44 results on '"Voillet, V."'
Search Results
2. A new approach of gene co-expression network inference reveals significant biological processes involved in porcine muscle development in late gestation
- Author
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Marti-Marimon, M., Vialaneix, N., Voillet, V., Yerle-Bouissou, M., Lahbib-Mansais, Y., and Liaubet, L.
- Published
- 2018
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3. LB1044 Inhibitors of CDK4/6 and HIF2a induce immunogenic cell death in merkel cell carcinoma cells
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Lee, J.H., primary, Lee, J., additional, Pulliam, T., additional, Paulson, K., additional, Voillet, V., additional, Berndt, A., additional, Church, C., additional, Lachance, K., additional, Park, S.Y., additional, Cromwell, E., additional, Gottardo, R., additional, Chapuis, A., additional, and Nghiem, P., additional
- Published
- 2022
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4. Alum-adjuvanted protein administered in combination with ALVAC-HIV downregulates early serum cytokine responses to the vaccine whereas MF59 enhances the early cytokine burst
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Nissen, E. Andersen, Voillet, V., Naidoo, A., Kee, J., Gartland, A. Fiore, Dintwe, O., Grunenberg, N., Polakowski, L., Fleurs, L., Jani, I., Sebe, M, Laher, F., Chibanda, L. Stranix, Naicker, N., and Mngadi, K.
- Subjects
Testing ,Prevention ,Genetic aspects ,Health aspects ,Viral proteins -- Health aspects ,HIV infections -- Genetic aspects -- Prevention ,Adjuvant drugs -- Testing ,Immune response -- Genetic aspects ,Adjuvants, Pharmaceutic -- Testing ,HIV infection -- Genetic aspects -- Prevention - Abstract
OA18.03 E. Andersen-Nissen (1); V. Voillet (2); A. Naidoo (2); J. Kee (1); A. Fiore-Gartland (1); O. Dintwe (2); N. Grunenberg (1); L. Polakowski (3); L. Fleurs (4); I. Jani [...], Background: Vaccine adjuvants are detected by the innate immune system and influence adaptive immune responses. The modestly efficacious RV144 Thai trial used alum to adjuvant the gp120 protein boost, whereas the non-efficacious HVTN 702 South African trial used MF59. Volunteers enrolled in HVTN 107 (NCT03284710) were administered these adjuvants with a subtype C pox-protein vaccine, affording a unique opportunity to contrast systemic innate immune responses and potentially inform the results of HVTN 702. Methods: Eighteen volunteers were enrolled per group. T1, T2 and T4 received 2 doses of ALVAC-HIV followed by 3 doses of ALVAC-HIV plus subtype C gp120 administered with MF59 (T1), alum (T2), or un-adjuvanted (T4). T3 received 4 doses of ALVAC-HIV with MF59-adjuvanted gp120. Innate immune responses were measured pre-vaccination and at days 1, 3 and 7 after the first (T3) or third (T1,T2, T4) vaccinations. Alterations in circulating leukocytes were assessed by CBC. Thirty-one serum immunomodulatory mediators were quantitated. Results: Neutrophil concentrations increased on day 1 in all groups (FDR-p's < 0.02) and monocyte concentrations increased in T2,T3 and T4 (FDR-p's < 0.12); lymphocyte concentrations significantly decreased at day 1 only in T1 (FDR-p = 0.03). Serum cytokines were also significantly altered post-vaccination in all groups (FDR-p's < 0.2). On Day 1, nine cytokines were induced in T1, including pro-inflammatory IFN-g, CXCL10, TNF-a, IL-6, as well as CCL4 and IL-2, with many factors remaining elevated at Day 3 and returning to baseline on Day 7. In contrast, only IL-2 and IL-6 were induced in T2 on Day 1 and twelve factors were repressed on Day 7 relative to pre-vaccination, including IFN-g and monocyte-chemotactic factors CCL8, CCL13, and CCL22. Responses in the MF59 groups differed when co-administered at the first vaccination (T3) relative to the third vaccination (T1) with 12 cytokines repressed on Day 1 in T3. Conclusions: Alum-adjuvanted protein administered in a prime/boost regimen including ALVAC-HIV reduced early systemic serum cytokine and chemokine responses to the vaccine, in stark contrast to MF59, where induction of a diverse immunomodulatory cytokine profile was observed in Southern African volunteers. Work on elucidating the differential effect of these two adjuvants on the types of innate immune cell responses in humans continues.
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- 2021
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5. 702 The CDK4/6 inhibitor palbociclib enhances the vulnerability of Merkel cell carcinoma via the HIF2α pathway
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Lee, J., primary, Colunga, A., additional, Lee, J., additional, Pulliam, T., additional, Paulson, K., additional, Voillet, V., additional, Berndt, A., additional, Church, C., additional, Lachance, K., additional, Park, S., additional, Yamamoto, N., additional, Cook, M., additional, Kawasumi, M., additional, and Nghiem, P., additional
- Published
- 2021
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6. Single cell RNA sequencing reveals AML immunoediting under pressure from engineered T cell therapy
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Paulson, K, Schmitt, T, Egan, D, Voillet, V, Lahman, M, Wagener, F, Hunter, D, Muhlhauser, P, Hendrie, P, Yeung, C, Vigneron, N, Van Den Eynde, B, Bielas, J, Bar, M, Gottardo, R, Chapuis, A, and Greenberg, P
- Published
- 2019
7. P3006 Integrated network multi-omics approach highlights muscle late fetal maturation process
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Voillet, V., primary, San Cristobal, M., additional, Lefaucheur, L. M., additional, and Liaubet, L., additional
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- 2016
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8. P8001 3D nuclear positioning of IGF2 alleles and trans interactions with imprinted genes
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Lahbib-Mansais, Y., primary, Marimon, M. Marti, additional, Voillet, V., additional, Mompart, F., additional, Riquet, J., additional, Foissac, S., additional, Robelin, D., additional, Acloque, H., additional, Liaubet, L., additional, Bouissou-Matet Yerle, M., additional, Billon, Y., additional, and Villa-Vialaneix, N., additional
- Published
- 2016
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9. NA
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Mo, G, primary, Mo, G, additional, Lee, S, additional, Coffey, D, additional, Voillet, V, additional, Kirsch, I, additional, Gottardo, R, additional, Smythe, K, additional, Yeung, C, additional, Greenbaum, A, additional, Green, D, additional, Maloney, D, additional, Press, O, additional, and Till, B, additional
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10. NA
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Mo, G, primary, Mo, G, additional, Lee, S, additional, Coffey, D, additional, Voillet, V, additional, Kirsch, I, additional, Gottardo, R, additional, Smythe, K, additional, Yeung, C, additional, Greenbaum, A, additional, Green, D, additional, Maloney, D, additional, Press, O, additional, and Till, B, additional
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11. NA
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Mo, G, primary, Mo, G, additional, Lee, S, additional, Coffey, D, additional, Voillet, V, additional, Kirsch, I, additional, Gottardo, R, additional, Smythe, K, additional, Yeung, C, additional, Greenbaum, A, additional, Green, D, additional, Maloney, D, additional, Press, O, additional, and Till, B, additional
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12. P8001 3D nuclear positioning of IGF2 alleles and transinteractions with imprinted genes
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Lahbib-Mansais, Y., Marimon, M. Marti, Voillet, V., Mompart, F., Riquet, J., Foissac, S., Robelin, D., Acloque, H., Liaubet, L., Bouissou-Matet Yerle, M., Billon, Y., and Villa-Vialaneix, N.
- Abstract
To explore the relationship between gene activity and nuclear position, genomic imprinting leading to parental-specific expression offers a good model. In one cell, it is possible to compare the nuclear environment of the two alleles for a given locus and search for a potential correlation between their nuclear position and expression status. Using 3D RNA-DNA fluorescence in situ hybridization (FISH) in porcine fetal liver cells, we focused on the imprinted region of Insulin-like growth factor 2(IGF2), a paternally expressed gene located on porcine chromosome 2. We investigated the interchromosomal interactions implicating IGF2. Through a 2D FISH screening, imprinted genes from the Imprinted Gene Network (Varrault et al., 2006) were tested for interactions in liver cells. The locus DLK1/MEG3showed the highest rate of colocalization with IGF2. By 3D RNA-DNA FISH combined to confocal microscopy, we demonstrated a preferential implication of the expressed paternal IGF2allele in a transassociation with DLK1/MEG3region (chromosome 7). We showed that this colocalization occurs also in fetal muscle and demonstrated that it occurs preferentially between the expressed IGF2, DLK1, and MEG3alleles. We are extending this analysis through an interdisciplinary approach to develop large functional mappingstudies focused on the mechanisms involved in the transcriptional regulation of genes expressed in muscle during late fetal development of pig. From a transcriptomic analysis carried on fetal muscle of two extreme genetic lines to study maturity, we identified 2000 genes differentially expressed that characterize its establishment (Voillet et al., 2014). We are now constructing, by in silico processes, networks of co-regulated genes with IGF2as starting point. We are also developing a Hi-C approach to construct interaction maps on a genome-wide scale. A set of key genes belonging to these networks and interaction maps will be selected to study by 3D FISH their position in the nuclear space in cells of the two genotypes, and to determine if co-regulated genes implicated in the same biological function co-localize in the nucleus. These data should allow us to determine if these interactions are genotype and expression pattern dependent. This will open interesting questions to study the possible link between nuclear architecture and control of gene expression in muscle in an animal model for which extreme genotypes for maturity at birth are available.
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- 2016
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13. Acute Myeloid Leukemia Skews Therapeutic WT1-specific CD8 TCR-T Cells Towards an NK-like Phenotype that Compromises Function and Persistence.
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Mazziotta F, Martin LE, Eagan DN, Bar M, Kinsella S, Paulson KG, Voillet V, Lahman MC, Hunter D, Schmitt TM, Duerkopp N, Yeung C, Tang TH, Gottardo R, Asano Y, Wilcox EC, Lee B, Zhang T, Lopedote P, Penter L, Wu CJ, Milano F, Greenberg PD, and Chapuis AG
- Abstract
Acute myeloid leukemia (AML) that is relapsed and/or refractory post-allogeneic hematopoietic cell transplantation (HCT) is usually fatal. In a prior study, we demonstrated that AML relapse in high-risk patients was prevented by post-HCT immunotherapy with Epstein-Barr virus (EBV)-specific donor CD8
+ T cells engineered to express a high-affinity Wilms Tumor Antigen 1 (WT1)-specific T-cell receptor (TTCR- C4). However, in the present study, infusion of EBV- or Cytomegalovirus (CMV)-specific TTCR-C4 did not clearly improve outcomes in fifteen patients with active disease post-HCT. TCRC4-transduced EBV-specific T cells persisted longer post-transfer than CMV-specific T cells. Persisting TTCR-C4 skewed towards dysfunctional natural killer-like terminal differentiation, distinct from the dominant exhaustion programs reported for T-cell therapies targeting solid tumors. In one patient with active AML post-HCT, a sustained TTCR-C4 effector-memory profile correlated with long-term TTCR-C4 persistence and disease control. These findings reveal complex mechanisms underlying AML-induced T-cell dysfunction, informing future therapeutic strategies for addressing post-HCT relapse.- Published
- 2024
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14. Dysfunctional bronchoalveolar effector memory CD8 + T cells in tuberculosis-exposed people living with antiretroviral-naïve HIV infection.
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Mthembu M, Claassen H, Khuzwayo S, Voillet V, Naidoo A, Spillner JS, Nyamande K, Khan DF, Maharaj P, Mitha M, Mhlane Z, Karim F, Andersen-Nissen E, Ndung'u T, Pollara G, and Wong EB
- Abstract
HIV causes susceptibility to respiratory pathogens, including tuberculosis (TB), but the underlying immunological mechanisms remain incompletely understood. We obtained whole blood and bronchoalveolar lavage (BAL) from TB-exposed people in the presence or absence of antiretroviral-naïve HIV co-infection. Bulk transcriptional profiling demonstrated compartment-specific enrichment of immunological processes. Systems-level deconvolution of whole blood from people living with HIV identified elevated type I and type II interferon cytokine activity and T cell proliferation. Transcriptional modules derived from both peripheral blood and sorted BAL immune cells demonstrated an increased frequency of effector memory CD8 T cells in whole BAL samples. Both compartments displayed reduced induction of CD8 T-cell-derived interleukin-17A (IL-17A) in people with HIV, associated with elevated T cell regulatory molecule expression. The data suggest that dysfunctional CD8 T cell responses in uncontrolled HIV may contribute to compromised respiratory immunity to pathogens, a process that could be modulated by host-directed therapies that target CD8 T cell effector functions., Competing Interests: No conflicts of interest were reported by any of the co-authors., (© 2024 The Author(s).)
- Published
- 2024
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15. Probing Dermal Immunity to Mycobacteria through a Controlled Human Infection Model.
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Church EC, Bishop E, Fiore-Gartland A, Yu KKQ, Chang M, Jones RM, Brache JK, Ballweber Fleming L, Phan JM, Makatsa MS, Heptinstall J, Chiong K, Dintwe O, Naidoo A, Voillet V, Mayer-Blackwell K, Nwanne G, Andersen-Nissen E, Vary JC Jr, Tomaras GD, McElrath MJ, Sherman DR, Murphy SC, Kublin JG, and Seshadri C
- Subjects
- Humans, Male, Adult, Isoniazid therapeutic use, Isoniazid pharmacology, Female, Tuberculosis immunology, Tuberculosis microbiology, Young Adult, Antitubercular Agents therapeutic use, Mycobacterium bovis immunology, Skin immunology, Skin microbiology, Skin pathology
- Abstract
Cutaneous mycobacterial infections cause substantial morbidity and are challenging to diagnose and treat. An improved understanding of the dermal immune response to mycobacteria may inspire new therapeutic approaches. We conducted a controlled human infection study with 10 participants who received 2 × 106 CFUs of Mycobacterium bovis bacillus Calmette-Guérin (Tice strain) intradermally and were randomized to receive isoniazid or no treatment. Peripheral blood was collected at multiple time points for flow cytometry, bulk RNA sequencing (RNA-seq), and serum Ab assessments. Systemic immune responses were detected as early as 8 d postchallenge in this M. bovis bacillus Calmette-Guérin-naive population. Injection-site skin biopsies were performed at days 3 and 15 postchallenge and underwent immune profiling using mass cytometry and single-cell RNA-seq, as well as quantitative assessments of bacterial viability and burden. Molecular viability testing and standard culture results correlated well, although no differences were observed between treatment arms. Single-cell RNA-seq revealed various immune and nonimmune cell types in the skin, and communication between them was inferred by ligand-receptor gene expression. Day 3 communication was predominantly directed toward monocytes from keratinocyte, muscle, epithelial, and endothelial cells, largely via the migration inhibitory factor pathway and HLA-E-KLRK1 interaction. At day 15, communication was more balanced between cell types. These data reveal the potential role of nonimmune cells in the dermal immune response to mycobacteria and the utility of human challenge studies to augment our understanding of mycobacterial infections., (Copyright © 2024 The Authors.)
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- 2024
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16. Tumor Regression Following Engineered Polyomavirus-Specific T Cell Therapy in Immune Checkpoint Inhibitor-Refractory Merkel Cell Carcinoma.
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Asano Y, Veatch J, McAfee M, Bakhtiari J, Lee B, Martin L, Zhang S, Mazziotta F, Paulson KG, Schmitt TM, Munkbhat A, Young C, Seaton B, Hunter D, Horst N, Lindberg M, Miller N, Stone M, Bielas J, Koelle D, Voillet V, Gottardo R, Gooley T, Oda S, Greenberg PD, Nghiem P, and Chapuis AG
- Abstract
Although immune check-point inhibitors (CPIs) revolutionized treatment of Merkel cell carcinoma (MCC), patients with CPI-refractory MCC lack effective therapy. More than 80% of MCC express T-antigens encoded by Merkel cell polyomavirus, which is an ideal target for T-cell receptor (TCR)-based immunotherapy. However, MCC often repress HLA expression, requiring additional strategies to reverse the downregulation for allowing T cells to recognize their targets. We identified TCR
MCC1 that recognizes a T-antigen epitope restricted to human leukocyte antigen (HLA)-A*02:01. Seven CPI-refractory metastatic MCC patients received CD4 and CD8 T cells transduced with TCRMCC1 (TTCR-MCC1 ) preceded either by lymphodepleting chemotherapy or an HLA-upregulating regimen (single-fraction radiation therapy (SFRT) or systemic interferon gamma (IFNγ)) with concurrent avelumab. Two patients who received preceding SFRT and IFNγ respectively experienced tumor regression. One experienced regression of 13/14 subcutaneous lesions with 1 'escape' lesion and the other had delayed tumor regression in all lesions after initial progression. Although TTCR-MCC1 cells with an activated phenotype infiltrated tumors including the 'escape' lesion, all progressing lesions transcriptionally lacked HLA expression. While SFRT/IFNγ did not immediately upregulate tumor HLA expression, a secondary endogenous antigen-specific T cell infiltrate was detected in one of the regressing tumors and associated with HLA upregulation, indicating in situ immune responses have the potential to reverse HLA downregulation. Indeed, supplying a strong co-stimulatory signal via a CD200R-CD28 switch receptor allows TTCR-MCC1 cells to control HLA-downregulated MCC cells in a xenograft mouse model, upregulating HLA expression. Our results demonstrate the potential of TCR gene therapy for metastatic MCC and propose a next strategy for overcoming epigenetic downregulation of HLA in MCC., Competing Interests: M. McAfee, P. Nghiem, T. Schmitt and A. G. Chapuis are inventors on Fred Hutchinson patents related to the MCPyV TCR (patent no. 17-085-US-PCT) used in these studies. A. G. Chapuis received research funding through cooperative research and development agreements with bluebird Bio and Affini-T Therapeutics.- Published
- 2024
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17. Long-term Remissions Following CD20-Directed Chimeric Antigen Receptor-Adoptive T-cell Therapy.
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Mo G, Lee SY, Coffey DG, Voillet V, Kirsch IR, Gottardo R, Smythe KS, Yeung CCS, Greenbaum A, Green DJ, Maloney DG, and Till BG
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- Humans, Middle Aged, Male, Female, Aged, Lymphoma, Follicular therapy, Lymphoma, Follicular immunology, Pilot Projects, T-Lymphocytes immunology, T-Lymphocytes transplantation, Treatment Outcome, Antigens, CD20 immunology, Receptors, Chimeric Antigen immunology, Immunotherapy, Adoptive methods, Remission Induction
- Abstract
Chimeric antigen receptor (CAR) T-cell therapy produces high response rates in refractory B-cell non-Hodgkin lymphoma, but long-term data are minimal to date. In this study, we present long-term follow-up of a pilot trial testing a CD20-targeting third-generation CAR in patients with relapsed B-cell lymphomas following cyclophosphamide-only lymphodepletion. Two of the three patients in the trial, with mantle cell lymphoma and follicular lymphoma, had remissions lasting more than 7 years, though they ultimately relapsed. The absence of B-cell aplasia in both patients suggested a lack of functional CAR T-cell persistence, leading to the hypothesis that endogenous immune responses were responsible for these long-term remissions. Correlative immunologic analyses supported this hypothesis, with evidence of new humoral and cellular antitumor immune responses proximal to clinical response time points. Collectively, our results suggest that CAR T-cell therapy may facilitate epitope spreading and endogenous immune response formation in lymphomas. Significance: Two of three patients treated with CD20-targeted CAR T-cell therapy had long-term remissions, with evidence of endogenous antitumor immune response formation. Further investigation is warranted to develop conditions that promote epitope spreading in lymphomas., (©2024 American Association for Cancer Research.)
- Published
- 2024
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18. Adolescent BCG revaccination induces a phenotypic shift in CD4 + T cell responses to Mycobacterium tuberculosis.
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Dintwe OB, Ballweber Fleming L, Voillet V, McNevin J, Seese A, Naidoo A, Omarjee S, Bekker LG, Kublin JG, De Rosa SC, Newell EW, Fiore-Gartland A, Andersen-Nissen E, and McElrath MJ
- Subjects
- Humans, Adolescent, Immunization, Secondary, Tuberculosis immunology, Tuberculosis prevention & control, Tuberculosis microbiology, Female, Male, Phenotype, Single-Cell Analysis, Th1 Cells immunology, Immunologic Memory immunology, Mycobacterium tuberculosis immunology, CD4-Positive T-Lymphocytes immunology, BCG Vaccine immunology
- Abstract
A recent clinical trial demonstrated that Bacille Calmette-Guérin (BCG) revaccination of adolescents reduced the risk of sustained infection with Mycobacterium tuberculosis (M.tb). In a companion phase 1b trial, HVTN 602/Aeras A-042, we characterize in-depth the cellular responses to BCG revaccination or to a H4:IC31 vaccine boost to identify T cell subsets that could be responsible for the protection observed. High-dimensional clustering analysis of cells profiled using a 26-color flow cytometric panel show marked increases in five effector memory CD4
+ T cell subpopulations (TEM ) after BCG revaccination, two of which are highly polyfunctional. CITE-Seq single-cell analysis shows that the activated subsets include an abundant cluster of Th1 cells with migratory potential. Additionally, a small cluster of Th17 TEM cells induced by BCG revaccination expresses high levels of CD103; these may represent recirculating tissue-resident memory cells that could provide pulmonary immune protection. Together, these results identify unique populations of CD4+ T cells with potential to be immune correlates of protection conferred by BCG revaccination., (© 2024. The Author(s).)- Published
- 2024
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19. Signaling via a CD27-TRAF2-SHP-1 axis during naive T cell activation promotes memory-associated gene regulatory networks.
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Jaeger-Ruckstuhl CA, Lo Y, Fulton E, Waltner OG, Shabaneh TB, Simon S, Muthuraman PV, Correnti CE, Newsom OJ, Engstrom IA, Kanaan SB, Bhise SS, Peralta JMC, Ruff R, Price JP, Stull SM, Stevens AR, Bugos G, Kluesner MG, Voillet V, Muhunthan V, Morrish F, Olson JM, Gottardo R, Sarthy JF, Henikoff S, Sullivan LB, Furlan SN, and Riddell SR
- Subjects
- TNF Receptor-Associated Factor 2 genetics, TNF Receptor-Associated Factor 2 metabolism, Signal Transduction, Lymphocyte Activation, Receptors, Antigen, T-Cell metabolism, Tumor Necrosis Factor Receptor Superfamily, Member 7 genetics, Tumor Necrosis Factor Receptor Superfamily, Member 7 metabolism, CD27 Ligand genetics, CD27 Ligand metabolism, CD8-Positive T-Lymphocytes, CD28 Antigens metabolism, Gene Regulatory Networks
- Abstract
The interaction of the tumor necrosis factor receptor (TNFR) family member CD27 on naive CD8
+ T (Tn) cells with homotrimeric CD70 on antigen-presenting cells (APCs) is necessary for T cell memory fate determination. Here, we examined CD27 signaling during Tn cell activation and differentiation. In conjunction with T cell receptor (TCR) stimulation, ligation of CD27 by a synthetic trimeric CD70 ligand triggered CD27 internalization and degradation, suggesting active regulation of this signaling axis. Internalized CD27 recruited the signaling adaptor TRAF2 and the phosphatase SHP-1, thereby modulating TCR and CD28 signals. CD27-mediated modulation of TCR signals promoted transcription factor circuits that induced memory rather than effector associated gene programs, which are induced by CD28 costimulation. CD27-costimulated chimeric antigen receptor (CAR)-engineered T cells exhibited improved tumor control compared with CD28-costimulated CAR-T cells. Thus, CD27 signaling during Tn cell activation promotes memory properties with relevance to T cell immunotherapy., Competing Interests: Declaration of interests C.A.J.-R., C.E.C., and S.R.R. are inventors on a patent (“engineered trimeric CD70 proteins and uses thereof”; WO2021072127A3) filed by Fred Hutchinson Cancer Center and licensed by Lyell Immunopharma. S.R.R. was a founder, has served as an advisor, and has patents licensed to Juno Therapeutics; S.R.R is a founder of and holds equity in Lyell Immunopharma and has served on the advisory boards for Adaptive Biotechnologies and Nohla., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2024
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20. Enhancing immunogenic responses through CDK4/6 and HIF2α inhibition in Merkel cell carcinoma.
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Lee JH, Lee JD, Paulson K, Voillet V, Berndt A, Church C, Lachance K, Park SY, Yamamoto NK, Cromwell EA, Gottardo R, Chapuis AG, and Nghiem P
- Abstract
Approximately 50% of Merkel cell carcinoma (MCC) patients facing this highly aggressive skin cancer initially respond positively to PD-1-based immunotherapy. Nevertheless, the recurrence of MCC post-immunotherapy emphasizes the pressing need for more effective treatments. Recent research has highlighted Cyclin-dependent kinases 4 and 6 (CDK4/6) as pivotal cell cycle regulators gaining prominence in cancer studies. This study reveals that the CDK4/6 inhibitor, palbociclib can enhance PD-L1 gene transcription and surface expression in MCC cells by activating HIF2α. Inhibiting HIF2α with TC-S7009 effectively counteracts palbociclib-induced PD-L1 transcription and significantly intensifies cell death in MCC. Simultaneously, co-targeting CDK4/6 and HIF2α boosts ROS levels while suppressing SLC7A11, a key regulator of cellular redox balance, promoting ferroptosis- a form of immunogenic cell death linked to iron. Considering the rising importance of immunogenic cell death in immunotherapy, this strategy holds promise for improving future MCC treatments, markedly increasing immunogenic cell death various across various MCC cell lines, thus advancing cancer immunotherapy., Competing Interests: The authors declare the following financial interests/personal relationships which may be considered as potential competing interests:Jung Hyun Lee reports financial support and writing assistance were provided by 10.13039/100001287Elsa U. Pardee Foundation., (© 2023 The Authors. Published by Elsevier Ltd.)
- Published
- 2023
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21. Dysfunctional effector memory CD8 T cells in the bronchoalveolar compartment of people living with HIV.
- Author
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Mthembu M, Claassen H, Khuzwayo S, Voillet V, Naidoo A, Nyamande K, Khan DF, Maharaj P, Mitha M, Mhlane Z, Karim F, Andersen-Nissen E, Ndung'u T, Pollara G, and Wong EB
- Abstract
Mechanisms by which HIV causes susceptibility to respiratory pathogens remain incompletely understood. We obtained whole blood and bronchoalveolar lavage (BAL) from people with latent TB infection in the presence or absence of antiretroviral-naïve HIV co-infection. Transcriptomic and flow cytometric analyses demonstrated HIV-associated cell proliferation plus type I interferon activity in blood and effector memory CD8 T-cells in BAL. Both compartments displayed reduced induction of CD8 T-cell-derived IL-17A in people with HIV, associated with elevated T-cell regulatory molecule expression. The data suggest that dysfunctional CD8 T-cell responses in uncontrolled HIV contribute to susceptibility to secondary bacterial infections, including tuberculosis.
- Published
- 2023
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22. Achieving intracellular cytokine staining assay concordance on two continents to assess HIV vaccine-induced T-cell responses.
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Dintwe OB, De Rosa SC, Huang Y, Flach BS, Manso B, Carter D, Omar FL, Schwedhelm KV, Yu C, Lu H, Morris D, Kee JJ, Voillet V, Stirewalt M, Hural J, Moodie Z, Frahm N, Cohen KW, McElrath MJ, and Andersen-Nissen E
- Subjects
- Humans, Leukocytes, Mononuclear, Serum Albumin, Bovine, T-Lymphocytes, South Africa, Cytokines, Staining and Labeling, AIDS Vaccines, HIV Infections prevention & control
- Abstract
The HIV Vaccine Trials Network (HVTN) conducts clinical trials on 4 continents in pursuit of a safe and effective HIV vaccine. Cellular immune responses to vaccination that define vaccine immunogenicity and/or immune correlates of protection can be measured using multiparameter intracellular cytokine staining (ICS) assays. The HVTN cellular immunology laboratory, located in Seattle, WA, conducts ICS assays for vaccine trials according to Good Clinical Laboratory Practices (GCLP). In 2013, the HVTN established a second GCLP compliant cellular immunology laboratory in Cape Town, South Africa to assess vaccine immunogenicity for HVTN trials conducted on the African continent. To ensure ICS readouts in the 2 laboratories were directly comparable, we conducted concordance testing using PBMC from healthy controls and vaccine trial participants. Despite standardized procedures and instrumentation, shared quality control measures and quality assurance oversight, several factors impacted our ability to obtain close agreement in T-cell responses measured in the 2 laboratories. One of these was the type of fetal bovine serum (FBS) used in the assay, which impacted lymphocyte cell viability and background responses. In addition, the differences in supernatant removal technique also significantly affected our ability to detect positive responses to vaccine antigens. Standardization of these factors allowed us to achieve and maintain ICS assay concordance across the 2 laboratories over multiple years, accelerating our efforts to evaluate HIV vaccines. The insights gained in this process are valuable for assay transfer efforts by groups of investigators that need to directly compare data generated in different laboratories around the globe., (©2022 Society for Leukocyte Biology.)
- Published
- 2022
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23. An In Vivo Model of Human Macrophages in Metastatic Melanoma.
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Voillet V, Berger TR, McKenna KM, Paulson KG, Tan WH, Smythe KS, Hunter DS, Valente WJ, Weaver S, Campbell JS, Kim TS, Byrd DR, Bielas JH, Pierce RH, Chapuis AG, Gottardo R, and Rongvaux A
- Subjects
- Animals, Cell Line, Tumor, Disease Models, Animal, Humans, Macrophage Activation, Mice, Tumor Microenvironment, Macrophages, Melanoma pathology
- Abstract
Despite recent therapeutic progress, advanced melanoma remains lethal for many patients. The composition of the immune tumor microenvironment (TME) has decisive impacts on therapy response and disease outcome, and high-dimensional analyses of patient samples reveal the heterogeneity of the immune TME. Macrophages infiltrate TMEs and generally associate with tumor progression, but the underlying mechanisms are incompletely understood. Because experimental systems are needed to elucidate the functional properties of these cells, we developed a humanized mouse model reconstituted with human immune cells and human melanoma. We used two strains of recipient mice, supporting or not supporting the development of human myeloid cells. We found that human myeloid cells favored metastatic spread of the primary tumor, thereby recapitulating the cancer-supportive role of macrophages. We next analyzed the transcriptome of human immune cells infiltrating tumors versus other tissues. This analysis identified a cluster of myeloid cells present in the TME, but not in other tissues, which do not correspond to canonical M2 cells. The transcriptome of these cells is characterized by high expression of glycolytic enzymes and multiple chemokines and by low expression of gene sets associated with inflammation and adaptive immunity. Compared with humanized mouse results, we found transcriptionally similar myeloid cells in patient-derived samples of melanoma and other cancer types. The humanized mouse model described here thus complements patient sample analyses, enabling further elucidation of fundamental principles in melanoma biology beyond M1/M2 macrophage polarization. The model can also support the development and evaluation of candidate antitumor therapies., (Copyright © 2022 by The American Association of Immunologists, Inc.)
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- 2022
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24. Mucosal viral infection induces a regulatory T cell activation phenotype distinct from tissue residency in mouse and human tissues.
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Traxinger B, Vick SC, Woodward-Davis A, Voillet V, Erickson JR, Czartoski J, Teague C, Prlic M, and Lund JM
- Subjects
- Animals, Female, Humans, Mice, Mucous Membrane, Phenotype, T-Lymphocytes, Regulatory, Virus Diseases metabolism
- Abstract
Regulatory T cells (Tregs) mediate immune homeostasis, yet also facilitate nuanced immune responses during infection, balancing pathogen control while limiting host inflammation. Recent studies have identified Treg populations in non-lymphoid tissues that are phenotypically distinct from Tregs in lymphoid tissues (LT), including performance of location-dependent roles. Mucosal tissues serve as critical barriers to microbes while performing unique physiologic functions, so we sought to identify distinct phenotypical and functional aspects of mucosal Tregs in the female reproductive tract. In healthy human and mouse vaginal mucosa, we found that Tregs are highly activated compared to blood or LT Tregs. To determine if this phenotype reflects acute activation or a general signature of vaginal tract (VT)-residency, we infected mice with HSV-2 to discover that VT Tregs express granzyme-B (GzmB) and acquire a VT Treg signature distinct from baseline. To determine the mechanisms that drive GzmB expression, we performed ex vivo assays to reveal that a combination of type-I interferons and interleukin-2 is sufficient for GzmB expression. Together, we highlight that VT Tregs are activated at steady state and become further activated in response to infection; thus, they may exert robust control of local immune responses, which could have implications for mucosal vaccine design., (© 2022. The Author(s), under exclusive licence to Society for Mucosal Immunology.)
- Published
- 2022
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25. Extricating human tumour immune alterations from tissue inflammation.
- Author
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Mair F, Erickson JR, Frutoso M, Konecny AJ, Greene E, Voillet V, Maurice NJ, Rongvaux A, Dixon D, Barber B, Gottardo R, and Prlic M
- Subjects
- Humans, Immunotherapy, Inflammation, T-Lymphocytes, Regulatory, Tumor Microenvironment, Neoplasms pathology
- Abstract
Immunotherapies have achieved remarkable successes in the treatment of cancer, but major challenges remain
1,2 . An inherent weakness of current treatment approaches is that therapeutically targeted pathways are not restricted to tumours, but are also found in other tissue microenvironments, complicating treatment3,4 . Despite great efforts to define inflammatory processes in the tumour microenvironment, the understanding of tumour-unique immune alterations is limited by a knowledge gap regarding the immune cell populations in inflamed human tissues. Here, in an effort to identify such tumour-enriched immune alterations, we used complementary single-cell analysis approaches to interrogate the immune infiltrate in human head and neck squamous cell carcinomas and site-matched non-malignant, inflamed tissues. Our analysis revealed a large overlap in the composition and phenotype of immune cells in tumour and inflamed tissues. Computational analysis identified tumour-enriched immune cell interactions, one of which yields a large population of regulatory T (Treg ) cells that is highly enriched in the tumour and uniquely identified among all haematopoietically-derived cells in blood and tissue by co-expression of ICOS and IL-1 receptor type 1 (IL1R1). We provide evidence that these intratumoural IL1R1+ Treg cells had responded to antigen recently and demonstrate that they are clonally expanded with superior suppressive function compared with IL1R1- Treg cells. In addition to identifying extensive immunological congruence between inflamed tissues and tumours as well as tumour-specific changes with direct disease relevance, our work also provides a blueprint for extricating disease-specific changes from general inflammation-associated patterns., (© 2022. The Author(s).)- Published
- 2022
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26. Targeting an alternate Wilms' tumor antigen 1 peptide bypasses immunoproteasome dependency.
- Author
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Lahman MC, Schmitt TM, Paulson KG, Vigneron N, Buenrostro D, Wagener FD, Voillet V, Martin L, Gottardo R, Bielas J, McElrath JM, Stirewalt DL, Pogosova-Agadjanyan EL, Yeung CC, Pierce RH, Egan DN, Bar M, Hendrie PC, Kinsella S, Vakil A, Butler J, Chaffee M, Linton J, McAfee MS, Hunter DS, Bleakley M, Rongvaux A, Van den Eynde BJ, Chapuis AG, and Greenberg PD
- Subjects
- Animals, Antigens, Neoplasm, Epitopes, HLA-A2 Antigen, Humans, Mice, Peptides, Receptors, Antigen, T-Cell, Leukemia, Myeloid, Acute immunology, Leukemia, Myeloid, Acute therapy, Proteasome Endopeptidase Complex immunology, Proteasome Endopeptidase Complex therapeutic use, WT1 Proteins therapeutic use
- Abstract
Designing effective antileukemic immunotherapy will require understanding mechanisms underlying tumor control or resistance. Here, we report a mechanism of escape from immunologic targeting in an acute myeloid leukemia (AML) patient, who relapsed 1 year after immunotherapy with engineered T cells expressing a human leukocyte antigen A*02 (HLA-A2)-restricted T cell receptor (TCR) specific for a Wilms' tumor antigen 1 epitope, WT1
126-134 (TTCR-C4 ). Resistance occurred despite persistence of functional therapeutic T cells and continuous expression of WT1 and HLA-A2 by the patient's AML cells. Analysis of the recurrent AML revealed expression of the standard proteasome, but limited expression of the immunoproteasome, specifically the beta subunit 1i (β1i), which is required for presentation of WT1126-134 . An analysis of a second patient treated with TTCR-C4 demonstrated specific loss of AML cells coexpressing β1i and WT1. To determine whether the WT1 protein continued to be processed and presented in the absence of immunoproteasome processing, we identified and tested a TCR targeting an alternative, HLA-A2-restricted WT137-45 epitope that was generated by immunoproteasome-deficient cells, including WT1-expressing solid tumor lines. T cells expressing this TCR (TTCR37-45 ) killed the first patients' relapsed AML resistant to WT1126-134 targeting, as well as other primary AML, in vitro. TTCR37-45 controlled solid tumor lines lacking immunoproteasome subunits both in vitro and in an NSG mouse model. As proteasome composition can vary in AML, defining and preferentially targeting these proteasome-independent epitopes may maximize therapeutic efficacy and potentially circumvent AML immune evasion by proteasome-related immunoediting.- Published
- 2022
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27. Comparative analysis of TCR and CAR signaling informs CAR designs with superior antigen sensitivity and in vivo function.
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Salter AI, Rajan A, Kennedy JJ, Ivey RG, Shelby SA, Leung I, Templeton ML, Muhunthan V, Voillet V, Sommermeyer D, Whiteaker JR, Gottardo R, Veatch SL, Paulovich AG, and Riddell SR
- Subjects
- Humans, Immunotherapy, Adoptive, Receptors, Antigen, T-Cell genetics, Signal Transduction, Multiple Myeloma therapy, Receptors, Chimeric Antigen genetics
- Abstract
Chimeric antigen receptor (CAR)-modified T cell therapy is effective in treating lymphomas, leukemias, and multiple myeloma in which the tumor cells express high amounts of target antigen. However, achieving durable remission for these hematological malignancies and extending CAR T cell therapy to patients with solid tumors will require receptors that can recognize and eliminate tumor cells with a low density of target antigen. Although CARs were designed to mimic T cell receptor (TCR) signaling, TCRs are at least 100-fold more sensitive to antigen. To design a CAR with improved antigen sensitivity, we directly compared TCR and CAR signaling in primary human T cells. Global phosphoproteomic analysis revealed that key T cell signaling proteins-such as CD3δ, CD3ε, and CD3γ, which comprise a portion of the T cell co-receptor, as well as the TCR adaptor protein LAT-were either not phosphorylated or were only weakly phosphorylated by CAR stimulation. Modifying a commonplace 4-1BB/CD3ζ CAR sequence to better engage CD3ε and LAT using embedded CD3ε or GRB2 domains resulted in enhanced T cell activation in vitro in settings of a low density of antigen, and improved efficacy in in vivo models of lymphoma, leukemia, and breast cancer. These CARs represent examples of alterations in receptor design that were guided by in-depth interrogation of T cell signaling., (Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)
- Published
- 2021
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28. The human memory T cell compartment changes across tissues of the female reproductive tract.
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Woodward Davis AS, Vick SC, Pattacini L, Voillet V, Hughes SM, Lentz GM, Kirby AC, Fialkow MF, Gottardo R, Hladik F, Lund JM, and Prlic M
- Subjects
- Antigens, Surface metabolism, Biomarkers, CD4-Positive T-Lymphocytes immunology, CD4-Positive T-Lymphocytes metabolism, CD8-Positive T-Lymphocytes immunology, CD8-Positive T-Lymphocytes metabolism, Female, Gene Expression Profiling, Humans, Immunologic Memory, Immunophenotyping, Mucous Membrane immunology, Organ Specificity, T-Lymphocyte Subsets immunology, T-Lymphocyte Subsets metabolism, Genitalia, Female physiology, Memory T Cells immunology, Memory T Cells metabolism
- Abstract
Memory CD4 T cells in tissues fulfill numerous functions that are critical for local immune homeostasis and protection against pathogens. Previous studies have highlighted the phenotypic and functional heterogeneity of circulating and tissue-resident memory CD4 T cells across different human tissues such as skin, lung, liver, and colon. Comparatively little is known in regard to memory CD4 T cells across tissues of the female reproductive tract (FRT). We examined CD4 T cells in donor-matched vaginal, ecto- and endocervical tissues, which differ in mucosal structure and exposure to external environmental stimuli. We hypothesized that this could be reflected by tissue-specific differences in the memory CD4 T cell compartment. We found differences in CD4 subset distribution across these tissues. Specifically, CD69
+ CD103+ CD4 T cells were significantly more abundant in vaginal than cervical tissues. In contrast, the transcriptional profiles of CD4 subsets were fairly conserved across FRT tissues. CD69+ CD103+ CD4 T cells showed a TH 17 bias independent of tissue niche. Our data suggest that FRT tissues affect T cell subset distribution but have limited effects on the transcriptome of each subset. We discuss the implications for barrier immunity in the FRT.- Published
- 2021
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29. Innate immune signatures to a partially-efficacious HIV vaccine predict correlates of HIV-1 infection risk.
- Author
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Andersen-Nissen E, Fiore-Gartland A, Ballweber Fleming L, Carpp LN, Naidoo AF, Harper MS, Voillet V, Grunenberg N, Laher F, Innes C, Bekker LG, Kublin JG, Huang Y, Ferrari G, Tomaras GD, Gray G, Gilbert PB, and McElrath MJ
- Subjects
- Antibodies, Neutralizing immunology, Antibody-Dependent Cell Cytotoxicity immunology, CD4-Positive T-Lymphocytes immunology, HIV Antibodies immunology, HIV Antigens immunology, HIV Infections immunology, Humans, Leukocytes, Mononuclear immunology, Risk, AIDS Vaccines immunology, HIV Infections prevention & control, HIV-1 immunology, Immunity, Innate immunology
- Abstract
The pox-protein regimen tested in the RV144 trial is the only vaccine strategy demonstrated to prevent HIV-1 infection. Subsequent analyses identified antibody and cellular immune responses as correlates of risk (CoRs) for HIV infection. Early predictors of these CoRs could provide insight into vaccine-induced protection and guide efforts to enhance vaccine efficacy. Using specimens from a phase 1b trial of the RV144 regimen in HIV-1-uninfected South Africans (HVTN 097), we profiled innate responses to the first ALVAC-HIV immunization. PBMC transcriptional responses peaked 1 day post-vaccination. Type I and II interferon signaling pathways were activated, as were innate pathways critical for adaptive immune priming. We then identified two innate immune transcriptional signatures strongly associated with adaptive immune CoR after completion of the 4-dose regimen. Day 1 signatures were positively associated with antibody-dependent cellular cytotoxicity and phagocytosis activity at Month 6.5. Conversely, a signature present on Days 3 and 7 was inversely associated with Env-specific CD4+ T cell responses at Months 6.5 and 12; rapid resolution of this signature was associated with higher Env-specific CD4+ T-cell responses. These are the first-reported early immune biomarkers of vaccine-induced responses associated with HIV-1 acquisition risk in humans and suggest hypotheses to improve HIV-1 vaccine regimens., Competing Interests: The authors have declared that no competing interests exist.
- Published
- 2021
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30. Immunogenic Chemotherapy Enhances Recruitment of CAR-T Cells to Lung Tumors and Improves Antitumor Efficacy when Combined with Checkpoint Blockade.
- Author
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Srivastava S, Furlan SN, Jaeger-Ruckstuhl CA, Sarvothama M, Berger C, Smythe KS, Garrison SM, Specht JM, Lee SM, Amezquita RA, Voillet V, Muhunthan V, Yechan-Gunja S, Pillai SPS, Rader C, Houghton AM, Pierce RH, Gottardo R, Maloney DG, and Riddell SR
- Subjects
- Animals, Antigens, Neoplasm immunology, Cell Line, Cell Line, Tumor, HEK293 Cells, Humans, Immunotherapy, Adoptive methods, Mice, Mice, Inbred BALB C, Mice, Inbred C57BL, Receptor Tyrosine Kinase-like Orphan Receptors immunology, Tumor Microenvironment immunology, Immune Checkpoint Inhibitors immunology, Lung Neoplasms immunology, Receptors, Antigen, T-Cell immunology, Receptors, Chimeric Antigen immunology, T-Lymphocytes immunology
- Abstract
Adoptive therapy using chimeric antigen receptor-modified T cells (CAR-T cells) is effective in hematologic but not epithelial malignancies, which cause the greatest mortality. In breast and lung cancer patients, CAR-T cells targeting the tumor-associated antigen receptor tyrosine kinase-like orphan receptor 1 (ROR1) infiltrate tumors poorly and become dysfunctional. To test strategies for enhancing efficacy, we adapted the Kras
LSL-G12D/+ ;p53f/f autochthonous model of lung adenocarcinoma to express the CAR target ROR1. Murine ROR1 CAR-T cells transferred after lymphodepletion with cyclophosphamide (Cy) transiently control tumor growth but infiltrate tumors poorly and lose function, similar to what is seen in patients. Adding oxaliplatin (Ox) to the lymphodepletion regimen activates tumor macrophages to express T-cell-recruiting chemokines, resulting in improved CAR-T cell infiltration, remodeling of the tumor microenvironment, and increased tumor sensitivity to anti-PD-L1. Combination therapy with Ox/Cy and anti-PD-L1 synergistically improves CAR-T cell-mediated tumor control and survival, providing a strategy to improve CAR-T cell efficacy in the clinic., Competing Interests: Declaration of Interests S.S. and S.R.R. are inventors on a patent (“Immunogenic chemotherapy markedly enhances the efficacy of ROR1 CAR T cells in lung adenocarcinoma”; PCT/US2018/049812) filed by Fred Hutchinson Cancer Research Center and licensed by Lyell Immunopharma. S.S. holds equity and has served as a consultant for Lyell Immunopharma. D.G.M. has received research funding from Kite Pharma, Juno Therapeutics, and Celgene, and has served on advisory boards for Kite Pharma, Gilead, Genentech, Novartis, and Eureka Therapeutics. S.R.R. was a founder, has served as an advisor, and has patents licensed to Juno Therapeutics; is a founder of and holds equity in Lyell Immunopharma; and has served on the advisory boards for Adaptive Biotechnologies and Nohla. C.R. is named inventor on US Patent 9,758,586 claiming anti-ROR1 monoclonal antibodies R11 and R12 and is on the advisory board of NBE-Therapeutics. No potential conflicts of interest were disclosed by the other authors., (Copyright © 2020 Elsevier Inc. All rights reserved.)- Published
- 2021
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31. Development of a clinically relevant ovarian cancer model incorporating surgical cytoreduction to evaluate treatment of micro-metastatic disease.
- Author
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Morse CB, Voillet V, Bates BM, Chiu EY, Garcia NM, Gottardo R, Greenberg PD, and Anderson KG
- Subjects
- Animals, Cell Line, Tumor transplantation, Female, Humans, Hysterectomy, Mice, Neoplasm, Residual, Ovarian Neoplasms pathology, Ovary pathology, Ovary surgery, Peritoneal Cavity pathology, Peritoneal Cavity surgery, Peritoneal Neoplasms secondary, Salpingo-oophorectomy, Tumor Burden, Cytoreduction Surgical Procedures, Disease Models, Animal, Neoplasm Micrometastasis therapy, Ovarian Neoplasms surgery, Peritoneal Neoplasms surgery
- Abstract
Objectives: Mouse models of ovarian cancer commonly transfer large numbers of tumor cells into the peritoneal cavity to establish experimental metastatic disease, which may not adequately model early metastatic spread from a primary tumor site. We hypothesized we could develop an ovarian cancer model that predictably represents micro-metastatic disease., Methods: Murine ID8
VEGF ovarian cancer cells were transduced to express enhanced luciferase (eLuc) to enable intravital detection of microscopic disease burden and injected beneath the ovarian bursa of C57Bl/6 mice. At 6 or 10 weeks after orthotopic injection, when mice had detectable metastases, hysterectomy and bilateral salpingo-oophorectomy was performed to remove all macroscopic disease, and survival monitored. Immunohistochemistry and gene expression profiling were performed on primary and metastatic tumors., Results: eLuc-transduced ID8VEGF cells were brighter than cells transduced with standard luciferase, enabling in vivo visualization of microscopic intra-abdominal metastases developing after orthotopic injection. Primary surgical cytoreduction removed the primary tumor mass but left minimal residual disease in all mice. Metastatic sites that developed following orthotopic injection were similar to metastatic human ovarian cancer sites. Gene expression and immune infiltration were similar between primary and metastatic mouse tumors. Surgical cytoreduction prolonged survival compared to no surgery, with earlier cytoreduction more beneficial than delayed, despite micro-metastatic disease in both settings., Conclusions: Mice with primary ovarian tumors established through orthotopic injection develop progressively fatal metastatic ovarian cancer, and benefit from surgical cytoreduction to remove bulky disease. This model enables the analysis of therapeutic regimens designed to target and potentially eradicate established minimal residual disease., Competing Interests: Declaration of Competing Interest P.D.G. has patents with, received funding from, and was a scientific consultant to Juno Therapeutics. R.G. has received consulting income from Juno Therapeutics, Takeda, Infotech Soft, Celgene, Merck and has received research support from Janssen Pharmaceuticals and Juno Therapeutics, and declares ownership in CellSpace Biosciences., (Copyright © 2020 Elsevier Inc. All rights reserved.)- Published
- 2021
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32. Multi-Omics Resolves a Sharp Disease-State Shift between Mild and Moderate COVID-19.
- Author
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Su Y, Chen D, Yuan D, Lausted C, Choi J, Dai CL, Voillet V, Duvvuri VR, Scherler K, Troisch P, Baloni P, Qin G, Smith B, Kornilov SA, Rostomily C, Xu A, Li J, Dong S, Rothchild A, Zhou J, Murray K, Edmark R, Hong S, Heath JE, Earls J, Zhang R, Xie J, Li S, Roper R, Jones L, Zhou Y, Rowen L, Liu R, Mackay S, O'Mahony DS, Dale CR, Wallick JA, Algren HA, Zager MA, Wei W, Price ND, Huang S, Subramanian N, Wang K, Magis AT, Hadlock JJ, Hood L, Aderem A, Bluestone JA, Lanier LL, Greenberg PD, Gottardo R, Davis MM, Goldman JD, and Heath JR
- Subjects
- Adolescent, Adult, Aged, Aged, 80 and over, Female, Humans, Male, Middle Aged, Severity of Illness Index, COVID-19 blood, COVID-19 immunology, Genomics, RNA-Seq, SARS-CoV-2 immunology, SARS-CoV-2 metabolism, Single-Cell Analysis
- Abstract
We present an integrated analysis of the clinical measurements, immune cells, and plasma multi-omics of 139 COVID-19 patients representing all levels of disease severity, from serial blood draws collected during the first week of infection following diagnosis. We identify a major shift between mild and moderate disease, at which point elevated inflammatory signaling is accompanied by the loss of specific classes of metabolites and metabolic processes. Within this stressed plasma environment at moderate disease, multiple unusual immune cell phenotypes emerge and amplify with increasing disease severity. We condensed over 120,000 immune features into a single axis to capture how different immune cell classes coordinate in response to SARS-CoV-2. This immune-response axis independently aligns with the major plasma composition changes, with clinical metrics of blood clotting, and with the sharp transition between mild and moderate disease. This study suggests that moderate disease may provide the most effective setting for therapeutic intervention., Competing Interests: Declaration of Interests J.R.H. is founder and board member of Isoplexis and PACT Pharma. M.M.D. is a member of the Scientific Advisory Board of PACT Pharma. J.A.B. is a member of the Scientific Advisory Boards of Arcus, Celsius, and VIR. J.A.B. is a member of the Board of Directors of Rheos and Provention. J.A.B. has recently joined Sonoma Biotherapeutics as President and CEO. Sonoma Biotherapeutics is involved in developing novel Treg-based cell therapies for the treatment of autoimmune diseases. R.G. has received consulting income from Juno Therapeutics, Takeda, Infotech Soft, Celgene, Merck and has received research support from Janssen Pharmaceuticals and Juno Therapeutics, and declares ownership in CellSpace Biosciences. P.D.G is on the Scientific Advisory Board of Celsius, Earli, Elpiscience, Immunoscape, Rapt, and Nextech, was a scientific founder of Juno Therapeutics, and receives research support from Lonza. J.D.G. declared contracted research with Gilead, Lilly, and Regeneron. The remaining authors declare no competing interests., (Published by Elsevier Inc.)
- Published
- 2020
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33. PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.
- Author
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Simon S, Voillet V, Vignard V, Wu Z, Dabrowski C, Jouand N, Beauvais T, Khammari A, Braudeau C, Josien R, Adotevi O, Laheurte C, Aubin F, Nardin C, Rulli S, Gottardo R, Ramchurren N, Cheever M, Fling SP, Church CD, Nghiem P, Dreno B, Riddell SR, and Labarriere N
- Subjects
- CD8-Positive T-Lymphocytes metabolism, Carcinoma, Merkel Cell blood, Carcinoma, Merkel Cell drug therapy, Humans, Melanoma blood, Melanoma drug therapy, Predictive Value of Tests, Programmed Cell Death 1 Receptor antagonists & inhibitors, Programmed Cell Death 1 Receptor blood, Programmed Cell Death 1 Receptor immunology, Receptors, CXCR5 immunology, Receptors, Immunologic blood, Receptors, Immunologic immunology, T-Lymphocyte Subsets immunology, CD8-Positive T-Lymphocytes immunology, Carcinoma, Merkel Cell immunology, Immune Checkpoint Inhibitors pharmacology, Melanoma immunology, Programmed Cell Death 1 Receptor biosynthesis, Receptors, Immunologic biosynthesis
- Abstract
Background: Clinical benefit from programmed cell death 1 receptor (PD-1) inhibitors relies on reinvigoration of endogenous antitumor immunity. Nonetheless, robust immunological markers, based on circulating immune cell subsets associated with therapeutic efficacy are yet to be validated., Methods: We isolated peripheral blood mononuclear cell from three independent cohorts of melanoma and Merkel cell carcinoma patients treated with PD-1 inhibitor, at baseline and longitudinally after therapy. Using multiparameter flow cytometry and cell sorting, we isolated four subsets of CD8
+ T cells, based on PD-1 and TIGIT expression profiles. We performed phenotypic characterization, T cell receptor sequencing, targeted transcriptomic analysis and antitumor reactivity assays to thoroughly characterize each of these subsets., Results: We documented that the frequency of circulating PD-1+ TIGIT+ (DPOS) CD8+ T-cells after 1 month of anti-PD-1 therapy was associated with clinical response and overall survival. This DPOS T-cell population was enriched in highly activated T-cells, tumor-specific and emerging T-cell clonotypes and T lymphocytes overexpressing CXCR5, a key marker of the CD8 cytotoxic follicular T cell population. Additionally, transcriptomic profiling defined a specific gene signature for this population as well as the overexpression of specific pathways associated with the therapeutic response., Conclusions: Our results provide a convincing rationale for monitoring this PD-1+ TIGIT+ circulating population as an early cellular-based marker of therapeutic response to anti-PD-1 therapy., Competing Interests: Competing interests: SRR has served as an advisor and has patents licensed to Juno Therapeutics, a Celgene/Bristol-Myers Squibb company; is a founder and employee of Lyell Immunopharma; and has served on advisory boards for Adaptive Biotechnologies and Nohla. PN serves as a paid consultant for EMD Serono. Bristol Myers Squibb has provided research support to PN’s institution. RG has received consulting income from Juno Therapeutics, Takeda, Infotech Soft, Celgene, has received research support from Janssen Pharmaceuticals and Juno Therapeutics, and declares ownership in Cellspace Biosciences. SR and ZW are employed by QIAGEN, however, the studies were conducted in the absence of any potential conflict of interest. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (© Author(s) (or their employer(s)) 2020. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.)- Published
- 2020
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34. Multiomic Immunophenotyping of COVID-19 Patients Reveals Early Infection Trajectories.
- Author
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Su Y, Chen D, Lausted C, Yuan D, Choi J, Dai C, Voillet V, Scherler K, Troisch P, Duvvuri VR, Baloni P, Qin G, Smith B, Kornilov S, Rostomily C, Xu A, Li J, Dong S, Rothchild A, Zhou J, Murray K, Edmark R, Hong S, Jones L, Zhou Y, Roper R, Mackay S, O'Mahony DS, Dale CR, Wallick JA, Algren HA, Michael ZA, Magis A, Wei W, Price ND, Huang S, Subramanian N, Wang K, Hadlock J, Hood L, Aderem A, Bluestone JA, Lanier LL, Greenberg P, Gottardo R, Davis MM, Goldman JD, and Heath JR
- Abstract
Host immune responses play central roles in controlling SARS-CoV2 infection, yet remain incompletely characterized and understood. Here, we present a comprehensive immune response map spanning 454 proteins and 847 metabolites in plasma integrated with single-cell multi-omic assays of PBMCs in which whole transcriptome, 192 surface proteins, and T and B cell receptor sequence were co-analyzed within the context of clinical measures from 50 COVID19 patient samples. Our study reveals novel cellular subpopulations, such as proliferative exhausted CD8
+ and CD4+ T cells, and cytotoxic CD4+ T cells, that may be features of severe COVID-19 infection. We condensed over 1 million immune features into a single immune response axis that independently aligns with many clinical features and is also strongly associated with disease severity. Our study represents an important resource towards understanding the heterogeneous immune responses of COVID-19 patients and may provide key information for informing therapeutic development.- Published
- 2020
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35. A Targeted Multi-omic Analysis Approach Measures Protein Expression and Low-Abundance Transcripts on the Single-Cell Level.
- Author
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Mair F, Erickson JR, Voillet V, Simoni Y, Bi T, Tyznik AJ, Martin J, Gottardo R, Newell EW, and Prlic M
- Subjects
- Computational Biology methods, Epitopes genetics, Gene Expression Profiling methods, Humans, Proteomics, RNA genetics, Software, Transcriptome, High-Throughput Nucleotide Sequencing methods, Sequence Analysis, RNA methods, Single-Cell Analysis methods
- Abstract
High-throughput single-cell RNA sequencing (scRNA-seq) has become a frequently used tool to assess immune cell heterogeneity. Recently, the combined measurement of RNA and protein expression was developed, commonly known as cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq). Acquisition of protein expression data along with transcriptome data resolves some of the limitations inherent to only assessing transcripts but also nearly doubles the sequencing read depth required per single cell. Furthermore, there is still a paucity of analysis tools to visualize combined transcript-protein datasets. Here, we describe a targeted transcriptomics approach that combines an analysis of over 400 genes with simultaneous measurement of over 40 proteins on 2 × 10
4 cells in a single experiment. This targeted approach requires only about one-tenth of the read depth compared to a whole-transcriptome approach while retaining high sensitivity for low abundance transcripts. To analyze these multi-omic datasets, we adapted one-dimensional soli expression by nonlinear stochastic embedding (One-SENSE) for intuitive visualization of protein-transcript relationships on a single-cell level., Competing Interests: Declaration of Interests A.J.T. and J.M. are employees of BD Biosciences (manuscript approval by BD Biosciences was not required, and BD Biosciences had no influence regarding data analysis, data interpretation, and discussion). R.G. has received support from Juno Therapeutics and Janssen Pharma; has consulted for Takeda Vaccines, Juno Therapeutics, and Infotech Soft; and has ownership interest in CellSpace Bio. E.W.N. is a cofounder, shareholder, and advisor for Immunoscape Pte. Ltd. and an advisor for Neogene Therapeutics., (Copyright © 2020 The Author(s). Published by Elsevier Inc. All rights reserved.)- Published
- 2020
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36. Clonal kinetics and single-cell transcriptional profiling of CAR-T cells in patients undergoing CD19 CAR-T immunotherapy.
- Author
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Sheih A, Voillet V, Hanafi LA, DeBerg HA, Yajima M, Hawkins R, Gersuk V, Riddell SR, Maloney DG, Wohlfahrt ME, Pande D, Enstrom MR, Kiem HP, Adair JE, Gottardo R, Linsley PS, and Turtle CJ
- Subjects
- Clonal Selection, Antigen-Mediated immunology, Humans, Kinetics, Neoplasms immunology, Neoplasms therapy, Receptors, Antigen, T-Cell immunology, Sequence Analysis, RNA, T-Lymphocytes, Cytotoxic immunology, Transcriptome, Antigens, CD19 immunology, Immunotherapy, Immunotherapy, Adoptive, Receptors, Chimeric Antigen immunology, T-Lymphocytes immunology
- Abstract
Chimeric antigen receptor (CAR) T-cell therapy has produced remarkable anti-tumor responses in patients with B-cell malignancies. However, clonal kinetics and transcriptional programs that regulate the fate of CAR-T cells after infusion remain poorly understood. Here we perform TCRB sequencing, integration site analysis, and single-cell RNA sequencing (scRNA-seq) to profile CD8
+ CAR-T cells from infusion products (IPs) and blood of patients undergoing CD19 CAR-T immunotherapy. TCRB sequencing shows that clonal diversity of CAR-T cells is highest in the IPs and declines following infusion. We observe clones that display distinct patterns of clonal kinetics, making variable contributions to the CAR-T cell pool after infusion. Although integration site does not appear to be a key driver of clonal kinetics, scRNA-seq demonstrates that clones that expand after infusion mainly originate from infused clusters with higher expression of cytotoxicity and proliferation genes. Thus, we uncover transcriptional programs associated with CAR-T cell behavior after infusion.- Published
- 2020
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37. Engineered Adoptive T-cell Therapy Prolongs Survival in a Preclinical Model of Advanced-Stage Ovarian Cancer.
- Author
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Anderson KG, Voillet V, Bates BM, Chiu EY, Burnett MG, Garcia NM, Oda SK, Morse CB, Stromnes IM, Drescher CW, Gottardo R, and Greenberg PD
- Subjects
- Animals, Antigens, Neoplasm genetics, Antigens, Neoplasm immunology, CD8-Positive T-Lymphocytes immunology, CD8-Positive T-Lymphocytes metabolism, Cell Line, Tumor, Cytotoxicity, Immunologic, Disease Models, Animal, Female, GPI-Linked Proteins genetics, GPI-Linked Proteins immunology, Gene Expression, Gene Expression Profiling, HLA-A Antigens genetics, HLA-A Antigens immunology, Humans, Immunophenotyping, Mesothelin, Mice, Neoplasm Grading, Neoplasm Staging, Ovarian Neoplasms genetics, Ovarian Neoplasms pathology, Prognosis, Receptors, Antigen, T-Cell genetics, Receptors, Antigen, T-Cell metabolism, Receptors, Chimeric Antigen genetics, Receptors, Chimeric Antigen metabolism, Treatment Outcome, Xenograft Model Antitumor Assays, Genetic Engineering, Immunotherapy, Adoptive adverse effects, Immunotherapy, Adoptive methods, Ovarian Neoplasms mortality, Ovarian Neoplasms therapy, T-Lymphocytes immunology, T-Lymphocytes metabolism
- Abstract
Adoptive T-cell therapy using high-affinity T-cell receptors (TCR) to target tumor antigens has potential for improving outcomes in high-grade serous ovarian cancer (HGSOC) patients. Ovarian tumors develop a hostile, multicomponent tumor microenvironment containing suppressive cells, inhibitory ligands, and soluble factors that facilitate evasion of antitumor immune responses. Developing and validating an immunocompetent mouse model of metastatic ovarian cancer that shares antigenic and immunosuppressive qualities of human disease would facilitate establishing effective T-cell therapies. We used deep transcriptome profiling and IHC analysis of human HGSOC tumors and disseminated mouse ID8
VEGF tumors to compare immunologic features. We then evaluated the ability of CD8 T cells engineered to express a high-affinity TCR specific for mesothelin, an ovarian cancer antigen, to infiltrate advanced ID8VEGF murine ovarian tumors and control tumor growth. Human CD8 T cells engineered to target mesothelin were also evaluated for ability to kill HLA-A2+ HGSOC lines. IHC and gene-expression profiling revealed striking similarities between tumors of both species, including processing/presentation of a leading candidate target antigen, suppressive immune cell infiltration, and expression of molecules that inhibit T-cell function. Engineered T cells targeting mesothelin infiltrated mouse tumors but became progressively dysfunctional and failed to persist. Treatment with repeated doses of T cells maintained functional activity, significantly prolonging survival of mice harboring late-stage disease at treatment onset. Human CD8 T cells engineered to target mesothelin were tumoricidal for three HGSOC lines. Treatment with engineered T cells may have clinical applicability in patients with advanced-stage HGSOC., (©2019 American Association for Cancer Research.)- Published
- 2019
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38. T cell receptor gene therapy targeting WT1 prevents acute myeloid leukemia relapse post-transplant.
- Author
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Chapuis AG, Egan DN, Bar M, Schmitt TM, McAfee MS, Paulson KG, Voillet V, Gottardo R, Ragnarsson GB, Bleakley M, Yeung CC, Muhlhauser P, Nguyen HN, Kropp LA, Castelli L, Wagener F, Hunter D, Lindberg M, Cohen K, Seese A, McElrath MJ, Duerkopp N, Gooley TA, and Greenberg PD
- Subjects
- Adult, Aged, Female, Humans, Leukemia, Myeloid, Acute mortality, Male, Middle Aged, Recurrence, Transplantation, Homologous, Genes, T-Cell Receptor, Graft vs Host Disease prevention & control, Hematopoietic Stem Cell Transplantation adverse effects, Leukemia, Myeloid, Acute therapy, WT1 Proteins genetics
- Abstract
Relapse after allogeneic hematopoietic cell transplantation (HCT) is the leading cause of death in patients with acute myeloid leukemia (AML) entering HCT with poor-risk features
1-3 . When HCT does produce prolonged relapse-free survival, it commonly reflects graft-versus-leukemia effects mediated by donor T cells reactive with antigens on leukemic cells4 . As graft T cells have not been selected for leukemia specificity and frequently recognize proteins expressed by many normal host tissues, graft-versus-leukemia effects are often accompanied by morbidity and mortality from graft-versus-host disease5 . Thus, AML relapse risk might be more effectively reduced with T cells expressing receptors (TCRs) that target selected AML antigens6 . We therefore isolated a high-affinity Wilms' Tumor Antigen 1-specific TCR (TCRC4 ) from HLA-A2+ normal donor repertoires, inserted TCRC4 into Epstein-Bar virus-specific donor CD8+ T cells (TTCR-C4 ) to minimize graft-versus-host disease risk and enhance transferred T cell survival7,8 , and infused these cells prophylactically post-HCT into 12 patients ( NCT01640301 ). Relapse-free survival was 100% at a median of 44 months following infusion, while a concurrent comparative group of 88 patients with similar risk AML had 54% relapse-free survival (P = 0.002). TTCR-C4 maintained TCRC4 expression, persisted long-term and were polyfunctional. This strategy appears promising for preventing AML recurrence in individuals at increased risk of post-HCT relapse.- Published
- 2019
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39. Phosphoproteomic analysis of chimeric antigen receptor signaling reveals kinetic and quantitative differences that affect cell function.
- Author
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Salter AI, Ivey RG, Kennedy JJ, Voillet V, Rajan A, Alderman EJ, Voytovich UJ, Lin C, Sommermeyer D, Liu L, Whiteaker JR, Gottardo R, Paulovich AG, and Riddell SR
- Subjects
- Animals, Burkitt Lymphoma metabolism, Burkitt Lymphoma pathology, Burkitt Lymphoma therapy, Cell Line, Tumor, Cells, Cultured, HEK293 Cells, Humans, Immunotherapy, Adoptive methods, K562 Cells, Kinetics, Mice, Inbred NOD, Mice, Knockout, Mice, SCID, Phosphoproteins metabolism, Survival Analysis, Xenograft Model Antitumor Assays methods, Phosphoproteins analysis, Proteomics methods, Receptors, Antigen, T-Cell metabolism, Receptors, Chimeric Antigen metabolism, Signal Transduction, T-Lymphocytes metabolism
- Abstract
Chimeric antigen receptors (CARs) link an antigen recognition domain to intracellular signaling domains to redirect T cell specificity and function. T cells expressing CARs with CD28/CD3ζ or 4-1BB/CD3ζ signaling domains are effective at treating refractory B cell malignancies but exhibit differences in effector function, clinical efficacy, and toxicity that are assumed to result from the activation of divergent signaling cascades. We analyzed stimulation-induced phosphorylation events in primary human CD8
+ CD28/CD3ζ and 4-1BB/CD3ζ CAR T cells by mass spectrometry and found that both CAR constructs activated similar signaling intermediates. Stimulation of CD28/CD3ζ CARs activated faster and larger-magnitude changes in protein phosphorylation, which correlated with an effector T cell-like phenotype and function. In contrast, 4-1BB/CD3ζ CAR T cells preferentially expressed T cell memory-associated genes and exhibited sustained antitumor activity against established tumors in vivo. Mutagenesis of the CAR CD28 signaling domain demonstrated that the increased CD28/CD3ζ CAR signal intensity was partly related to constitutive association of Lck with this domain in CAR complexes. Our data show that CAR signaling pathways cannot be predicted solely by the domains used to construct the receptor and that signal strength is a key determinant of T cell fate. Thus, tailoring CAR design based on signal strength may lead to improved clinical efficacy and reduced toxicity., (Copyright © 2018 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)- Published
- 2018
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40. Human MAIT cells exit peripheral tissues and recirculate via lymph in steady state conditions.
- Author
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Voillet V, Buggert M, Slichter CK, Berkson JD, Mair F, Addison MM, Dori Y, Nadolski G, Itkin MG, Gottardo R, Betts MR, and Prlic M
- Subjects
- Adolescent, Adult, Aged, Cell Separation, Child, Child, Preschool, Flow Cytometry, Gene Expression Profiling, Humans, Lymph immunology, Middle Aged, Mucosal-Associated Invariant T Cells metabolism, Mucous Membrane cytology, Mucous Membrane immunology, Receptors, Antigen, T-Cell metabolism, Thoracic Duct, Young Adult, Immunity, Mucosal, Lymph cytology, Mucosal-Associated Invariant T Cells immunology
- Abstract
Mucosal-associated invariant T cells (MAIT cells) recognize bacterial metabolites as antigen and are found in blood and tissues, where they are poised to contribute to barrier immunity. Recent data demonstrate that MAIT cells located in mucosal barrier tissues are functionally distinct from their blood counterparts, but the relationship and circulation of MAIT cells between blood and different tissue compartments remains poorly understood. Previous studies raised the possibility that MAIT cells do not leave tissue and may either be retained or undergo apoptosis. To directly address if human MAIT cells exit tissues, we collected human donor-matched thoracic duct lymph and blood and analyzed MAIT cell phenotype, transcriptome, and T cell receptor (TCR) diversity by flow cytometry and RNA sequencing. We found that MAIT cells were present in the lymph, despite being largely CCR7- in the blood, thus indicating that MAIT cells in the lymph migrated from tissues and were capable of exiting tissues to recirculate. Importantly, MAIT cells in the lymph and blood had highly overlapping clonotype usage but distinct transcriptome signatures, indicative of differential activation states.
- Published
- 2018
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41. Integrated Analysis of Proteomic and Transcriptomic Data Highlights Late Fetal Muscle Maturation Process.
- Author
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Voillet V, San Cristobal M, Père MC, Billon Y, Canario L, Liaubet L, and Lefaucheur L
- Subjects
- Animals, Gene Expression Profiling, Proteomics, Swine, Fetal Development physiology, Fetus physiology, Muscle Development physiology, Muscle Proteins physiology
- Abstract
In pigs, the perinatal period is the most critical time for survival. Piglet maturation, which occurs at the end of gestation, is an important determinant of early survival. Skeletal muscle plays a key role in adaptation to extra-uterine life, e.g. motor function and thermoregulation. Progeny from two breeds with extreme neonatal mortality rates were analyzed at 90 and 110 days of gestation (dg). The Large White breed is a highly selected breed for lean growth and exhibits a high rate of neonatal mortality, whereas the Meishan breed is fatter and more robust and has a low neonatal mortality. Our aim was to identify molecular signatures underlying late fetal longissimus muscle development. First, integrated analysis was used to explore relationships between co-expression network models built from a proteomic data set (bi-dimensional electrophoresis) and biological phenotypes. Second, correlations with a transcriptomic data set (microarrays) were investigated to combine different layers of expression with a focus on transcriptional regulation. Muscle glycogen content and myosin heavy chain polymorphism were good descriptors of muscle maturity and were used for further data integration analysis. Using 89 identified unique proteins, network inference, correlation with biological phenotypes and functional enrichment revealed that mitochondrial oxidative metabolism was a key determinant of neonatal muscle maturity. Some proteins, including ATP5A1 and CKMT2, were important nodes in the network related to muscle metabolism. Transcriptomic data suggest that overexpression of mitochondrial PCK2 was involved in the greater glycogen content of Meishan fetuses at 110 dg. GPD1, an enzyme involved in the mitochondrial oxidation of cytosolic NADH, was overexpressed in Meishan. Thirty-one proteins exhibited a positive correlation between mRNA and protein levels in both extreme fetal genotypes, suggesting transcriptional regulation. Gene ontology enrichment and Ingenuity analyses identified PPARGC1A and ESR1 as possible transcriptional factors positively involved in late fetal muscle maturation., (© 2018 by The American Society for Biochemistry and Molecular Biology, Inc.)
- Published
- 2018
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42. Comparing the intestinal transcriptome of Meishan and Large White piglets during late fetal development reveals genes involved in glucose and lipid metabolism and immunity as valuable clues of intestinal maturity.
- Author
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Yao Y, Voillet V, Jegou M, SanCristobal M, Dou S, Romé V, Lippi Y, Billon Y, Père MC, Boudry G, Gress L, Iannucelli N, Mormède P, Quesnel H, Canario L, Liaubet L, and Le Huërou-Luron I
- Subjects
- Animals, Immunity genetics, Intestinal Mucosa metabolism, Phenotype, Swine, Fetal Development genetics, Gene Expression Profiling, Glucose metabolism, Intestines embryology, Intestines immunology, Lipid Metabolism genetics
- Abstract
Background: Maturity of intestinal functions is critical for neonatal health and survival, but comprehensive description of mechanisms underlying intestinal maturation that occur during late gestation still remain poorly characterized. The aim of this study was to investigate biological processes specifically involved in intestinal maturation by comparing fetal jejunal transcriptomes of two representative porcine breeds (Large White, LW; Meishan, MS) with contrasting neonatal vitality and maturity, at two key time points during late gestation (gestational days 90 and 110). MS and LW sows inseminated with mixed semen (from breed LW and MS) gave birth to both purebred and crossbred fetuses. We hypothesized that part of the differences in neonatal maturity between the two breeds results from distinct developmental profiles of the fetal intestine during late gestation. Reciprocal crossed fetuses were used to analyze the effect of parental genome. Transcriptomic data and 23 phenotypic variables known to be associated with maturity trait were integrated using multivariate analysis with expectation of identifying relevant genes-phenotypic variable relationships involved in intestinal maturation., Results: A moderate maternal genotype effect, but no paternal genotype effect, was observed on offspring intestinal maturation. Four hundred and four differentially expressed probes, corresponding to 274 differentially expressed genes (DEGs), more specifically involved in the maturation process were further studied. In day 110-MS fetuses, Ingenuity® functional enrichment analysis revealed that 46% of DEGs were involved in glucose and lipid metabolism, cell proliferation, vasculogenesis and hormone synthesis compared to day 90-MS fetuses. Expression of genes involved in immune pathways including phagocytosis, inflammation and defense processes was changed in day 110-LW compared to day 90-LW fetuses (corresponding to 13% of DEGs). The transcriptional regulator PPARGC1A was predicted to be an important regulator of differentially expressed genes in MS. Fetal blood fructose level, intestinal lactase activity and villous height were the best predicted phenotypic variables with probes mostly involved in lipid metabolism, carbohydrate metabolism and cellular movement biological pathways., Conclusions: Collectively, our findings indicate that the neonatal maturity of pig intestine may rely on functional development of glucose and lipid metabolisms, immune phagocyte differentiation and inflammatory pathways. This process may partially be governed by PPARGC1A.
- Published
- 2017
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43. Handling missing rows in multi-omics data integration: multiple imputation in multiple factor analysis framework.
- Author
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Voillet V, Besse P, Liaubet L, San Cristobal M, and González I
- Subjects
- Analgesics, Non-Narcotic toxicity, Animals, Chemical and Drug Induced Liver Injury metabolism, Chemical and Drug Induced Liver Injury pathology, Factor Analysis, Statistical, Humans, Male, Multivariate Analysis, Neoplasms genetics, Rats, Rats, Wistar, Reproducibility of Results, Tumor Cells, Cultured, Acetaminophen toxicity, Chemical and Drug Induced Liver Injury etiology, Data Interpretation, Statistical, Gene Expression Regulation drug effects, Genomics methods, Neoplasms metabolism, Proteomics methods
- Abstract
Background: In omics data integration studies, it is common, for a variety of reasons, for some individuals to not be present in all data tables. Missing row values are challenging to deal with because most statistical methods cannot be directly applied to incomplete datasets. To overcome this issue, we propose a multiple imputation (MI) approach in a multivariate framework. In this study, we focus on multiple factor analysis (MFA) as a tool to compare and integrate multiple layers of information. MI involves filling the missing rows with plausible values, resulting in M completed datasets. MFA is then applied to each completed dataset to produce M different configurations (the matrices of coordinates of individuals). Finally, the M configurations are combined to yield a single consensus solution., Results: We assessed the performance of our method, named MI-MFA, on two real omics datasets. Incomplete artificial datasets with different patterns of missingness were created from these data. The MI-MFA results were compared with two other approaches i.e., regularized iterative MFA (RI-MFA) and mean variable imputation (MVI-MFA). For each configuration resulting from these three strategies, the suitability of the solution was determined against the true MFA configuration obtained from the original data and a comprehensive graphical comparison showing how the MI-, RI- or MVI-MFA configurations diverge from the true configuration was produced. Two approaches i.e., confidence ellipses and convex hulls, to visualize and assess the uncertainty due to missing values were also described. We showed how the areas of ellipses and convex hulls increased with the number of missing individuals. A free and easy-to-use code was proposed to implement the MI-MFA method in the R statistical environment., Conclusions: We believe that MI-MFA provides a useful and attractive method for estimating the coordinates of individuals on the first MFA components despite missing rows. MI-MFA configurations were close to the true configuration even when many individuals were missing in several data tables. This method takes into account the uncertainty of MI-MFA configurations induced by the missing rows, thereby allowing the reliability of the results to be evaluated.
- Published
- 2016
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44. Muscle transcriptomic investigation of late fetal development identifies candidate genes for piglet maturity.
- Author
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Voillet V, SanCristobal M, Lippi Y, Martin PG, Iannuccelli N, Lascor C, Vignoles F, Billon Y, Canario L, and Liaubet L
- Subjects
- Animals, Breeding, Female, Gene Expression Profiling, Gene Ontology, Gene Regulatory Networks, Genome, Genotype, Oligonucleotide Array Sequence Analysis, Pregnancy, Principal Component Analysis, Real-Time Polymerase Chain Reaction, Reproducibility of Results, Fetal Development genetics, Gene Expression Regulation, Developmental, Genetic Association Studies, Muscle Development genetics, Muscle, Skeletal embryology, Muscle, Skeletal metabolism, Transcriptome genetics
- Abstract
Background: In pigs, the perinatal period is the most critical time for survival. Piglet maturation, which occurs at the end of gestation, leads to a state of full development after birth. Therefore, maturity is an important determinant of early survival. Skeletal muscle plays a key role in adaptation to extra-uterine life, e.g. glycogen storage and thermoregulation. In this study, we performed microarray analysis to identify the genes and biological processes involved in piglet muscle maturity. Progeny from two breeds with extreme muscle maturity phenotypes were analyzed at two time points during gestation (gestational days 90 and 110). The Large White (LW) breed is a selected breed with an increased rate of mortality at birth, whereas the Meishan (MS) breed produces piglets with extremely low mortality at birth. The impact of the parental genome was analyzed with reciprocal crossed fetuses., Results: Microarray analysis identified 12,326 differentially expressed probes for gestational age and genotype. Such a high number reflects an important transcriptomic change that occurs between 90 and 110 days of gestation. 2,000 probes, corresponding to 1,120 unique annotated genes, involved more particularly in the maturation process were further studied. Functional enrichment and graph inference studies underlined genes involved in muscular development around 90 days of gestation, and genes involved in metabolic functions, such as gluconeogenesis, around 110 days of gestation. Moreover, a difference in the expression of key genes, e.g. PCK2, LDHA or PGK1, was detected between MS and LW just before birth. Reciprocal crossing analysis resulted in the identification of 472 genes with an expression preferentially regulated by one parental genome. Most of these genes (366) were regulated by the paternal genome. Among these paternally regulated genes, some known imprinted genes, such as MAGEL2 or IGF2, were identified and could have a key role in the maturation process., Conclusion: These results reveal the biological mechanisms that regulate muscle maturity in piglets. Maturity is also under the conflicting regulation of the parental genomes. Crucial genes, which could explain the biological differences in maturity observed between LW and MS breeds, were identified. These genes could be excellent candidates for a key role in the maturity.
- Published
- 2014
- Full Text
- View/download PDF
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