1
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Lee CS, Chen S, Berry CT, Kelly AR, Herman PJ, Oh S, O'Connor RS, Payne AS, Ellebrecht CT. Fate induction in CD8 CAR T cells through asymmetric cell division. Nature 2024; 633:670-677. [PMID: 39198645 PMCID: PMC11410665 DOI: 10.1038/s41586-024-07862-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 07/22/2024] [Indexed: 09/01/2024]
Abstract
Early expansion and long-term persistence predict efficacy of chimeric antigen receptor T cells (CARTs)1-7, but mechanisms governing effector versus memory CART differentiation and whether asymmetric cell division induces differential fates in human CARTs remain unclear. Here we show that target-induced proximity labelling enables isolation of first-division proximal-daughter and distal-daughter CD8 CARTs that asymmetrically distribute their surface proteome and transcriptome, resulting in divergent fates. Target-engaged CARs remain on proximal daughters, which inherit a surface proteome resembling activated-undivided CARTs, whereas the endogenous T cell receptor and CD8 enrich on distal daughters, whose surface proteome resembles resting CARTs, correlating with glycolytic and oxidative metabolism, respectively. Despite memory-precursor phenotype and in vivo longevity, distal daughters demonstrate transient potent cytolytic activity similar to proximal daughters, uncovering an effector-like state in distal daughters destined to become memory CARTs. Both partitioning of pre-existing transcripts and changes in RNA velocity contribute to asymmetry of fate-determining factors, resulting in diametrically opposed transcriptional trajectories. Independent of naive, memory or effector surface immunophenotype, proximal-daughter CARTs use core sets of transcription factors known to support proliferation and effector function. Conversely, transcription factors enriched in distal daughters restrain differentiation and promote longevity, evidenced by diminished long-term in vivo persistence and function of distal-daughter CARTs after IKZF1 disruption. These studies establish asymmetric cell division as a framework for understanding mechanisms of CART differentiation and improving therapeutic outcomes.
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Affiliation(s)
- Casey S Lee
- Department of Dermatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Sisi Chen
- Department of Dermatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Corbett T Berry
- Department of Dermatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Andre R Kelly
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Patrick J Herman
- Department of Dermatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Sangwook Oh
- Department of Biomedical Science, Hallym University, Chuncheon, Republic of Korea
| | - Roddy S O'Connor
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Aimee S Payne
- Department of Dermatology, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, USA.
| | - Christoph T Ellebrecht
- Department of Dermatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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2
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Hao M, Gong J, Zeng X, Liu C, Guo Y, Cheng X, Wang T, Ma J, Zhang X, Song L. Large-scale foundation model on single-cell transcriptomics. Nat Methods 2024; 21:1481-1491. [PMID: 38844628 DOI: 10.1038/s41592-024-02305-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 05/10/2024] [Indexed: 08/10/2024]
Abstract
Large pretrained models have become foundation models leading to breakthroughs in natural language processing and related fields. Developing foundation models for deciphering the 'languages' of cells and facilitating biomedical research is promising yet challenging. Here we developed a large pretrained model scFoundation, also named 'xTrimoscFoundationα', with 100 million parameters covering about 20,000 genes, pretrained on over 50 million human single-cell transcriptomic profiles. scFoundation is a large-scale model in terms of the size of trainable parameters, dimensionality of genes and volume of training data. Its asymmetric transformer-like architecture and pretraining task design empower effectively capturing complex context relations among genes in a variety of cell types and states. Experiments showed its merit as a foundation model that achieved state-of-the-art performances in a diverse array of single-cell analysis tasks such as gene expression enhancement, tissue drug response prediction, single-cell drug response classification, single-cell perturbation prediction, cell type annotation and gene module inference.
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Affiliation(s)
- Minsheng Hao
- MOE Key Laboratory of Bioinformatics and Bioinformatics Division, BNRIST, Department of Automation, Tsinghua University, Beijing, China
- BioMap, Beijing, China
| | | | | | | | | | | | | | - Jianzhu Ma
- Department of Electrical Engineering, Tsinghua University, Beijing, China.
- Institute for AI Industry Research, Tsinghua University, Beijing, China.
| | - Xuegong Zhang
- MOE Key Laboratory of Bioinformatics and Bioinformatics Division, BNRIST, Department of Automation, Tsinghua University, Beijing, China.
- School of Life Sciences and School of Medicine, Center for Synthetic and Systems Biology, Tsinghua University, Beijing, China.
| | - Le Song
- BioMap, Beijing, China.
- Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE.
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3
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Prochownik EV, Wang H. Normal and Neoplastic Growth Suppression by the Extended Myc Network. Cells 2022; 11:747. [PMID: 35203395 PMCID: PMC8870482 DOI: 10.3390/cells11040747] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/09/2022] [Accepted: 02/15/2022] [Indexed: 12/20/2022] Open
Abstract
Among the first discovered and most prominent cellular oncogenes is MYC, which encodes a bHLH-ZIP transcription factor (Myc) that both activates and suppresses numerous genes involved in proliferation, energy production, metabolism and translation. Myc belongs to a small group of bHLH-ZIP transcriptional regulators (the Myc Network) that includes its obligate heterodimerization partner Max and six "Mxd proteins" (Mxd1-4, Mnt and Mga), each of which heterodimerizes with Max and largely opposes Myc's functions. More recently, a second group of bHLH-ZIP proteins (the Mlx Network) has emerged that bears many parallels with the Myc Network. It is comprised of the Myc-like factors ChREBP and MondoA, which, in association with the Max-like member Mlx, regulate smaller and more functionally restricted repertoires of target genes, some of which are shared with Myc. Opposing ChREBP and MondoA are heterodimers comprised of Mlx and Mxd1, Mxd4 and Mnt, which also structurally and operationally link the two Networks. We discuss here the functions of these "Extended Myc Network" members, with particular emphasis on their roles in suppressing normal and neoplastic growth. These roles are complex due to the temporal- and tissue-restricted expression of Extended Myc Network proteins in normal cells, their regulation of both common and unique target genes and, in some cases, their functional redundancy.
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Affiliation(s)
- Edward V. Prochownik
- Division of Hematology/Oncology, The Department of Pediatrics, UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15224, USA;
- The Department of Microbiology and Molecular Genetics, The University of Pittsburgh School of Medicine, Pittsburgh, PA 15224, USA
- The Hillman Cancer Center of UPMC, Pittsburgh, PA 15224, USA
- The Pittsburgh Liver Research Center, Pittsburgh, PA 15224, USA
| | - Huabo Wang
- Division of Hematology/Oncology, The Department of Pediatrics, UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15224, USA;
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4
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Heckler M, Ali LR, Clancy-Thompson E, Qiang L, Ventre KS, Lenehan P, Roehle K, Luoma A, Boelaars K, Peters V, McCreary J, Boschert T, Wang ES, Suo S, Marangoni F, Mempel TR, Long HW, Wucherpfennig KW, Dougan M, Gray NS, Yuan GC, Goel S, Tolaney SM, Dougan SK. Inhibition of CDK4/6 Promotes CD8 T-cell Memory Formation. Cancer Discov 2021; 11:2564-2581. [PMID: 33941591 PMCID: PMC8487897 DOI: 10.1158/2159-8290.cd-20-1540] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 03/25/2021] [Accepted: 04/28/2021] [Indexed: 11/16/2022]
Abstract
CDK4/6 inhibitors are approved to treat breast cancer and are in trials for other malignancies. We examined CDK4/6 inhibition in mouse and human CD8+ T cells during early stages of activation. Mice receiving tumor-specific CD8+ T cells treated with CDK4/6 inhibitors displayed increased T-cell persistence and immunologic memory. CDK4/6 inhibition upregulated MXD4, a negative regulator of MYC, in both mouse and human CD8+ T cells. Silencing of Mxd4 or Myc in mouse CD8+ T cells demonstrated the importance of this axis for memory formation. We used single-cell transcriptional profiling and T-cell receptor clonotype tracking to evaluate recently activated human CD8+ T cells in patients with breast cancer before and during treatment with either palbociclib or abemaciclib. CDK4/6 inhibitor therapy in humans increases the frequency of CD8+ memory precursors and downregulates their expression of MYC target genes, suggesting that CDK4/6 inhibitors in patients with cancer may augment long-term protective immunity. SIGNIFICANCE: CDK4/6 inhibition skews newly activated CD8+ T cells toward a memory phenotype in mice and humans with breast cancer. CDK4/6 inhibitors may have broad utility outside breast cancer, particularly in the neoadjuvant setting to augment CD8+ T-cell priming to tumor antigens prior to dosing with checkpoint blockade.This article is highlighted in the In This Issue feature, p. 2355.
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Affiliation(s)
- Max Heckler
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Lestat R Ali
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Eleanor Clancy-Thompson
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Li Qiang
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Katherine S Ventre
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Patrick Lenehan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Kevin Roehle
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Adrienne Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Kelly Boelaars
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Vera Peters
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Julia McCreary
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Program in Chemical Biology, Harvard Medical School, Boston, Massachusetts
| | - Tamara Boschert
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Eric S Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Shengbao Suo
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Francesco Marangoni
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, Massachusetts
| | - Thorsten R Mempel
- Department of Medicine, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, Massachusetts
| | - Henry W Long
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
| | - Michael Dougan
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Guo-Cheng Yuan
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Genetics and Genomic Sciences, The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Shom Goel
- Peter MacCallum Cancer Centre, Melbourne, Australia
- The Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Sara M Tolaney
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Stephanie K Dougan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, Massachusetts.
- Department of Immunology, Harvard Medical School, Boston, Massachusetts
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5
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Liaño-Pons J, Arsenian-Henriksson M, León J. The Multiple Faces of MNT and Its Role as a MYC Modulator. Cancers (Basel) 2021; 13:4682. [PMID: 34572909 PMCID: PMC8465425 DOI: 10.3390/cancers13184682] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/10/2021] [Accepted: 09/13/2021] [Indexed: 12/29/2022] Open
Abstract
MNT is a crucial modulator of MYC, controls several cellular functions, and is activated in most human cancers. It is the largest, most divergent, and most ubiquitously expressed protein of the MXD family. MNT was first described as a MYC antagonist and tumor suppressor. Indeed, 10% of human tumors present deletions of one MNT allele. However, some reports show that MNT functions in cooperation with MYC by maintaining cell proliferation, promoting tumor cell survival, and supporting MYC-driven tumorigenesis in cellular and animal models. Although MAX was originally considered MNT's obligate partner, our recent findings demonstrate that MNT also works independently. MNT forms homodimers and interacts with proteins both outside and inside of the proximal MYC network. These complexes are involved in a wide array of cellular processes, from transcriptional repression via SIN3 to the modulation of metabolism through MLX as well as immunity and apoptosis via REL. In this review, we discuss the present knowledge of MNT with a special focus on its interactome, which sheds light on the complex and essential role of MNT in cell biology.
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Affiliation(s)
- Judit Liaño-Pons
- Department of Microbiology, Tumor and Cell Biology (MTC), Karolinska Institutet, SE-171 65 Stockholm, Sweden;
| | - Marie Arsenian-Henriksson
- Department of Microbiology, Tumor and Cell Biology (MTC), Karolinska Institutet, SE-171 65 Stockholm, Sweden;
| | - Javier León
- Departmento de Biología Molecular and Instituto de Biomedicina y Biotecnología de Cantabria (IBBTEC), Universidad de Cantabria-CSIC, 39011 Santander, Spain;
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6
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Niu F, Dzikiewicz-Krawczyk A, Koerts J, de Jong D, Wijenberg L, Fernandez Hernandez M, Slezak-Prochazka I, Winkle M, Kooistra W, van der Sluis T, Rutgers B, Terpstra MM, Kok K, Kluiver J, van den Berg A. MiR-378a-3p Is Critical for Burkitt Lymphoma Cell Growth. Cancers (Basel) 2020; 12:E3546. [PMID: 33261009 PMCID: PMC7760147 DOI: 10.3390/cancers12123546] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 11/09/2020] [Accepted: 11/25/2020] [Indexed: 12/29/2022] Open
Abstract
MicroRNAs (miRNAs) are small RNA molecules with important gene regulatory roles in normal and pathophysiological cellular processes. Burkitt lymphoma (BL) is an MYC-driven lymphoma of germinal center B (GC-B) cell origin. To gain further knowledge on the role of miRNAs in the pathogenesis of BL, we performed small RNA sequencing in BL cell lines and normal GC-B cells. This revealed 26 miRNAs with significantly different expression levels. For five miRNAs, the differential expression pattern was confirmed in primary BL tissues compared to GC-B cells. MiR-378a-3p was upregulated in BL, and its inhibition reduced the growth of multiple BL cell lines. RNA immunoprecipitation of Argonaute 2 followed by microarray analysis (Ago2-RIP-Chip) upon inhibition and ectopic overexpression of miR-378a-3p revealed 63 and 20 putative miR-378a-3p targets, respectively. Effective targeting by miR-378a-3p was confirmed by luciferase reporter assays for MAX Network Transcriptional Repressor (MNT), Forkhead Box P1 (FOXP1), Interleukin 1 Receptor Associated Kinase 4 (IRAK4), and lncRNA Just Proximal To XIST (JPX), and by Western blot for IRAK4 and MNT. Overexpression of IRAK4 and MNT phenocopied the effect of miR-378a-3p inhibition. In summary, we identified miR-378a-3p as a miRNA with an oncogenic role in BL and identified IRAK4 and MNT as miR-378a-3p target genes that are involved in its growth regulatory role.
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Affiliation(s)
- Fubiao Niu
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | | | - Jasper Koerts
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Debora de Jong
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Laura Wijenberg
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Margot Fernandez Hernandez
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | | | - Melanie Winkle
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Wierd Kooistra
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Tineke van der Sluis
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Bea Rutgers
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Miente Martijn Terpstra
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (M.M.T.); (K.K.)
| | - Klaas Kok
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (M.M.T.); (K.K.)
| | - Joost Kluiver
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
| | - Anke van den Berg
- Departments of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (F.N.); (J.K.); (D.d.J.); (L.W.); (M.F.H.); (M.W.); (W.K.); (T.v.d.S.); (B.R.); (J.K.)
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7
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Engel JA, Lee HJ, Williams CG, Kuns R, Olver S, Lansink LI, Soon MS, Andersen SB, Powell JE, Svensson V, Teichmann SA, Hill GR, Varelias A, Koyama M, Haque A. Single-cell transcriptomics of alloreactive CD4+ T cells over time reveals divergent fates during gut graft-versus-host disease. JCI Insight 2020; 5:137990. [PMID: 32484791 PMCID: PMC7406307 DOI: 10.1172/jci.insight.137990] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 05/21/2020] [Indexed: 08/05/2023] Open
Abstract
Acute gastrointestinal (GI) graft-versus-host disease (GVHD) is a primary determinant of mortality after allogeneic hematopoietic stem cell transplantation (alloSCT). The condition is mediated by alloreactive donor CD4+ T cells that differentiate into pathogenic subsets expressing IFN-γ, IL-17A, or GM-CSF and is regulated by subsets expressing IL-10 and/or Foxp3. Developmental relationships between Th cell states during priming in mesenteric lymph nodes (mLNs) and effector function in the GI tract remain undefined at genome scale. We applied scRNA-Seq and computational modeling to a mouse model of donor DC-mediated GVHD exacerbation, creating an atlas of putative CD4+ T cell differentiation pathways in vivo. Computational trajectory inference suggested emergence of pathogenic and regulatory states along a single developmental trajectory in mLNs. Importantly, we inferred an unexpected second trajectory, categorized by little proliferation or cytokine expression, reduced glycolysis, and high tcf7 expression. TCF1hi cells upregulated α4β7 before gut migration and failed to express cytokines. These cells exhibited recall potential and plasticity following secondary transplantation, including cytokine or Foxp3 expression, but reduced T cell factor 1 (TCF1). Thus, scRNA-Seq suggested divergence of alloreactive CD4+ T cells into quiescent and effector states during gut GVHD exacerbation by donor DC, reflecting putative heterogeneous priming in vivo. These findings, which are potentially the first at a single-cell level during GVHD over time, may assist in examination of T cell differentiation in patients undergoing alloSCT.
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Affiliation(s)
- Jessica A. Engel
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Hyun Jae Lee
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Cameron G. Williams
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Rachel Kuns
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Stuart Olver
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Lianne I.M. Lansink
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Megan S.F. Soon
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Stacey B. Andersen
- Institute for Molecular Bioscience, University of Queensland, St. Lucia, Queensland, Australia
| | - Joseph E. Powell
- Garvan-Weizmann Centre for Cellular Genomics, Sydney, New South Wales, Australia
- UNSW Cellular Genomics Futures Institute, University of New South Wales, Sydney, New South Wales, Australia
| | | | - Sarah A. Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridgeshire, United Kingdom
| | - Geoffrey R. Hill
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Division of Medical Oncology, University of Washington, Seattle, Washington, USA
| | - Antiopi Varelias
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
- Faculty of Medicine, University of Queensland, St. Lucia, Queensland, Australia
| | - Motoko Koyama
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Ashraful Haque
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
- Department of Microbiology and Immunology, University of Melbourne, located at The Peter Doherty Institute for Infection and Immunity, Melbourne, Victoria, Australia
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8
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Kurd NS, He Z, Louis TL, Milner JJ, Omilusik KD, Jin W, Tsai MS, Widjaja CE, Kanbar JN, Olvera JG, Tysl T, Quezada LK, Boland BS, Huang WJ, Murre C, Goldrath AW, Yeo GW, Chang JT. Early precursors and molecular determinants of tissue-resident memory CD8 + T lymphocytes revealed by single-cell RNA sequencing. Sci Immunol 2020; 5:eaaz6894. [PMID: 32414833 PMCID: PMC7341730 DOI: 10.1126/sciimmunol.aaz6894] [Citation(s) in RCA: 124] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Accepted: 04/16/2020] [Indexed: 01/06/2023]
Abstract
During an immune response to microbial infection, CD8+ T cells give rise to distinct classes of cellular progeny that coordinately mediate clearance of the pathogen and provide long-lasting protection against reinfection, including a subset of noncirculating tissue-resident memory (TRM) cells that mediate potent protection within nonlymphoid tissues. Here, we used single-cell RNA sequencing to examine the gene expression patterns of individual CD8+ T cells in the spleen and small intestine intraepithelial lymphocyte (siIEL) compartment throughout the course of their differentiation in response to viral infection. These analyses revealed previously unknown transcriptional heterogeneity within the siIEL CD8+ T cell population at several stages of differentiation, representing functionally distinct TRM cell subsets and a subset of TRM cell precursors within the tissue early in infection. Together, these findings may inform strategies to optimize CD8+ T cell responses to protect against microbial infection and cancer.
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Affiliation(s)
- Nadia S Kurd
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Zhaoren He
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Division of Biologic Sciences, University of California San Diego, La Jolla, CA, USA
| | - Tiani L Louis
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - J Justin Milner
- Division of Biologic Sciences, University of California San Diego, La Jolla, CA, USA
| | - Kyla D Omilusik
- Division of Biologic Sciences, University of California San Diego, La Jolla, CA, USA
| | - Wenhao Jin
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Matthew S Tsai
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | | | - Jad N Kanbar
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jocelyn G Olvera
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Tiffani Tysl
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Lauren K Quezada
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Brigid S Boland
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Wendy J Huang
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Cornelis Murre
- Division of Biologic Sciences, University of California San Diego, La Jolla, CA, USA
| | - Ananda W Goldrath
- Division of Biologic Sciences, University of California San Diego, La Jolla, CA, USA
| | - Gene W Yeo
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA.
- Institute for Genomic Medicine, University of California San Diego, La Jolla, California, USA
| | - John T Chang
- Department of Medicine, University of California San Diego, La Jolla, CA, USA.
- Division of Gastroenterology, VA San Diego Healthcare System, San Diego, CA, USA
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9
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MNT and Emerging Concepts of MNT-MYC Antagonism. Genes (Basel) 2017; 8:genes8020083. [PMID: 28230739 PMCID: PMC5333072 DOI: 10.3390/genes8020083] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Accepted: 02/16/2017] [Indexed: 12/25/2022] Open
Abstract
MYC family proteins play fundamental roles in stem and progenitor cell homeostasis, morphogenesis and cancer. As expected for proteins that profoundly affect the fate of cells, the activities of MYC are regulated at a multitude of levels. One mechanism with the potential to broadly affect the activities of MYC is transcriptional antagonism by a group of MYC-related transcriptional repressors. From this group, the protein MNT has emerged as having perhaps the most far-reaching impact on MYC activities. In this review, we discuss the current understanding of MNT, its regulation and how, as a MYC antagonist, it functions both as a tumor suppressor and facilitator of MYC-driven proliferation and oncogenesis.
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10
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Carroll PA, Diolaiti D. A novel role for the extended MYC network in cancer cell survival. Mol Cell Oncol 2016; 3:e1026528. [PMID: 27308539 DOI: 10.1080/23723556.2015.1026528] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2015] [Revised: 03/01/2015] [Accepted: 03/02/2015] [Indexed: 10/23/2022]
Abstract
Cancer cells exhibit altered metabolic requirements compared to their normal counterparts. This metabolic reprogramming is mediated by activation of oncogenes such as MYC. Here, we summarize our recent findings demonstrating a metabolic dependency of deregulated MYC on MLXIP-MLX, critical components of the nutrient-sensing arm of the extended MYC transcriptional network.
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Affiliation(s)
- Patrick A Carroll
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center ; Seattle, WA, USA
| | - Daniel Diolaiti
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center ; Seattle, WA, USA
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11
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Diolaiti D, McFerrin L, Carroll PA, Eisenman RN. Functional interactions among members of the MAX and MLX transcriptional network during oncogenesis. BIOCHIMICA ET BIOPHYSICA ACTA 2015; 1849:484-500. [PMID: 24857747 PMCID: PMC4241192 DOI: 10.1016/j.bbagrm.2014.05.016] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2014] [Revised: 04/23/2014] [Accepted: 05/14/2014] [Indexed: 01/27/2023]
Abstract
The transcription factor MYC and its related family members MYCN and MYCL have been implicated in the etiology of a wide spectrum of human cancers. Compared to other oncoproteins, such as RAS or SRC, MYC is unique because its protein coding region is rarely mutated. Instead, MYC's oncogenic properties are unleashed by regulatory mutations leading to unconstrained high levels of expression. Under both normal and pathological conditions MYC regulates multiple aspects of cellular physiology including proliferation, differentiation, apoptosis, growth and metabolism by controlling the expression of thousands of genes. How a single transcription factor exerts such broad effects remains a fascinating puzzle. Notably, MYC is part of a network of bHLHLZ proteins centered on the MYC heterodimeric partner MAX and its counterpart, the MAX-like protein MLX. This network includes MXD1-4, MNT, MGA, MONDOA and MONDOB proteins. With some exceptions, MXD proteins have been functionally linked to cell cycle arrest and differentiation, while MONDO proteins control cellular metabolism. Although the temporal expression patterns of many of these proteins can differ markedly they are frequently expressed simultaneously in the same cellular context, and potentially bind to the same, or similar DNA consensus sequence. Here we review the activities and interactions among these proteins and propose that the broad spectrum of phenotypes elicited by MYC deregulation is intimately connected to the functions and regulation of the other network members. Furthermore, we provide a meta-analysis of TCGA data suggesting that the coordinate regulation of the network is important in MYC driven tumorigenesis. This article is part of a Special Issue entitled: Myc proteins in cell biology and pathology.
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Affiliation(s)
- Daniel Diolaiti
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, USA
| | - Lisa McFerrin
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, USA
| | - Patrick A Carroll
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, USA
| | - Robert N Eisenman
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, USA.
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12
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Link JM, Hurlin PJ. The activities of MYC, MNT and the MAX-interactome in lymphocyte proliferation and oncogenesis. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2014; 1849:554-62. [PMID: 24731854 DOI: 10.1016/j.bbagrm.2014.04.004] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2014] [Revised: 03/25/2014] [Accepted: 04/04/2014] [Indexed: 12/29/2022]
Abstract
The MYC family of proteins plays essential roles in embryonic development and in oncogenesis. Efforts over the past 30 years to define the transcriptional activities of MYC and how MYC functions to promote proliferation have produced evolving models of MYC function. One picture that has emerged of MYC and its partner protein MAX is of a transcription factor complex with a seemingly unique ability to stimulate the transcription of genes that are epigenetically poised for transcription and to amplify the transcription of actively transcribed genes. During lymphocyte activation, MYC is upregulated and stimulates a pro-proliferative program in part through the upregulation of a wide variety of metabolic effector genes that facilitate cell growth and cell cycle progression. MYC upregulation simultaneously sensitizes cells to apoptosis and activated lymphocytes and lymphoma cells have pro-survival attributes that allow MYC-driven proliferation to prevail. For example, the MAX-interacting protein MNT is upregulated in activated lymphocytes and was found to protect lymphocytes from MYC-dependent apoptosis. Here we review the activities of MYC, MNT and other MAX interacting proteins in the setting of T and B cell activation and oncogenesis. This article is part of a Special Issue entitled: Myc proteins in cell biology and pathology.
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Affiliation(s)
- Jason M Link
- Shriners Hospitals for Children Portland, 3101 SW Sam Jackson Park Road, Portland, OR 97239, USA; Knight Cancer Institute, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA.
| | - Peter J Hurlin
- Shriners Hospitals for Children Portland, 3101 SW Sam Jackson Park Road, Portland, OR 97239, USA; Department of Cell and Developmental Biology, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA; Knight Cancer Institute, Oregon Health & Science University, 3181 SW Sam Jackson Park Road, Portland, OR 97239, USA.
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13
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Xu Y, Li W, Liu X, Ma H, Tu Z, Dai Y. Analysis of microRNA expression profile by small RNA sequencing in Down syndrome fetuses. Int J Mol Med 2013; 32:1115-25. [PMID: 24071828 DOI: 10.3892/ijmm.2013.1499] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2013] [Accepted: 08/22/2013] [Indexed: 11/06/2022] Open
Abstract
Down syndrome (DS) is caused by trisomy of human chromosome 21 (Hsa21) and is associated with numerous deleterious phenotypes, including cognitive impairment, childhood leukemia and immune defects. Five Hsa21‑derived microRNAs (i.e., hsa-miR-99a, let-7c, miR-125b-2, miR-155 and miR-802) are involved in variable phenotypes of DS. However, the changes involved in the genome-wide microRNA expression of DS fetuses under the influence of trisomy 21 have yet to be determined. To investigate the expression characteristic of microRNAs during the development of DS fetuses and identify whether another microRNA gene resides in the Hsa21, Illumina high-throughput sequencing technology was employed to comprehensively characterize the microRNA expression profiles of the DS and normal fetal cord blood mononuclear cells (CBMCs). In total, 149 of 395 identified microRNAs were significantly differentially expressed (fold change >2.0 and P<0.001) and 2 of 181 candidate novel microRNAs were identified as residing within the ̔DS critical region̓ of human chromosome 21 (chr21q22.2‑22.3). Additionally, 7 of 14 Hsa21-derived microRNAs were detected, although not all seven were overexpressed in DS CBMCs compared with the control. Gene ontology enrichment analyses revealed that a set of abnormally expressed microRNAs were involved in the regulation of transcription, gene expression, cellular biosynthetic process and nucleic acid metabolic process. Significantly, most of the mRNA targets in these categories were associated with immune modulation (i.e., SOD1, MXD4, PBX1, BCLAF1 and FOXO1). Findings of the present study provided a considerable insight into understanding the expression characteristic of microRNAs in the DS fetal CBMCs. To the best of our knowledge, this is the first study to examine genome-wide microRNA expression profiles in the DS fetus. Differentially expressed microRNAs may be involved in hemopoietic abnormalities and the immune defects of DS fetuses and newborns.
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Affiliation(s)
- Yong Xu
- Clinical Medical Research Center, Pingshan People's Hospital, Shenzhen, Guangdong 518118, P.R. China
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14
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A critical role for Mnt in Myc-driven T-cell proliferation and oncogenesis. Proc Natl Acad Sci U S A 2012; 109:19685-90. [PMID: 23150551 DOI: 10.1073/pnas.1206406109] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Mnt (Max's next tango) is a Max-interacting transcriptional repressor that can antagonize both the proproliferative and proapoptotic functions of Myc in vitro. To ascertain the physiologically relevant functions of Mnt and to help define the relationship between Mnt and Myc in vivo, we generated a series of mouse strains in which Mnt was deleted in T cells in the absence of endogenous c-Myc or in the presence of ectopic c-Myc. We found that apoptosis caused by loss of Mnt did not require Myc but that ectopic Myc expression dramatically decreased the survival of both Mnt-deficient T cells in vivo and Mnt-deficient MEFs in vitro. Consequently, Myc-driven proliferative expansion of T cells in vitro and thymoma formation in vivo were prevented by the absence of Mnt. Consistent with T-cell models, mouse embryo fibroblasts (MEFs) lacking Mnt were refractory to oncogenic transformation by Myc. Tumor suppression caused by loss of Mnt was linked to increased apoptosis mediated by reactive oxygen species (ROS). Thus, although theoretically and experimentally a Myc antagonist, the dominant physiological role of Mnt appears to be suppression of apoptosis. Our results redefine the physiological relationship between Mnt and Myc and requirements for Myc-driven oncogenesis.
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15
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Goulding J, Tahiliani V, Salek-Ardakani S. OX40:OX40L axis: emerging targets for improving poxvirus-based CD8(+) T-cell vaccines against respiratory viruses. Immunol Rev 2012; 244:149-68. [PMID: 22017437 PMCID: PMC3422077 DOI: 10.1111/j.1600-065x.2011.01062.x] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The human respiratory tract is an entry point for over 200 known viruses that collectively contribute to millions of annual deaths worldwide. Consequently, the World Health Organization has designated respiratory viral infections as a priority for vaccine development. Despite enormous advances in understanding the attributes of a protective mucosal antiviral immune response, current vaccines continue to fail in effectively generating long-lived protective CD8(+) T-cell immunity. To date, the majority of licensed human vaccines afford protection against infectious pathogens through the generation of specific immunoglobulin responses. In recent years, the selective manipulation of specific costimulatory pathways, which are critical in regulating T cell-mediated immune responses, has generated increasing interest. Impressive results in animal models have shown that the tumor necrosis factor receptor (TNFR) family member OX40 (CD134) and its binding partner OX40L (CD252) are key costimulatory molecules involved in the generation of protective CD8(+) T-cell responses at mucosal surfaces, such as the lung. In this review, we highlight these new findings with a particular emphasis on their potential as immunological adjuvants to enhance poxvirus-based CD8(+) T-cell vaccines.
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Affiliation(s)
- John Goulding
- Division of Immune Regulation, La Jolla Institute for Allergy and Immunology, San Diego, CA, USA
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