1
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Pearlman AH, Wang Y, Kalluri A, Parker M, Cohen JD, Dudley J, Rincon-Torroella J, Xia Y, Gensler R, Alfonzo Horwitz M, Theodore J, Dobbyn L, Popoli M, Ptak J, Silliman N, Judge K, Groves M, Jackson CM, Jackson EM, Jallo GI, Lim M, Luciano M, Mukherjee D, Naidoo J, Rozati S, Sterling CH, Weingart J, Koschmann C, Mansouri A, Glantz M, Kamson D, Schreck KC, Pardo CA, Holdhoff M, Paul S, Kinzler KW, Papadopoulos N, Vogelstein B, Douville C, Bettegowda C. Detection of human brain cancers using genomic and immune cell characterization of cerebrospinal fluid through CSF-BAM. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2024.12.02.24318303. [PMID: 39677487 PMCID: PMC11643193 DOI: 10.1101/2024.12.02.24318303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
Patients who have radiographically detectable lesions in their brain or other symptoms compatible with brain tumors pose challenges for diagnosis. The only definitive way to diagnose such patients is through brain biopsy, an obviously invasive and dangerous procedure. Here we present a new workflow termed "CSF-BAM" that simultaneously identifies B cell or T cell receptor rearrangements, A neuploidy, and M utations using PCR-mediated amplification of both strands of the DNA from CSF samples. We first describe the details of the molecular genetic assessments and then establish thresholds for positivity using training sets of libraries from patients with or without cancer. We then applied CSF-BAM to an independent set of 206 DNA samples from patients with common, aggressive cancer types as well as other forms of brain cancers. Among the 126 samples from patients with the most common aggressive cancer types (high grade gliomas, medulloblastomas, or metastatic cancers to the brain), the sensitivity of detection was >81%. None of 33 CSF-BAM assays (100% specificity, 90% to 100% credible interval) were positive in CSF samples from patients without brain cancers. The sensitivity of CSF-BAM was considerably higher than that achieved with cytology. CSF-BAM provides an integrated multi-analyte approach to identify neoplasia in the central nervous system, provides information about the immune environment in patients with or without cancer, and has the potential to inform the subsequent management of such patients. Statement of significance There is a paucity of technologies beyond surgical biopsy that can accurately diagnose central nervous system neoplasms. We developed a novel, sensitive and highly specific assay that can detect brain cancers by comprehensively identifying somatic mutations, chromosomal copy number changes, and adaptive immunoreceptor repertoires from samples of cerebrospinal fluid.
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2
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Link JM, Eng JR, Pelz C, MacPherson-Hawthorne K, Worth PJ, Sivagnanam S, Keith DJ, Owen S, Langer EM, Grossblatt-Wait A, Salgado-Garza G, Creason AL, Protzek S, Egger J, Holly H, Heskett MB, Chin K, Kirchberger N, Betre K, Bucher E, Kilburn D, Hu Z, Munks MW, English IA, Tsuda M, Goecks J, Demir E, Adey AC, Kardosh A, Lopez CD, Sheppard BC, Guimaraes A, Brinkerhoff B, Morgan TK, Mills GB, Coussens LM, Brody JR, Sears RC. Ongoing replication stress tolerance and clonal T cell responses distinguish liver and lung recurrence and outcomes in pancreatic cancer. NATURE CANCER 2025; 6:123-144. [PMID: 39789181 PMCID: PMC11779630 DOI: 10.1038/s43018-024-00881-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 11/15/2024] [Indexed: 01/12/2025]
Abstract
Patients with metastatic pancreatic ductal adenocarcinoma survive longer if disease spreads to the lung but not the liver. Here we generated overlapping, multi-omic datasets to identify molecular and cellular features that distinguish patients whose disease develops liver metastasis (liver cohort) from those whose disease develops lung metastasis without liver metastases (lung cohort). Lung cohort patients survived longer than liver cohort patients, despite sharing the same tumor subtype. We developed a primary organotropism (pORG) gene set enriched in liver cohort versus lung cohort primary tumors. We identified ongoing replication stress response pathways in high pORG/liver cohort tumors, whereas low pORG/lung cohort tumors had greater densities of lymphocytes and shared T cell clonal responses. Our study demonstrates that liver-avid pancreatic ductal adenocarcinoma is associated with tolerance to ongoing replication stress, limited tumor immunity and less-favorable outcomes, whereas low replication stress, lung-avid/liver-averse tumors are associated with active tumor immunity that may account for favorable outcomes.
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Affiliation(s)
- Jason M Link
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA.
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA.
| | - Jennifer R Eng
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
| | - Carl Pelz
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | | | - Patrick J Worth
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Surgery, Oregon Health and Science University, Portland, OR, USA
| | - Shamaline Sivagnanam
- Department of Cell, Development and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Dove J Keith
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Sydney Owen
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Ellen M Langer
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
| | - Alison Grossblatt-Wait
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
| | | | - Allison L Creason
- Knight Cancer Institute, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Sara Protzek
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Julian Egger
- Knight Cancer Institute, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Hannah Holly
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
| | | | - Koei Chin
- Knight Cancer Institute, Portland, OR, USA
- Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Nell Kirchberger
- Department of Cell, Development and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Konjit Betre
- Department of Cell, Development and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Elmar Bucher
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - David Kilburn
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Zhi Hu
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Michael W Munks
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Isabel A English
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
| | - Motoyuki Tsuda
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
| | - Jeremy Goecks
- Knight Cancer Institute, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Emek Demir
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Andrew C Adey
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
| | - Adel Kardosh
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Hematology and Oncology, Oregon Health and Science University, Portland, OR, USA
| | - Charles D Lopez
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Hematology and Oncology, Oregon Health and Science University, Portland, OR, USA
| | - Brett C Sheppard
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Surgery, Oregon Health and Science University, Portland, OR, USA
| | - Alex Guimaraes
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Radiology, Oregon Health and Science University, Portland, OR, USA
| | - Brian Brinkerhoff
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Terry K Morgan
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
- Department of Pathology and Laboratory Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Gordon B Mills
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Oncological Sciences, Oregon Health and Science University, Portland, OR, USA
| | - Lisa M Coussens
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Cell, Development and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Jonathan R Brody
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Portland, OR, USA
- Department of Surgery, Oregon Health and Science University, Portland, OR, USA
- Department of Cell, Development and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Rosalie C Sears
- Department of Molecular and Medical Genetics, Oregon Health and Science University, Portland, OR, USA.
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA.
- Knight Cancer Institute, Portland, OR, USA.
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3
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Shen J, Senes F, Wen X, Monti P, Lin S, Pinna C, Murtas A, Podda L, Muntone G, Tidore G, Arru C, Sanna L, Contini S, Virdis P, Sechi LA, Fozza C. Pomalidomide in patients with multiple myeloma: potential impact on the reconstitution of a functional T-cell immunity. Immunol Res 2024; 72:1470-1478. [PMID: 39316338 PMCID: PMC11618177 DOI: 10.1007/s12026-024-09546-w] [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: 03/10/2024] [Accepted: 09/13/2024] [Indexed: 09/25/2024]
Abstract
BACKGROUND Pomalidomide, a third-generation oral immunomodulatory drug, exhibits efficacy in patients with relapsed multiple myeloma or those refractory to bortezomib and lenalidomide (RRMM). METHODS In this clinical context, we employed flow cytometry and CDR3 spectratyping to monitor the dynamics of the T-cell repertoire during Pomalidomide treatment, aiming to investigate its potential to reverse the immunological abnormalities characteristic of RRMM. RESULTS By flow cytometry at baseline we found a significant decrease in CD4 + frequency in MM patients, while CD8 + frequency were significantly higher in patients when compared to controls. Most T cell populations remained stable across all time points, except for CD4 + frequency, which notably decreased from t1 to subsequent assessments. Our investigation revealed as most relevant finding the notable increase in CD4 + expansions and the growing prevalence of patients manifesting these expansions. This pattern is even more evident in patients receiving their treatment until t3 and therefore still responding to treatment with Pomalidomide. We also conducted a comparison of spectratyping data before and after treatment, substantially demonstrating a relatively stable pattern throughout the course of Pomalidomide treatment. CONCLUSIONS These observations imply that Pomalidomide treatment influences the T-cell repertoire, particularly in the CD4 + subpopulation during the later stages of treatment, raising speculation about the potential involvement of these lymphocyte expansions in mechanisms related to antitumor immunity.
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Affiliation(s)
- Jiaxin Shen
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
- Department of Hematology, The First Affiliated Hospital of Shantou University Medical College, 515031, Shantou, P. R. China
- Department of Biomedical Sciences, University of Sassari, 07100, Sassari, Italy
| | - Francesca Senes
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Xiaofen Wen
- Department of Biomedical Sciences, University of Sassari, 07100, Sassari, Italy
- Department of Medical Oncology, Cancer Hospital of Shantou University Medical College, 515031, Shantou, P. R. China
| | - Patrizia Monti
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Shaoze Lin
- Department of Hematology, The First Affiliated Hospital of Shantou University Medical College, 515031, Shantou, P. R. China
| | - Claudia Pinna
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Andrea Murtas
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Luigi Podda
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Giuseppina Muntone
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Gianni Tidore
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Claudia Arru
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Luca Sanna
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Salvatore Contini
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | - Patrizia Virdis
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy
| | | | - Claudio Fozza
- Department of Medicine, Surgery and Pharmacy, University of Sassari, Viale San Pietro 12, 07100, Sassari, Italy.
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4
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Su C, Kent CL, Pierpoint M, Floyd W, Luo L, Williams NT, Ma Y, Peng B, Lazarides AL, Subramanian A, Himes JE, Perez VM, Hernansaiz-Ballesteros RD, Roche KE, Modliszewski JL, Selitsky SR, Shinohara ML, Wisdom AJ, Moding EJ, Mowery YM, Kirsch DG. Enhancing radiotherapy response via intratumoral injection of a TLR9 agonist in autochthonous murine sarcomas. JCI Insight 2024; 9:e178767. [PMID: 39133651 PMCID: PMC11383182 DOI: 10.1172/jci.insight.178767] [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: 01/03/2024] [Accepted: 06/11/2024] [Indexed: 08/21/2024] Open
Abstract
Radiation therapy (RT) is frequently used to treat cancers, including soft-tissue sarcomas. Prior studies established that the toll-like receptor 9 (TLR9) agonist cytosine-phosphate-guanine oligodeoxynucleotide (CpG) enhances the response to RT in transplanted tumors, but the mechanisms of this enhancement remain unclear. Here, we used CRISPR/Cas9 and the chemical carcinogen 3-methylcholanthrene (MCA) to generate autochthonous soft-tissue sarcomas with high tumor mutation burden. Treatment with a single fraction of 20 Gy RT and 2 doses of CpG significantly enhanced tumor response, which was abrogated by genetic or immunodepletion of CD8+ T cells. To characterize the immune response to CpG+RT, we performed bulk RNA-Seq, single-cell RNA-Seq, and mass cytometry. Sarcomas treated with 20 Gy and CpG demonstrated increased CD8 T cells expressing markers associated with activation and proliferation, such as Granzyme B, Ki-67, and IFN-γ. CpG+RT also upregulated antigen presentation pathways on myeloid cells. Furthermore, in sarcomas treated with CpG+RT, TCR clonality analysis suggests an increase in clonal T cell dominance. Collectively, these findings demonstrate that CpG+RT significantly delays tumor growth in a CD8 T cell-dependent manner. These results provide a strong rationale for clinical trials evaluating CpG or other TLR9 agonists with RT in patients with soft-tissue sarcoma.
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Affiliation(s)
- Chang Su
- Department of Pharmacology and Cancer Biology and
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Collin L Kent
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Matthew Pierpoint
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Warren Floyd
- Department of Radiation Oncology, MD Anderson Cancer Center, Houston, Texas, USA
| | - Lixia Luo
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Nerissa T Williams
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Yan Ma
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Brian Peng
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Alexander L Lazarides
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | - Ajay Subramanian
- Department of Radiation Oncology, Stanford University, Stanford, California, USA
| | - Jonathon E Himes
- Department of Pharmacology and Cancer Biology and
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
| | | | | | - Kimberly E Roche
- Tempus AI Inc., Durham, North Carolina, USA
- QuantBio LLC, Durham, North Carolina, USA
| | - Jennifer L Modliszewski
- QuantBio LLC, Durham, North Carolina, USA
- Lineberger Comprehensive Cancer Center, Chapel Hill, North Carolina, USA
| | - Sara R Selitsky
- Tempus AI Inc., Durham, North Carolina, USA
- QuantBio LLC, Durham, North Carolina, USA
| | - Mari L Shinohara
- Department of Integrative Immunology
- Department of Molecular Genetics and Microbiology, and
- Department of Neurobiology, Duke University School of Medicine, Durham, North Carolina, USA
| | - Amy J Wisdom
- Harvard Radiation Oncology Program, Boston, Massachusetts, USA
| | - Everett J Moding
- Department of Radiation Oncology, Stanford University, Stanford, California, USA
- Stanford Cancer Institute, Stanford University, Stanford, California, USA
| | - Yvonne M Mowery
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
- Department of Radiation Oncology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - David G Kirsch
- Department of Pharmacology and Cancer Biology and
- Department of Radiation Oncology, Duke University Medical Center, Durham, North Carolina, USA
- Department of Radiation Oncology and
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
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5
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Sun L, Guo W, Guo L, Chen X, Zhou H, Yan S, Zhao G, Bao H, Wu X, Shao Y, Ying J, Lin L. Molecular landscape and multi-omic measurements of heterogeneity in fetal adenocarcinoma of the lung. NPJ Precis Oncol 2024; 8:99. [PMID: 38831114 PMCID: PMC11148097 DOI: 10.1038/s41698-024-00569-y] [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: 08/22/2023] [Accepted: 02/26/2024] [Indexed: 06/05/2024] Open
Abstract
Fetal adenocarcinoma of the lung (FLAC) is a rare form of lung adenocarcinoma and was divided into high-grade (H-FLAC) and low-grade (L-FLAC) subtypes. Despite the existence of some small case series studies, a comprehensive multi-omics study of FLAC has yet to be undertaken. In this study, we depicted the multi-omics landscapes of this rare lung cancer type by performing multi-regional sampling on 20 FLAC cases. A comparison of multi-omics profiles revealed significant differences between H-FLAC and L-FLAC in a multi-omic landscape. Two subtypes also showed distinct relationships between multi-layer intratumor heterogeneity (ITH). We discovered that a lower genetic ITH was significantly associated with worse recurrence-free survival and overall survival in FLAC patients, whereas higher methylation ITH in H-FLAC patients suggested a short survival. Our findings highlight the complex interplay between genetic and transcriptional heterogeneity in FLAC and suggest that different types of ITH may have distinct implications for patient prognosis.
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Affiliation(s)
- Li Sun
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People's Republic of China
| | - Wei Guo
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People's Republic of China.
- Key Laboratory of Minimally Invasive Therapy Research for Lung Cancer, Chinese Academy of Medical Sciences, Beijing, China.
| | - Lei Guo
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People's Republic of China
| | - Xiaoxi Chen
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc, Nanjing, China
| | - Haitao Zhou
- Department of Thoracic Surgery, Peking University Cancer Hospital and Institute, Beijing, China
| | - Shi Yan
- Department of Thoracic Surgery, Peking University Cancer Hospital and Institute, Beijing, China
| | - Gang Zhao
- Department of Pathology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Hua Bao
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc, Nanjing, China
| | - Xue Wu
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc, Nanjing, China
| | - Yang Shao
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc, Nanjing, China
- School of Public Health, Nanjing Medical University, Nanjing, China
| | - Jianming Ying
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People's Republic of China.
| | - Lin Lin
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, People's Republic of China.
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6
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Goldner Kabeli R, Zevin S, Abargel A, Zilberberg A, Efroni S. Self-supervised learning of T cell receptor sequences exposes core properties for T cell membership. SCIENCE ADVANCES 2024; 10:eadk4670. [PMID: 38669334 PMCID: PMC11809652 DOI: 10.1126/sciadv.adk4670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 03/26/2024] [Indexed: 04/28/2024]
Abstract
The T cell receptor (TCR) repertoire is an extraordinarily diverse collection of TCRs essential for maintaining the body's homeostasis and response to threats. In this study, we compiled an extensive dataset of more than 4200 bulk TCR repertoire samples, encompassing 221,176,713 sequences, alongside 6,159,652 single-cell TCR sequences from over 400 samples. From this dataset, we then selected a representative subset of 5 million bulk sequences and 4.2 million single-cell sequences to train two specialized Transformer-based language models for bulk (CVC) and single-cell (scCVC) TCR repertoires, respectively. We show that these models successfully capture TCR core qualities, such as sharing, gene composition, and single-cell properties. These qualities are emergent in the encoded TCR latent space and enable classification into TCR-based qualities such as public sequences. These models demonstrate the potential of Transformer-based language models in TCR downstream applications.
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Affiliation(s)
- Romi Goldner Kabeli
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | | | - Avital Abargel
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Alona Zilberberg
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
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7
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Salvato I, Marchini A. Immunotherapeutic Strategies for the Treatment of Glioblastoma: Current Challenges and Future Perspectives. Cancers (Basel) 2024; 16:1276. [PMID: 38610954 PMCID: PMC11010873 DOI: 10.3390/cancers16071276] [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: 02/28/2024] [Revised: 03/14/2024] [Accepted: 03/21/2024] [Indexed: 04/14/2024] Open
Abstract
Despite decades of research and the best up-to-date treatments, grade 4 Glioblastoma (GBM) remains uniformly fatal with a patient median overall survival of less than 2 years. Recent advances in immunotherapy have reignited interest in utilizing immunological approaches to fight cancer. However, current immunotherapies have so far not met the anticipated expectations, achieving modest results in their journey from bench to bedside for the treatment of GBM. Understanding the intrinsic features of GBM is of crucial importance for the development of effective antitumoral strategies to improve patient life expectancy and conditions. In this review, we provide a comprehensive overview of the distinctive characteristics of GBM that significantly influence current conventional therapies and immune-based approaches. Moreover, we present an overview of the immunotherapeutic strategies currently undergoing clinical evaluation for GBM treatment, with a specific emphasis on those advancing to phase 3 clinical studies. These encompass immune checkpoint inhibitors, adoptive T cell therapies, vaccination strategies (i.e., RNA-, DNA-, and peptide-based vaccines), and virus-based approaches. Finally, we explore novel innovative strategies and future prospects in the field of immunotherapy for GBM.
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Affiliation(s)
- Ilaria Salvato
- NORLUX Neuro-Oncology Laboratory, Department of Cancer Research, Luxembourg Institute of Health (LIH), L-1210 Luxembourg, Luxembourg;
- Laboratory of Oncolytic Virus Immuno-Therapeutics (LOVIT), Department of Cancer Research, Luxembourg Institute of Health (LIH), L-1210 Luxembourg, Luxembourg
- Department of Life Sciences and Medicine, Faculty of Science, Technology and Medicine (FSTM), University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Antonio Marchini
- Laboratory of Oncolytic Virus Immuno-Therapeutics (LOVIT), Department of Cancer Research, Luxembourg Institute of Health (LIH), L-1210 Luxembourg, Luxembourg
- Laboratory of Oncolytic Virus Immuno-Therapeutics, German Cancer Research Center, 69120 Heidelberg, Germany
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8
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Lee Y, Kim SW, Lee E, Shin HY, Kim M, Lee CY, Park BJ, Kim HE, Yang YH, Choi J, Ju S, Park J, Kim N, Choi J, Lee JG, Kwon S, Chung J. Stereotypic T cell receptor clonotypes in the thymus and peripheral blood of Myasthenia gravis patients. Heliyon 2024; 10:e26663. [PMID: 38420468 PMCID: PMC10901099 DOI: 10.1016/j.heliyon.2024.e26663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Revised: 02/16/2024] [Accepted: 02/16/2024] [Indexed: 03/02/2024] Open
Abstract
Myasthenia Gravis (MG) patients with anti-acetylcholine receptor (AChR) antibodies frequently show hyperplastic thymi with ectopic germinal centers, where autoreactive B cells proliferate with the aid of T cells. In this study, thymus and peripheral blood (PB) samples were collected from ten AChR antibody-positive MG patients. T cell receptor (TCR) repertoires were analyzed using next-generation sequencing (NGS), and compared with that of an age and sex matched control group generated from a public database. Certain V genes and VJ gene recombination pairs were significantly upregulated in the TCR chains of αβ-T cells in the PB of MG patients compared to the control group. Furthermore, the TCR chains found in the thymi of MG patients had a weighted distribution to longer CDR3 lengths when compared to the PB of MG patients, and the TCR beta chains (TRB) in the MG group's PB showed increased clonality encoded by one upregulated V gene. When TRB sequences were sub-divided into groups based on their CDR3 lengths, certain groups showed decreased clonality in the MG group's PB compared to the control group's PB. Finally, we demonstrated that stereotypic MG patient-specific TCR clonotypes co-exist in both the PB and thymi at a much higher frequency than that of the clonotypes confined to the PB. These results strongly suggest the existence of a biased T cell-mediated immune response in MG patients, as observed in other autoimmune diseases.
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Affiliation(s)
- Yonghee Lee
- Department of Electrical and Computer Engineering, Seoul National University, Seoul 08826, Republic of Korea
| | - Seung Woo Kim
- Department of Neurology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Eunjae Lee
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Ha Young Shin
- Department of Neurology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - MinGi Kim
- Department of Neurology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Chang Young Lee
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Byung Jo Park
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Ha Eun Kim
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Young Ho Yang
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Jinny Choi
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Soyeon Ju
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Jungheum Park
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Namphil Kim
- Department of Electrical and Computer Engineering, Seoul National University, Seoul 08826, Republic of Korea
| | - Jaewon Choi
- Interdisciplinary Program in Bioengineering, Seoul National University, Seoul 08826, Republic of Korea
- Integrated Major in Innovative Medical Science, Seoul National University, Seoul 08826, Republic of Korea
| | - Jin Gu Lee
- Department of Thoracic and Cardiovascular Surgery, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Sunghoon Kwon
- Department of Electrical and Computer Engineering, Seoul National University, Seoul 08826, Republic of Korea
- Interdisciplinary Program in Bioengineering, Seoul National University, Seoul 08826, Republic of Korea
- Bio-MAX Institute, Seoul National University, Seoul 08826, Republic of Korea
| | - Junho Chung
- Department of Biomedical Science, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
- Interdisciplinary Program in Cancer Biology Major, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
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9
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Wang L, Xu Z, Zhang W, Li L, Liu X, Zhang J. Comprehensive characterization and database construction of immune repertoire in the largest Chinese glioma cohort. iScience 2024; 27:108661. [PMID: 38205245 PMCID: PMC10777385 DOI: 10.1016/j.isci.2023.108661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 11/27/2023] [Accepted: 12/05/2023] [Indexed: 01/12/2024] Open
Abstract
Immune receptor repertoire is valuable for developing immunotherapeutic interventions, but remains poorly understood across glioma subtypes including IDH wild type, IDH mutation without 1p/19q codeletion (IDHmut-noncodel) and IDH mutation with 1p/19q codeletion (IDHmut-codel). We assembled over 320,000 TCR/BCR clonotypes from the largest glioma cohort of 913 RNA sequencing samples in the Chinese population, finding that immune repertoire diversity was more prominent in the IDH wild type (the most aggressive glioma). Fewer clonotypes were shared within each glioma subtype, indicating high heterogeneity of the immune repertoire. The TRA-CDR3 was longer in private than in public clonotypes in IDH wild type. CDR3 variable motifs had higher proportions of hydrophobic residues in private than in public clonotypes, suggesting private CDR3 sequences have greater potential for tumor antigen recognition. Finally, we developed GTABdb, a web-based database designed for hosting, exploring, visualizing, and analyzing glioma immune repertoire. Our study will facilitate developing glioma immunotherapy.
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Affiliation(s)
- Lu Wang
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Centre for Biomedical Engineering, School of Engineering Medicine & School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
| | - Zhiyuan Xu
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Centre for Biomedical Engineering, School of Engineering Medicine & School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
| | - Wei Zhang
- Department of Molecular Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, Beijing 100070, People’s Republic of China
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No. 119 South Fourth Ring Road West, Fengtai District, Beijing 100070, People’s Republic of China
| | - Lin Li
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Centre for Biomedical Engineering, School of Engineering Medicine & School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
| | - Xiao Liu
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Centre for Biomedical Engineering, School of Engineering Medicine & School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
| | - Jing Zhang
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Centre for Biomedical Engineering, School of Engineering Medicine & School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
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10
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Su C, Kent CL, Pierpoint M, Floyd W, Luo L, Wiliams NT, Ma Y, Peng B, Lazarides AL, Subramanian A, Himes JE, Perez VM, Hernansaiz-Ballesteros RD, Roche KE, Modliszewski JL, Selitsky SR, Mari Shinohara, Wisdom AJ, Moding EJ, Mowery YM, Kirsch DG. Enhancing radiotherapy response via intratumoral injection of the TLR9 agonist CpG to stimulate CD8 T cells in an autochthonous mouse model of sarcoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.03.573968. [PMID: 38260522 PMCID: PMC10802286 DOI: 10.1101/2024.01.03.573968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Radiation therapy is frequently used to treat cancers including soft tissue sarcomas. Prior studies established that the toll-like receptor 9 (TLR9) agonist cytosine-phosphate-guanine oligodeoxynucleotide (CpG) enhances the response to radiation therapy (RT) in transplanted tumors, but the mechanism(s) remain unclear. Here, we used CRISPR/Cas9 and the chemical carcinogen 3-methylcholanthrene (MCA) to generate autochthonous soft tissue sarcomas with high tumor mutation burden. Treatment with a single fraction of 20 Gy RT and two doses of CpG significantly enhanced tumor response, which was abrogated by genetic or immunodepletion of CD8+ T cells. To characterize the immune response to RT + CpG, we performed bulk RNA-seq, single-cell RNA-seq, and mass cytometry. Sarcomas treated with 20 Gy and CpG demonstrated increased CD8 T cells expressing markers associated with activation and proliferation, such as Granzyme B, Ki-67, and interferon-γ. CpG + RT also upregulated antigen presentation pathways on myeloid cells. Furthermore, in sarcomas treated with CpG + RT, TCR clonality analysis suggests an increase in clonal T-cell dominance. Collectively, these findings demonstrate that RT + CpG significantly delays tumor growth in a CD8 T cell-dependent manner. These results provide a strong rationale for clinical trials evaluating CpG or other TLR9 agonists with RT in patients with soft tissue sarcoma.
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Affiliation(s)
- Chang Su
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Collin L. Kent
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Matthew Pierpoint
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | | | - Lixia Luo
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Nerissa T. Wiliams
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Yan Ma
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | - Brian Peng
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | | | - Ajay Subramanian
- Department of Radiation Oncology, Stanford University, Stanford, CA, USA
| | - Jonathan E. Himes
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
| | | | | | | | | | | | - Mari Shinohara
- Department of Immunology, Duke University, Durham, NC, USA
| | - Amy J. Wisdom
- Department of Radiation Oncology, Harvard University, Cambridge, MA, USA
| | - Everett J. Moding
- Stanford Cancer Institute, Stanford University, Stanford, CA, USA
- Department of Radiation Oncology, Stanford University, Stanford, CA, USA
| | - Yvonne M. Mowery
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
- MD Anderson Cancer Center, Houston, TX, USA
- Department of Radiation Oncology, University of Pittsburgh, Pittsburgh, PA, USA
| | - David G. Kirsch
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC, USA
- Department of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
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11
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Joyce T, Jagasia S, Tasci E, Camphausen K, Krauze AV. An Overview of CD133 as a Functional Unit of Prognosis and Treatment Resistance in Glioblastoma. Curr Oncol 2023; 30:8278-8293. [PMID: 37754516 PMCID: PMC10528301 DOI: 10.3390/curroncol30090601] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 08/31/2023] [Accepted: 09/06/2023] [Indexed: 09/28/2023] Open
Abstract
Biomarkers for resistance in Glioblastoma multiforme (GBM) are lacking, and progress in the clinic has been slow to arrive. CD133 (prominin-1) is a membrane-bound glycoprotein on the surface of cancer stem cells (CSCs) that has been associated with poor prognosis, therapy resistance, and tumor recurrence in GBM. Due to its connection to CSCs, to which tumor resistance and recurrence have been partially attributed in GBM, there is a growing field of research revolving around the potential role of CD133 in each of these processes. However, despite encouraging results in vitro and in vivo, the biological interplay of CD133 with these components is still unclear, causing a lack of clinical application. In parallel, omic data from biospecimens that include CD133 are beginning to emerge, increasing the importance of understanding CD133 for the effective use of these highly dimensional data sets. Given the significant mechanistic overlap, prioritization of the most robust findings is necessary to optimize the transition of CD133 to clinical applications using patient-derived biospecimens. As a result, this review aims to compile and analyze the current research regarding CD133 as a functional unit in GBM, exploring its connections to prognosis, the tumor microenvironment, tumor resistance, and tumor recurrence.
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Affiliation(s)
| | | | | | | | - Andra Valentina Krauze
- Radiation Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, 9000 Rockville Pike, Building 10, CRC, Bethesda, MD 20892, USA; (T.J.); (S.J.); (E.T.); (K.C.)
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12
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Shi X, Dong A, Yang Y, Zheng G, Wang N, Yang C, Wang Y, Lu J, Jia X. Integrated analysis of single-cell and bulk RNA-sequencing identifies a signature based on T-cell marker genes to predict prognosis and immunotherapy response in bladder cancer. J Cancer Res Clin Oncol 2023; 149:9733-9746. [PMID: 37244876 DOI: 10.1007/s00432-023-04881-1] [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: 04/12/2023] [Accepted: 05/19/2023] [Indexed: 05/29/2023]
Abstract
BACKGROUND T cells have been proven to play important roles in anti-tumor and tumor microenvironment shaping, while these roles have not been explained in bladder cancer (BLCA). METHODS Single-cell RNA-sequencing (scRNA-seq) data were downloaded from the gene expression omnibus (GEO) database to screen T-cell marker genes. Bulk RNA-sequencing data and clinical information from BLCA patients were downloaded from the cancer genome atlas (TCGA) database to develop a prognosis signature. We analyzed the association of different risk groups with survival analysis, gene set enrichment analysis (GSEA), tumor mutational burden (TMB), and immunotherapy response. RESULTS Based on 192 T-cell marker genes identified by scRNA-seq analysis, we constructed a prognostic signature containing 7 genes in the training cohort, which was further validated in the testing cohort and GEO cohort. The areas under the receiver operating characteristic curve at 1-, 3-, and 5 years were 0.734, 0.742 and 0.726 in the training cohort, 0.697, 0.671 and 0.670 in the testing cohort, 0.702, 0.665 and 0.629 in the GEO cohort, respectively. In addition, we constructed a nomogram based on clinical factors and the risk score of the signature. The low-risk group exhibited higher immune-related pathways, immune cell infiltration and TMB levels. Importantly, immunophenotype score and immunotherapy cohort (IMvigor210) analyses showed that the low-risk group had better immunotherapy response and prognosis. CONCLUSIONS Our study reveals a novel prognostic signature based on T-cell marker genes, which provides a new target and theoretical support for BLCA patients.
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Affiliation(s)
- Xuezhong Shi
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Ani Dong
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Yongli Yang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Guowei Zheng
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Nana Wang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Chaojun Yang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Yuping Wang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Jie Lu
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China
| | - Xiaocan Jia
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, 450001, Henan, China.
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13
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Castillo SP, Galvez-Cancino F, Liu J, Pollard SM, Quezada SA, Yuan Y. The tumour ecology of quiescence: Niches across scales of complexity. Semin Cancer Biol 2023; 92:139-149. [PMID: 37037400 DOI: 10.1016/j.semcancer.2023.04.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 03/06/2023] [Accepted: 04/08/2023] [Indexed: 04/12/2023]
Abstract
Quiescence is a state of cell cycle arrest, allowing cancer cells to evade anti-proliferative cancer therapies. Quiescent cancer stem cells are thought to be responsible for treatment resistance in glioblastoma, an aggressive brain cancer with poor patient outcomes. However, the regulation of quiescence in glioblastoma cells involves a myriad of intrinsic and extrinsic mechanisms that are not fully understood. In this review, we synthesise the literature on quiescence regulatory mechanisms in the context of glioblastoma and propose an ecological perspective to stemness-like phenotypes anchored to the contemporary concepts of niche theory. From this perspective, the cell cycle regulation is multiscale and multidimensional, where the niche dimensions extend to extrinsic variables in the tumour microenvironment that shape cell fate. Within this conceptual framework and powered by ecological niche modelling, the discovery of microenvironmental variables related to hypoxia and mechanosignalling that modulate proliferative plasticity and intratumor immune activity may open new avenues for therapeutic targeting of emerging biological vulnerabilities in glioblastoma.
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Affiliation(s)
- Simon P Castillo
- Centre for Evolution and Cancer & Division of Molecular Pathology, The Institute of Cancer Research, London SM2 5NG, UK
| | - Felipe Galvez-Cancino
- Immune Regulation and Tumor Immunotherapy Group, Cancer Immunology Unit, Research Department of Haematology, UCL Cancer Institute, London WC1E 6DD, UK
| | - Jiali Liu
- Immune Regulation and Tumor Immunotherapy Group, Cancer Immunology Unit, Research Department of Haematology, UCL Cancer Institute, London WC1E 6DD, UK
| | - Steven M Pollard
- Centre for Regenerative Medicine and Cancer Research UK Scotland Centre, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh EH16 4UU, UK
| | - Sergio A Quezada
- Immune Regulation and Tumor Immunotherapy Group, Cancer Immunology Unit, Research Department of Haematology, UCL Cancer Institute, London WC1E 6DD, UK
| | - Yinyin Yuan
- Centre for Evolution and Cancer & Division of Molecular Pathology, The Institute of Cancer Research, London SM2 5NG, UK.
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14
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Li X, Liang H, Fan J. Prospects of Cytomegalovirus-Specific T-Cell Receptors in Clinical Diagnosis and Therapy. Viruses 2023; 15:1334. [PMID: 37376633 DOI: 10.3390/v15061334] [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: 04/29/2023] [Revised: 06/03/2023] [Accepted: 06/04/2023] [Indexed: 06/29/2023] Open
Abstract
Human cytomegalovirus (HCMV) is responsible for widespread infections worldwide. In immunocompetent individuals it is typically latent, while infection or reactivation in immunocompromised individuals can result in severe clinical symptoms or even death. Although there has been significant progress in the treatment and diagnosis of HCMV infection in recent years, numerous shortcomings and developmental limitations persist. There is an urgent need to develop innovative, safe, and effective treatments, as well as to explore early and timely diagnostic strategies for HCMV infection. Cell-mediated immune responses are the primary factor controlling HCMV infection and replication, but the protective role of humoral immune responses remains controversial. T-cells, key effector cells of the cellular immune system, are critical for clearing and preventing HCMV infection. The T-cell receptor (TCR) lies at the heart of T-cell immune responses, and its diversity enables the immune system to differentiate between self and non-self. Given the significant influence of cellular immunity on human health and the indispensable role of the TCR in T-cell immune responses, we posit that the impact of TCR on the development of novel diagnostic and prognostic methods, as well as on patient monitoring and management of clinical HCMV infection, will be far-reaching and profound. High-throughput and single-cell sequencing technologies have facilitated unprecedented quantitative detection of TCR diversity. With these current sequencing technologies, researchers have already obtained a vast number of TCR sequences. It is plausible that in the near future studies on TCR repertoires will be instrumental in assessing vaccine efficacy, immunotherapeutic strategies, and the early diagnosis of HCMV infection.
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Affiliation(s)
- Xuejie Li
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
| | - Hanying Liang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
| | - Jun Fan
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
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15
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Gao B, Wang Y, Li C, Lu S. Estrogen-related genes influence immune cell infiltration and immunotherapy response in Hepatocellular Carcinoma. Front Immunol 2023; 14:1114717. [PMID: 36814910 PMCID: PMC9939443 DOI: 10.3389/fimmu.2023.1114717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Accepted: 01/25/2023] [Indexed: 02/08/2023] Open
Abstract
Background Immunotherapy has been the first-line treatment option in advanced Hepatocellular Carcinoma(HCC); but now, there are no established molecular markers that can predict immunotherapy response. Estrogen has a crucial role in the development of a variety of liver illnesses, including liver fibrosis, Nonalcoholic fatty liver disease (NAFLD), and HCC. Nonetheless, the significance of estrogen-related genes in HCC immunotherapy and the underlying molecular mechanisms are not yet fully understood. Method In this study, we constructed a novel estrogen-related gene prognostic signature (ERGPS) by analyzing bulk RNA sequencing data from 365 HCC patients. Based on the median risk score, we divided 365 HCC patients into low- and high-risk groups. Tumor mutation burden (TMB), Microsatellite instability (MSI), T cell receptor (TCR) richness, B cell receptor (BCR) richness, single-nucleotide variants (SNV) Neoantigens, Cancer Testicular Antigens (CTA) scores, and Tumour Immune Dysfunction and Exclusion (TIDE) scores were used to evaluate the magnitude of immunotherapy response. Multiple external datasets validate the validity and robustness of the prognostic signature. Real-time quantitative polymerase chain reaction (qRT-PCR) was used to validate estrogen-related gene overexpression in HCC tissue samples. Results ERGPS is an independent risk factor affecting the prognosis of HCC patients and is superior to other clinical variables in predicting patient survival and immunotherapy response. Multiple independent external datasets confirmed the superior predictive efficacy of the prognostic signature. The prognostic signature was positively correlated with TMB score, MSI score, TCR richness, BCR richness, SNV Neoantigens score, CTA score, expression levels of immune checkpoint-related genes, and TIDE score. Patients with HCC in the high-risk group identified by the prognostic signature were likely to be more responsive to immunotherapy and more suitable for immunotherapy. qRT-PCR confirmed that estrogen-related genes of the construct signature were highly expressed in HCC tumor tissues. Conclusion Estrogen-related genes are overexpressed in HCC tissues. Our novel prognostic signature can accurately predict not only the prognosis but also the immunotherapy response of HCC patients. In the future, prognostic signatures will be a useful tool for clinicians to screen patients with HCC who are suitable for immunotherapy.
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Affiliation(s)
- Biao Gao
- Nankai University School of Medicine, Nankai University, Tianjin, China,Faculty of Hepato-Pancreato-Biliary Surgery, Chinese PLA General Hospital, Beijing, China
| | - Yafei Wang
- Nankai University School of Medicine, Nankai University, Tianjin, China,Faculty of Hepato-Pancreato-Biliary Surgery, Chinese PLA General Hospital, Beijing, China
| | - Chonghui Li
- Faculty of Hepato-Pancreato-Biliary Surgery, Chinese PLA General Hospital, Beijing, China,Institute of Hepatobiliary Surgery, Chinese PLA General Hospital, Beijing, China,*Correspondence: Chonghui Li, ; Shichun Lu,
| | - Shichun Lu
- Faculty of Hepato-Pancreato-Biliary Surgery, Chinese PLA General Hospital, Beijing, China,Institute of Hepatobiliary Surgery, Chinese PLA General Hospital, Beijing, China,*Correspondence: Chonghui Li, ; Shichun Lu,
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16
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Purcarea A, Jarosch S, Barton J, Grassmann S, Pachmayr L, D'Ippolito E, Hammel M, Hochholzer A, Wagner KI, van den Berg JH, Buchholz VR, Haanen JBAG, Busch DH, Schober K. Signatures of recent activation identify a circulating T cell compartment containing tumor-specific antigen receptors with high avidity. Sci Immunol 2022; 7:eabm2077. [PMID: 35960818 DOI: 10.1126/sciimmunol.abm2077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
T cell receptor (TCR) avidity is assumed to be a major determinant of the spatiotemporal fate and protective capacity of tumor-specific T cells. However, monitoring polyclonal T cell responses with known TCR avidities in vivo over space and time remains challenging. Here, we investigated the fate and functionality of tumor neoantigen-specific T cells with TCRs of distinct avidities in a well-established, reductionist preclinical tumor model and human patients with melanoma. To this end, we used polyclonal T cell transfers with in-depth characterized TCRs together with flow cytometric phenotyping in mice inoculated with MC38 OVA tumors. Transfer of T cells from retrogenic mice harboring TCRs with high avidity resulted in best tumor protection. Unexpectedly, we found that both high- and low-avidity T cells are similarly abundant within the tumor and adopt concordant phenotypic signs of exhaustion. Outside the tumor, high-avidity TCR T cells were not generally overrepresented but, instead, selectively enriched in T cell populations with intermediate PD-1 protein expression. Single-cell sequencing of neoantigen-specific T cells from two patients with melanoma-combined with transgenic reexpression of identified TCRs by CRISPR-Cas9-mediated orthotopic TCR replacement-revealed high-functionality TCRs to be enriched in T cells with RNA signatures of recent activation. Furthermore, of 130 surface protein candidates, PD-1 surface expression was most consistently enriched in functional TCRs. Together, our findings show that tumor-reactive TCRs with high protective capacity circulating in peripheral blood are characterized by a signature of recent activation.
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Affiliation(s)
- Anna Purcarea
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Sebastian Jarosch
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Jack Barton
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Simon Grassmann
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Ludwig Pachmayr
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Elvira D'Ippolito
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Monika Hammel
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Anna Hochholzer
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Karolin I Wagner
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | | | - Veit R Buchholz
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - John B A G Haanen
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Dirk H Busch
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany.,German Center for Infection Research (DZIF), Munich, Germany.,Focus Group "Clinical Cell Processing and Purification", Institute for Advanced Study, TUM, Munich, Germany
| | - Kilian Schober
- Institute for Medical Microbiology, Immunology, and Hygiene, Technische Universität München (TUM), Munich, Germany.,Mikrobiologisches Institut-Klinische Mikrobiologie, Immunologie, und Hygiene, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg, Erlangen, Germany
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17
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Chitadze G, Kabelitz D. Immune surveillance in glioblastoma: role of the NKG2D system and novel cell-based therapeutic approaches. Scand J Immunol 2022; 96:e13201. [PMID: 35778892 DOI: 10.1111/sji.13201] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 06/28/2022] [Accepted: 06/30/2022] [Indexed: 11/27/2022]
Abstract
Glioblastoma, formerly known as Glioblastoma multiforme (GBM) is the most frequent and most aggressive brain tumor in adults. The brain is an immunopriviledged organ and the blood brain barrier shields the brain from immune surveillance. In this review we discuss the composition of the immunosuppressive tumor micromilieu and potential immune escape mechanisms in GBM. In this respect, we focus on the role of the NKG2D receptor/ligand system. NKG2D ligands are frequently expressed on GBM tumor cells and can activate NKG2D-expressing killer cells including NK cells and γδ T cells. Soluble NKG2D ligands, however, contribute to tumor escape from immunological attack. We also discuss the current immunotherapeutic strategies to improve the survival of GBM patients. Such approaches include the modulation of the NKG2D receptor/ligand system, the application of checkpoint inhibitors, the adoptive transfer of ex vivo expanded and/or modified immune cells, or the application of antibodies and antibody constructs to target cytotoxic effector cells in vivo. In view of the multitude of pursued strategies, there is hope for improved overall survival of GBM patients in the future.
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Affiliation(s)
- Guranda Chitadze
- Unit for Hematological Diagnostics, Department of Internal Medicine II
| | - Dieter Kabelitz
- Institute of Immunology, University Hospital Schleswig-Holstein (UKSH) Campus Kiel, Kiel, Germany
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18
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Song P, Li W, Guo L, Ying J, Gao S, He J. Identification and Validation of a Novel Signature Based on NK Cell Marker Genes to Predict Prognosis and Immunotherapy Response in Lung Adenocarcinoma by Integrated Analysis of Single-Cell and Bulk RNA-Sequencing. Front Immunol 2022; 13:850745. [PMID: 35757748 PMCID: PMC9231585 DOI: 10.3389/fimmu.2022.850745] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 04/12/2022] [Indexed: 12/11/2022] Open
Abstract
Natural killer (NK) cells, the effectors of the innate immune system, have a remarkable influence on cancer prognosis and immunotherapy. In this study, a total of 1,816 samples from nine independent cohorts in public datasets were enrolled. We first conducted a comprehensive analysis of single-cell RNA-sequencing data of lung adenocarcinoma (LUAD) from the Gene Expression Omnibus (GEO) database and determined 189 NK cell marker genes. Subsequently, we developed a seven-gene prognostic signature based on NK cell marker genes in the TCGA LUAD cohort, which stratified patients into high-risk and low-risk groups. The predictive power of the signature was well verified in different clinical subgroups and GEO cohorts. With a multivariate analysis, the signature was identified as an independent prognostic factor. Low-risk patients had higher immune cell infiltration states, especially CD8+ T cells and follicular helper T cells. There existed a negative association between inflammatory activities and risk score, and the richness and diversity of the T-cell receptor (TCR) repertoire was higher in the low-risk groups. Importantly, analysis of an independent immunotherapy cohort (IMvigor210) revealed that low-risk patients had better immunotherapy responses and prognosis than high-risk patients. Collectively, our study developed a novel signature based on NK cell marker genes, which had a potent capability to predict the prognosis and immunotherapy response of LUAD patients.
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Affiliation(s)
- Peng Song
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wenbin Li
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lei Guo
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jianming Ying
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shugeng Gao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie He
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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19
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Sagnella SM, White AL, Yeo D, Saxena P, van Zandwijk N, Rasko JEJ. Locoregional delivery of CAR-T cells in the clinic. Pharmacol Res 2022; 182:106329. [PMID: 35772645 DOI: 10.1016/j.phrs.2022.106329] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 06/03/2022] [Accepted: 06/24/2022] [Indexed: 12/26/2022]
Abstract
Cellular therapies utilizing T cells expressing chimeric antigen receptors (CARs) have garnered significant interest due to their clinical success in hematological malignancies. Unfortunately, this success has not been replicated in solid tumors, with only a small fraction of patients achieving complete responses. A number of obstacles to effective CAR-T cell therapy in solid tumors have been identified including tumor antigen heterogeneity, poor T cell fitness and persistence, inefficient trafficking and inability to penetrate into the tumor, immune-related adverse events due to on-target/off-tumor toxicity, and the immunosuppressive tumor microenvironment. Many preclinical studies have focused on improvements to CAR design to try to overcome some of these hurdles. However, a growing body of work has also focused on the use of local and/or regional delivery of CAR-T cells as a means to overcome poor T cell trafficking and inefficient T cell penetration into tumors. Most trials that incorporate locoregional delivery of CAR-T cells have targeted tumors of the central nervous system - repurposing an Ommaya/Rickham reservoir for repeated delivery of cells directly to the tumor cavity or ventricles. Hepatic artery infusion is another technique used for locoregional delivery to hepatic tumors. Locoregional delivery theoretically permits increased numbers of CAR-T cells within the tumor while reducing the risk of immune-related systemic toxicity. Studies to date have been almost exclusively phase I. The growing body of evidence indicates that locoregional delivery of CAR-T cells is both safe and feasible. This review focuses specifically on the use of locoregional delivery of CAR-T cells in clinical trials.
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Affiliation(s)
- Sharon M Sagnella
- Cell & Molecular Therapies, Royal Prince Alfred Hospital, Sydney Local Health District, Camperdown 2050, Australia
| | - Amy L White
- Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia
| | - Dannel Yeo
- Cell & Molecular Therapies, Royal Prince Alfred Hospital, Sydney Local Health District, Camperdown 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia; Li Ka Shing Cell & Gene Therapy Program, The University of Sydney, Camperdown 2050, Australia
| | - Payal Saxena
- Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia; Division of Gastroenterology, Department of Medicine, Royal Prince Alfred Hospital, Sydney Local Health District, Camperdown 2050, Australia
| | - Nico van Zandwijk
- Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia; Li Ka Shing Cell & Gene Therapy Program, The University of Sydney, Camperdown 2050, Australia; Concord Repatriation General Hospital, Sydney Local Health District, Concord 2139, Australia
| | - John E J Rasko
- Cell & Molecular Therapies, Royal Prince Alfred Hospital, Sydney Local Health District, Camperdown 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Camperdown 2050, Australia; Li Ka Shing Cell & Gene Therapy Program, The University of Sydney, Camperdown 2050, Australia; Gene and Stem Cell Therapy Program Centenary Institute, The University of Sydney, Camperdown 2050, Australia.
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20
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Karimi-Shahri M, Khorramdel M, Zarei S, Attarian F, Hashemian P, Javid H. Glioblastoma, an opportunity T cell trafficking could bring for the treatment. Mol Biol Rep 2022; 49:9863-9875. [DOI: 10.1007/s11033-022-07510-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 04/22/2022] [Indexed: 01/22/2023]
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21
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Kockelbergh H, Evans S, Deng T, Clyne E, Kyriakidou A, Economou A, Luu Hoang KN, Woodmansey S, Foers A, Fowler A, Soilleux EJ. Utility of Bulk T-Cell Receptor Repertoire Sequencing Analysis in Understanding Immune Responses to COVID-19. Diagnostics (Basel) 2022; 12:1222. [PMID: 35626377 PMCID: PMC9140453 DOI: 10.3390/diagnostics12051222] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 05/09/2022] [Accepted: 05/10/2022] [Indexed: 01/27/2023] Open
Abstract
Measuring immunity to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causative agent of coronavirus disease 19 (COVID-19), can rely on antibodies, reactive T cells and other factors, with T-cell-mediated responses appearing to have greater sensitivity and longevity. Because each T cell carries an essentially unique nucleic acid sequence for its T-cell receptor (TCR), we can interrogate sequence data derived from DNA or RNA to assess aspects of the immune response. This review deals with the utility of bulk, rather than single-cell, sequencing of TCR repertoires, considering the importance of study design, in terms of cohort selection, laboratory methods and analysis. The advances in understanding SARS-CoV-2 immunity that have resulted from bulk TCR repertoire sequencing are also be discussed. The complexity of sequencing data obtained by bulk repertoire sequencing makes analysis challenging, but simple descriptive analyses, clonal analysis, searches for specific sequences associated with immune responses to SARS-CoV-2, motif-based analyses, and machine learning approaches have all been applied. TCR repertoire sequencing has demonstrated early expansion followed by contraction of SARS-CoV-2-specific clonotypes, during active infection. Maintenance of TCR repertoire diversity, including the maintenance of diversity of anti-SARS-CoV-2 response, predicts a favourable outcome. TCR repertoire narrowing in severe COVID-19 is most likely a consequence of COVID-19-associated lymphopenia. It has been possible to follow clonotypic sequences longitudinally, which has been particularly valuable for clonotypes known to be associated with SARS-CoV-2 peptide/MHC tetramer binding or with SARS-CoV-2 peptide-induced cytokine responses. Closely related clonotypes to these previously identified sequences have been shown to respond with similar kinetics during infection. A possible superantigen-like effect of the SARS-CoV-2 spike protein has been identified, by means of observing V-segment skewing in patients with severe COVID-19, together with structural modelling. Such a superantigen-like activity, which is apparently absent from other coronaviruses, may be the basis of multisystem inflammatory syndrome and cytokine storms in COVID-19. Bulk TCR repertoire sequencing has proven to be a useful and cost-effective approach to understanding interactions between SARS-CoV-2 and the human host, with the potential to inform the design of therapeutics and vaccines, as well as to provide invaluable pathogenetic and epidemiological insights.
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Affiliation(s)
- Hannah Kockelbergh
- Department of Health Data Science, Institute of Population Health, University of Liverpool, Liverpool L69 3GF, UK;
| | - Shelley Evans
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
| | - Tong Deng
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
| | - Ella Clyne
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
| | - Anna Kyriakidou
- School of Clinical Medicine, University of Cambridge, Cambridge CB2 1QP, UK; (A.K.); (A.E.)
| | - Andreas Economou
- School of Clinical Medicine, University of Cambridge, Cambridge CB2 1QP, UK; (A.K.); (A.E.)
| | - Kim Ngan Luu Hoang
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
| | - Stephen Woodmansey
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
- Department of Respiratory Medicine, University Hospitals of Morecambe Bay, Kendal LA9 7RG, UK
| | - Andrew Foers
- Kennedy Institute of Rheumatology, University of Oxford, Oxford OX3 7YF, UK;
| | - Anna Fowler
- Department of Health Data Science, Institute of Population Health, University of Liverpool, Liverpool L69 3GF, UK;
| | - Elizabeth J. Soilleux
- Department of Pathology, University of Cambridge, Cambridge CB2 1QP, UK; (S.E.); (T.D.); (E.C.); (K.N.L.H.); (S.W.)
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22
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Han MH, Kim JM, Cheong JH, Ryu JI, Won YD, Nam GH, Kim CH. Efficacy of Cytokine-Induced Killer Cell Immunotherapy for Patients With Pathologically Pure Glioblastoma. Front Oncol 2022; 12:851628. [PMID: 35463313 PMCID: PMC9033287 DOI: 10.3389/fonc.2022.851628] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 03/16/2022] [Indexed: 11/26/2022] Open
Abstract
The most common malignant central nervous system tumor is glioblastoma multiforme (GBM). Cytokine-induced killer (CIK) cell therapy is a promising type of adoptive cell immunotherapy for various cancers. We previously conducted a randomized clinical trial on CIK cell therapy in patients with GBM. The aim of this study was to evaluate the efficacy of CIK immunotherapy for patients with pathologically pure GBM, using data from our previous randomized clinical trial. The difference between overall survival (OS) and progression-free survival (PFS) according to CIK immunotherapy was analyzed using the Kaplan–Meier method. Hazard ratios were calculated using univariate and multivariate Cox regression analyses to determine whether CIK cell immunotherapy was independently associated with higher OS and PFS in patients with pure GBM. A total of 156 eligible patients were included in the modified intention-to-treat (mITT) population. We confirmed that 125 (80.1%) GBM samples were pure GBM tumors without the presence of other types of tumors. For patients with pure GBM, Kaplan-Meier analysis showed no significant difference in OS between the CIK cell treatment and control groups. However, multivariate Cox regression demonstrated CIK cell immunotherapy as an independent predictor of greater OS (hazard ratio, 0.59; 95% CI, 0.36–0.97; p = 0.038) and PFS (hazard ratio, 0.55; 95% CI, 0.36–0.84; p = 0.001) in patients with pathologically pure GBM in the mITT population. This study showed that CIK cell immunotherapy combined with conventional temozolomide chemoradiotherapy could prolong OS and PFS in patients with newly diagnosed pathologically pure GBM, with no significant adverse events related to treatment. However, unlike the results of multivariate Cox analysis, no statistical significance of CIK cell immunotherapy in OS in Kaplan-Meier analysis raises a question. Further studies are required to validate these results.
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Affiliation(s)
- Myung-Hoon Han
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
| | - Jae Min Kim
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
| | - Jin Hwan Cheong
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
| | - Je Il Ryu
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
- *Correspondence: Choong Hyun Kim, ; Je Il Ryu,
| | - Yu Deok Won
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
| | - Gun He Nam
- Development Division, GC Cell Corp., Yongin-si, South Korea
| | - Choong Hyun Kim
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, South Korea
- *Correspondence: Choong Hyun Kim, ; Je Il Ryu,
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23
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Feldman L, Brown C, Badie B. Chimeric Antigen Receptor (CAR) T Cell Therapy for Glioblastoma. Neuromolecular Med 2022; 24:35-40. [PMID: 34665390 PMCID: PMC11220928 DOI: 10.1007/s12017-021-08689-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 09/13/2021] [Indexed: 11/24/2022]
Abstract
Glioblastoma (GBM) are the most common and aggressive primary brain tumors in adults. Current mainstay treatments include surgery, chemotherapy, and radiation; however, these are ineffective. As a result, immunotherapy treatment strategies are being developed to harness the body's natural defense mechanisms against gliomas. Adoptive cell therapy with chimeric antigen receptor (CAR) T cells uses patients' own T cells that are genetically modified to target tumor-associated antigens. These cells are harvested from patients, engineered to target specific proteins expressed by the tumor and re-injected into the patient with the goal of destroying tumor cells. In this mini review, we outline the history of CAR T cell therapy, describe current antigen targets, and review challenges this treatment faces specifically in targeting GBM.
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Affiliation(s)
- Lisa Feldman
- Division of Neurosurgery, City of Hope National Medical Center, Duarte, CA, 91010, USA.
- Division of Neurosurgery, City of Hope National Medical Center, MOB 2001, 1500 East Duarte Road, Duarte, CA, 91010, USA.
| | - Christine Brown
- Departments of Cancer Immunotherapy & Tumor Immunology and Hematology & Hematopoietic Call Transplantation, City of Hope National Medical Center, Duarte, CA, 91010, USA
| | - Behnam Badie
- Division of Neurosurgery, City of Hope National Medical Center, Duarte, CA, 91010, USA
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24
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Chen YT, Hsu HC, Lee YS, Liu H, Tan BCM, Chin CY, Chang IYF, Yang CY. Longitudinal High-Throughput Sequencing of the T-Cell Receptor Repertoire Reveals Dynamic Change and Prognostic Significance of Peripheral Blood TCR Diversity in Metastatic Colorectal Cancer During Chemotherapy. Front Immunol 2022; 12:743448. [PMID: 35095836 PMCID: PMC8789675 DOI: 10.3389/fimmu.2021.743448] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Accepted: 12/20/2021] [Indexed: 12/20/2022] Open
Abstract
Colorectal cancer (CRC) is a major cause of cancer mortality and morbidity. Despite advances in chemotherapy and targeted therapy, unsustainable clinical benefit was noted due to recurrence and therapy resistance. The immune status of the cancer patient may affect the effectiveness of disease treatments. The dynamic change in the T-cell receptor (TCR) repertoire might be a clinical parameter for monitoring treatment responses. In this study, we aimed to determine the characteristics and clinical significance of the TCR repertoire in patients with unresectable metastatic colorectal cancer (mCRC). Herein, we comprehensively profile 103 peripheral blood samples from 20 healthy controls and 16 CRC patients with a follow-up of 98 to 452 days to identify hypervariable rearrangements of the TCRα and TCRβ repertoires using high-throughput sequencing. We found that TCRα repertoires, TCRβ repertoires, and CDR3 clonotypes were altered in mCRC patients compared with healthy controls. The diversity of TCR repertoires and CDR3 clonotypes decreased in most mCRC patients after therapy. Furthermore, compared with baseline TCR diversity, patients whose TCR diversity dropped considerably during therapy had better treatment responses, including lower CEA and CA19-9 levels and smaller tumor sizes. TCR baseline diversity was also significantly associated with partial response (PR) status (odds ratio: 5.29, p = 0.04). In conclusion, the present study demonstrated the association between dynamic changes in TCR diversity during chemotherapy and clinical outcomes as well as the potential utility of the TCR repertoire in predicting the prognosis of cancer treatment.
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Affiliation(s)
- Yi-Tung Chen
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan.,Research Center for Emerging Viral Infections, Chang Gung University, Taoyuan, Taiwan
| | - Hung-Chih Hsu
- Division of Hematology-Oncology, Chang Gung Memorial Hospital at Linkou, Tao-Yuan, Taiwan.,College of Medicine, Chang Gung University, Tao-Yuan, Taiwan
| | - Yun-Shien Lee
- Department of Biotechnology, Ming Chuan University, Taoyuan, Taiwan
| | - Hsuan Liu
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan.,Department of Cell and Molecular Biology, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Bertrand Chin-Ming Tan
- Research Center for Emerging Viral Infections, Chang Gung University, Taoyuan, Taiwan.,Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Neurosurgery, Lin-Kou Medical Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chia-Yin Chin
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - Ian Yi-Feng Chang
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan.,Department of Neurosurgery, Lin-Kou Medical Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chia-Yu Yang
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan.,Graduate Institute of Biomedical Sciences, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Microbiology and Immunology, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Otolaryngology-Head and Neck Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan
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25
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Han MH, Kim CH. Current Immunotherapeutic Approaches for Malignant Gliomas. Brain Tumor Res Treat 2022; 10:1-11. [PMID: 35118842 PMCID: PMC8819466 DOI: 10.14791/btrt.2022.10.e25] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 12/24/2021] [Accepted: 01/17/2022] [Indexed: 11/20/2022] Open
Abstract
Glioblastoma is the most common malignant central nervous system (CNS) tumor (48.3%), with a median survival of only about 14.6 months. Although the CNS is an immune-privileged site, activated T cells can cross the blood-brain barrier. The recent successes of several immunotherapies for various cancers have drawn interest in immunotherapy for treatment of malignant glioma. There have been extensive attempts to evaluate the efficiency of immunotherapy against malignant glioma. Passive immunotherapy for malignant glioma includes monoclonal antibody-mediated immunotherapy, cytokine-mediated therapy, and adoptive cell transfer, also known as chimeric antigen receptor T cell treatment. On the other hand, active immunotherapy, which stimulates the patient’s adaptive immune system against specific tumor-associated antigens, includes cancer vaccines that are divided into peptide vaccines and cell-based vaccines. In addition, there is immune checkpoint blockade therapy, which increases the efficiency of immunotherapy by reducing the resistance of malignant glioma to immunotherapy. Despite centuries of efforts, immunotherapeutic successes for malignant glioma remain limited. However, many clinical trials of adoptive cell transfer immunotherapy on malignant glioma are ongoing, and the outcomes are eagerly awaited. In addition, although there are still several obstacles, current clinical trials using personalized neoantigen-based dendritic cell vaccines offer new hope to glioblastoma patients. Furthermore, immune checkpoint targeted therapy is expected to decipher the mechanism of immunotherapy resistance in malignant glioma in the near future. More studies are needed to increase the efficacy of immunotherapy in malignant glioma. We hope that immunotherapy will become a new treatment of malignant glioma.
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Affiliation(s)
- Myung-Hoon Han
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, Korea
| | - Choong Hyun Kim
- Department of Neurosurgery, Hanyang University Guri Hospital, Guri, Korea.
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26
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Lozano AX, Chaudhuri AA, Nene A, Bacchiocchi A, Earland N, Vesely MD, Usmani A, Turner BE, Steen CB, Luca BA, Badri T, Gulati GS, Vahid MR, Khameneh F, Harris PK, Chen DY, Dhodapkar K, Sznol M, Halaban R, Newman AM. T cell characteristics associated with toxicity to immune checkpoint blockade in patients with melanoma. Nat Med 2022; 28:353-362. [PMID: 35027754 DOI: 10.1038/s41591-021-01623-z] [Citation(s) in RCA: 183] [Impact Index Per Article: 61.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 11/09/2021] [Indexed: 12/15/2022]
Abstract
Severe immune-related adverse events (irAEs) occur in up to 60% of patients with melanoma treated with immune checkpoint inhibitors (ICIs). However, it is unknown whether a common baseline immunological state precedes irAE development. Here we applied mass cytometry by time of flight, single-cell RNA sequencing, single-cell V(D)J sequencing, bulk RNA sequencing and bulk T cell receptor (TCR) sequencing to study peripheral blood samples from patients with melanoma treated with anti-PD-1 monotherapy or anti-PD-1 and anti-CTLA-4 combination ICIs. By analyzing 93 pre- and early on-ICI blood samples and 3 patient cohorts (n = 27, 26 and 18), we found that 2 pretreatment factors in circulation-activated CD4 memory T cell abundance and TCR diversity-are associated with severe irAE development regardless of organ system involvement. We also explored on-treatment changes in TCR clonality among patients receiving combination therapy and linked our findings to the severity and timing of irAE onset. These results demonstrate circulating T cell characteristics associated with ICI-induced toxicity, with implications for improved diagnostics and clinical management.
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Affiliation(s)
- Alexander X Lozano
- Department of Materials Science and Engineering, Stanford University, Stanford, CA, USA.,Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Aadel A Chaudhuri
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA. .,Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA. .,Department of Computer Science & Engineering, Washington University, St. Louis, MO, USA. .,Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.
| | - Aishwarya Nene
- Yale School of Medicine, Yale University, New Haven, CT, USA
| | | | - Noah Earland
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Matthew D Vesely
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Abul Usmani
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Brandon E Turner
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Chloé B Steen
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA.,Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Bogdan A Luca
- Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA
| | - Ti Badri
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Gunsagar S Gulati
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Milad R Vahid
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Farnaz Khameneh
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Peter K Harris
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - David Y Chen
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.,Division of Dermatology, Washington University School of Medicine, St. Louis, MO, USA
| | - Kavita Dhodapkar
- Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Emory University, Atlanta, GA, USA
| | - Mario Sznol
- Department of Medicine, Division of Medical Oncology, Yale University School of Medicine, New Haven, CT, USA.,Yale Cancer Center, Yale University School of Medicine, New Haven, CT, USA
| | - Ruth Halaban
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA.,Yale Cancer Center, Yale University School of Medicine, New Haven, CT, USA
| | - Aaron M Newman
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA. .,Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.
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27
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Tian G, Li M, Lv G. Analysis of T-Cell Receptor Repertoire in Transplantation: Fingerprint of T Cell-mediated Alloresponse. Front Immunol 2022; 12:778559. [PMID: 35095851 PMCID: PMC8790170 DOI: 10.3389/fimmu.2021.778559] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 12/22/2021] [Indexed: 11/13/2022] Open
Abstract
T cells play a key role in determining allograft function by mediating allogeneic immune responses to cause rejection, and recent work pointed their role in mediating tolerance in transplantation. The unique T-cell receptor (TCR) expressed on the surface of each T cell determines the antigen specificity of the cell and can be the specific fingerprint for identifying and monitoring. Next-generation sequencing (NGS) techniques provide powerful tools for deep and high-throughput TCR profiling, and facilitate to depict the entire T cell repertoire profile and trace antigen-specific T cells in circulation and local tissues. Tailing T cell transcriptomes and TCR sequences at the single cell level provides a full landscape of alloreactive T-cell clones development and biofunction in alloresponse. Here, we review the recent advances in TCR sequencing techniques and computational tools, as well as the recent discovery in overall TCR profile and antigen-specific T cells tracking in transplantation. We further discuss the challenges and potential of using TCR sequencing-based assays to profile alloreactive TCR repertoire as the fingerprint for immune monitoring and prediction of rejection and tolerance.
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Affiliation(s)
| | - Mingqian Li
- Department of Hepatobiliary and Pancreatic Surgery, The First Hospital of Jilin University, Changchun, China
| | - Guoyue Lv
- Department of Hepatobiliary and Pancreatic Surgery, The First Hospital of Jilin University, Changchun, China
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28
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Huang J, Zhang W, Zhao Y, Li J, Xie M, Lu Y, Peng Q, Zhang J, Li P, Dai L. Deciphering the Intercellular Communication Network of Peripartum Decidua that Orchestrates Delivery. Front Cell Dev Biol 2021; 9:770621. [PMID: 34805176 PMCID: PMC8602332 DOI: 10.3389/fcell.2021.770621] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Accepted: 10/18/2021] [Indexed: 12/17/2022] Open
Abstract
Intercellular communication in the decidua plays important roles in relaying information between the maternal and fetal systems in the maintenance of pregnancy and the transition to labor. To date, several studies have explored cell-cell communications in the decidua during different periods of pregnancy, but studies systematically decoding the intercellular communication network, its internal cascades, and their involvement in labor are still lacking. In this study, we reconstructed a decidual cell-cell communication network based on scRNA-seq of peripartum decidua via the CellCall method. The results showed that endometrial cells (EECs) and extravillous trophoblasts relayed most of the common intercellular signals in the decidua both before delivery (DBD) and after delivery (DAD). Endothelial cells and EECs controlled many WNT-signaling-related intercellular communication factors that differed between DBD and DAD, some of which could be candidate biomarkers for the diagnosis of labor. Analysis of intercellular communications related to T cells identified abundant maternal-fetal immune-tolerance-related communication, such as TNFSF14-TNFRSF14/LTBR and FASLG-FAS signalings. We further explored the characteristics of the B cell receptor (BCR) and T cell receptor (TCR) repertoires by single-cell BCR/TCR sequencing. The results showed no significant differences in clonal expansion of B/T cells between DAD and DBD, indicating there was no significant change to adaptive immunity at the maternal-fetal interface during delivery. In summary, the findings provide a comprehensive view of the intercellular communication landscape in the peripartum decidua and identified some key intercellular communications involved in labor and maternal-fetal immune tolerance. We believe that our study provides valuable clues for understanding the mechanisms of pregnancy and provides possible diagnostic strategies for the onset of labor.
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Affiliation(s)
- Jingrui Huang
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Weishe Zhang
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China.,Hunan Engineering Research Center of Early Life Development and Disease Prevention, Changsha, China
| | - Yanhua Zhao
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Jingzhi Li
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Mingkun Xie
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Yang Lu
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Qiaozhen Peng
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Jiejie Zhang
- Hunan Engineering Research Center of Early Life Development and Disease Prevention, Changsha, China
| | - Ping Li
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China
| | - Lei Dai
- Department of Obstetrics, Xiangya Hospital Central South University, Changsha, China.,Hunan Engineering Research Center of Early Life Development and Disease Prevention, Changsha, China
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29
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Aschauer C, Jelencsics K, Hu K, Heinzel A, Gregorich MG, Vetter J, Schaller S, Winkler SM, Weinberger J, Pimenov L, Gualdoni GA, Eder M, Kainz A, Troescher AR, Regele H, Reindl-Schwaighofer R, Wekerle T, Huppa JB, Sykes M, Oberbauer R. Prospective Tracking of Donor-Reactive T-Cell Clones in the Circulation and Rejecting Human Kidney Allografts. Front Immunol 2021; 12:750005. [PMID: 34721420 PMCID: PMC8552542 DOI: 10.3389/fimmu.2021.750005] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 09/20/2021] [Indexed: 11/13/2022] Open
Abstract
Background Antigen recognition of allo-peptides and HLA molecules leads to the activation of donor-reactive T-cells following transplantation, potentially causing T-cell-mediated rejection (TCMR). Sequencing of the T-cell receptor (TCR) repertoire can be used to track the donor-reactive repertoire in blood and tissue of patients after kidney transplantation. Methods/Design In this prospective cohort study, 117 non-sensitized kidney transplant recipients with anti-CD25 induction were included. Peripheral mononuclear cells (PBMCs) were sampled pre-transplant and at the time of protocol or indication biopsies together with graft tissue. Next-generation sequencing (NGS) of the CDR3 region of the TCRbeta chain was performed after donor stimulation in mixed lymphocyte reactions to define the donor-reactive TCR repertoire. Blood and tissue of six patients experiencing a TCMR and six patients without rejection on protocol biopsies were interrogated for these TCRs. To elucidate common features of T-cell clonotypes, a network analysis of the TCR repertoires was performed. Results After transplantation, the frequency of circulating donor-reactive CD4 T-cells increased significantly from 0.86 ± 0.40% to 2.06 ± 0.40% of all CD4 cells (p < 0.001, mean dif.: -1.197, CI: -1.802, -0.593). The number of circulating donor-reactive CD4 clonotypes increased from 0.72 ± 0.33% to 1.89 ± 0.33% (p < 0.001, mean dif.: -1.168, CI: -1.724, -0.612). No difference in the percentage of donor-reactive T-cells in the circulation at transplant biopsy was found between subjects experiencing a TCMR and the control group [p = 0.64 (CD4+), p = 0.52 (CD8+)]. Graft-infiltrating T-cells showed an up to six-fold increase of donor-reactive T-cell clonotypes compared to the blood at the same time (3.7 vs. 0.6% and 2.4 vs. 1.5%), but the infiltrating TCR repertoire was not reflected by the composition of the circulating TCR repertoire despite some overlap. Network analysis showed a distinct segregation of the donor-reactive repertoire with higher modularity than the overall TCR repertoire in the blood. These findings indicate an unchoreographed process of diverse T-cell clones directed against numerous non-self antigens found in the allograft. Conclusion Donor-reactive T-cells are enriched in the kidney allograft during a TCMR episode, and dominant tissue clones are also found in the blood. Trial Registration Clinicaltrials.gov: NCT: 03422224 (https://clinicaltrials.gov/ct2/show/NCT03422224).
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Affiliation(s)
- Constantin Aschauer
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Kira Jelencsics
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Karin Hu
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Andreas Heinzel
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Mariella Gloria Gregorich
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
- Section for Clinical Biometrics, Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria
| | - Julia Vetter
- Bioinformatics Research Group, University of Applied Sciences Upper Austria, Hagenberg im Muehlkreis, Austria
| | - Susanne Schaller
- Bioinformatics Research Group, University of Applied Sciences Upper Austria, Hagenberg im Muehlkreis, Austria
| | - Stephan M. Winkler
- Bioinformatics Research Group, University of Applied Sciences Upper Austria, Hagenberg im Muehlkreis, Austria
| | - Johannes Weinberger
- Research Laboratory of Infection Biology, Department of Medicine, Medical University of Vienna, Vienna, Austria
| | - Lisabeth Pimenov
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Guido A. Gualdoni
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Michael Eder
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Alexander Kainz
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | | | - Heinz Regele
- Department of Pathology, Medical University of Vienna, Vienna, Austria
| | - Roman Reindl-Schwaighofer
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Thomas Wekerle
- Department of General Surgery, Division of Transplantation, Section of Transplantation Immunology, Medical University of Vienna, Vienna, Austria
| | - Johannes Bernhard Huppa
- Center for Pathophysiology, Infectiology and Immunology, Institute for Hygiene and Applied Immunology, Medical University of Vienna, Vienna, Austria
| | - Megan Sykes
- Columbian Center for Translational Immunology, Department of Medicine, Columbia University, New York City, NY, United States
| | - Rainer Oberbauer
- Division of Nephrology and Dialysis, Department of Medicine III, Medical University of Vienna, Vienna, Austria
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30
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Schaettler MO, Richters MM, Wang AZ, Skidmore ZL, Fisk B, Miller KE, Vickery TL, Kim AH, Chicoine MR, Osbun JW, Leuthardt EC, Dowling JL, Zipfel GJ, Dacey RG, Lu HC, Johanns TM, Griffith OL, Mardis ER, Griffith M, Dunn GP. Characterization of the Genomic and Immunological Diversity of Malignant Brain Tumors Through Multi-Sector Analysis. Cancer Discov 2021; 12:154-171. [PMID: 34610950 DOI: 10.1158/2159-8290.cd-21-0291] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 06/19/2021] [Accepted: 09/30/2021] [Indexed: 11/16/2022]
Abstract
Despite some success in secondary brain metastases, targeted or immune-based therapies have shown limited efficacy against primary brain malignancies such as glioblastoma (GBM). While the intratumoral heterogeneity of GBM is implicated in treatment resistance, it remains unclear whether this diversity is observed within brain metastases and to what extent cancer-cell intrinsic heterogeneity sculpts the local immune microenvironment. Here, we profiled the immunogenomic state of 93 spatially distinct regions from 30 malignant brain tumors through whole exome, RNA, and TCR-sequencing. Our analyses identified differences between primary and secondary malignancies with gliomas displaying more spatial heterogeneity at the genomic and neoantigen level. Additionally, this spatial diversity was recapitulated in the distribution of T cell clones where some gliomas harbored highly expanded but spatially restricted clonotypes. This study defines the immunogenomic landscape across a cohort of malignant brain tumors and contains implications for the design of targeted and immune-based therapies against intracranial malignancies.
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Affiliation(s)
| | - Megan M Richters
- Department of Medicine, McDonnell Genome Institute, Washington University in St. Louis School of Medicine
| | - Anthony Z Wang
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Zachary L Skidmore
- The Genome Institute, Washington University in St. Louis School of Medicine
| | - Bryan Fisk
- McDonnell Genome Institute, Washington University in St. Louis School of Medicine
| | | | - Tammi L Vickery
- Center for Human Immunology and Immunotherapy Programs, Washington University in St. Louis School of Medicine
| | - Albert H Kim
- Neurosurgery, Washington University in St. Louis School of Medicine
| | - Michael R Chicoine
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Joshua W Osbun
- Neurological Surgery, Washington University in St. Louis
| | - Eric C Leuthardt
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Joshua L Dowling
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Gregory J Zipfel
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Ralph G Dacey
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
| | - Hsiang-Chih Lu
- Department of Pathology & Immunology, Washington University in St. Louis School of Medicine
| | - Tanner M Johanns
- Division of Oncology, Washington University in St. Louis School of Medicine
| | - Obi L Griffith
- McDonnell Genome Institute, Washington University in St. Louis School of Medicine
| | - Elaine R Mardis
- Institute for Genomic Medicine, Nationwide Children's Hospital
| | - Malachi Griffith
- Department of Medicine, McDonnell Genome Institute, Washington University in St. Louis School of Medicine
| | - Gavin P Dunn
- Department of Neurological Surgery, Washington University in St. Louis School of Medicine
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31
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Lee-Chang C, Miska J, Hou D, Rashidi A, Zhang P, Burga RA, Jusué-Torres I, Xiao T, Arrieta VA, Zhang DY, Lopez-Rosas A, Han Y, Sonabend AM, Horbinski CM, Stupp R, Balyasnikova IV, Lesniak MS. Activation of 4-1BBL+ B cells with CD40 agonism and IFNγ elicits potent immunity against glioblastoma. J Exp Med 2021; 218:152130. [PMID: 32991668 PMCID: PMC7527974 DOI: 10.1084/jem.20200913] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 07/24/2020] [Accepted: 08/25/2020] [Indexed: 02/06/2023] Open
Abstract
Immunotherapy has revolutionized the treatment of many tumors. However, most glioblastoma (GBM) patients have not, so far, benefited from such successes. With the goal of exploring ways to boost anti-GBM immunity, we developed a B cell-based vaccine (BVax) that consists of 4-1BBL+ B cells activated with CD40 agonism and IFNγ stimulation. BVax migrates to key secondary lymphoid organs and is proficient at antigen cross-presentation, which promotes both the survival and the functionality of CD8+ T cells. A combination of radiation, BVax, and PD-L1 blockade conferred tumor eradication in 80% of treated tumor-bearing animals. This treatment elicited immunological memory that prevented the growth of new tumors upon subsequent reinjection in cured mice. GBM patient-derived BVax was successful in activating autologous CD8+ T cells; these T cells showed a strong ability to kill autologous glioma cells. Our study provides an efficient alternative to current immunotherapeutic approaches that can be readily translated to the clinic.
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Affiliation(s)
- Catalina Lee-Chang
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Jason Miska
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - David Hou
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Aida Rashidi
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Peng Zhang
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Rachel A Burga
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Ignacio Jusué-Torres
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL.,Department of Neurological Surgery, Loyola University Chicago Stritch School of Medicine, Chicago, IL
| | - Ting Xiao
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Victor A Arrieta
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL.,Plan de Estudios Combinados en Medicina, National Autonomous University of Mexico, Mexico City, Mexico
| | - Daniel Y Zhang
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Aurora Lopez-Rosas
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Yu Han
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Adam M Sonabend
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Craig M Horbinski
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL.,Department of Pathology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Roger Stupp
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL.,Division of Hematology/Oncology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Irina V Balyasnikova
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Maciej S Lesniak
- Department of Neurological Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL
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32
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Zhang J, Wang Y, Yu H, Chen G, Wang L, Liu F, Yuan J, Ni Q, Xia X, Wan Y. Mapping the spatial distribution of T cells in repertoire dimension. Mol Immunol 2021; 138:161-171. [PMID: 34428621 DOI: 10.1016/j.molimm.2021.08.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 08/01/2021] [Accepted: 08/15/2021] [Indexed: 01/13/2023]
Abstract
T cells mediate adaptive immunity in diverse anatomic compartments through recognition of specific antigens via unique T cell receptor (TCR) structures. However, little is known about the spatial distribution of an organism's TCR repertoire. Here, using high-throughput TCR sequencing (TCRseq), we investigated the TCR repertoires of sixteen tissues in healthy C57B/L6 mice. We found that TCR repertoires generally classified into three categories (lymph nodes, non-lymph node tissues and small intestine) based on sequence similarity. Clonal distribution and diversity analyses showed that small intestine compartment had a more skewed repertoire as compared to lymph nodes and non-lymph node tissues. However, analysis of TRBV and TRBJ gene usage across tissue compartments, as well as comparison of CDR3 length distributions, showed no significant tissue-dependent differences. Interestingly, analysis of clonotype sharing between mice showed that although non-redundant public clonotypes were found more easily in lymph nodes, small intestinal CD4 + T cells harbored more abundant public clonotypes. These findings under healthy physiological conditions offer an important reference dataset, which may contribute to our ability to better manipulate T cell responses against infection and vaccination.
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Affiliation(s)
- Junying Zhang
- School of Pharmaceutical Sciences and Innovative Drug Research Center, Chongqing University, Chongqing, 401331, China
| | - Yu Wang
- Zunyi Medical University, Zunyi, 563003, China
| | - Haili Yu
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China
| | - Gang Chen
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China
| | - Liting Wang
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China
| | - Fang Liu
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China
| | - Jiangbei Yuan
- Hepato-Pancreato-Biliary Surgery, Peking University Shenzhen Hospital, Shenzhen Peking University-The Hong Kong University of Science and Technology Medical Center, Guangdong Province, 518036, China
| | - Qingshan Ni
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China.
| | - Xuefeng Xia
- School of Pharmaceutical Sciences and Innovative Drug Research Center, Chongqing University, Chongqing, 401331, China.
| | - Ying Wan
- Biomedical Analysis Center, Army Medical University, Chongqing, 400038, China; Chongqing Key Laboratory of Cytomics, Chongqing, 400038, China; School of Big Data & Software Engineering, Chongqing University, Chongqing, 401331, China.
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33
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Karachi A, Dastmalchi F, Nazarian S, Huang J, Sayour EJ, Jin L, Yang C, Mitchell DA, Rahman M. Optimizing T Cell-Based Therapy for Glioblastoma. Front Immunol 2021; 12:705580. [PMID: 34421912 PMCID: PMC8374079 DOI: 10.3389/fimmu.2021.705580] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 07/20/2021] [Indexed: 11/30/2022] Open
Abstract
Evading T cell surveillance is a hallmark of cancer. Patients with solid tissue malignancy, such as glioblastoma (GBM), have multiple forms of immune dysfunction, including defective T cell function. T cell dysfunction is exacerbated by standard treatment strategies such as steroids, chemotherapy, and radiation. Reinvigoration of T cell responses can be achieved by utilizing adoptively transferred T cells, including CAR T cells. However, these cells are at risk for depletion and dysfunction as well. This review will discuss adoptive T cell transfer strategies and methods to avoid T cell dysfunction for the treatment of brain cancer.
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Affiliation(s)
- Aida Karachi
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Farhad Dastmalchi
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Saina Nazarian
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Jianping Huang
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Elias J Sayour
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Linchun Jin
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Changlin Yang
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Duane A Mitchell
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
| | - Maryam Rahman
- Lillian S. Wells Department of Neurosurgery, University of Florida (UF) Brain Tumor Immunotherapy Program, University of Florida, Gainesville, FL, United States
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34
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GIANA allows computationally-efficient TCR clustering and multi-disease repertoire classification by isometric transformation. Nat Commun 2021; 12:4699. [PMID: 34349111 PMCID: PMC8339063 DOI: 10.1038/s41467-021-25006-7] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 07/19/2021] [Indexed: 01/18/2023] Open
Abstract
Similarity in T-cell receptor (TCR) sequences implies shared antigen specificity between receptors, and could be used to discover novel therapeutic targets. However, existing methods that cluster T-cell receptor sequences by similarity are computationally inefficient, making them impractical to use on the ever-expanding datasets of the immune repertoire. Here, we developed GIANA (Geometric Isometry-based TCR AligNment Algorithm) a computationally efficient tool for this task that provides the same level of clustering specificity as TCRdist at 600 times its speed, and without sacrificing accuracy. GIANA also allows the rapid query of large reference cohorts within minutes. Using GIANA to cluster large-scale TCR datasets provides candidate disease-specific receptors, and provides a new solution to repertoire classification. Querying unseen TCR-seq samples against an existing reference differentiates samples from patients across various cohorts associated with cancer, infectious and autoimmune disease. Our results demonstrate how GIANA could be used as the basis for a TCR-based non-invasive multi-disease diagnostic platform. Grouping T-cell receptors (TCRs) by sequence similarity could lead to new immunological insights. Here, the authors propose a tool that allows the rapid clustering of millions of TCR sequences, identifying TCRs potentially associated with the response to cancer, infectious and autoimmune diseases.
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35
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Marei HE, Althani A, Afifi N, Hasan A, Caceci T, Pozzoli G, Cenciarelli C. Current progress in chimeric antigen receptor T cell therapy for glioblastoma multiforme. Cancer Med 2021; 10:5019-5030. [PMID: 34145792 PMCID: PMC8335808 DOI: 10.1002/cam4.4064] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 05/25/2021] [Accepted: 05/27/2021] [Indexed: 12/17/2022] Open
Abstract
Glioblastoma multiforme (GBM) is one of the deadliest brain tumors with an unfavorable prognosis and overall survival of approximately 20 months following diagnosis. The current treatment for GBM includes surgical resections and chemo- and radiotherapeutic modalities, which are not effective. CAR-T immunotherapy has been proven effective for CD19-positive blood malignancies, and the application of CAR-T cell therapy for solid tumors including GBM offers great hope for this aggressive tumor which has a limited response to current treatments. CAR-T technology depends on the use of patient-specific T cells genetically engineered to express specific tumor-associated antigens (TAAs). Interaction of CAR-T cells with tumor cells triggers the destruction/elimination of these cells by the induction of cytotoxicity and the release of different cytokines. Despite the great promise of CAR-T cell-based therapy several challenges exist. These include the heterogeneity of GBM cancer cells, aberrant various signaling pathways involved in tumor progression, antigen escape, the hostile inhibitory GBM microenvironment, T cell dysfunction, blood-brain barrier, and defective antigen presentation. All need to be addressed before full application at the clinical level can begin. Herein we provide a focused review of the rationale for the use of different types of CAR-T cells (including FcγRs), the different GBM-associated antigens, the challenges still facing CAR-T-based therapy, and means to overcome such challenges. Finally, we enumerate currently completed and ongoing clinical trials, highlighting the different ways such trials are designed to overcome specific problems. Exploitation of the full potential of CAR-T cell therapy for GBM depends on their solution.
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MESH Headings
- Antibodies, Bispecific/immunology
- Antibodies, Bispecific/therapeutic use
- Antigen Presentation
- Antigens, Neoplasm/immunology
- Blood-Brain Barrier
- Brain Neoplasms/immunology
- Brain Neoplasms/therapy
- Cell Movement/immunology
- Cell Movement/physiology
- Clinical Trials as Topic
- Disease Progression
- ErbB Receptors/immunology
- Forecasting
- Glioblastoma/immunology
- Glioblastoma/therapy
- Humans
- Immune Checkpoint Inhibitors/metabolism
- Immunotherapy, Adoptive/adverse effects
- Immunotherapy, Adoptive/methods
- Interleukin-13 Receptor alpha2 Subunit/immunology
- Lymphocyte Activation
- Lymphocyte Depletion
- Receptor, ErbB-2/immunology
- Receptors, Antigen, T-Cell, gamma-delta/immunology
- Receptors, Antigen, T-Cell, gamma-delta/therapeutic use
- Receptors, Chimeric Antigen/immunology
- Receptors, Chimeric Antigen/therapeutic use
- T-Lymphocytes/physiology
- Tumor Escape
- Tumor Microenvironment/immunology
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Affiliation(s)
- Hany E. Marei
- Department of Cytology and HistologyFaculty of Veterinary MedicineMansoura UniversityMansouraEgypt
| | | | | | - Anwarul Hasan
- Department of Mechanical and Industrial EngineeringCollege of EngineeringQatar UniversityDohaQatar
| | - Thomas Caceci
- Biomedical SciencesVirginia Maryland College of Veterinary MedicineBlacksburgVirginiaUSA
| | - Giacomo Pozzoli
- Pharmacology UnitFondazione Policlinico A. GemelliIRCCSRomeItaly
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36
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Feldman L, Brown C, Badie B. Chimeric Antigen Receptor T-Cell Therapy: Updates in Glioblastoma Treatment. Neurosurgery 2021; 88:1056-1064. [PMID: 33575786 DOI: 10.1093/neuros/nyaa584] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 11/18/2020] [Indexed: 12/15/2022] Open
Abstract
Glioblastoma multiforme (GBM) are the most common and among the deadliest brain tumors in adults. Current mainstay treatments are insufficient to treat this tumor, and therefore, more effective therapies are desperately needed. Immunotherapy, which takes advantage of the body's natural defense mechanism, is an exciting emerging field in neuro-oncology. Adoptive cell therapy with chimeric antigen receptor (CAR) T cells provides a treatment strategy based on using patients' own selected and genetically engineered cells that target tumor-associated antigens. These cells are harvested from patients, modified to target specific proteins expressed by the tumor, and re-introduced into the patient with the goal of destroying tumor cells. Here, we review the history of CAR T-cell therapy, and describe the characteristics of various generations of CAR T therapies, and the challenges inherent to treatment of GBM. Finally, we describe recent and current CAR T clinical trials designed to combat GBM.
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Affiliation(s)
- Lisa Feldman
- Division of Neurosurgery, City of Hope National Medical Center, Duarte, California
| | - Christine Brown
- Department of Cancer Immunotherapy & Tumor Immunology, City of Hope National Medical Center, Duarte, California.,Department of Hematology & Hematopoietic Call Transplantation, City of Hope National Medical Center, Duarte, California
| | - Behnam Badie
- Division of Neurosurgery, City of Hope National Medical Center, Duarte, California
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37
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Desbaillets N, Hottinger AF. Immunotherapy in Glioblastoma: A Clinical Perspective. Cancers (Basel) 2021; 13:3721. [PMID: 34359621 PMCID: PMC8345081 DOI: 10.3390/cancers13153721] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 07/19/2021] [Accepted: 07/20/2021] [Indexed: 12/14/2022] Open
Abstract
Glioblastoma is the most frequent and the most aggressive brain tumor. It is notoriously resistant to current treatments, and the prognosis remains dismal. Immunotherapies have revolutionized the treatment of numerous cancer types and generate great hope for glioblastoma, alas without success until now. In this review, the rationale underlying immune targeting of glioblastoma, as well as the challenges faced when targeting these highly immunosuppressive tumors, are discussed. Innovative immune-targeting strategies including cancer vaccines, oncolytic viruses, checkpoint blockade inhibitors, adoptive cell transfer, and CAR T cells that have been investigated in glioblastoma are reviewed. From a clinical perspective, key clinical trial findings and ongoing trials are discussed for each approach. Finally, limitations, either biological or arising from trial designs are analyzed, and strategies to overcome them are presented. Proof of efficacy for immunotherapy approaches remains to be demonstrated in glioblastoma, but our rapidly expanding understanding of its biology, its immune microenvironment, and the emergence of novel promising combinatorial approaches might allow researchers to finally fulfill the medical need for GBM patients.
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Affiliation(s)
- Nicolas Desbaillets
- Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois & Université de Lausanne, 1011 Lausanne, Switzerland;
| | - Andreas Felix Hottinger
- Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois & Université de Lausanne, 1011 Lausanne, Switzerland;
- Department of Oncology, Centre Hospitalier Universitaire Vaudois, 1011 Lausanne, Switzerland
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38
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Diamant G, Simchony Goldman H, Gasri Plotnitsky L, Roitman M, Shiloach T, Globerson-Levin A, Eshhar Z, Haim O, Pencovich N, Grossman R, Ram Z, Volovitz I. T Cells Retain Pivotal Antitumoral Functions under Tumor-Treating Electric Fields. THE JOURNAL OF IMMUNOLOGY 2021; 207:709-719. [PMID: 34215656 DOI: 10.4049/jimmunol.2100100] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 04/28/2021] [Indexed: 11/19/2022]
Abstract
Tumor-treating fields (TTFields) are a localized, antitumoral therapy using alternating electric fields, which impair cell proliferation. Combining TTFields with tumor immunotherapy constitutes a rational approach; however, it is currently unknown whether TTFields' locoregional effects are compatible with T cell functionality. Healthy donor PBMCs and viably dissociated human glioblastoma samples were cultured under either standard or TTFields conditions. Select pivotal T cell functions were measured by multiparametric flow cytometry. Cytotoxicity was evaluated using a chimeric Ag receptor (CAR)-T-based assay. Glioblastoma patient samples were acquired before and after standard chemoradiation or standard chemoradiation + TTFields treatment and examined by immunohistochemistry and by RNA sequencing. TTFields reduced the viability of proliferating T cells, but had little or no effect on the viability of nonproliferating T cells. The functionality of T cells cultured under TTFields was retained: they exhibited similar IFN-γ secretion, cytotoxic degranulation, and PD1 upregulation as controls with similar polyfunctional patterns. Glioblastoma Ag-specific T cells exhibited unaltered viability and functionality under TTFields. CAR-T cells cultured under TTFields exhibited similar cytotoxicity as controls toward their CAR target. Transcriptomic analysis of patients' glioblastoma samples revealed a significant shift in the TTFields-treated versus the standard-treated samples, from a protumoral to an antitumoral immune signature. Immunohistochemistry of samples before and after TTFields treatment showed no reduction in T cell infiltration. T cells were found to retain key antitumoral functions under TTFields settings. Our data provide a mechanistic insight and a rationale for ongoing and future clinical trials that combine TTFields with immunotherapy.
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Affiliation(s)
- Gil Diamant
- The Cancer Immunotherapy Laboratory, Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University Tel-Aviv, Israel.,Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
| | - Hadar Simchony Goldman
- The Cancer Immunotherapy Laboratory, Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University Tel-Aviv, Israel
| | - Lital Gasri Plotnitsky
- The Cancer Immunotherapy Laboratory, Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University Tel-Aviv, Israel
| | - Marina Roitman
- The Cancer Immunotherapy Laboratory, Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University Tel-Aviv, Israel
| | - Tamar Shiloach
- Laboratory for Cancer Research and Immunotherapy, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Anat Globerson-Levin
- Laboratory for Cancer Research and Immunotherapy, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Zelig Eshhar
- Laboratory for Cancer Research and Immunotherapy, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Oz Haim
- Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
| | - Niv Pencovich
- Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
| | - Rachel Grossman
- Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
| | - Zvi Ram
- Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
| | - Ilan Volovitz
- The Cancer Immunotherapy Laboratory, Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University Tel-Aviv, Israel; .,Neurosurgery Department, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; and
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39
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Kim BJ, Ahn JH, Youn DH, Jeon JP. Profiling of T Cell Receptor β-Chain Complimentary Determining Regions 3 Repertoire in Subarachnoid Hemorrhage Patients Using High-Throughput Sequencing. J Korean Neurosurg Soc 2021; 64:505-513. [PMID: 34185982 PMCID: PMC8273768 DOI: 10.3340/jkns.2020.0214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 10/07/2020] [Indexed: 12/01/2022] Open
Abstract
Objective The adaptive immune response following subarachnoid hemorrhage (SAH) is not well understood. We evaluated and compared the T cell receptor (TCR) immune repertoire of good-grade and poor-grade SAH patients to elucidate the T cell immunology after ictus.
Methods Peripheral blood from six SAH patients was collected at two different times, admission and at the 7-day follow-up. Composition and variation of the TCR β-chain (TCRB) complimentary determining regions (CDR) 3 repertoire was examined using high-throughput sequencing; the analysis was based on sampling time and disease severity (good vs. poor-grade SAH).
Results Clonality at admission and follow-up were 0.059 (0.037–0.038) and 0.027 (0.014–0.082) (median, 25th–75th percentile). Poor-grade SAH (0.025 [0.011–0.038]) was associated with significantly lower clonality than good-grade SAH (0.095 [0.079–0.101]). Poor-grade SAH patients had higher diversity scores than good-grade SAH patients. CDR length was shorter in good-grade SAH vs. poor-grade SAH. Differences in clonotype distribution were more prominent in TCRBV gene segments than TCRBJ segments. TCRBV19-01/TCRBJ02-04 and TCRBV28-01/TCRBJ02-04 were the most increased and the most decreased V-J pairs in the 7-day follow-up compared to admission in good-grade SAH. The most increased and decreased V-J pairs in poor-grade SAH patients were TCRBV28-01/TCRBJ02-06 and TCRBV30-01/TCRBJ02-04, respectively.
Conclusion The TCRB repertoire is dynamic in nature following SAH. TCRB repertoire may facilitate our understanding of adaptive immune response according to SAH severity.
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Affiliation(s)
- Bong Jun Kim
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea
| | - Jun Hyong Ahn
- Department of Neurosurgery, Hallym University College of Medicine, Chuncheon, Korea
| | - Dong Hyuk Youn
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea
| | - Jin Pyeong Jeon
- Institute of New Frontier Stroke Research, Hallym University College of Medicine, Chuncheon, Korea.,Department of Neurosurgery, Hallym University College of Medicine, Chuncheon, Korea.,Genetic and Research Inc., Chuncheon, Korea
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40
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Structures suggest an approach for converting weak self-peptide tumor antigens into superagonists for CD8 T cells in cancer. Proc Natl Acad Sci U S A 2021; 118:2100588118. [PMID: 34074778 PMCID: PMC8201969 DOI: 10.1073/pnas.2100588118] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Tumor vaccines using modified self-antigens that structurally enhance T cell receptor–peptide–major histocompatibility complex interactions greatly improve a T cell protective response against the tumor’s unmodified self-antigen. X-ray crystal structures of these interactions explain how the native and modified peptides can interact with the same T cell receptor, but with different affinities and abilities to drive T cell proliferation and differentiation. Tumors frequently express unmutated self-tumor–associated antigens (self-TAAs). However, trial results using self-TAAs as vaccine targets against cancer are mixed, often attributed to deletion of T cells with high-affinity receptors (TCRs) for self-TAAs during T cell development. Mutating these weak self-TAAs to produce higher affinity, effective vaccines is challenging, since the mutations may not benefit all members of the broad self-TAA–specific T cell repertoire. We previously identified a common weak murine self-TAA that we converted to a highly effective antitumor vaccine by a single amino acid substitution. In this case the modified and natural self-TAAs still raised very similar sets of CD8 T cells. Our structural studies herein show that the modification of the self-TAA resulted in a subtle change in the major histocompatibility complex I–TAA structure. This amino acid substitution allowed a dramatic conformational change in the peptide during subsequent TCR engagement, creating a large increase in TCR affinity and accounting for the efficacy of the modified self-TAA as a vaccine. These results show that carefully selected, well-characterized modifications to a poorly immunogenic self-TAA can rescue the immune response of the large repertoire of weakly responding natural self-TAA–specific CD8 T cells, driving them to proliferate and differentiate into functional effectors. Subsequently, the unmodified self-TAA on the tumor cells, while unable to drive this response, is nevertheless a sufficient target for the CD8 cytotoxic effectors. Our results suggest a pathway for more efficiently identifying variants of common self-TAAs, which could be useful in vaccine development, complementing other current nonantigen-specific immunotherapies.
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41
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Su Z, Jin Y, Zhang Y, Guan Z, Li H, Chen X, Xie C, Zhang C, Liu X, Li P, Ye P, Zhang L, Kong Y, Luo W. The Diagnostic and Prognostic Potential of the B-Cell Repertoire in Membranous Nephropathy. Front Immunol 2021; 12:635326. [PMID: 34122405 PMCID: PMC8190383 DOI: 10.3389/fimmu.2021.635326] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 05/07/2021] [Indexed: 11/13/2022] Open
Abstract
Membranous nephropathy (MN), an autoimmune glomerular disease, is one of the most common causes of nephrotic syndrome in adults. In current clinical practice, the diagnosis is dependent on renal tissue biopsy. A new method for diagnosis and prognosis surveillance is urgently needed for patients. In the present study, we recruited 66 MN patients before any treatment and 11 healthy control (HC) and analyzed multiple aspects of the immunoglobulin heavy chain (IGH) repertoire of these samples using high-throughput sequencing. We found that the abnormalities of CDR-H3 length, hydrophobicity, somatic hypermutation (SHM), and germ line index were progressively more prominent in patients with MN, and the frequency of IGHV3-66 in post-therapy patients was significantly lower than that in pre-therapy patients. Moreover, we found that the IGHV3-38 gene was significantly related to PLA2R, which is the most commonly used biomarker. The most important discovery was that several IGHV, IGHD transcripts, CDR-H3 length, and SHM rate in pre-therapy patients had the potential to predict the therapeutic effect. Our study further demonstrated that the IGH repertoire could be a potential biomarker for prognosis prediction of MN. The landscape of circulating B-lymphocyte repertoires sheds new light on the detection and surveillance of MN.
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Affiliation(s)
- Zuhui Su
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Yabin Jin
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Yu Zhang
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Zhanwen Guan
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Huishi Li
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Xiangping Chen
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Chao Xie
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Chuling Zhang
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Xiaofen Liu
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Peixian Li
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Peiyi Ye
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Lifang Zhang
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
| | - Yaozhong Kong
- Nephrology Department, The First People's Hospital of Foshan, Foshan, China
| | - Wei Luo
- Clinical Research Institute, The First People's Hospital of Foshan, Foshan, China
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42
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Fuchs T, Puellmann K, Wang C, Han J, Beham AW, Neumaier M, Kaminski WE. Trilineage Sequencing Reveals Complex TCRβ Transcriptomes in Neutrophils and Monocytes Alongside T Cells. GENOMICS PROTEOMICS & BIOINFORMATICS 2021; 19:926-936. [PMID: 33662627 PMCID: PMC9402791 DOI: 10.1016/j.gpb.2019.02.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Revised: 01/07/2019] [Accepted: 03/04/2019] [Indexed: 11/24/2022]
Abstract
Recent findings indicate the presence of T cell receptor (TCR)-based combinatorial immune receptors beyond T cells in neutrophils and monocytes/macrophages. In this study, using a semiquantitative trilineage immune repertoire sequencing approach as well as under rigorous bioinformatic conditions, we identify highly complex TCRβ transcriptomes in human circulating monocytes and neutrophils that separately encode repertoire diversities one and two orders of magnitude smaller than that of T cells. Intraindividual transcriptomic analyses reveal that neutrophils, monocytes, and T cells express distinct TCRβ repertoires with less than 0.1% overall trilineage repertoire sharing. Interindividual comparison shows that in all three leukocyte lineages, the vast majority of the expressed TCRβ variants are private. We also find that differentiation of monocytes into macrophages induces dramatic individual-specific repertoire shifts, revealing a surprising degree of immune repertoire plasticity in the monocyte lineage. These results uncover the remarkable complexity of the two phagocyte-based flexible immune systems which until now has been hidden in the shadow of T cells.
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Affiliation(s)
- Tina Fuchs
- Institute for Clinical Chemistry, University of Heidelberg Medical Faculty Mannheim, D- 68167 Mannheim, Germany.
| | | | | | - Jian Han
- iRepertoire inc. Huntsville, AL 35806, USA; HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | | | - Michael Neumaier
- Institute for Clinical Chemistry, University of Heidelberg Medical Faculty Mannheim, D- 68167 Mannheim, Germany
| | - Wolfgang E Kaminski
- Institute for Clinical Chemistry, University of Heidelberg Medical Faculty Mannheim, D- 68167 Mannheim, Germany; Ingenium digital diagnostics, D-87662 Kaltental, Germany.
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43
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Atsumi S, Katoh H, Komura D, Hashimoto I, Furuya G, Koda H, Konishi H, Suzuki R, Yamamoto A, Yuba S, Abe H, Rino Y, Oshima T, Ushiku T, Fukayama M, Seto Y, Ishikawa S. Focal adhesion ribonucleoprotein complex proteins are major humoral cancer antigens and targets in autoimmune diseases. Commun Biol 2020; 3:588. [PMID: 33067514 PMCID: PMC7567837 DOI: 10.1038/s42003-020-01305-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Accepted: 09/15/2020] [Indexed: 01/06/2023] Open
Abstract
Despite the accumulating evidences of the significance of humoral cancer immunity, its molecular mechanisms have largely remained elusive. Here we show that B-cell repertoire sequencing of 102 clinical gastric cancers and molecular biological analyses unexpectedly reveal that the major humoral cancer antigens are not case-specific neo-antigens but are rather commonly identified as ribonucleoproteins (RNPs) in the focal adhesion complex. These common antigens are shared as autoantigens with multiple autoimmune diseases, suggesting a direct molecular link between cancer- and auto-immunity on the focal adhesion RNP complex. This complex is partially exposed to the outside of cancer cell surfaces, which directly evokes humoral immunity and enables functional bindings of antibodies to cancer cell surfaces in physiological conditions. These findings shed light on humoral cancer immunity in that it commonly targets cellular components fundamental for cytoskeletal integrity and cell movement, pointing to a novel modality of immunotherapy using humoral immunological reactions to cancers.
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Affiliation(s)
- Shinichiro Atsumi
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.,Department of Gastrointestinal Surgery, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Hiroto Katoh
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.
| | - Daisuke Komura
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Itaru Hashimoto
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.,Department of Surgery, Yokohama City University, Kanagawa, Japan
| | - Genta Furuya
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.,Department of Pathology, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Hirotomo Koda
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.,Department of Pathology, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Hiroki Konishi
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Ryohei Suzuki
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Asami Yamamoto
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Satsuki Yuba
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.,Department of Molecular Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Hiroyuki Abe
- Department of Pathology, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Yasushi Rino
- Department of Surgery, Yokohama City University, Kanagawa, Japan
| | - Takashi Oshima
- Department of Surgery, Yokohama City University, Kanagawa, Japan.,Department of Gastrointestinal Surgery, Kanagawa Cancer Center, Kanagawa, Japan
| | - Tetsuo Ushiku
- Department of Pathology, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Masashi Fukayama
- Department of Pathology, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Yasuyuki Seto
- Department of Gastrointestinal Surgery, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan
| | - Shumpei Ishikawa
- Department of Preventive Medicine, Graduate School of Medicine, the University of Tokyo, Tokyo, Japan.
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44
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Zhang T, Duan F, Su D, Ma L, Yang J, Shi B, He X, Ma R, Sun S, Yao X. Analysis of the Heterogeneity of CD4 +CD25 + T Cell TCR β CDR3 Repertoires in Breast Tumor Tissues, Lung Metastatic Tissues, and Spleens from 4T1 Tumor-Bearing BALB/c Mice. J Immunol Res 2020; 2020:3184190. [PMID: 33029539 PMCID: PMC7532420 DOI: 10.1155/2020/3184190] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Revised: 07/15/2020] [Accepted: 08/24/2020] [Indexed: 02/05/2023] Open
Abstract
To study the homogeneity and heterogeneity of CD4+CD25+ T cells receptor β-chain complementarity determining region 3 (TCR β CDR3) repertoires in breast tumor tissues, lung metastatic tissues, and spleens from 4T1 tumor-bearing BALB/c mice. We used high-throughput sequencing to analyze the characteristics and changes of CD4+CD25+ TCR β CDR3 repertoires among tumor tissues, lung metastatic tissues, and spleens. The diversity of the CD4+CD25+ TCR β CDR3 repertoires in breast tumor tissue was similar to that of lung metastatic tissues and less pronounced than that of spleen tissues. Breast tumor tissues and lung metastatic tissues had a greater number of high-frequency CDR3 sequences and intermediate-frequency CDR3 sequences than those of spleens. The proportion of unique productive CDR3 sequences in breast tumor tissues and lung metastatic tissues was significantly greater than that in the spleens. The diversity and frequency of the CDR3 repertoires remained homogeneous in breast tumors and lung metastatic tissues and showed great heterogeneity in the spleens, which suggested that the breast tissues and lung metastatic tissues have characteristics of CD4+CD25+ T cells that relate to the tumor microenvironment. However, the number and characteristics of overlapping CDR3 sequences suggested that there were some different CD4+CD25+ T cells in tumors and in the circulatory immune system. The study may be used to further explore the characteristics of the CDR3 repertoires and determine the source of the CD4+CD25+ T cells in the breast cancer microenvironment.
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MESH Headings
- Animals
- Breast Neoplasms/immunology
- Breast Neoplasms/pathology
- CD4-Positive T-Lymphocytes/immunology
- CD4-Positive T-Lymphocytes/metabolism
- Cell Line, Tumor
- Clonal Evolution/genetics
- Complementarity Determining Regions/genetics
- Complementarity Determining Regions/immunology
- Disease Models, Animal
- Female
- Genetic Variation
- Lung Neoplasms/immunology
- Lung Neoplasms/secondary
- Mice
- Mice, Inbred BALB C
- Receptors, Antigen, T-Cell, alpha-beta/genetics
- Receptors, Antigen, T-Cell, alpha-beta/metabolism
- Recombination, Genetic
- T-Lymphocyte Subsets/immunology
- T-Lymphocyte Subsets/metabolism
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Affiliation(s)
- Teng Zhang
- Department of Breast Surgery, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China 563000
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Fangfang Duan
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Danhua Su
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Long Ma
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Jiezuan Yang
- Department of Infectious Diseases, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China 310003
| | - Bin Shi
- Department of Laboratory Medicine, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Xiaoyan He
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Rui Ma
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Suhong Sun
- Department of Breast Surgery, The Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China 563000
| | - Xinsheng Yao
- Department of Immunology, Research Center for Medicine & Biology, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, Guizhou, China 563000
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45
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McAvoy MB, Choi BD, Jones PS. Immune Therapy for Central Nervous System Metastasis. Neurosurg Clin N Am 2020; 31:627-639. [PMID: 32921357 DOI: 10.1016/j.nec.2020.06.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Brain metastases lead to substantial morbidity and mortality among patients with advanced malignancies. Although treatment options have traditionally included largely palliative measures, studies of brain metastasis response to immunotherapy are promising. Immune checkpoint inhibitors have shown efficacy in studies of patients with melanoma, renal cell carcinoma, and lung cancer brain metastases. Patients with brain metastases are more frequently included in clinical trials, ushering in a new era in immunotherapy and management for patients with brain metastases. Gaining an understanding of the molecular determination for response to immunotherapies remains a major challenge and is an active area of future research.
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Affiliation(s)
- Malia B McAvoy
- University of Washington Medical Center, Department of Neurological Surgery, Box 356470, 1959 NE Pacific Street, Seattle, WA 98195-6470, USA
| | - Bryan D Choi
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, 15 Parkman Street, WAC 3, Boston, MA 02114, USA
| | - Pamela S Jones
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, 15 Parkman Street, WAC 745, Boston, MA 02114, USA.
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Beshnova D, Ye J, Onabolu O, Moon B, Zheng W, Fu YX, Brugarolas J, Lea J, Li B. De novo prediction of cancer-associated T cell receptors for noninvasive cancer detection. Sci Transl Med 2020; 12:eaaz3738. [PMID: 32817363 PMCID: PMC7887928 DOI: 10.1126/scitranslmed.aaz3738] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 03/05/2020] [Accepted: 07/21/2020] [Indexed: 01/21/2023]
Abstract
The adaptive immune system recognizes tumor antigens at an early stage to eradicate cancer cells. This process is accompanied by systemic proliferation of the tumor antigen-specific T lymphocytes. While detection of asymptomatic early-stage cancers is challenging due to small tumor size and limited somatic alterations, tracking peripheral T cell repertoire changes may provide an attractive solution to cancer diagnosis. Here, we developed a deep learning method called DeepCAT to enable de novo prediction of cancer-associated T cell receptors (TCRs). We validated DeepCAT using cancer-specific or non-cancer TCRs obtained from multiple major histocompatibility complex I (MHC-I) multimer-sorting experiments and demonstrated its prediction power for TCRs specific to cancer antigens. We blindly applied DeepCAT to distinguish over 250 patients with cancer from over 600 healthy individuals using blood TCR sequences and observed high prediction accuracy, with area under the curve (AUC) ≥ 0.95 for multiple early-stage cancers. This work sets the stage for using the peripheral blood TCR repertoire for noninvasive cancer detection.
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Affiliation(s)
- Daria Beshnova
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Jianfeng Ye
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Oreoluwa Onabolu
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Benjamin Moon
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Wenxin Zheng
- Department of Obstetrics and Gynecology, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Yang-Xin Fu
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX 75390, USA
- Department of Immunology, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - James Brugarolas
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Jayanthi Lea
- Department of Obstetrics and Gynecology, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Bo Li
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA.
- Department of Immunology, UT Southwestern Medical Center, Dallas, TX 75390, USA
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Abstract
Tumor immunology is undergoing a renaissance due to the recent profound clinical successes of tumor immunotherapy. These advances have coincided with an exponential growth in the development of -omics technologies. Armed with these technologies and their associated computational and modeling toolsets, systems biologists have turned their attention to tumor immunology in an effort to understand the precise nature and consequences of interactions between tumors and the immune system. Such interactions are inherently multivariate, spanning multiple time and size scales, cell types, and organ systems, rendering systems biology approaches particularly amenable to their interrogation. While in its infancy, the field of 'Cancer Systems Immunology' has already influenced our understanding of tumor immunology and immunotherapy. As the field matures, studies will move beyond descriptive characterizations toward functional investigations of the emergent behavior that govern tumor-immune responses. Thus, Cancer Systems Immunology holds incredible promise to advance our ability to fight this disease.
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Affiliation(s)
| | - Edgar G Engleman
- Department of Pathology, Stanford University School of MedicineStanfordUnited States
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of MedicineStanfordUnited States
- Stanford Cancer Institute, Stanford UniversityStanfordUnited States
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Lapuente-Santana Ó, Eduati F. Toward Systems Biomarkers of Response to Immune Checkpoint Blockers. Front Oncol 2020; 10:1027. [PMID: 32670886 PMCID: PMC7326813 DOI: 10.3389/fonc.2020.01027] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 05/22/2020] [Indexed: 12/13/2022] Open
Abstract
Immunotherapy with checkpoint blockers (ICBs), aimed at unleashing the immune response toward tumor cells, has shown a great improvement in overall patient survival compared to standard therapy, but only in a subset of patients. While a number of recent studies have significantly improved our understanding of mechanisms playing an important role in the tumor microenvironment (TME), we still have an incomplete view of how the TME works as a whole. This hampers our ability to effectively predict the large heterogeneity of patients' response to ICBs. Systems approaches could overcome this limitation by adopting a holistic perspective to analyze the complexity of tumors. In this Mini Review, we focus on how an integrative view of the increasingly available multi-omics experimental data and computational approaches enables the definition of new systems-based predictive biomarkers. In particular, we will focus on three facets of the TME toward the definition of new systems biomarkers. First, we will review how different types of immune cells influence the efficacy of ICBs, not only in terms of their quantification, but also considering their localization and functional state. Second, we will focus on how different cells in the TME interact, analyzing how inter- and intra-cellular networks play an important role in shaping the immune response and are responsible for resistance to immunotherapy. Finally, we will describe the potential of looking at these networks as dynamic systems and how mathematical models can be used to study the rewiring of the complex interactions taking place in the TME.
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Affiliation(s)
- Óscar Lapuente-Santana
- Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Federica Eduati
- Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
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49
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Sethna Z, Elhanati Y, Callan CG, Walczak AM, Mora T. OLGA: fast computation of generation probabilities of B- and T-cell receptor amino acid sequences and motifs. Bioinformatics 2020; 35:2974-2981. [PMID: 30657870 PMCID: PMC6735909 DOI: 10.1093/bioinformatics/btz035] [Citation(s) in RCA: 121] [Impact Index Per Article: 24.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Revised: 11/10/2018] [Accepted: 01/13/2019] [Indexed: 01/08/2023] Open
Abstract
MOTIVATION High-throughput sequencing of large immune repertoires has enabled the development of methods to predict the probability of generation by V(D)J recombination of T- and B-cell receptors of any specific nucleotide sequence. These generation probabilities are very non-homogeneous, ranging over 20 orders of magnitude in real repertoires. Since the function of a receptor really depends on its protein sequence, it is important to be able to predict this probability of generation at the amino acid level. However, brute-force summation over all the nucleotide sequences with the correct amino acid translation is computationally intractable. The purpose of this paper is to present a solution to this problem. RESULTS We use dynamic programming to construct an efficient and flexible algorithm, called OLGA (Optimized Likelihood estimate of immunoGlobulin Amino-acid sequences), for calculating the probability of generating a given CDR3 amino acid sequence or motif, with or without V/J restriction, as a result of V(D)J recombination in B or T cells. We apply it to databases of epitope-specific T-cell receptors to evaluate the probability that a typical human subject will possess T cells responsive to specific disease-associated epitopes. The model prediction shows an excellent agreement with published data. We suggest that OLGA may be a useful tool to guide vaccine design. AVAILABILITY AND IMPLEMENTATION Source code is available at https://github.com/zsethna/OLGA. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Zachary Sethna
- Joseph Henry Laboratories, Princeton University, Princeton, NJ, USA
| | - Yuval Elhanati
- Joseph Henry Laboratories, Princeton University, Princeton, NJ, USA
| | - Curtis G Callan
- Joseph Henry Laboratories, Princeton University, Princeton, NJ, USA.,Laboratoire de physique de l'Ecole normale supérieure (PSL University), Centre national de la recherche scientifique, Sorbonne University, University Paris-Diderot, Paris, France
| | - Aleksandra M Walczak
- Laboratoire de physique de l'Ecole normale supérieure (PSL University), Centre national de la recherche scientifique, Sorbonne University, University Paris-Diderot, Paris, France
| | - Thierry Mora
- Laboratoire de physique de l'Ecole normale supérieure (PSL University), Centre national de la recherche scientifique, Sorbonne University, University Paris-Diderot, Paris, France
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50
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Dong LQ, Peng LH, Ma LJ, Liu DB, Zhang S, Luo SZ, Rao JH, Zhu HW, Yang SX, Xi SJ, Chen M, Xie FF, Li FQ, Li WH, Ye C, Lin LY, Wang YJ, Wang XY, Gao DM, Zhou H, Yang HM, Wang J, Zhu SD, Wang XD, Cao Y, Zhou J, Fan J, Wu K, Gao Q. Heterogeneous immunogenomic features and distinct escape mechanisms in multifocal hepatocellular carcinoma. J Hepatol 2020; 72:896-908. [PMID: 31887370 DOI: 10.1016/j.jhep.2019.12.014] [Citation(s) in RCA: 129] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 10/29/2019] [Accepted: 12/03/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS The presence of multifocal tumors, developed either from intrahepatic metastasis (IM) or multicentric occurrence (MO), is a distinct feature of hepatocellular carcinoma (HCC). Immunogenomic characterization of multifocal HCC is important for understanding immune escape in different lesions and developing immunotherapy. METHODS We combined whole-exome/transcriptome sequencing, multiplex immunostaining, immunopeptidomes, T cell receptor (TCR) sequencing and bioinformatic analyses of 47 tumors from 15 patients with HCC and multifocal lesions. RESULTS IM and MO demonstrated distinct clonal architecture, mutational spectrum and genetic susceptibility. The immune microenvironment also displayed spatiotemporal heterogeneity, such as less T cell and more M2 macrophage infiltration in IM and higher expression of inhibitory immune checkpoints in MO. Similar to mutational profiles, shared neoantigens and TCR repertoires among tumors from the same patients were abundant in IM but scarce in MO. Combining neoantigen prediction and immunopeptidomes identified T cell-specific neoepitopes and achieved a high verification rate in vitro. Immunoediting mainly occurred in MO but not IM, due to the relatively low immune infiltration. Loss of heterozygosity of human leukocyte antigen (HLA) alleles, identified in 17% of multifocal HCC, hampered the ability of major histocompatibility complex to present neoantigens, especially in IM. An integrated analysis of Immunoscore, immunoediting, TCR clonality and HLA loss of heterozygosity in each tumor could stratify patients into 2 groups based on whether they have a high or low risk of recurrence (p = 0.038). CONCLUSION Our study comprehensively characterized the genetic structure, neoepitope landscape, T cell profile and immunoediting status that collectively shape tumor evolution and could be used to optimize personalized immunotherapies for multifocal HCC. LAY SUMMARY Immunogenomic features of multifocal hepatocellular carcinoma (HCC) are important for understanding immune-escape mechanisms and developing more effective immunotherapy. Herein, comprehensive immunogenomic characterization showed that diverse genomic structures within multifocal HCC would leave footprints on the immune landscape. Only a few tumors were under the control of immunosurveillance, while others evaded the immune system through multiple mechanisms that led to poor prognosis. Our study revealed heterogeneous immunogenomic landscapes and immune-constrained tumor evolution, the understanding of which could be used to optimize personalized immunotherapies for multifocal HCC.
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Affiliation(s)
- Liang-Qing Dong
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | | | - Li-Jie Ma
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | - Dong-Bing Liu
- BGI-Shenzhen, Shenzhen 518083, China; Guangdong Provincial Key Laboratory of Human Disease Genomics, Shenzhen Key Laboratory of Genomics, BGI-Shenzhen, Shenzhen 518083, China
| | - Shu Zhang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | | | | | - Hong-Wen Zhu
- Department of Analytical Chemistry and CAS Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai 201203, China
| | - Shuai-Xi Yang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | - Shui-Jun Xi
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | - Min Chen
- CAS Key Laboratory of Systems Biology, Innovation Center for Cell Signaling Network, CAS enter for Excellence in Molecular Cell Science, Institute of Biochemistry and Cell Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, China
| | | | | | | | - Chen Ye
- BGI-Shenzhen, Shenzhen 518083, China
| | - Li-Ya Lin
- BGI-Shenzhen, Shenzhen 518083, China
| | | | - Xiao-Ying Wang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China
| | - Da-Ming Gao
- CAS Key Laboratory of Systems Biology, Innovation Center for Cell Signaling Network, CAS enter for Excellence in Molecular Cell Science, Institute of Biochemistry and Cell Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Hu Zhou
- Department of Analytical Chemistry and CAS Key Laboratory of Receptor Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 555 Zuchongzhi Road, Shanghai 201203, China
| | - Huan-Ming Yang
- BGI-Shenzhen, Shenzhen 518083, China; James D. Watson Institute of Genome Sciences, Hangzhou 310058, China
| | - Jian Wang
- BGI-Shenzhen, Shenzhen 518083, China; James D. Watson Institute of Genome Sciences, Hangzhou 310058, China
| | - Shi-da Zhu
- BGI-Shenzhen, Shenzhen 518083, China; Department of Biology, University of Copenhagen, Copenhagen N DK-2200, Denmark
| | - Xiang-Dong Wang
- Shanghai Institute of Clinical Bioinformatics, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Ya Cao
- Key Laboratory of Carcinogenesis and Invasion, Chinese Ministry of Education, Xiangya Hospital, Central South University, Changsha 410078, China
| | - Jian Zhou
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China; Key Laboratory of Medical Epigenetics and Metabolism, Institutes of Biomedical Sciences, Fudan University, Shanghai 200032, China
| | - Jia Fan
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China; Key Laboratory of Medical Epigenetics and Metabolism, Institutes of Biomedical Sciences, Fudan University, Shanghai 200032, China; State Key Laboratory of Genetic Engineering, Fudan University, Shanghai 200433, China
| | - Kui Wu
- BGI-Shenzhen, Shenzhen 518083, China; Guangdong Provincial Key Laboratory of Human Disease Genomics, Shenzhen Key Laboratory of Genomics, BGI-Shenzhen, Shenzhen 518083, China; Department of Biology, University of Copenhagen, Copenhagen N DK-2200, Denmark.
| | - Qiang Gao
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, and Key Laboratory of Carcinogenesis and Cancer Invasion (Ministry of Education), Fudan University, Shanghai 200032, China; Key Laboratory of Medical Epigenetics and Metabolism, Institutes of Biomedical Sciences, Fudan University, Shanghai 200032, China.
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