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Savsani K, Dakshanamurthy S. Novel Methodology for the Design of Personalized Cancer Vaccine Targeting Neoantigens: Application to Pancreatic Ductal Adenocarcinoma. Diseases 2024; 12:149. [PMID: 39057120 PMCID: PMC11276509 DOI: 10.3390/diseases12070149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 07/03/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
Personalized cancer vaccines have emerged as a promising avenue for cancer treatment or prevention strategies. This approach targets the specific genetic alterations in individual patient's tumors, offering a more personalized and effective treatment option. Previous studies have shown that generalized peptide vaccines targeting a limited scope of gene mutations were ineffective, emphasizing the need for personalized approaches. While studies have explored personalized mRNA vaccines, personalized peptide vaccines have not yet been studied in this context. Pancreatic ductal adenocarcinoma (PDAC) remains challenging in oncology, necessitating innovative therapeutic strategies. In this study, we developed a personalized peptide vaccine design methodology, employing RNA sequencing (RNAseq) to identify prevalent gene mutations underlying PDAC development in a patient solid tumor tissue. We performed RNAseq analysis for trimming adapters, read alignment, and somatic variant calling. We also developed a Python program called SCGeneID, which validates the alignment of the RNAseq analysis. The Python program is freely available to download. Using chromosome number and locus data, SCGeneID identifies the target gene along the UCSC hg38 reference set. Based on the gene mutation data, we developed a personalized PDAC cancer vaccine that targeted 100 highly prevalent gene mutations in two patients. We predicted peptide-MHC binding affinity, immunogenicity, antigenicity, allergenicity, and toxicity for each epitope. Then, we selected the top 50 and 100 epitopes based on our previously published vaccine design methodology. Finally, we generated pMHC-TCR 3D molecular model complex structures, which are freely available to download. The designed personalized cancer vaccine contains epitopes commonly found in PDAC solid tumor tissue. Our personalized vaccine was composed of neoantigens, allowing for a more precise and targeted immune response against cancer cells. Additionally, we identified mutated genes, which were also found in the reference study, where we obtained the sequencing data, thus validating our vaccine design methodology. This is the first study designing a personalized peptide cancer vaccine targeting neoantigens using human patient data to identify gene mutations associated with the specific tumor of interest.
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Affiliation(s)
- Kush Savsani
- Department of Surgery, Virginia Commonwealth University, Richmond, VA 23219, USA
| | - Sivanesan Dakshanamurthy
- Lombardi Comprehensive Cancer Center, Georgetown University School of Medicine, Washington, DC 20007, USA
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Azzi L, Celesti F, Chiaravalli AM, Shaik AKB, Shallak M, Gatta A, Battaglia P, La Rosa S, Tagliabue A, Accolla RS, Forlani G. Novel vaccination strategies based on optimal stimulation of CD4 + T helper cells for the treatment of oral squamous cell carcinoma. Front Immunol 2024; 15:1387835. [PMID: 39035008 PMCID: PMC11257872 DOI: 10.3389/fimmu.2024.1387835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 06/13/2024] [Indexed: 07/23/2024] Open
Abstract
Oral Squamous Cell Carcinoma (OSCC) is the most common malignant tumor of the oral cavity. Despite recent advances in the field of oral cancer therapy, including the introduction of immunotherapeutic approaches, the 5-year survival rate remains steadily assessed around 50%. Thus, there is an urgent need for new therapeutic strategies. After the characterization of the immune phenotype of three human OSCC cell lines (CAL-27, SCC-25, and SCC-4) and one mouse OSCC cell line (MOC2) showing their similarities to resected patient tumors, we explored for the first time an experimental preclinical model of therapeutic vaccination with mouse OSCC MOC2 cell line stably expressing MHC class II antigens after CIITA gene transfection (MOC2-CIITA). Mice injected with MOC2-CIITA reject or strongly retard tumor growth; more importantly, vaccinated animals that fully reject MOC2-CIITA tumors display anti-tumor immunological memory protective against challenge with parental MOC2 tumor cells. Further experiments of adoptive cell transfer or in vivo cell depletion show that both CD4+ and CD8+ T lymphocytes prove fundamental in tumor rejection. This unprecedented approach for oral cancer opens the way for possible future translation of novel immunotherapeutic strategies to the human setting for the treatment of this tumor.
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Affiliation(s)
- Lorenzo Azzi
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
- Azienda Socio-Sanitaria Territoriale (ASST) dei Sette Laghi, Varese, Italy
| | - Fabrizio Celesti
- Center for Immuno-Oncology, Department of Medicine, Surgery, and Neurosciences, University of Siena, Siena, Italy
| | | | | | - Mariam Shallak
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
| | - Andrea Gatta
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
| | - Paolo Battaglia
- Department of Biotechnology and Life Sciences, University of Insubria, Varese, Italy
- Azienda Socio-Sanitaria Territoriale (ASST) Lariana, San Fermo della Battaglia, CO, Italy
| | - Stefano La Rosa
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
- Azienda Socio-Sanitaria Territoriale (ASST) dei Sette Laghi, Varese, Italy
| | - Angelo Tagliabue
- Azienda Socio-Sanitaria Territoriale (ASST) dei Sette Laghi, Varese, Italy
- Department of Medicine and Surgery, University of Insubria, Varese, Italy
| | - Roberto Sergio Accolla
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
| | - Greta Forlani
- Department of Medicine and Technological Innovation, University of Insubria, Varese, Italy
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Zhang K, Zhu J, Wang P, Chen Y, Wang Z, Ge X, Wu J, Chen L, Lu Y, Xu P, Yao J. Plasma metabolites as mediators in immune cell-pancreatic cancer risk: insights from Mendelian randomization. Front Immunol 2024; 15:1402113. [PMID: 38933268 PMCID: PMC11199692 DOI: 10.3389/fimmu.2024.1402113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 05/31/2024] [Indexed: 06/28/2024] Open
Abstract
Background Immune cells play a crucial role in the development and progression of pancreatic cancer, yet the causal relationship remains uncertain due to complex immune microenvironments and conflicting research findings. Mendelian randomization (MR), this study aims to delineate the causal relationships between immune cells and pancreatic cancer while identifying intermediary factors. Methods The genome-wide association study (GWAS) data on immune cells, pancreatic cancer, and plasma metabolites are derived from public databases. In this investigation, inverse variance weighting (IVW) as the primary analytical approach to investigate the causal relationship between exposure and outcome. Furthermore, this study incorporates MR-Egger, simple mode, weighted median, and weighted mode as supplementary analytical approaches. To ensure the reliability of our findings, we further assessed horizontal pleiotropy and heterogeneity and evaluated the stability of MR results using the Leave-one-out method. In conclusion, this study employed mediation analysis to elucidate the potential mediating effects of plasma metabolites. Results Our investigation revealed a causal relationship between immune cells and pancreatic cancer, highlighting the pivotal roles of CD11c+ monocytes (odds ratio, ORIVW=1.105; 95% confidence interval, 95%CI: 1.002-1.218; P=0.045), HLA DR+ CD4+ antigen-presenting cells (ORIVW=0.920; 95%CI: 0.873-0.968; P=0.001), and HLA DR+ CD8br T cells (ORIVW=1.058; 95%CI: 1.002-1.117; P=0.041) in pancreatic cancer progression. Further mediation analysis indicated that oxalate (proportion of mediation effect in total effect: -11.6%, 95% CI: -89.7%, 66.6%) and the mannose to trans-4-hydroxyproline ratio (-19.4, 95% CI: -136%, 96.8%) partially mediate the relationship between HLA DR+ CD8br T cells and pancreatic cancer in nature. In addition, our analysis indicates that adrenate (-8.39%, 95% CI: -18.3%, 1.54%) plays a partial mediating role in the association between CD11c+ monocyte and pancreatic cancer, while cortisone (-26.6%, 95% CI: 138%, -84.8%) acts as a partial mediator between HLA DR+ CD4+ AC and pancreatic cancer. Conclusion This MR investigation provides evidence supporting the causal relationship between immune cell and pancreatic cancer, with plasma metabolites serving as mediators. Identifying immune cell phenotypes with potential causal effects on pancreatic cancer sheds light on its underlying mechanisms and suggests novel therapeutic targets.
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Affiliation(s)
- Ke Zhang
- Dalian Medical University, Dalian, China
| | - Jie Zhu
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Peng Wang
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Yuan Chen
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Zhengwang Wang
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Xinyu Ge
- Dalian Medical University, Dalian, China
| | - Junqing Wu
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Long Chen
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Yipin Lu
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Peng Xu
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
| | - Jie Yao
- Department of Hepatobiliary and Pancreatic Surgery, Northern Jiangsu People’s Hospital Affiliated Yangzhou University, Yangzhou, China
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Wang L, Zhang L, Dunmall LC, Wang YY, Fan Z, Cheng Z, Wang Y. The dilemmas and possible solutions for CAR-T cell therapy application in solid tumors. Cancer Lett 2024; 591:216871. [PMID: 38604310 DOI: 10.1016/j.canlet.2024.216871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 03/26/2024] [Accepted: 04/06/2024] [Indexed: 04/13/2024]
Abstract
Chimeric antigen receptor T (CAR-T) cell therapy, as an adoptive immunotherapy, is playing an increasingly important role in the treatment of malignant tumors. CAR-T cells are referred to as "living drugs" as they not only target tumor cells directly, but also induce long-term immune memory that has the potential to provide long-lasting protection. CD19.CAR-T cells have achieved complete response rates of over 90 % for acute lymphoblastic leukemia and over 60 % for non-Hodgkin's lymphoma. However, the response rate of CAR-T cells in the treatment of solid tumors remains extremely low and the side effects potentially severe. In this review, we discuss the limitations that the solid tumor microenvironment poses for CAR-T application and the solutions that are being developed to address these limitations, in the hope that in the near future, CAR-T cell therapy for solid tumors can attain the same success rates as are now being seen clinically for hematological malignancies.
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Affiliation(s)
- Lihong Wang
- Department of Oncology, Air Force Medical Center, PLA, Beijing, China; National Centre for International Research in Cell and Gene Therapy, Sino British Research Centre for Molecular Oncology, State Key Laboratory of Esophageal Cancer Prevention & Treatment, School of Basic Medical Sciences, Academy of Medical Sciences, Zhengzhou University, Zhengzhou, China
| | - Lufang Zhang
- National Centre for International Research in Cell and Gene Therapy, Sino British Research Centre for Molecular Oncology, State Key Laboratory of Esophageal Cancer Prevention & Treatment, School of Basic Medical Sciences, Academy of Medical Sciences, Zhengzhou University, Zhengzhou, China
| | - Louisa Chard Dunmall
- Centre for Cancer Biomarkers & Biotherapeutics, Barts Cancer Institute, Queen Mary University of London, London, United Kingdom
| | - Yang Yang Wang
- Department of General Pediatrics, Newham General Hospital, E13 8SL, London, United Kingdom
| | - Zaiwen Fan
- Department of Oncology, Air Force Medical Center, PLA, Beijing, China
| | - Zhenguo Cheng
- National Centre for International Research in Cell and Gene Therapy, Sino British Research Centre for Molecular Oncology, State Key Laboratory of Esophageal Cancer Prevention & Treatment, School of Basic Medical Sciences, Academy of Medical Sciences, Zhengzhou University, Zhengzhou, China
| | - Yaohe Wang
- National Centre for International Research in Cell and Gene Therapy, Sino British Research Centre for Molecular Oncology, State Key Laboratory of Esophageal Cancer Prevention & Treatment, School of Basic Medical Sciences, Academy of Medical Sciences, Zhengzhou University, Zhengzhou, China; Centre for Cancer Biomarkers & Biotherapeutics, Barts Cancer Institute, Queen Mary University of London, London, United Kingdom.
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Guinn S, Kinny-Köster B, Tandurella JA, Mitchell JT, Sidiropoulos DN, Loth M, Lyman MR, Pucsek AB, Zabransky DJ, Lee JW, Kartalia E, Ramani M, Seppälä TT, Cherry C, Suri R, Zlomke H, Patel J, He J, Wolfgang CL, Yu J, Zheng L, Ryan DP, Ting DT, Kimmelman A, Gupta A, Danilova L, Elisseeff JH, Wood LD, Stein-O’Brien G, Kagohara LT, Jaffee EM, Burkhart RA, Fertig EJ, Zimmerman JW. Transfer Learning Reveals Cancer-Associated Fibroblasts Are Associated with Epithelial-Mesenchymal Transition and Inflammation in Cancer Cells in Pancreatic Ductal Adenocarcinoma. Cancer Res 2024; 84:1517-1533. [PMID: 38587552 PMCID: PMC11065624 DOI: 10.1158/0008-5472.can-23-1660] [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: 06/08/2023] [Revised: 08/09/2023] [Accepted: 10/27/2023] [Indexed: 04/09/2024]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy characterized by an immunosuppressive tumor microenvironment enriched with cancer-associated fibroblasts (CAF). This study used a convergence approach to identify tumor cell and CAF interactions through the integration of single-cell data from human tumors with human organoid coculture experiments. Analysis of a comprehensive atlas of PDAC single-cell RNA sequencing data indicated that CAF density is associated with increased inflammation and epithelial-mesenchymal transition (EMT) in epithelial cells. Transfer learning using transcriptional data from patient-derived organoid and CAF cocultures provided in silico validation of CAF induction of inflammatory and EMT epithelial cell states. Further experimental validation in cocultures demonstrated integrin beta 1 (ITGB1) and vascular endothelial factor A (VEGFA) interactions with neuropilin-1 mediating CAF-epithelial cell cross-talk. Together, this study introduces transfer learning from human single-cell data to organoid coculture analyses for experimental validation of discoveries of cell-cell cross-talk and identifies fibroblast-mediated regulation of EMT and inflammation. SIGNIFICANCE Adaptation of transfer learning to relate human single-cell RNA sequencing data to organoid-CAF cocultures facilitates discovery of human pancreatic cancer intercellular interactions and uncovers cross-talk between CAFs and tumor cells through VEGFA and ITGB1.
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Affiliation(s)
- Samantha Guinn
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Benedict Kinny-Köster
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Surgery, New York University Grossman School of Medicine, New York, NY
| | - Joseph A. Tandurella
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jacob T. Mitchell
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
| | - Dimitrios N. Sidiropoulos
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Melanie Loth
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Melissa R. Lyman
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Alexandra B. Pucsek
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Daniel J. Zabransky
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jae W. Lee
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD
| | - Emma Kartalia
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Mili Ramani
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Toni T. Seppälä
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital
| | - Christopher Cherry
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Translational Tissue Engineering Center, Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, MD
| | - Reecha Suri
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Haley Zlomke
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jignasha Patel
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jin He
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | | | - Jun Yu
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Lei Zheng
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - David P. Ryan
- The Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - David T. Ting
- The Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Alec Kimmelman
- Department of Radiation Oncology at New York University Grossman School of Medicine, NYU Langone Health, New York, New York
| | - Anuj Gupta
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Ludmila Danilova
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jennifer H. Elisseeff
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital
- Translational Tissue Engineering Center, Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, MD
| | - Laura D. Wood
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD
| | - Genevieve Stein-O’Brien
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD
| | - Luciane T. Kagohara
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Elizabeth M. Jaffee
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Richard A. Burkhart
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
| | - Elana J. Fertig
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Applied Mathematics and Statistics, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD
| | - Jacquelyn W. Zimmerman
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
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Gagliano T, Kerschbamer E, Baccarani U, Minisini M, Di Giorgio E, Dalla E, Weichenberger CX, Cherchi V, Terrosu G, Brancolini C. Changes in chromatin accessibility and transcriptional landscape induced by HDAC inhibitors in TP53 mutated patient-derived colon cancer organoids. Biomed Pharmacother 2024; 173:116374. [PMID: 38447451 DOI: 10.1016/j.biopha.2024.116374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 02/27/2024] [Accepted: 02/28/2024] [Indexed: 03/08/2024] Open
Abstract
Here we present the generation and characterization of patient-derived organoids (PDOs) from colorectal cancer patients. PDOs derived from two patients with TP53 mutations were tested with two different HDAC inhibitors (SAHA and NKL54). Cell death induction, transcriptome, and chromatin accessibility changes were analyzed. HDACIs promote the upregulation of low expressed genes and the downregulation of highly expressed genes. A similar differential effect is observed at the level of chromatin accessibility. Only SAHA is a potent inducer of cell death, which is characterized by the upregulation of BH3-only genes BIK and BMF. Up-regulation of BIK is associated with increased accessibility in an intronic region that has enhancer properties. SAHA, but not NKL54, also causes downregulation of BCL2L1 and decreases chromatin accessibility in three distinct regions of the BCL2L1 locus. Both inhibitors upregulate the expression of innate immunity genes and members of the MHC family. In summary, our exploratory study indicates a mechanism of action for SAHA and demonstrate the low efficacy of NKL54 as a single agent for apoptosis induction, using two PDOs. These observations need to be validated in a larger cohort of PDOs.
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Affiliation(s)
- Teresa Gagliano
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Emanuela Kerschbamer
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Umberto Baccarani
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Martina Minisini
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Eros Di Giorgio
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Emiliano Dalla
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | | | - Vittorio Cherchi
- General Surgery Clinic and Liver Transplant Center, University-Hospital of Udine, Udine, Italy
| | - Giovanni Terrosu
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy
| | - Claudio Brancolini
- Department of Medicine, Università degli Studi di Udine, Institute for Biomedicine, P.le Kolbe 4, Udine 33100, Italy.
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Han HV, Efem R, Rosati B, Lu K, Maimouni S, Jiang YP, Montoya V, Van Der Velden A, Zong WX, Lin RZ. Propionyl-CoA carboxylase subunit B regulates anti-tumor T cells in a pancreatic cancer mouse model. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.07.24.550301. [PMID: 37546948 PMCID: PMC10402106 DOI: 10.1101/2023.07.24.550301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Most human pancreatic ductal adenocarcinoma (PDAC) are not infiltrated with cytotoxic T cells and are highly resistant to immunotherapy. Over 90% of PDAC have oncogenic KRAS mutations, and phosphoinositide 3-kinases (PI3Ks) are direct effectors of KRAS. Our previous study demonstrated that ablation of Pik3ca in KPC (KrasG12D; Trp53R172H; Pdx1-Cre) pancreatic cancer cells induced host T cells to infiltrate and completely eliminate the tumors in a syngeneic orthotopic implantation mouse model. Now, we show that implantation of Pik3ca-/- KPC (named αKO) cancer cells induces clonal expansion of cytotoxic T cells infiltrating the pancreatic tumors. To identify potential molecules that can regulate the activity of these anti-tumor T cells, we conducted an in vivo genome-wide gene-deletion screen using αKO cells implanted in the mouse pancreas. The result shows that deletion of propionyl-CoA carboxylase subunit B gene (Pccb) in αKO cells (named p-αKO) leads to immune evasion, tumor progression and death of host mice. Surprisingly, p-αKO tumors are still infiltrated with clonally expanded CD8+ T cells but they are inactive against tumor cells. However, blockade of PD-L1/PD1 interaction reactivated these clonally expanded T cells infiltrating p-αKO tumors, leading to slower tumor progression and improve survival of host mice. These results indicate that Pccb can modulate the activity of cytotoxic T cells infiltrating some pancreatic cancers and this understanding may lead to improvement in immunotherapy for this difficult-to-treat cancer.
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Dong B, Zhang Y, Gao H, Liu J, Li J. Machine Learning Developed a MYC Expression Feature-Based Signature for Predicting Prognosis and Chemoresistance in Pancreatic Adenocarcinoma. Biochem Genet 2024:10.1007/s10528-023-10625-0. [PMID: 38245886 DOI: 10.1007/s10528-023-10625-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Accepted: 12/07/2023] [Indexed: 01/23/2024]
Abstract
MYC has been identified to profoundly influence a wide range of pathologic processes in cancers. However, the prognostic value of MYC-related genes in pancreatic adenocarcinoma (PAAD) remains unclarified. Gene expression data and clinical information of PAAD patients were obtained from The Cancer Genome Atlas (TCGA) database (training set). Validation sets included GSE57495, GSE62452, and ICGC-PACA databases. LASSO regression analysis was used to develop a risk signature for survival prediction. Single-cell sequencing data from GSE154778 and CRA001160 datasets were analyzed. Functional studies were conducted using siRNA targeting RHOF and ITGB6 in PANC-1 cells. High MYC expression was found to be significantly associated with a poor prognosis in patients with PAAD. Additionally, we identified seven genes (ADGRG6, LINC00941, RHOF, SERPINB5, INSYN2B, ITGB6, and DEPDC1) that exhibited a strong correlation with both MYC expression and patient survival. They were then utilized to establish a risk model (MYCsig), which showed robust predictive ability. Furthermore, MYCsig demonstrated a positive correlation with the expression of HLA genes and immune checkpoints, as well as the chemotherapy response of PAAD. RHOF and ITGB6, expressed mainly in malignant cells, were identified as key oncogenes regulating chemosensitivity through EMT. Downregulation of RHOF and ITGB6 reduced cell proliferation and invasion in PANC-1 cells. The developed MYCsig demonstrates its potential in enhancing the management of patients with PAAD by facilitating risk assessment and predicting response to adjuvant chemotherapy. Additionally, our study identifies RHOF and ITGB6 as novel oncogenes linked to EMT and chemoresistance in PAAD.
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Affiliation(s)
- Biao Dong
- Department of Hepatobiliary Surgery, Fourth Hospital of Hebei Medical University, No. 12 Jiankang Road, Shijiazhuang, 050000, Hebei, China
| | - Yueshan Zhang
- Department of Hepatobiliary Surgery, Fourth Hospital of Hebei Medical University, No. 12 Jiankang Road, Shijiazhuang, 050000, Hebei, China
| | - Han Gao
- Department of Hepatobiliary Surgery, Fourth Hospital of Hebei Medical University, No. 12 Jiankang Road, Shijiazhuang, 050000, Hebei, China
| | - Jia Liu
- Department of Precision Medicine, Accb Biotech. Ltd, Beijing, China
| | - Jiankun Li
- Department of Hepatobiliary Surgery, Fourth Hospital of Hebei Medical University, No. 12 Jiankang Road, Shijiazhuang, 050000, Hebei, China.
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9
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Pang Z, Lu MM, Zhang Y, Gao Y, Bai JJ, Gu JY, Xie L, Wu WZ. Neoantigen-targeted TCR-engineered T cell immunotherapy: current advances and challenges. Biomark Res 2023; 11:104. [PMID: 38037114 PMCID: PMC10690996 DOI: 10.1186/s40364-023-00534-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 10/22/2023] [Indexed: 12/02/2023] Open
Abstract
Adoptive cell therapy using T cell receptor-engineered T cells (TCR-T) is a promising approach for cancer therapy with an expectation of no significant side effects. In the human body, mature T cells are armed with an incredible diversity of T cell receptors (TCRs) that theoretically react to the variety of random mutations generated by tumor cells. The outcomes, however, of current clinical trials using TCR-T cell therapies are not very successful especially involving solid tumors. The therapy still faces numerous challenges in the efficient screening of tumor-specific antigens and their cognate TCRs. In this review, we first introduce TCR structure-based antigen recognition and signaling, then describe recent advances in neoantigens and their specific TCR screening technologies, and finally summarize ongoing clinical trials of TCR-T therapies against neoantigens. More importantly, we also present the current challenges of TCR-T cell-based immunotherapies, e.g., the safety of viral vectors, the mismatch of T cell receptor, the impediment of suppressive tumor microenvironment. Finally, we highlight new insights and directions for personalized TCR-T therapy.
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Affiliation(s)
- Zhi Pang
- Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion, Ministry of Education, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
- Clinical Center for Biotherapy, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Man-Man Lu
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, 200237, China
| | - Yu Zhang
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, 200237, China
| | - Yuan Gao
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, 200237, China
| | - Jin-Jin Bai
- Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion, Ministry of Education, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
- Clinical Center for Biotherapy, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Jian-Ying Gu
- Clinical Center for Biotherapy, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Lu Xie
- Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai, 200237, China.
| | - Wei-Zhong Wu
- Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion, Ministry of Education, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
- Clinical Center for Biotherapy, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
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10
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Huo Q, Li K, Sun X, Zhuang A, Minami K, Tamari K, Ogawa K, Fishel ML, Li BY, Yokota H. The inhibition of pancreatic cancer progression by K-Ras-overexpressing mesenchymal stem cell-derived secretomes. Sci Rep 2023; 13:15036. [PMID: 37699930 PMCID: PMC10497626 DOI: 10.1038/s41598-023-41835-6] [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: 04/20/2023] [Accepted: 08/31/2023] [Indexed: 09/14/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an aggressive cancer with poor survival. To explore an uncharted function of K-Ras proto-oncogene, K-Ras was activated in mesenchymal stem cells (MSCs) and the effects of MSC conditioned medium (CM) on PDAC were examined. Overexpression of K-Ras elevated PI3K signaling in MSCs, and K-Ras/PI3K-activated MSC-derived CM reduced the proliferation and migration of tumor cells, as well as the growth of ex vivo freshly isolated human PDAC cultures. CM's anti-tumor capability was additive with Gemcitabine, a commonly used chemotherapeutic drug in the treatment of PDAC. The systemic administration of CM in a mouse model suppressed the colonization of PDAC in the lung. MSC CM was enriched with Moesin (MSN), which acted as an extracellular tumor-suppressing protein by interacting with CD44. Tumor-suppressive CM was also generated by PKA-activated peripheral blood mononuclear cells. Collectively, this study demonstrated that MSC CM can be engineered to act as a tumor-suppressive agent by activating K-Ras and PI3K, and the MSN-CD44 regulatory axis is in part responsible for this potential unconventional option in the treatment of PDAC.
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Affiliation(s)
- Qingji Huo
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin, 150081, China
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN, 46202, USA
| | - Kexin Li
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin, 150081, China
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN, 46202, USA
| | - Xun Sun
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin, 150081, China
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN, 46202, USA
| | - Adam Zhuang
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN, 46202, USA
| | - Kazumasa Minami
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Osaka, 565-0871, Japan
| | - Keisuke Tamari
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Osaka, 565-0871, Japan
| | - Kazuhiko Ogawa
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Osaka, 565-0871, Japan
| | - Melissa L Fishel
- Department of Pediatrics, Wells Center for Pediatric Research, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- Department of Pharmacology and Toxicology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
- Indiana University Simon Comprehensive Cancer Center, Indianapolis, IN, 46202, USA
| | - Bai-Yan Li
- Department of Pharmacology, School of Pharmacy, Harbin Medical University, Harbin, 150081, China.
| | - Hiroki Yokota
- Department of Biomedical Engineering, Indiana University Purdue University Indianapolis, Indianapolis, IN, 46202, USA.
- Indiana University Simon Comprehensive Cancer Center, Indianapolis, IN, 46202, USA.
- Indiana Center for Musculoskeletal Health, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
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Lu M, Zou Y, Fu P, Li Y, Wang P, Li G, Luo S, Chen Y, Guan G, Zhang S, Chen L. The tumor-stroma ratio and the immune microenvironment improve the prognostic prediction of pancreatic ductal adenocarcinoma. Discov Oncol 2023; 14:124. [PMID: 37405518 DOI: 10.1007/s12672-023-00744-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Accepted: 06/29/2023] [Indexed: 07/06/2023] Open
Abstract
Tumor-infiltrating immune cells and fibroblasts are significant components of the tumor microenvironment (TME) of pancreatic ductal adenocarcinoma (PDAC), and they participate in tumor progression as closely as tumor cells. However, the relationship between the features of the TME and patient outcomes and the interactions among TME components are still unclear. In this study, we evaluated the PDAC TME in terms of the quantity and location of cluster of differentiation (CD)4+ T cells, CD8+ T cells, macrophages, stromal maturity, and tumor-stroma ratio (TSR), as evaluated by immunohistochemical staining of serial whole-tissue sections from 116 patients with PDAC. The density of T cells and macrophages (mainly activated macrophages) was significantly higher at the invasive margins (IMs) than at the tumor center (TC). CD4+ T cells were significantly association with all the other tumor-associated immune cells (TAIs) including CD8, CD68 and CD206 positive cells. Tumors of the non-mature (intermediate and immature) stroma type harbored significantly more CD8+ T cells at the IMs and more CD68+ macrophages at the IMs and the TC. The density of CD4+, CD8+, and CD206+ cells at the TC; CD206+ cells at the IMs; and tumor-node-metastasis (TNM) staging were independent risk factors for patient outcomes, and the c-index of the risk nomogram for predicting the survival probability based on the TME features and TNM staging was 0.772 (95% confidence interval: 0.713-0.832). PDAC harbored a significantly immunosuppressive TME, of which the IMs were the hot zones for TAIs, while cells at the TC were more predictive of prognosis. Our results indicated that the model based on the features of the TME and TNM staging could predict patient outcomes.
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Affiliation(s)
- Mei Lu
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
- Fuqing City Hospital Affiliated to Fujian Medical University, Fuqing, Fujian, China
| | - Yi Zou
- Department of Pathology, Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Peiling Fu
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Yuyang Li
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Pengcheng Wang
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Guoping Li
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Sheng Luo
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Yupeng Chen
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Guoping Guan
- Fuqing City Hospital Affiliated to Fujian Medical University, Fuqing, Fujian, China
| | - Sheng Zhang
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China
| | - Linying Chen
- Department of Pathology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, 350005, Fujian, China.
- Department of Pathology, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, China.
- Fujian Key Laboratory of Translational Research in Cancer and Nurodegernerative Diseases, Fuzhou, Fujian, China.
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12
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Ai Q, Li F, Zou S, Zhang Z, Jin Y, Jiang L, Chen H, Deng X, Peng C, Mou N, Wen C, Shen B, Zhan Q. Targeting KRAS G12V mutations with HLA class II-restricted TCR for the immunotherapy in solid tumors. Front Immunol 2023; 14:1161538. [PMID: 37287989 PMCID: PMC10243368 DOI: 10.3389/fimmu.2023.1161538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 05/08/2023] [Indexed: 06/09/2023] Open
Abstract
KRAS mutation is a significant driving factor of tumor, and KRASG12V mutation has the highest incidence in solid tumors such as pancreatic cancer and colorectal cancer. Thus, KRASG12V neoantigen-specific TCR-engineered T cells could be a promising cancer treatment approach for pancreatic cancer. Previous studies had reported that KRASG12V-reactive TCRs originated from patients' TILs could recognized KRASG12V neoantigen presented by specific HLA subtypes and remove tumor persistently in vitro and in vivo. However, TCR drugs are different from antibody drugs in that they are HLA-restricted. The different ethnic distribution of HLA greatly limits the applicability of TCR drugs in Chinese population. In this study, we have identified a KRASG12V-specific TCR which recognized classII MHC from a colorectal cancer patient. Interestingly, we observed that KRASG12V-specific TCR-engineered CD4+ T cells, not CD8+ T cells, demonstrated significant efficacy in vitro and in xenograft mouse model, exhibiting stable expression and targeting specificity of TCR when co-cultured with APCs presenting KRASG12V peptides. TCR-engineered CD4+ T cells were co-cultured with APCs loaded with neoantigen, and then HLA subtypes were identified by the secretion of IFN-γ. Collectively, our data suggest that TCR-engineered CD4+ T cells can be used to target KRASG12V mutation presented by HLA-DPB1*03:01 and DPB1*14:01, which provide a high population coverage and are more suitable for the clinical transformation for Chinese, and mediate tumor killing effect like CD8+ T cells. This TCR hold promise for precision therapy in immunotherapy of solid tumors as an attractive candidate.
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Affiliation(s)
- Qi Ai
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Fanlu Li
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Siyi Zou
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zehui Zhang
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yangbing Jin
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Lingxi Jiang
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hao Chen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaxing Deng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Chenghong Peng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Nan Mou
- Department of Cell Therapy, Shanghai Genbase Biotechnology Co., Ltd, Shanghai, China
| | - Chenlei Wen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Baiyong Shen
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qian Zhan
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- State Key Laboratory of Oncogenes and Related Genes, Institute of Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
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13
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TRUONG NC, HUYNH NT, PHAM KD, PHAM PV. Roles of cancer stem cells in cancer immune surveillance. MINERVA BIOTECHNOLOGY AND BIOMOLECULAR RESEARCH 2023. [DOI: 10.23736/s2724-542x.23.02944-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
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