29 results on '"Iulian Pruteanu-Malinici"'
Search Results
2. TGFβ-blockade uncovers stromal plasticity in tumors by revealing the existence of a subset of interferon-licensed fibroblasts
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Angelo L. Grauel, Beverly Nguyen, David Ruddy, Tyler Laszewski, Stephanie Schwartz, Jonathan Chang, Julie Chen, Michelle Piquet, Marc Pelletier, Zheng Yan, Nathaniel D. Kirkpatrick, Jincheng Wu, Antoine deWeck, Markus Riester, Matt Hims, Felipe Correa Geyer, Joel Wagner, Kenzie MacIsaac, James Deeds, Rohan Diwanji, Pushpa Jayaraman, Yenyen Yu, Quincey Simmons, Shaobu Weng, Alina Raza, Brian Minie, Mirek Dostalek, Pavitra Chikkegowda, Vera Ruda, Oleg Iartchouk, Naiyan Chen, Raphael Thierry, Joseph Zhou, Iulian Pruteanu-Malinici, Claire Fabre, Jeffrey A. Engelman, Glenn Dranoff, and Viviana Cremasco
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Science - Abstract
Understanding the tumor microenviroment is important before it can be exploited therapeutically. Here, the authors use single cell sequencing to study stromal cells in mouse tumors and identify a subset of interferon-licensed cancer associated fibroblasts that appear after anti-TGFβ treatment.
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- 2020
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3. Landscape of Targeted Anti-Cancer Drug Synergies in Melanoma Identifies a Novel BRAF-VEGFR/PDGFR Combination Treatment.
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Adam A Friedman, Arnaud Amzallag, Iulian Pruteanu-Malinici, Subash Baniya, Zachary A Cooper, Adriano Piris, Leeza Hargreaves, Vivien Igras, Dennie T Frederick, Donald P Lawrence, Daniel A Haber, Keith T Flaherty, Jennifer A Wargo, Sridhar Ramaswamy, Cyril H Benes, and David E Fisher
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Medicine ,Science - Abstract
A newer generation of anti-cancer drugs targeting underlying somatic genetic driver events have resulted in high single-agent or single-pathway response rates in selected patients, but few patients achieve complete responses and a sizeable fraction of patients relapse within a year. Thus, there is a pressing need for identification of combinations of targeted agents which induce more complete responses and prevent disease progression. We describe the results of a combination screen of an unprecedented scale in mammalian cells performed using a collection of targeted, clinically tractable agents across a large panel of melanoma cell lines. We find that even the most synergistic drug pairs are effective only in a discrete number of cell lines, underlying a strong context dependency for synergy, with strong, widespread synergies often corresponding to non-specific or off-target drug effects such as multidrug resistance protein 1 (MDR1) transporter inhibition. We identified drugs sensitizing cell lines that are BRAFV600E mutant but intrinsically resistant to BRAF inhibitor PLX4720, including the vascular endothelial growth factor receptor/kinase insert domain receptor (VEGFR/KDR) and platelet derived growth factor receptor (PDGFR) family inhibitor cediranib. The combination of cediranib and PLX4720 induced apoptosis in vitro and tumor regression in animal models. This synergistic interaction is likely due to engagement of multiple receptor tyrosine kinases (RTKs), demonstrating the potential of drug- rather than gene-specific combination discovery approaches. Patients with elevated biopsy KDR expression showed decreased progression free survival in trials of mitogen-activated protein kinase (MAPK) kinase pathway inhibitors. Thus, high-throughput unbiased screening of targeted drug combinations, with appropriate library selection and mechanistic follow-up, can yield clinically-actionable drug combinations.
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- 2015
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4. Automatic annotation of spatial expression patterns via sparse Bayesian factor models.
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Iulian Pruteanu-Malinici, Daniel L Mace, and Uwe Ohler
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Biology (General) ,QH301-705.5 - Abstract
Advances in reporters for gene expression have made it possible to document and quantify expression patterns in 2D-4D. In contrast to microarrays, which provide data for many genes but averaged and/or at low resolution, images reveal the high spatial dynamics of gene expression. Developing computational methods to compare, annotate, and model gene expression based on images is imperative, considering that available data are rapidly increasing. We have developed a sparse Bayesian factor analysis model in which the observed expression diversity of among a large set of high-dimensional images is modeled by a small number of hidden common factors. We apply this approach on embryonic expression patterns from a Drosophila RNA in situ image database, and show that the automatically inferred factors provide for a meaningful decomposition and represent common co-regulation or biological functions. The low-dimensional set of factor mixing weights is further used as features by a classifier to annotate expression patterns with functional categories. On human-curated annotations, our sparse approach reaches similar or better classification of expression patterns at different developmental stages, when compared to other automatic image annotation methods using thousands of hard-to-interpret features. Our study therefore outlines a general framework for large microscopy data sets, in which both the generative model itself, as well as its application for analysis tasks such as automated annotation, can provide insight into biological questions.
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- 2011
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5. Targeting the IL1β Pathway for Cancer Immunotherapy Remodels the Tumor Microenvironment and Enhances Antitumor Immune Responses
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Rohan Diwanji, Neil A. O'Brien, Jiyoung E. Choi, Beverly Nguyen, Tyler Laszewski, Angelo L. Grauel, Zheng Yan, Xin Xu, Jincheng Wu, David A. Ruddy, Michelle Piquet, Marc R. Pelletier, Alexander Savchenko, LaSalette Charette, Vanessa Rodrik-Outmezguine, Jason Baum, John M. Millholland, Connie C. Wong, Anne-Marie Martin, Glenn Dranoff, Iulian Pruteanu-Malinici, Viviana Cremasco, Catherine Sabatos-Peyton, and Pushpa Jayaraman
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Cancer Research ,Immunology - Abstract
High levels of IL1β can result in chronic inflammation, which in turn can promote tumor growth and metastasis. Inhibition of IL1β could therefore be a promising therapeutic option in the treatment of cancer. Here, the effects of IL1β blockade induced by the mAbs canakinumab and gevokizumab were evaluated alone or in combination with docetaxel, anti–programmed cell death protein 1 (anti–PD-1), anti-VEGFα, and anti-TGFβ treatment in syngeneic and humanized mouse models of cancers of different origin. Canakinumab and gevokizumab did not show notable efficacy as single-agent therapies; however, IL1β blockade enhanced the effectiveness of docetaxel and anti–PD-1. Accompanying these effects, blockade of IL1β alone or in combination induced significant remodeling of the tumor microenvironment (TME), with decreased numbers of immune suppressive cells and increased tumor infiltration by dendritic cells (DC) and effector T cells. Further investigation revealed that cancer-associated fibroblasts (CAF) were the cell type most affected by treatment with canakinumab or gevokizumab in terms of change in gene expression. IL1β inhibition drove phenotypic changes in CAF populations, particularly those with the ability to influence immune cell recruitment. These results suggest that the observed remodeling of the TME following IL1β blockade may stem from changes in CAF populations. Overall, the results presented here support the potential use of IL1β inhibition in cancer treatment. Further exploration in ongoing clinical studies will help identify the best combination partners for different cancer types, cancer stages, and lines of treatment.
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- 2023
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6. Supplementary Tables and Figures from Targeting the IL1β Pathway for Cancer Immunotherapy Remodels the Tumor Microenvironment and Enhances Antitumor Immune Responses
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Pushpa Jayaraman, Catherine Sabatos-Peyton, Viviana Cremasco, Iulian Pruteanu-Malinici, Glenn Dranoff, Anne-Marie Martin, Connie C. Wong, John M. Millholland, Jason Baum, Vanessa Rodrik-Outmezguine, LaSalette Charette, Alexander Savchenko, Marc R. Pelletier, Michelle Piquet, David A. Ruddy, Jincheng Wu, Xin Xu, Zheng Yan, Angelo L. Grauel, Tyler Laszewski, Beverly Nguyen, Jiyoung E. Choi, Neil A. O'Brien, and Rohan Diwanji
- Abstract
Supplementary tables S1-S5 and figures S1-S7
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- 2023
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7. Data from Targeting the IL1β Pathway for Cancer Immunotherapy Remodels the Tumor Microenvironment and Enhances Antitumor Immune Responses
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Pushpa Jayaraman, Catherine Sabatos-Peyton, Viviana Cremasco, Iulian Pruteanu-Malinici, Glenn Dranoff, Anne-Marie Martin, Connie C. Wong, John M. Millholland, Jason Baum, Vanessa Rodrik-Outmezguine, LaSalette Charette, Alexander Savchenko, Marc R. Pelletier, Michelle Piquet, David A. Ruddy, Jincheng Wu, Xin Xu, Zheng Yan, Angelo L. Grauel, Tyler Laszewski, Beverly Nguyen, Jiyoung E. Choi, Neil A. O'Brien, and Rohan Diwanji
- Abstract
High levels of IL1β can result in chronic inflammation, which in turn can promote tumor growth and metastasis. Inhibition of IL1β could therefore be a promising therapeutic option in the treatment of cancer. Here, the effects of IL1β blockade induced by the mAbs canakinumab and gevokizumab were evaluated alone or in combination with docetaxel, anti–programmed cell death protein 1 (anti–PD-1), anti-VEGFα, and anti-TGFβ treatment in syngeneic and humanized mouse models of cancers of different origin. Canakinumab and gevokizumab did not show notable efficacy as single-agent therapies; however, IL1β blockade enhanced the effectiveness of docetaxel and anti–PD-1. Accompanying these effects, blockade of IL1β alone or in combination induced significant remodeling of the tumor microenvironment (TME), with decreased numbers of immune suppressive cells and increased tumor infiltration by dendritic cells (DC) and effector T cells. Further investigation revealed that cancer-associated fibroblasts (CAF) were the cell type most affected by treatment with canakinumab or gevokizumab in terms of change in gene expression. IL1β inhibition drove phenotypic changes in CAF populations, particularly those with the ability to influence immune cell recruitment. These results suggest that the observed remodeling of the TME following IL1β blockade may stem from changes in CAF populations. Overall, the results presented here support the potential use of IL1β inhibition in cancer treatment. Further exploration in ongoing clinical studies will help identify the best combination partners for different cancer types, cancer stages, and lines of treatment.
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- 2023
- Full Text
- View/download PDF
8. Decade-long leukaemia remissions with persistence of CD4+ CAR T cells
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J. Joseph Melenhorst, Gregory M. Chen, Meng Wang, David L. Porter, Changya Chen, McKensie A. Collins, Peng Gao, Shovik Bandyopadhyay, Hongxing Sun, Ziran Zhao, Stefan Lundh, Iulian Pruteanu-Malinici, Christopher L. Nobles, Sayantan Maji, Noelle V. Frey, Saar I. Gill, Alison W. Loren, Lifeng Tian, Irina Kulikovskaya, Minnal Gupta, David E. Ambrose, Megan M. Davis, Joseph A. Fraietta, Jennifer L. Brogdon, Regina M. Young, Anne Chew, Bruce L. Levine, Donald L. Siegel, Cécile Alanio, E. John Wherry, Frederic D. Bushman, Simon F. Lacey, Kai Tan, and Carl H. June
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Multidisciplinary - Published
- 2022
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9. Infinite Hidden Markov Models and ISA Features for Unusual-Event Detection in Video.
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Iulian Pruteanu-Malinici and Lawrence Carin
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- 2007
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10. Automated annotation of gene expression image sequences via non-parametric factor analysis and conditional random fields.
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Iulian Pruteanu-Malinici, William H. Majoros, and Uwe Ohler
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- 2013
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11. Hierarchical Bayesian Modeling of Topics in Time-Stamped Documents.
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Iulian Pruteanu-Malinici, Lu Ren, John W. Paisley, Eric Wang, and Lawrence Carin
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- 2010
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12. TGFβ-blockade uncovers stromal plasticity in tumors by revealing the existence of a subset of interferon-licensed fibroblasts
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Zheng Yan, Raphael Thierry, Antoine deWeck, Claire Fabre, Felipe Correa Geyer, Joel Wagner, Oleg Iartchouk, Jeffrey A. Engelman, Beverly Nguyen, Rohan Diwanji, James Deeds, Julie Chen, Quincey Simmons, Naiyan Chen, Viviana Cremasco, Jonathan Chang, Joseph X. Zhou, Matt Hims, Yenyen Yu, Shaobu Weng, Pushpa Jayaraman, Stephanie Schwartz, David A. Ruddy, Michelle Piquet, Vera M. Ruda, Nathaniel D. Kirkpatrick, Pavitra Chikkegowda, Mirek Dostalek, Iulian Pruteanu-Malinici, Brian Minie, Glenn Dranoff, Markus Riester, Marc Pelletier, Alina Raza, Angelo Grauel, Kenzie MacIsaac, Jincheng Wu, and Tyler Laszewski
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0301 basic medicine ,Stromal cell ,medicine.medical_treatment ,Science ,Cell Plasticity ,Programmed Cell Death 1 Receptor ,Population ,General Physics and Astronomy ,Biology ,Article ,General Biochemistry, Genetics and Molecular Biology ,Mice ,03 medical and health sciences ,0302 clinical medicine ,Cancer-Associated Fibroblasts ,Transforming Growth Factor beta ,Cell Line, Tumor ,Antineoplastic Combined Chemotherapy Protocols ,Tumor Microenvironment ,medicine ,Animals ,Humans ,education ,Immune Checkpoint Inhibitors ,education.field_of_study ,Tumor microenvironment ,Multidisciplinary ,Carcinoma ,Mesenchymal stem cell ,Drug Synergism ,Interferon-beta ,General Chemistry ,Immunotherapy ,Disease Models, Animal ,030104 developmental biology ,Single cell sequencing ,030220 oncology & carcinogenesis ,Cancer research ,Tumour immunology ,Female ,Stromal Cells ,Myofibroblast - Abstract
Despite the increasing interest in targeting stromal elements of the tumor microenvironment, we still face tremendous challenges in developing adequate therapeutics to modify the tumor stromal landscape. A major obstacle to this is our poor understanding of the phenotypic and functional heterogeneity of stromal cells in tumors. Herein, we perform an unbiased interrogation of tumor mesenchymal cells, delineating the co-existence of distinct subsets of cancer-associated fibroblasts (CAFs) in the microenvironment of murine carcinomas, each endowed with unique phenotypic features and functions. Furthermore, our study shows that neutralization of TGFβ in vivo leads to remodeling of CAF dynamics, greatly reducing the frequency and activity of the myofibroblast subset, while promoting the formation of a fibroblast population characterized by strong response to interferon and heightened immunomodulatory properties. These changes correlate with the development of productive anti-tumor immunity and greater efficacy of PD1 immunotherapy. Along with providing the scientific rationale for the evaluation of TGFβ and PD1 co-blockade in the clinical setting, this study also supports the concept of plasticity of the stromal cell landscape in tumors, laying the foundation for future investigations aimed at defining pathways and molecules to program CAF composition for cancer therapy., Understanding the tumor microenviroment is important before it can be exploited therapeutically. Here, the authors use single cell sequencing to study stromal cells in mouse tumors and identify a subset of interferon-licensed cancer associated fibroblasts that appear after anti-TGFβ treatment.
- Published
- 2020
13. Tisagenlecleucel cellular kinetics, dose, and immunogenicity in relation to clinical factors in relapsed/refractory DLBCL
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Irina Gershgorin, Rakesh Awasthi, Koen van Besien, Lida Bubuteishvili Pacaud, Abhijit Chakraborty, Gilles Salles, Nina D. Wagner-Johnston, Marie José Kersten, Constantine S. Tam, Peter Borchmann, Edmund K. Waller, Özlem Anak, Jufen Chu, Christopher del Corral, Iulian Pruteanu-Malinici, Stephen J. Schuster, Richard T. Maziarz, Samantha Jaglowski, Ulrich Jäger, Edward Waldron, Karen Thudium Mueller, Stephen Ronan Foley, Clinical Haematology, AII - Cancer immunology, and CCA - Cancer biology and immunology
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Adult ,0301 basic medicine ,Oncology ,medicine.medical_specialty ,Clinical Trials and Observations ,Chronic lymphocytic leukemia ,Antigens, CD19 ,Receptors, Antigen, T-Cell ,Cmax ,03 medical and health sciences ,0302 clinical medicine ,Refractory ,Internal medicine ,medicine ,Humans ,Hematology ,business.industry ,Immunogenicity ,Hazard ratio ,Cancer ,medicine.disease ,Kinetics ,030104 developmental biology ,030220 oncology & carcinogenesis ,Lymphoma, Large B-Cell, Diffuse ,business ,Diffuse large B-cell lymphoma - Abstract
The anti-CD19 chimeric antigen receptor (CAR)–T cell therapy tisagenlecleucel was evaluated in the global, phase 2 JULIET study in adult patients with relapsed/refractory diffuse large B-cell lymphoma (DLBCL). We correlated tisagenlecleucel cellular kinetics with clinical/product parameters in 111 patients treated in JULIET. Tisagenlecleucel persistence in responders and nonresponders, respectively, was demonstrated for 554 and 400 days maximum by flow cytometry and for 693 and 374 days maximum by quantitative polymerase chain reaction (qPCR). No relationships were identified between cellular kinetics (qPCR) and product characteristics, intrinsic/extrinsic factors, dose, or immunogenicity. Most patients with 3-month response had detectable transgene at time of response and continued persistence for ≥6 months. Expansion (maximal expansion of transgene/CAR-positive T-cell levels in vivo postinfusion [Cmax]) was potentially associated with response duration but this did not reach statistical significance (hazard ratio for a twofold increase in Cmax, 0.79; 95% confidence interval, 0.61-1.01). Tisagenlecleucel expansion was associated with cytokine-release syndrome (CRS) severity and tocilizumab use; no relationships were observed with neurologic events. Transgene levels were associated with B-cell levels. Dose was associated with CRS severity, but this was not statistically significant after adjusting for baseline tumor burden. In contrast to the results from B-cell precursor acute lymphoblastic leukemia (B-ALL) and chronic lymphocytic leukemia, similar exposure was observed in DLBCL in this study regardless of response and expansion was lower in DLBCL than B-ALL, likely from differences in cancer location and/or T-cell intrinsic factors. Relationships between expansion and CRS severity, and lack of relationships between dose and exposure, were similar between DLBCL and B-ALL. Tisagenlecleucel cellular kinetics in adult relapsed/refractory DLBCL improve current understanding of in vivo expansion and its relationships with safety/efficacy endpoints. This trial was registered at www.clinicaltrials.gov as #NCT02445248.
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- 2020
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14. Infinite Hidden Markov Models for Unusual-Event Detection in Video.
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Iulian Pruteanu-Malinici and Lawrence Carin
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- 2008
- Full Text
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15. Author Correction: Decade-long leukaemia remissions with persistence of CD4+ CAR T cells
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J. Joseph Melenhorst, Gregory M. Chen, Meng Wang, David L. Porter, Changya Chen, McKensie A. Collins, Peng Gao, Shovik Bandyopadhyay, Hongxing Sun, Ziran Zhao, Stefan Lundh, Iulian Pruteanu-Malinici, Christopher L. Nobles, Sayantan Maji, Noelle V. Frey, Saar I. Gill, Alison W. Loren, Lifeng Tian, Irina Kulikovskaya, Minnal Gupta, David E. Ambrose, Megan M. Davis, Joseph A. Fraietta, Jennifer L. Brogdon, Regina M. Young, Anne Chew, Bruce L. Levine, Donald L. Siegel, Cécile Alanio, E. John Wherry, Frederic D. Bushman, Simon F. Lacey, Kai Tan, and Carl H. June
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Multidisciplinary - Published
- 2022
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16. Decade-long remissions of leukemia sustained by the persistence of activated CD4+ CAR T-cells
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Irina Kulikovskaya, Christopher L. Nobles, Anne Chew, Shovik Bandyopadhyay, Noelle V. Frey, David L. Porter, David E Ambrose, Saar Gill, Lifeng Tian, Joseph A. Fraietta, Jennifer Brogdon, Sayantan Maji, Gregory M. Chen, Simon F. Lacey, Regina M. Young, Kai Tan, Peng Gao, Meng Wang, J. Joseph Melenhorst, Frederic D. Bushman, Cecile Alanio, Bruce L. Levine, Iulian Pruteanu-Malinici, Carl H. June, Don L. Siegel, E. J. Wherry, Megan Davis, and Minnal Gupta
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Leukemia ,Immunology ,medicine ,Car t cells ,Biology ,medicine.disease ,Persistence (computer science) - Abstract
The adoptive transfer of T lymphocytes reprogrammed to target tumor cells has demonstrated significant potential in various malignancies. However, little is known about the long-term potential and the clonal stability of the infused cells. Here, we studied the longest persisting CD19 redirected chimeric antigen receptor (CAR) T cells to date in two chronic lymphocytic leukemia (CLL) patients who achieved a complete remission in 2010. CAR T-cells were still detectable up to 10+ years post-infusion, with sustained remission in both patients. Surprisingly, a prominent, highly activated CD4+ population developed in both patients during the years post-infusion, dominating the CAR T-cell population at the late time points. This transition was reflected in the stabilization of the clonal make-up of CAR T-cells with a repertoire dominated by few clones. Single cell multi-omics profiling via Cellular Indexing of Transcriptomes and Epitopes by Sequencing (CITE-Seq) with TCR sequencing of CAR T-cells obtained 9.3 years post-infusion demonstrated that these long-persisting CD4+ CAR T-cells exhibited cytotoxic characteristics along with strong evidence of ongoing functional activation and proliferation. Our data provide novel insight into the CAR T-cell characteristics associated with long-term remission in leukemia.
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- 2021
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17. Decade-long leukaemia remissions with persistence of CD4
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J Joseph, Melenhorst, Gregory M, Chen, Meng, Wang, David L, Porter, Changya, Chen, McKensie A, Collins, Peng, Gao, Shovik, Bandyopadhyay, Hongxing, Sun, Ziran, Zhao, Stefan, Lundh, Iulian, Pruteanu-Malinici, Christopher L, Nobles, Sayantan, Maji, Noelle V, Frey, Saar I, Gill, Alison W, Loren, Lifeng, Tian, Irina, Kulikovskaya, Minnal, Gupta, David E, Ambrose, Megan M, Davis, Joseph A, Fraietta, Jennifer L, Brogdon, Regina M, Young, Anne, Chew, Bruce L, Levine, Donald L, Siegel, Cécile, Alanio, E John, Wherry, Frederic D, Bushman, Simon F, Lacey, Kai, Tan, and Carl H, June
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CD4-Positive T-Lymphocytes ,Leukemia ,Receptors, Chimeric Antigen ,Time Factors ,Antigens, CD19 ,Humans ,Cell Separation ,CD8-Positive T-Lymphocytes ,Immunotherapy, Adoptive - Abstract
The adoptive transfer of T lymphocytes reprogrammed to target tumour cells has demonstrated potential for treatment of various cancers
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- 2021
18. High-Dimensional Immune Monitoring for Chimeric Antigen Receptor T Cell Therapies
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Sujata, Sharma, David, Quinn, J Joseph, Melenhorst, and Iulian, Pruteanu-Malinici
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Receptors, Chimeric Antigen ,Monitoring, Immunologic ,T-Lymphocytes ,Animals ,Humans ,Flow Cytometry ,Immunotherapy, Adoptive ,Software - Abstract
High-dimensional flow cytometry experiments have become a method of choice for high-throughput integration and characterization of cell populations. Here, we present a summary of state-of-the-art R-based pipelines used for differential analyses of cytometry data, largely based on chimeric antigen receptor (CAR) T cell therapies. These pipelines are based on publicly available R libraries, put together in a systematic and functional fashion, therefore free of cost.In recent years, existing tools tailored to analyze complex high-dimensional data such as single-cell RNA sequencing (scRNAseq) have been successfully ported to cytometry studies due to the similar nature of flow cytometry and scRNAseq platforms. Existing environments like Cytobank (Kotecha et al., 2010), FlowJo (FlowJo™ Software) and FCS Express (https://denovosoftware.com) already offer a variety of these ported tools, but they either come at a premium or are fairly complicated to manage by an inexperienced user. To mitigate these limitations, experienced cytometrists and bioinformaticians usually incorporate these functions into an RShiny (https://shiny.rstudio.com) application that ultimately offers a user-friendly, intuitive environment that can be used to analyze flow cytometry data. Computational tools and Shiny-based tools are the perfect answer to the ever-growing dimensionality and complexity of flow cytometry data, by offering a dynamic, yet user-friendly exploratory space, tailored to bridge the space between the lab experimental world and the computational, machine learning space.
- Published
- 2020
19. Perfecting CAR Engraftment to a Tee (Cell) through Characterization of Single Cell Transcriptome Product and Understanding Neurotoxicity
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Iulian Pruteanu-Malinici, Alfred L. Garfall, Jennifer Brogdon, Michael C. Milone, Dexiu Bu, Adam D. Cohen, Elena Orlando, Fei Miao, and Wesley Wilson
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medicine.anatomical_structure ,Chemistry ,Single cell transcriptome ,Product (mathematics) ,Immunology ,Cell ,medicine ,Neurotoxicity ,Cell Biology ,Hematology ,medicine.disease ,Biochemistry ,Cell biology - Abstract
Background: Autologous chimeric antigen receptor T (CAR-T) cell therapies show significant clinical activity against hematologic malignancies including multiple myeloma (MM). Numerous factors influence the effectiveness of this therapeutic approach. The fitness of a CAR-T cell product is an important factor affecting T cell engraftment and persistence, a pre-requisite for effective CAR-T cell therapy. In an effort to deconstruct the cellular heterogeneity of CAR-T cell products and explore relationships between T cell states within the cellular product, gene expression and CAR-T cell engraftment following adoptive transfer, we performed single cell RNA-sequencing (scRNA-seq) on CAR-T cell products from a phase I trial of BCMA-specific CAR-T cells in relapsed/refractory MM patients that included cohorts receiving a similar CAR-T cell dose with and without preconditioning with cyclophosphamide (NCT02546167, Cohen et al, J Clin Invest 2019). Method: scRNA-seq was performed on 25 unique products with an average of 8823 cells captured per product at an average depth of 40779 reads per cell. Batch effects were controlled by integration using established metrics for quality control. The linked inference of genomic experimental relationships (LIGER) method exhibited the most effective integration of 228,752 single cells across the 25 products. Annotation was completed by comparing transcriptomes of cells to the Blueprint/ENCODE references of pure immune cells. Differential gene expression (DGE) analysis was conducted by both Wilcoxon rank sum test testing and negative binomial distribution. Gene enrichment analysis was performed by comparing DGE with the Molecular Signatures Database v7.4. Cell to cell communication utilized the KEGG signaling pathway maps and curated lists of interactions from the literature. The intercellular communication probability was estimated on the DE genes before statistically significant intercellular communications were calculated by a permutation test, with dominant senders, receivers, mediators, and influencers identified using graph theory. Patients were grouped based upon "good" or "poor" engraftment using a peak blood vector copies per cell cutoff of 10,000. Association of transcriptional variation with neurotoxicity was explored for all patients. Results: The CD4:CD8 ratio of 2.51 single cells in the data was comparable to the observed average CD4:CD8 ratio of total T cells in the product based upon flow cytometric analysis of the products at harvest. Cell annotation showed significant heterogeneity of CD4+ and CD8+ T cells with cells exhibiting a CD4 Tcm transcriptional profile comprising the largest subset of T cells within the product. DGE analysis found 205 genes that were up or down regulated between the "good" vs "poor" engraftment phenotypes with 75 genes being detected using both mathematical approaches. CAR-BCMA expression was increased in "good" engraftment groups which has not previously been shown in CAR sorted cells. Within both CD4+ and CD8+ T cell subsets, transcriptional pathways associated with the RXF5/RFXAP/RFXANK transcriptional activator complex and the IL-2/STAT5 signaling were identified as upregulated in the "good" engrafted products. Cell to cell communication analysis for both secreted signaling and cell to cell contact revealed similar ligand-receptor interaction differences between the engraftment groups. Within the neurotoxicity groups CAR-BCMA expression was not associated with either neurotoxicity or with high and low neurotoxicity effects in the product. High vs low neurotoxicity showed a shift with interferon gamma and cytokine-cytokine interactions. We also detected IL-6/JAK/STAT3 signaling activation increases in this group. Conclusion: The RFX5/RFXAP/RFXANK pathway associated with MHC class II expression and IL-2/STAT5 signaling show a significant association with engraftment of BCMA-specific CAR-T cells. Although IL-2 signaling is well known to be critical to T cell survival and a potential key driver for long-term persistence, the role of the RFX5 transcriptional activator complex in T cells, outside of its important role in regulating MHC expression, is largely unknown. Both pathways deserve further investigation. Cell to cell communication between engraftment groups suggests CD4/CD8 interactions that might be beneficial to engraftment at the product manufacturing stage. Figure 1 Figure 1. Disclosures Garfall: Amgen: Honoraria; CRISPR Therapeutics: Research Funding; GlaxoSmithKline: Honoraria; Janssen: Honoraria, Research Funding; Novartis: Research Funding; Tmunity: Research Funding. Bu: Novartis: Current Employment, Patents & Royalties: Co-inventor on patent applications. Orlando: Novartis: Current Employment. Brogdon: Novartis Institutes for Biomedical Research: Current Employment. Pruteanu-Malinici: Novartis: Current Employment. Cohen: Janssen: Consultancy; Oncopeptides: Consultancy; Genentech/Roche: Consultancy; BMS/Celgene: Consultancy; AstraZeneca: Consultancy; Novartis: Research Funding; Takeda: Consultancy; GlaxoSmithKline: Consultancy, Research Funding.
- Published
- 2021
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20. Detection of dysregulated protein-association networks by high-throughput proteomics predicts cancer vulnerabilities
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Iulian Pruteanu-Malinici, Patricia Greninger, Wilhelm Haas, Cyril H. Benes, John D. Lapek, Robert Morris, and Arnaud Amzallag
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Proteomics ,0301 basic medicine ,Cell signaling ,Biomedical Engineering ,High throughput proteomics ,Breast Neoplasms ,Bioengineering ,Biology ,Applied Microbiology and Biotechnology ,Interactome ,Article ,03 medical and health sciences ,Breast cancer cell line ,Cell Line, Tumor ,Neoplasms ,medicine ,Humans ,Protein Interaction Maps ,Cancer ,medicine.disease ,Phenotype ,High-Throughput Screening Assays ,Cell biology ,030104 developmental biology ,Proteome ,Molecular Medicine ,Female ,Biotechnology - Abstract
The formation of protein complexes and the co-regulation of the cellular concentrations of proteins are essential mechanisms for cellular signaling and for maintaining homeostasis. Here we use isobaric-labeling multiplexed proteomics to analyze protein co-regulation and show that this allows the identification of protein-protein associations with high accuracy. We apply this 'interactome mapping by high-throughput quantitative proteome analysis' (IMAHP) method to a panel of 41 breast cancer cell lines and show that deviations of the observed protein co-regulations in specific cell lines from the consensus network affects cellular fitness. Furthermore, these aberrant interactions serve as biomarkers that predict the drug sensitivity of cell lines in screens across 195 drugs. We expect that IMAHP can be broadly used to gain insight into how changing landscapes of protein-protein associations affect the phenotype of biological systems.
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- 2017
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21. B cell maturation antigen–specific CAR T cells are clinically active in multiple myeloma
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Simon F. Lacey, Eric Lancaster, Fang Chen, Edward A. Stadtmauer, Don L. Siegel, J. Joseph Melenhorst, Iulian Pruteanu-Malinici, Regina M. Young, Dan T. Vogl, Karen Dengel, Annemarie Nelson, Wei-Ting Hwang, Brendan M. Weiss, Adam D. Cohen, Bruce L. Levine, Alfred L. Garfall, Michael C. Milone, Carl H. June, Megan M. Davis, Jennifer Brogdon, Randi Isaacs, and Gabriela Plesa
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0301 basic medicine ,Adult ,Male ,medicine.medical_specialty ,Cyclophosphamide ,medicine.medical_treatment ,T-Lymphocytes ,Gastroenterology ,Immunotherapy, Adoptive ,Disease-Free Survival ,Lymphocyte Depletion ,03 medical and health sciences ,0302 clinical medicine ,Transduction, Genetic ,Internal medicine ,medicine ,Cytotoxic T cell ,Humans ,B-Cell Maturation Antigen ,Autografts ,Multiple myeloma ,Aged ,Chemotherapy ,Receptors, Chimeric Antigen ,business.industry ,General Medicine ,Leukapheresis ,Middle Aged ,medicine.disease ,Neoplasm Proteins ,Survival Rate ,Cytokine release syndrome ,030104 developmental biology ,030220 oncology & carcinogenesis ,Cohort ,Commentary ,Female ,Clinical Medicine ,business ,Multiple Myeloma ,human activities ,CD8 ,medicine.drug - Abstract
BACKGROUND. CAR T cells are a promising therapy for hematologic malignancies. B cell maturation antigen (BCMA) is a rational target in multiple myeloma (MM). METHODS. We conducted a phase I study of autologous T cells lentivirally transduced with a fully human, BCMA-specific CAR containing CD3ζ and 4-1BB signaling domains (CART-BCMA), in subjects with relapsed/refractory MM. Twenty-five subjects were treated in 3 cohorts as follows: cohort 1, 1 × 108 to 5 × 108 CART-BCMA cells alone; cohort 2, cyclophosphamide (Cy) 1.5 g/m2 plus 1 × 107 to 5 × 107 CART-BCMA cells; cohort 3, Cy 1.5 g/m2 plus 1 × 108 to 5 × 108 CART-BCMA cells. No prespecified BCMA expression level was required. RESULTS. CART-BCMA cells were manufactured and expanded in all subjects. Toxicities included cytokine release syndrome and neurotoxicity, which were grade 3–4 in 8 (32%) and 3 (12%) subjects, respectively, and reversible. One subject died at day 24 from candidemia and progressive myeloma, following treatment for severe cytokine release syndrome and encephalopathy. Responses (based on treated subjects) were seen in 4 of 9 (44%) in cohort 1, 1 of 5 (20%) in cohort 2, and 7 of 11 (64%) in cohort 3, including 5 partial, 5 very good partial, and 2 complete responses, 3 of which were ongoing at 11, 14, and 32 months. Decreased BCMA expression on residual MM cells was noted in responders; expression increased at progression in most. Responses and CART-BCMA expansion were associated with CD4/CD8 T cell ratio and frequency of CD45RO–CD27+CD8+ T cells in the premanufacturing leukapheresis product. CONCLUSION. CART-BCMA infusions with or without lymphodepleting chemotherapy are clinically active in heavily pretreated patients with MM. TRIAL REGISTRATION. {"type":"clinical-trial","attrs":{"text":"NCT02546167","term_id":"NCT02546167"}}NCT02546167. FUNDING. University of Pennsylvania-Novartis Alliance and NIH.
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- 2019
22. Author Correction: Determinants of response and resistance to CD19 chimeric antigen receptor (CAR) T cell therapy of chronic lymphocytic leukemia
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Iulian Pruteanu-Malinici, Alina C. Boesteanu, Noelle V. Frey, Felipe Bedoya, Jennifer Brogdon, Don L. Siegel, Changfeng Zhang, F. Brad Johnson, Megan M. Davis, Edward Pequignot, Regina M. Young, Simon F. Lacey, Yan Wang, David L. Porter, Roddy S. O’Connor, Carl H. June, Sadik H. Kassim, Wei-Ting Hwang, David E Ambrose, Lifeng Tian, Joseph A. Fraietta, Corin L. Dorfmeier, Stefan Lundh, Bruce L. Levine, Jun Xu, Hans Bitter, Fang Chen, Irina Kulikovskaya, Nicholas Wilcox, Mercy Gohil, Harit Parakandi, Alexander C. Huang, E. John Wherry, Li Liu, J. Joseph Melenhorst, Elena Orlando, and Minnal Gupta
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biology ,business.industry ,Chronic lymphocytic leukemia ,General Medicine ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Chimeric antigen receptor ,CD19 ,Text mining ,Cancer research ,biology.protein ,Medicine ,CAR T-cell therapy ,business - Published
- 2021
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23. Determinants of response and resistance to CD19 chimeric antigen receptor (CAR) T cell therapy of chronic lymphocytic leukemia
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Lifeng Tian, Joseph A. Fraietta, Jun Xu, Hans Bitter, Carl H. June, Iulian Pruteanu-Malinici, Edward Pequignot, Alina C. Boesteanu, Roddy S. O’Connor, Changfeng Zhang, Noelle V. Frey, Corin L. Dorfmeier, F. Brad Johnson, Simon F. Lacey, Nicholas Wilcox, Bruce L. Levine, Sadik H. Kassim, Stefan Lundh, Harit Parakandi, E. John Wherry, Megan M. Davis, J. Joseph Melenhorst, Regina M. Young, David L. Porter, Wei-Ting Hwang, Yan Wang, Felipe Bedoya, Alexander C. Huang, David E Ambrose, Li Liu, Mercy Gohil, Jennifer Brogdon, Elena Orlando, Don L. Siegel, Fang Chen, Irina Kulikovskaya, and Minnal Gupta
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0301 basic medicine ,Male ,STAT3 Transcription Factor ,Transcription, Genetic ,medicine.medical_treatment ,Chronic lymphocytic leukemia ,T-Lymphocytes ,Antigens, CD19 ,Cell- and Tissue-Based Therapy ,Biology ,Immunotherapy, Adoptive ,General Biochemistry, Genetics and Molecular Biology ,CD19 ,Article ,03 medical and health sciences ,Mice ,0302 clinical medicine ,Immune system ,Antigen ,medicine ,Cytotoxic T cell ,Animals ,Humans ,Receptors, Chimeric Antigen ,Interleukin-6 ,General Medicine ,Immunotherapy ,medicine.disease ,Leukemia, Lymphocytic, Chronic, B-Cell ,Chimeric antigen receptor ,Leukemia ,030104 developmental biology ,Treatment Outcome ,030220 oncology & carcinogenesis ,Cancer research ,biology.protein ,Female - Abstract
Tolerance to self-antigens prevents the elimination of cancer by the immune system1,2. We used synthetic chimeric antigen receptors (CARs) to overcome immunological tolerance and mediate tumor rejection in patients with chronic lymphocytic leukemia (CLL). Remission was induced in a subset of subjects, but most did not respond. Comprehensive assessment of patient-derived CAR T cells to identify mechanisms of therapeutic success and failure has not been explored. We performed genomic, phenotypic and functional evaluations to identify determinants of response. Transcriptomic profiling revealed that CAR T cells from complete-responding patients with CLL were enriched in memory-related genes, including IL-6/STAT3 signatures, whereas T cells from nonresponders upregulated programs involved in effector differentiation, glycolysis, exhaustion and apoptosis. Sustained remission was associated with an elevated frequency of CD27+CD45RO–CD8+ T cells before CAR T cell generation, and these lymphocytes possessed memory-like characteristics. Highly functional CAR T cells from patients produced STAT3-related cytokines, and serum IL-6 correlated with CAR T cell expansion. IL-6/STAT3 blockade diminished CAR T cell proliferation. Furthermore, a mechanistically relevant population of CD27+PD-1–CD8+ CAR T cells expressing high levels of the IL-6 receptor predicts therapeutic response and is responsible for tumor control. These findings uncover new features of CAR T cell biology and underscore the potential of using pretreatment biomarkers of response to advance immunotherapies. An IL-6/STAT3 signature and memory CD8 T cell subset in preinfusion chimeric antigen receptor–expressing T cells associate with response in patients with high-risk chronic lymphocytic leukemia.
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- 2018
24. Pharmacogenomic agreement between two cancer cell line data sets
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Elena J. Edelman, Francesco Iorio, Frank Stegmeier, Gregory V. Kryukov, Mahmoud Ghandi, Michael R. Stratton, Robert Schlegel, Iulian Pruteanu-Malinici, Kavitha Venkatesan, Ultan McDermott, William R. Sellers, Michael P. Menden, Markus Riester, Cyril H. Benes, Michael B. Morrissey, Arnaud Amzallag, Dmitriy Sonkin, Audrey Kauffmann, Mathew J. Garnett, Sridhar Ramaswamy, Joseph Lehar, Giordano Caponigro, Daniel A. Haber, Levi A. Garraway, Manway Liu, Jordi Barretina, Julio Saez-Rodriguez, and Nicolas Stransky
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Multidisciplinary ,Cancer cell line encyclopedia ,Pharmacogenomics ,medicine ,Drug response ,Cancer ,Genomics ,Computational biology ,Cancer cell lines ,Biology ,medicine.disease - Abstract
Large cancer cell line collections broadly capture the genomic diversity of human cancers and provide valuable insight into anti-cancer drug response. Here we show substantial agreement and biological consilience between drug sensitivity measurements and their associated genomic predictors from two publicly available large-scale pharmacogenomics resources: The Cancer Cell Line Encyclopedia and the Genomics of Drug Sensitivity in Cancer databases.
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- 2015
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25. Chimeric Antigen Receptor T Cells in Refractory B-Cell Lymphomas
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Anthony R. Mato, Simon F. Lacey, Vijay Bhoj, Mariusz A. Wasik, Bruce L. Levine, David L. Porter, Stephen J. Schuster, Jennifer Brogdon, Daniel J. Landsburg, J. Joseph Melenhorst, Özlem Anak, Carl H. June, Elise A. Chong, Sunita D. Nasta, Jakub Svoboda, and Iulian Pruteanu-Malinici
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0301 basic medicine ,Adult ,Male ,medicine.medical_treatment ,T-Lymphocytes ,Antigens, CD19 ,Follicular lymphoma ,Receptors, Antigen, T-Cell ,Immunotherapy, Adoptive ,CD19 ,Disease-Free Survival ,Article ,03 medical and health sciences ,0302 clinical medicine ,Antigen ,immune system diseases ,hemic and lymphatic diseases ,medicine ,Humans ,Lymphoma, Follicular ,B cell ,Aged ,B-Lymphocytes ,biology ,business.industry ,Remission Induction ,General Medicine ,Immunotherapy ,Middle Aged ,medicine.disease ,Survival Analysis ,Chimeric antigen receptor ,Lymphoma ,030104 developmental biology ,medicine.anatomical_structure ,030220 oncology & carcinogenesis ,biology.protein ,Cancer research ,Chimeric Antigen Receptor T-Cell Therapy ,Female ,Lymphoma, Large B-Cell, Diffuse ,business ,Biomarkers - Abstract
Patients with diffuse large B-cell lymphoma or follicular lymphoma that is refractory to or that relapses after immunochemotherapy and transplantation have a poor prognosis. High response rates have been reported with the use of T cells modified by chimeric antigen receptor (CAR) that target CD19 in B-cell cancers, although data regarding B-cell lymphomas are limited.We used autologous T cells that express a CD19-directed CAR (CTL019) to treat patients with diffuse large B-cell lymphoma or follicular lymphoma that had relapsed or was refractory to previous treatments. Patients were monitored for response to treatment, toxic effects, the expansion and persistence of CTL019 cells in vivo, and immune recovery.A total of 28 adult patients with lymphoma received CTL019 cells, and 18 of 28 had a response (64%; 95% confidence interval [CI], 44 to 81). Complete remission occurred in 6 of 14 patients with diffuse large B-cell lymphoma (43%; 95% CI, 18 to 71) and 10 of 14 patients with follicular lymphoma (71%; 95% CI, 42 to 92). CTL019 cells proliferated in vivo and were detectable in the blood and bone marrow of patients who had a response and patients who did not have a response. Sustained remissions were achieved, and at a median follow-up of 28.6 months, 86% of patients with diffuse large B-cell lymphoma who had a response (95% CI, 33 to 98) and 89% of patients with follicular lymphoma who had a response (95% CI, 43 to 98) had maintained the response. Severe cytokine-release syndrome occurred in 5 patients (18%). Serious encephalopathy occurred in 3 patients (11%); 2 cases were self-limiting and 1 case was fatal. All patients in complete remission by 6 months remained in remission at 7.7 to 37.9 months (median, 29.3 months) after induction, with a sustained reappearance of B cells in 8 of 16 patients and with improvement in levels of IgG in 4 of 10 patients and of IgM in 6 of 10 patients at 6 months or later and in levels of IgA in 3 of 10 patients at 18 months or later.CTL019 cells can be effective in the treatment of relapsed or refractory diffuse large B-cell lymphoma and follicular lymphoma. High rates of durable remission were observed, with recovery of B cells and immunoglobulins in some patients. Transient encephalopathy developed in approximately one in three patients and severe cytokine-release syndrome developed in one in five patients. (Funded by Novartis and others; ClinicalTrials.gov number, NCT02030834 .).
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- 2017
26. Small molecules facilitate rapid and synchronous iPSC generation
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Ryan M. Walsh, Justin Brumbaugh, Effie Apostolou, Sridhar Ramaswamy, Cassandra Verheul, Konrad Hochedlinger, Ori Bar-Nur, and Iulian Pruteanu-Malinici
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Pyridines ,Somatic cell ,Cellular differentiation ,Green Fluorescent Proteins ,Induced Pluripotent Stem Cells ,Kruppel-Like Transcription Factors ,Apoptosis ,Ascorbic Acid ,Cell fate determination ,Biology ,Biochemistry ,Antioxidants ,Article ,Proto-Oncogene Proteins c-myc ,Glycogen Synthase Kinase 3 ,Kruppel-Like Factor 4 ,Mice ,Animals ,Induced pluripotent stem cell ,Molecular Biology ,Cells, Cultured ,Embryonic Stem Cells ,Cell Proliferation ,Glycogen Synthase Kinase 3 beta ,Cell growth ,SOXB1 Transcription Factors ,Cell Differentiation ,Cell Cycle Checkpoints ,Cell Biology ,Cellular Reprogramming ,Ascorbic acid ,Embryonic stem cell ,Molecular biology ,Cell biology ,Pyrimidines ,Octamer Transcription Factor-3 ,Reprogramming ,Biotechnology - Abstract
The reprogramming of somatic cells into induced pluripotent stem cells (iPSCs) upon overexpression of OCT4, KLF4, SOX2, and c-MYC (OKSM) provides a powerful system to interrogate basic mechanisms of cell fate change. However, iPSC formation with standard methods is protracted and inefficient, resulting in heterogeneous cell populations. Here we show that exposure of OKSM-expressing cells to both ascorbic acid and a GSK3-beta inhibitor (termed “AGi”) facilitates more synchronous and rapid iPSC formation from a variety of mouse cell types. AGi treatment restored the ability of refractory cell populations to yield iPSC colonies, and it attenuated the activation of developmental regulators commonly observed during the reprogramming process. Moreover, AGi supplementation gave rise to chimera-competent iPSCs after as little as 48 hours of OKSM expression. Our results offer a simple modification to the reprogramming protocol, facilitating iPSC induction at unparalleled efficiencies and enabling dissection of the underlying mechanisms in more homogeneous cell populations.
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- 2014
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27. A microfluidic device and computational platform for high-throughput live imaging of gene expression
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Jee Jung, Iulian Pruteanu-Malinici, Uwe Ohler, Brad T. Moore, Bradley Martsberger, Gregory K. Fricke, Robert L. Clark, Scott J. Kennedy, Daniel L. Mace, Wolfgang Busch, Richard W Twigg, and Philip N. Benfey
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0106 biological sciences ,Microscope ,Microfluidics ,Arabidopsis ,High resolution ,Biology ,Bioinformatics ,01 natural sciences ,Biochemistry ,Plant Roots ,Article ,law.invention ,03 medical and health sciences ,law ,Confocal microscopy ,Live cell imaging ,Gene Expression Regulation, Plant ,Microscopy ,Computer vision ,Molecular Biology ,Throughput (business) ,030304 developmental biology ,0303 health sciences ,Microscopy, Confocal ,business.industry ,Low resolution ,Cell Biology ,Microfluidic Analytical Techniques ,Artificial intelligence ,business ,010606 plant biology & botany ,Biotechnology - Abstract
To fully describe gene expression dynamics requires the ability to quantitatively capture expression in individual cells over time. Automated systems for acquiring and analyzing real-time images are needed to obtain unbiased data across many samples and conditions. We developed a microfluidics device, the RootArray, in which 64 Arabidopsis thaliana seedlings can be grown and their roots imaged by confocal microscopy over several days without manual intervention. To achieve high throughput, we decoupled acquisition from analysis. In the acquisition phase, we obtain images at low resolution and segment to identify regions of interest. Coordinates are communicated to the microscope to record the regions of interest at high resolution. In the analysis phase, we reconstruct three-dimensional objects from stitched high-resolution images and extract quantitative measurements from a virtual medial section of the root. We tracked hundreds of roots to capture detailed expression patterns of 12 transgenic reporter lines under different conditions.
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- 2012
28. Hierarchical bayesian modeling of topics in time-stamped documents
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John Paisley, Lu Ren, Eric Wang, Iulian Pruteanu-Malinici, and Lawrence Carin
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Topic model ,Information retrieval ,business.industry ,Applied Mathematics ,Bayesian inference ,Mixture model ,Machine learning ,computer.software_genre ,Latent Dirichlet allocation ,Hierarchical database model ,Dirichlet distribution ,Dynamic topic model ,Dirichlet process ,symbols.namesake ,Computational Theory and Mathematics ,Artificial Intelligence ,symbols ,Computer Vision and Pattern Recognition ,Artificial intelligence ,business ,computer ,Software ,Mathematics - Abstract
We consider the problem of inferring and modeling topics in a sequence of documents with known publication dates. The documents at a given time are each characterized by a topic and the topics are drawn from a mixture model. The proposed model infers the change in the topic mixture weights as a function of time. The details of this general framework may take different forms, depending on the specifics of the model. For the examples considered here, we examine base measures based on independent multinomial-Dirichlet measures for representation of topic-dependent word counts. The form of the hierarchical model allows efficient variational Bayesian inference, of interest for large-scale problems. We demonstrate results and make comparisons to the model when the dynamic character is removed, and also compare to latent Dirichlet allocation (LDA) and Topics over Time (TOT). We consider a database of Neural Information Processing Systems papers as well as the US Presidential State of the Union addresses from 1790 to 2008.
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- 2010
29. Landscape of Targeted Anti-Cancer Drug Synergies in Melanoma Identifies a Novel BRAF-VEGFR/PDGFR Combination Treatment
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Vivien Igras, Adriano Piris, Iulian Pruteanu-Malinici, Adam Friedman, Zachary A. Cooper, Daniel A. Haber, Cyril H. Benes, David E. Fisher, Keith T. Flaherty, Leeza Hargreaves, Subash Baniya, Dennie T. Frederick, Donald P. Lawrence, Arnaud Amzallag, Sridhar Ramaswamy, and Jennifer A. Wargo
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Proto-Oncogene Proteins B-raf ,MAPK/ERK pathway ,ATP Binding Cassette Transporter, Subfamily B ,Indoles ,lcsh:Medicine ,Antineoplastic Agents ,Pharmacology ,Receptor tyrosine kinase ,Cediranib ,Mice ,03 medical and health sciences ,0302 clinical medicine ,Cell Line, Tumor ,Antineoplastic Combined Chemotherapy Protocols ,medicine ,Animals ,Humans ,Receptors, Platelet-Derived Growth Factor ,Molecular Targeted Therapy ,lcsh:Science ,Protein kinase A ,Melanoma ,030304 developmental biology ,Sulfonamides ,0303 health sciences ,Multidisciplinary ,Cell Death ,biology ,Kinase ,lcsh:R ,Drug Synergism ,Kinase insert domain receptor ,medicine.disease ,Xenograft Model Antitumor Assays ,High-Throughput Screening Assays ,3. Good health ,Receptors, Vascular Endothelial Growth Factor ,Drug Resistance, Neoplasm ,030220 oncology & carcinogenesis ,Quinazolines ,biology.protein ,lcsh:Q ,Platelet-derived growth factor receptor ,Research Article ,medicine.drug - Abstract
A newer generation of anti-cancer drugs targeting underlying somatic genetic driver events have resulted in high single-agent or single-pathway response rates in selected patients, but few patients achieve complete responses and a sizeable fraction of patients relapse within a year. Thus, there is a pressing need for identification of combinations of targeted agents which induce more complete responses and prevent disease progression. We describe the results of a combination screen of an unprecedented scale in mammalian cells performed using a collection of targeted, clinically tractable agents across a large panel of melanoma cell lines. We find that even the most synergistic drug pairs are effective only in a discrete number of cell lines, underlying a strong context dependency for synergy, with strong, widespread synergies often corresponding to non-specific or off-target drug effects such as multidrug resistance protein 1 (MDR1) transporter inhibition. We identified drugs sensitizing cell lines that are BRAFV600E mutant but intrinsically resistant to BRAF inhibitor PLX4720, including the vascular endothelial growth factor receptor/kinase insert domain receptor (VEGFR/KDR) and platelet derived growth factor receptor (PDGFR) family inhibitor cediranib. The combination of cediranib and PLX4720 induced apoptosis in vitro and tumor regression in animal models. This synergistic interaction is likely due to engagement of multiple receptor tyrosine kinases (RTKs), demonstrating the potential of drug- rather than gene-specific combination discovery approaches. Patients with elevated biopsy KDR expression showed decreased progression free survival in trials of mitogen-activated protein kinase (MAPK) kinase pathway inhibitors. Thus, high-throughput unbiased screening of targeted drug combinations, with appropriate library selection and mechanistic follow-up, can yield clinically-actionable drug combinations.
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- 2015
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