1
|
Mirzaei R, Sabokroo N, Ahmadyousefi Y, Motamedi H, Karampoor S. Immunometabolism in biofilm infection: lessons from cancer. Mol Med 2022; 28:10. [PMID: 35093033 PMCID: PMC8800364 DOI: 10.1186/s10020-022-00435-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 01/10/2022] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Biofilm is a community of bacteria embedded in an extracellular matrix, which can colonize different human cells and tissues and subvert the host immune reactions by preventing immune detection and polarizing the immune reactions towards an anti-inflammatory state, promoting the persistence of biofilm-embedded bacteria in the host. MAIN BODY OF THE MANUSCRIPT It is now well established that the function of immune cells is ultimately mediated by cellular metabolism. The immune cells are stimulated to regulate their immune functions upon sensing danger signals. Recent studies have determined that immune cells often display distinct metabolic alterations that impair their immune responses when triggered. Such metabolic reprogramming and its physiological implications are well established in cancer situations. In bacterial infections, immuno-metabolic evaluations have primarily focused on macrophages and neutrophils in the planktonic growth mode. CONCLUSION Based on differences in inflammatory reactions of macrophages and neutrophils in planktonic- versus biofilm-associated bacterial infections, studies must also consider the metabolic functions of immune cells against biofilm infections. The profound characterization of the metabolic and immune cell reactions could offer exciting novel targets for antibiofilm therapy.
Collapse
Affiliation(s)
- Rasoul Mirzaei
- Department of Microbiology, School of Medicine, Hamadan University of Medical Sciences, Hamadan, Iran.
- Venom and Biotherapeutics Molecules Lab, Medical Biotechnology Department, Biotechnology Research Center, Pasteur Institute of Iran, Tehran, Iran.
| | - Niloofar Sabokroo
- Department of Microbiology, School of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Yaghoub Ahmadyousefi
- Department of Medical Biotechnology, School of Advanced Medical Sciences and Technologies, Hamadan University of Medical Sciences, Hamadan, Iran
- Research Center for Molecular Medicine, School of Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Hamid Motamedi
- Department of Microbiology, School of Medicine, Kermanshah University of Medical Sciences, Kermanshah, Iran
| | - Sajad Karampoor
- Gastrointestinal and Liver Diseases Research Center, Iran University of Medical Sciences, Tehran, Iran.
- Department of Virology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
2
|
Wu J, Zhang T, Xiong H, Zeng L, Wang Z, Peng Y, Chen W, Hu X, Su T. Tumor-Infiltrating CD4 + Central Memory T Cells Correlated with Favorable Prognosis in Oral Squamous Cell Carcinoma. J Inflamm Res 2022; 15:141-152. [PMID: 35035226 PMCID: PMC8754505 DOI: 10.2147/jir.s343432] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Accepted: 12/16/2021] [Indexed: 12/20/2022] Open
Abstract
OBJECTIVE Oral squamous cell carcinoma (OSCC) is the most frequent oral malignancy with a poor prognosis, in which tumor-infiltrating immune cells may play a critical role. Therefore, our study aims to screen potential immune cells and immune-related genes for predicting OSCC prognosis. METHODS A total of 310 OSCC patients with full transcriptional data and clinical characteristics were extracted from the TCGA database. Then, we obtained their abundance of tumor-infiltrating immune cells on TIMER 2.0 and analyzed them using xCell method. Univariate and multivariate Cox regressions were applied successively to identify the immune cells associated with overall survival of OSCC patients. Furthermore, we screened the prognostic genes that related to the identified immune cells and validated their expressions by immunohistochemistry. RESULTS CD4+ central memory T (TCM) cell was recognized as the sole independent immune cell correlated with OSCC prognosis (p = 0.0085). A novel nomogram based on CD4+ TCM cell abundance was established for predicting the prognosis of OSCC patients, with calibration plots showing good performance for 1-, 3-, 5-year overall survival. Thirty-four related prognostic genes were screened according to the differential abundance of CD4+ TCM cell infiltration. In immunohistochemistry analysis, DEFB1 showed a significant positive relationship with the density of CD4+ TCM cells (p = 0.0075). CONCLUSION CD4+ central memory T cell was proposed as an independent prognostic biomarker for OSCC patients. DEFB1 might positively regulate the abundance of tumor-infiltrating CD4+ TCM cells, thus improving OSCC prognosis. Our findings may provide a new insight into better prognosis prediction and precise medicine for OSCC.
Collapse
Affiliation(s)
- Jin Wu
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Tianyi Zhang
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Haofeng Xiong
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Liujun Zeng
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Zijia Wang
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Ying Peng
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Weijun Chen
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Xin Hu
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| | - Tong Su
- Department of Oral and Maxillofacial Surgery, Center of Stomatology, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Research Center of Oral and Maxillofacial Tumor, Xiangya Hospital of Central South University, Changsha, Hunan, 410008, People’s Republic of China
- Institute of Oral Cancer and Precancerous Lesions, Central South University, Changsha, Hunan, 410008, People’s Republic of China
| |
Collapse
|
3
|
Brewer KD, DeBay DR, Dude I, Davis C, Lake K, Parsons C, Rajagopalan R, Weir G, Stanford MM, Mansour M, Bowen CV. Using lymph node swelling as a potential biomarker for successful vaccination. Oncotarget 2018; 7:35655-35669. [PMID: 27232944 PMCID: PMC5094952 DOI: 10.18632/oncotarget.9580] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2016] [Accepted: 05/12/2016] [Indexed: 12/14/2022] Open
Abstract
There is currently a lack of biomarkers to help properly assess novel immunotherapies at both the preclinical and clinical stages of development. Recent work done by our group indicated significant volume changes in the vaccine draining right lymph node (RLN) volumes of mice that had been vaccinated with DepoVaxTM, a lipid-based vaccine platform that was developed to enhance the potency of peptide-based vaccines. These changes in lymph node (LN) volume were unique to vaccinated mice.To better assess the potential of volumetric LN markers for multiple vaccination platforms, we evaluated 100 tumor bearing mice and assessed their response to vaccination with either a DepoVax based vaccine (DPX) or a water-in-oil emulsion (w/o), and compared them to untreated controls. MRI was used to longitudinally monitor LN and tumor volumes weekly over 4 weeks. We then evaluated changes in LN volumes occurring in response to therapy as a potential predictive biomarker for treatment success.We found that for both vaccine types, DPX and w/o, the %RLN volumetric increase over baseline and the ratio of RLN/LLN were strong predictors of successful tumor suppression (LLN is left inguinal LN). The area under the curve (AUC) was greatest, between 0.75-0.85, two (%RLN) or three (RLN/LLN) weeks post-vaccination. For optimized critical thresholds we found these biomarkers consistently had sensitivity >90% and specificity >70% indicating strong prognostic potential. Vaccination with DepoVax had a more pronounced effect on draining lymph nodes than w/o emulsion vaccines, which correlated with a higher anti-tumor activity in DPX-treated mice.
Collapse
Affiliation(s)
- Kimberly D Brewer
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada.,Department of Radiology, Dalhousie University, Halifax, NS, Canada.,Department of Physics, Dalhousie University, Halifax, NS, Canada
| | - Drew R DeBay
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada
| | - Iulia Dude
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada
| | - Christa Davis
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada
| | - Kerry Lake
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada
| | - Cathryn Parsons
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada
| | | | | | - Marianne M Stanford
- Immunovaccine Inc., Halifax, NS, Canada.,Department of Microbiology and Immunology, Dalhousie University, Halifax, NS, Canada
| | | | - Chris V Bowen
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, NS, Canada.,Department of Radiology, Dalhousie University, Halifax, NS, Canada.,Department of Physics, Dalhousie University, Halifax, NS, Canada.,School of Biomedical Engineering, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
4
|
DeBay DR, Brewer KD, LeBlanc SA, Weir GM, Stanford MM, Mansour M, Bowen CV. Using MRI to evaluate and predict therapeutic success from depot-based cancer vaccines. Mol Ther Methods Clin Dev 2015; 2:15048. [PMID: 26730395 PMCID: PMC4685660 DOI: 10.1038/mtm.2015.48] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 10/07/2015] [Accepted: 10/07/2015] [Indexed: 12/16/2022]
Abstract
In the preclinical development of immunotherapy candidates, understanding the mechanism of action and determining biomarkers that accurately characterize the induced host immune responses is critical to improving their clinical interpretation. Magnetic resonance imaging (MRI) was used to evaluate in vivo changes in lymph node size in response to a peptide-based cancer vaccine therapy, formulated using DepoVax (DPX). DPX is a novel adjuvant lipid-in-oil-based formulation that facilitates enhanced immune responses by retaining antigens at the injection site for extended latencies, promoting increased potentiation of immune cells. C57BL/6 mice were implanted with C3 (HPV) tumor cells and received either DPX or control treatments, 5 days post-implantation. Complete tumor eradication occurred in DPX-vaccinated animals and large volumetric increases were observed in the vaccine-draining right inguinal lymph node (VRILN) in DPX mice, likely corresponding to increased localized immune response to the vaccine. Upon evaluating the relative measure of vaccine-potentiated immune activation to tumor-induced immune response (VRILN/VLILN), receiver-operating characteristic (ROC) curves revealed an area under the curve (AUC) of 0.90 (±0.07), indicating high specificity and sensitivity as a predictive biomarker of vaccine efficacy. We have determined that for this tumor model, early MRI lymph node volumetric changes are predictive of depot immunotherapeutic success.
Collapse
Affiliation(s)
- Drew R DeBay
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, Nova Scotia, Canada
| | - Kimberly D Brewer
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, Nova Scotia, Canada
- Immunovaccine Inc., Halifax, Nova Scotia, Canada
- Department of Radiology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Sarah A LeBlanc
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, Nova Scotia, Canada
| | | | | | - Marc Mansour
- Immunovaccine Inc., Halifax, Nova Scotia, Canada
| | - Chris V Bowen
- Biomedical Translational Imaging Centre (BIOTIC), Halifax, Nova Scotia, Canada
- Department of Radiology, Dalhousie University, Halifax, Nova Scotia, Canada
| |
Collapse
|
6
|
Campbell C, Zhang R, Haley JS, Liu X, Loughran T, Schell TD, Albert R, Thakar J. Why Do CD8+ T Cells become Indifferent to Tumors: A Dynamic Modeling Approach. Front Physiol 2011; 2:32. [PMID: 21808621 PMCID: PMC3135868 DOI: 10.3389/fphys.2011.00032] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2011] [Accepted: 06/18/2011] [Indexed: 01/14/2023] Open
Abstract
CD8+ T cells have the potential to influence the outcome of cancer pathogenesis, including complete tumor eradication or selection of malignant tumor escape variants. The Simian virus 40 large T-antigen (Tag) oncoprotein promotes tumor formation in Tag-transgenic mice and also provides multiple target determinants (sites) for responding CD8+ T cells in C57BL/6 (H-2(b)) mice. To understand the in vivo quantitative dynamics of CD8+ T cells after encountering Tag, we constructed a dynamic model from in vivo-generated data to simulate the interactions between Tag-expressing cells and CD8+ T cells in distinct scenarios including immunization of wild-type C57BL/6 mice and of Tag-transgenic mice that develop various tumors. In these scenarios the model successfully reproduces the dynamics of both the Tag-expressing cells and antigen-specific CD8+ T cell responses. The model predicts that the tolerance of the site-specific T cells is dependent on their apoptosis rates and that the net growth of CD8+ T cells is altered in transgenic mice. We experimentally validate both predictions. Our results indicate that site-specific CD8+ T cells have tissue-specific apoptosis rates affecting their tolerance to the tumor antigen. Moreover, the model highlights differences in apoptosis rates that contribute to compromised CD8+ T cell responses and tumor progression, knowledge of which is essential for development of cancer immunotherapy.
Collapse
Affiliation(s)
- Colin Campbell
- Department of Physics, The Pennsylvania State UniversityUniversity Park, PA, USA
| | - Ranran Zhang
- Duke-NUS Graduate Medical School SingaporeSingapore
| | - Jeremy S. Haley
- Department of Microbiology and Immunology, The Pennsylvania State University College of MedicineHershey, PA, USA
| | - Xin Liu
- Penn State Hershey Cancer Institute, The Pennsylvania State University, College of MedicineHershey, PA, USA
| | - Thomas Loughran
- Penn State Hershey Cancer Institute, The Pennsylvania State University, College of MedicineHershey, PA, USA
| | - Todd D. Schell
- Department of Microbiology and Immunology, The Pennsylvania State University College of MedicineHershey, PA, USA
| | - Réka Albert
- Department of Physics, The Pennsylvania State UniversityUniversity Park, PA, USA
| | - Juilee Thakar
- Department of Physics, The Pennsylvania State UniversityUniversity Park, PA, USA
| |
Collapse
|