; Università della Svizzera Italiana; Bellinzona Switzerland
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Zaninovic N, Khosravi P, Hajirasouliha I, Malmsten J, Kazemi E, Zhan Q, Toschi M, Elemento O, Rosenwaks Z. Assessing human blastocyst quality using artificial intelligence (AI) convolutional neural network (CNN). Fertil Steril 2018. [DOI: 10.1016/j.fertnstert.2018.07.267] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Faria M, Karami S, Granados-Principal S, Dey P, Verma A, Choi DS, Elemento O, Bawa-Khalfe1 T, Chang JC, Gustafsson JA, Strom AM. Abstract P6-07-10: The ERβ4 variant induce transformation of the normal breast mammary epithelial cell line MCF-10A; the ERβ variants ERβ2, ERβ4 and ERβ5 increase aggressiveness of TNBC by regulation of hypoxic signaling. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p6-07-10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Triple negative breast cancer (TNBC) still remains a challenge to treat in the clinic due to a lack of good targets for treatment. Although TNBC lacks expression of ERα, the expression of ERβ and its variants are detected quite frequently in this cancer type and can represent an avenue for treatment. We show that the variants of ERβ, namely ERβ1, ERβ2, ERβ4, and ERβ5, regulate aggressiveness of TNBC by regulating hypoxic signaling. RNA-seq of patient derived xenografts (PDX) from TNBC show expression of ERβ4 and ERβ5 variants in more than half of the samples. Furthermore, expression of ERβ4 in the immortalized, normal mammary epithelial cell line MCF-10A that is resistant to mammosphere formation caused transformation and development of mammospheres. By contrast, ERβ1, ERβ2 or ERβ5 were unable to support mammosphere formation. We have previously shown that all variants except ERβ1 stabilizes HIF-1α but only ERβ4 appear to have the ability to transform normal mammary epithelial cells, pointing towards a unique property of ERβ4. We propose that ERβ variants may be good diagnostic tools and also serve as novel targets for treatment of breast cancer.
Citation Format: Faria M, Karami S, Granados-Principal S, Dey P, Verma A, Choi DS, Elemento O, Bawa-Khalfe1 T, Chang JC, Gustafsson J-A, Strom AM. The ERβ4 variant induce transformation of the normal breast mammary epithelial cell line MCF-10A; the ERβ variants ERβ2, ERβ4 and ERβ5 increase aggressiveness of TNBC by regulation of hypoxic signaling [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P6-07-10.
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Affiliation(s)
- M Faria
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - S Karami
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - S Granados-Principal
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - P Dey
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - A Verma
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - DS Choi
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - O Elemento
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - T Bawa-Khalfe1
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - JC Chang
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - J-A Gustafsson
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
| | - AM Strom
- University of Houston, Houston, TX; Hospital of Jaen, Jaen, Spain; University of Granada, Granada, Andalusia, Spain; The University of Texas MD Anderson Cancer Center, Houston, TX; Weill Cornell Medicine, New York, NY; Houston Methodist Hospital, Houston, TX; Karolinska Institutet, Stockholm, Sweden
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Powles R, Redmond D, Sotiriou C, Loi S, Fumagalli D, Nuciforo P, Harbeck N, de Azambuja E, Sarp S, Di Cosimo S, Huober J, Baselga J, Piccart-Gebhart M, Elemento O, Hatzis C, Pusztai L. Abstract P2-09-01: T-cell receptor beta chain variable region (TRBV) expression patterns predict response to combined trastuzumab/lapatinib treatment in the NeoALTTO/BIG-1-06 trial. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p2-09-01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Dual anti-HER2 blockade resulted in increased pathologic complete response rate (pCR) in the 3 arm NeoALTTO trial. High immune gene expression and the absence of PIK3CA pathway mutations are predictive of pCR in all treatment arms but no markers were identified that could predict which patients require dual HER2 targeted therapy. The goal of this analysis was to examine if TRBV expression could add to the predictive function of previously identified immune markers.
Patients and Methods: We analyzed RNA and Whole Exome sequencing data from 245 cancers (54% of all patients) included in the trial. The TRBV reference sequences were obtained from the International ImMunoGeneTics information system. Reads were aligned using a custom BLAST mapping pipeline and normalized by the total number of aligned reads in each sample. We calculated 3 T cell receptor metrics for each tumor including (i) total TRBV chain expression level, (ii) Shannon entropy of the normalized unique TRBV-expression frequencies which reflect TCR diversity and (iii) we also used non-negative matrix factorization (NMF) to define TRBV co-expression metagenes (TRBVMG). We evaluated correlation between these metrics and immune and proliferation gene expression signatures and genomic features of the cancer including clonal heterogeneity and mutation load. We assessed association between TRBV and pCR using multivariate logistic regression.
Results: 65 distinct TRBV variants showed heterogeneous expression levels across cancers with strong co-expression patterns. Total TRBV expression correlated strongly with immune metagene expression (Spearman's ρ=0.93, P<0.001), but entropy had a weaker, inverse correlation with immune metagene expression (Spearman's ρ=-0.40, P<0.001). Associations between TRBV metrics and mutation load and clonal heterogeneity were weak. pCR correlated with higher total TRBV expression (Spearman's ρ=0.17, P<0.05). Correlation between entropy and pCR was non-significant (odds ratio (OR) for regressing entropy with pCR was <1). NMF identified 4 distinct TRBVMGs that showed substantial expression variation within immune cell rich cancers. ER-status, proliferation and immune-gene expression adjusted logistic regression analysis including a treatment-arm interaction term revealed that TRBVMG-2, characterized by high expression of TRBV4.3, TRBV6.3 and TRBV7.2 variants, was associated with higher pCR rate in patients treated with trastuzumab plus lapatinib (Interaction OR=3.23 adjusted P=0.03). In immune-rich cancers, TRBVMG-2 expression above the median was associated with higher pCR rate in the dual HER2 targeted treatment arm compared to the other arms (68% vs 21%, Fisher exact test P<0.001). Patients with immune cell rich cancers but TRBVMG-2 expression below the median had similar pCR rates in all arms (42% monotherapy vs. 28% dual therapy, P=0.46).
Conclusions: TRBV expression pattern can provide predictive information beyond known immune gene expression signatures. High expression of TRBV4.3, TRBV6.3 and TRBV7.2 variants is associated with higher pCR rate with dual HER2 targeted and paclitaxel neoadjuvant therapy.
Citation Format: Powles R, Redmond D, Sotiriou C, Loi S, Fumagalli D, Nuciforo P, Harbeck N, de Azambuja E, Sarp S, Di Cosimo S, Huober J, Baselga J, Piccart-Gebhart M, Elemento O, Hatzis C, Pusztai L. T-cell receptor beta chain variable region (TRBV) expression patterns predict response to combined trastuzumab/lapatinib treatment in the NeoALTTO/BIG-1-06 trial [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P2-09-01.
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Affiliation(s)
- R Powles
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - D Redmond
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - C Sotiriou
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - S Loi
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - D Fumagalli
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - P Nuciforo
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - N Harbeck
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - E de Azambuja
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - S Sarp
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - S Di Cosimo
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - J Huober
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - J Baselga
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - M Piccart-Gebhart
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - O Elemento
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - C Hatzis
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
| | - L Pusztai
- Yale University, New Haven, CT; Weill Cornell Medical College, New York, NY; Peter MacCallum Cancer Center, East Melbourne, Victoria, Australia; Universite Libre de Bruxelles, Brussels, Belgium; Vall d'Hebron Institute of Oncology, Barcelona, Spain; University of Munich, Munich, Germany; Novartis Pharma AG, Basel, Switzerland; Istituto Nazionale Tumori, Milan, Italy; University of Ulm, Ulm, Germany; Memorial Sloan Kettering Cancer Center, New York, NY
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11
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Lue J, Prabhu S, Liu Y, Verma A, Elemento O, Amengual J. DUAL INHIBITION OF EZH2 AND HDAC IS SYNERGISTIC IN EZH2 DYSREGULATED LYMPHOMAS. Hematol Oncol 2017. [DOI: 10.1002/hon.2438_120] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- J.K. Lue
- Center for Lymphoid Malignancies; Columbia University Medical Center; New York USA
| | - S.A. Prabhu
- Center for Lymphoid Malignancies; Columbia University Medical Center; New York USA
| | - Y. Liu
- Center for Lymphoid Malignancies; Columbia University Medical Center; New York USA
| | - A. Verma
- Institute for Computational Biomedicine; Weill Cornell Medical College; New York USA
| | - O. Elemento
- Institute for Computational Biomedicine; Weill Cornell Medical College; New York USA
| | - J.E. Amengual
- Center for Lymphoid Malignancies; Columbia University Medical Center; New York USA
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12
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Roshal M, Reichel J, Wagner F, Zairis S, Sadek J, Brody J, Elemento O, Rabadan R, Dave S, Cesarman E. FULL TRANSCRIPTOME SEQUENCING OF SORTED HODGKIN AND REED-STERNBERG CELLS REVEALS PLASMACYTIC DIFFERENTIATION: INSIGHTS INTO MECHANISMS OF ONCOGENESIS AND IMMUNE EVASION. Hematol Oncol 2017. [DOI: 10.1002/hon.2437_93] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- M. Roshal
- Hematopathology Service; Memorial Sloan Kettering; New York USA
| | - J. Reichel
- Center for Molecular Oncology; Memorial Sloan Kettering; New York USA
| | - F. Wagner
- Center for Genomic and Computational Biology; Duke University; Durham USA
| | - S. Zairis
- Systems Biology; Columbia University; New York USA
| | - J. Sadek
- Pathology and Laboratory Medicine; Weill Cornell Medical College; USA
| | - J. Brody
- Medicine; Mount Sinai Hospital; New York USA
| | - O. Elemento
- Physiology and Biophysics; Weill Cornell Medical College; New York USA
| | - R. Rabadan
- Systems Biology; Columbia University; New York USA
| | - S. Dave
- Center for Genomic and Computational Biology; Duke University; Durham USA
| | - E. Cesarman
- Pathology and Laboratory Medicine; Weill Cornell Medical College; USA
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13
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Madhukar N, Khade P, Huang L, Gayvert K, Paraskevi G, Elemento O. A big-data method to predict the targets of small molecules and accelerate drug discovery. Eur J Cancer 2016. [DOI: 10.1016/s0959-8049(16)32719-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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14
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Du W, Elemento O. Cancer systems biology: embracing complexity to develop better anticancer therapeutic strategies. Oncogene 2014; 34:3215-25. [PMID: 25220419 DOI: 10.1038/onc.2014.291] [Citation(s) in RCA: 102] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Revised: 08/11/2014] [Accepted: 08/11/2014] [Indexed: 12/20/2022]
Abstract
The transformation of normal cells into cancer cells and maintenance of the malignant state and phenotypes are associated with genetic and epigenetic deregulations, altered cellular signaling responses and aberrant interactions with the microenvironment. These alterations are constantly evolving as tumor cells face changing selective pressures induced by the cells themselves, the microenvironment and drug treatments. Tumors are also complex ecosystems where different, sometime heterogeneous, subclonal tumor populations and a variety of nontumor cells coexist in a constantly evolving manner. The interactions between molecules and between cells that arise as a result of these alterations and ecosystems are even more complex. The cancer research community is increasingly embracing this complexity and adopting a combination of systems biology methods and integrated analyses to understand and predictively model the activity of cancer cells. Systems biology approaches are helping to understand the mechanisms of tumor progression and design more effective cancer therapies. These approaches work in tandem with rapid technological advancements that enable data acquisition on a broader scale, with finer accuracy, higher dimensionality and higher throughput than ever. Using such data, computational and mathematical models help identify key deregulated functions and processes, establish predictive biomarkers and optimize therapeutic strategies. Moving forward, implementing patient-specific computational and mathematical models of cancer will significantly improve the specificity and efficacy of targeted therapy, and will accelerate the adoption of personalized and precision cancer medicine.
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Affiliation(s)
- W Du
- Laboratory of Cancer Systems Biology, Sandra and Edward Meyer Cancer Center, Department of Physiology and Biophysics, Institute for Computational Biomedicine and Institute for Precision Medicine, Weill Cornell Medical College, New York, NY, USA
| | - O Elemento
- Laboratory of Cancer Systems Biology, Sandra and Edward Meyer Cancer Center, Department of Physiology and Biophysics, Institute for Computational Biomedicine and Institute for Precision Medicine, Weill Cornell Medical College, New York, NY, USA
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15
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Yerushalmi GM, Salmon-Divon M, Yung Y, Maman E, Kedem A, Ophir L, Elemento O, Coticchio G, Dal Canto M, Mignini Renzinu M, Fadini R, Hourvitz A. Characterization of the human cumulus cell transcriptome during final follicular maturation and ovulation. Mol Hum Reprod 2014; 20:719-35. [PMID: 24770949 DOI: 10.1093/molehr/gau031] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Cumulus expansion and oocyte maturation are central processes in ovulation. Knowledge gained from rodent and other mammalian models has revealed some of the molecular pathways associated with these processes. However, the equivalent pathways in humans have not been thoroughly studied and remain unidentified. Compact cumulus cells (CCs) from germinal vesicle cumulus oocyte complexes (COCs) were obtained from patients undergoing in vitro maturation (IVM) procedures. Expanded CCs from metaphase 2 COC were obtained from patients undergoing IVF/ICSI. Global transcriptome profiles of the samples were obtained using state-of-the-art RNA sequencing techniques. We identified 1746 differentially expressed (DE) genes between compact and expanded CCs. Most of these genes were involved in cellular growth and proliferation, cellular movement, cell cycle, cell-to-cell signaling and interaction, extracellular matrix and steroidogenesis. Out of the DE genes, we found 89 long noncoding RNAs, of which 12 are encoded within introns of genes known to be involved in granulosa cell processes. This suggests that unique noncoding RNA transcripts may contribute to the regulation of cumulus expansion and oocyte maturation. Using global transcriptome sequencing, we were able to generate a library of genes regulated during cumulus expansion and oocyte maturation processes. Analysis of these genes allowed us to identify important new genes and noncoding RNAs potentially involved in COC maturation and cumulus expansion. These results may increase our understanding of the process of oocyte maturation and could ultimately improve the efficacy of IVM treatment.
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Affiliation(s)
- G M Yerushalmi
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - M Salmon-Divon
- Department of Molecular Biology, Ariel University, Ariel, Israel
| | - Y Yung
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - E Maman
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - A Kedem
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - L Ophir
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - O Elemento
- Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY, USA
| | - G Coticchio
- Biogenesi, Reproductive Medicine Centre, Istituti Clinici Zucchi, Via Zucchi 24, 20052 Monza, Italy
| | - M Dal Canto
- Biogenesi, Reproductive Medicine Centre, Istituti Clinici Zucchi, Via Zucchi 24, 20052 Monza, Italy
| | - M Mignini Renzinu
- Biogenesi, Reproductive Medicine Centre, Istituti Clinici Zucchi, Via Zucchi 24, 20052 Monza, Italy
| | - R Fadini
- Biogenesi, Reproductive Medicine Centre, Istituti Clinici Zucchi, Via Zucchi 24, 20052 Monza, Italy
| | - A Hourvitz
- IVF Unit and Reproduction Lab, Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Affiliated with the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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Xylinas E, Clozel T, De La Taille A, Elemento O, Shariat S. Prédiction de la réponse au cisplatine des tumeurs de la vessie infiltrant le muscle : HOXA9 un nouveau biomarqueur épigénétique. Prog Urol 2013. [DOI: 10.1016/j.purol.2013.08.249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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