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Papanikolaou C, Economopoulou P, Spathis A, Kotsantis I, Gavrielatou N, Anastasiou M, Moutafi M, Kyriazoglou A, Foukas GRP, Lelegiannis IM, Rimm D, Panayiotides I, Foukas P, Souliotis VL, Psyrri A. Association of DNA damage response signals and oxidative stress status with nivolumab efficacy in patients with Head and Neck Squamous Cell Carcinoma. Br J Cancer 2025:10.1038/s41416-025-03032-2. [PMID: 40410274 DOI: 10.1038/s41416-025-03032-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 03/28/2025] [Accepted: 04/14/2025] [Indexed: 05/25/2025] Open
Abstract
BACKGROUND Accumulating evidence suggests that deregulation of DNA damage response (DDR) network affects multiple aspects of the immune system. Herein, we tested the hypothesis that DDR-related signals, measured in peripheral blood mononuclear cells (PBMCs) from Head and Neck Squamous Cell Carcinoma (HNSCC) patients, correlate with the response to immune checkpoint inhibitors. METHODS Oxidative stress and DDR-related signals were evaluated in PBMCs from 26 healthy controls and 50 recurrent/metastatic HNSCC patients at baseline, who participated in a phase II nivolumab trial (NCT03652142). Spatial transcriptomics in three molecularly defined tissue compartments (tumour, leucocyte, macrophage) from biopsies of overlapping cases were also investigated. RESULTS PBMCs from responders to nivolumab therapy showed significantly lower oxidative stress, endogenous DNA damage, DNA repair capacities and apoptosis rates compared with non-responders (all P < 0.04). The analysis of tissue RNA in situ data illustrated that DNA repair pathways showed enrichment in the macrophage compartment of baseline tissue biopsies of responders compared with non-responders (P = 0.049). CONCLUSIONS Our findings demonstrate that oxidative stress and deregulated DDR-related signals measured in PBMCs from HNSCC patients at baseline correlate with response to nivolumab and, if further validated, may be exploited as novel non-invasive biomarkers and the design of clinical trials.
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Affiliation(s)
- Christina Papanikolaou
- Institute of Chemical Biology, National Hellenic Research Foundation, Athens, Greece
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Panagiota Economopoulou
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Aris Spathis
- Second Department of Pathology, Attikon University Hospital, Athens, Greece
| | - Ioannis Kotsantis
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Niki Gavrielatou
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Maria Anastasiou
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Myrto Moutafi
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Anastasios Kyriazoglou
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - George-Romanos P Foukas
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - Ioannis M Lelegiannis
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece
| | - David Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | | | - Periklis Foukas
- Second Department of Pathology, Attikon University Hospital, Athens, Greece
- Department of Oncology, CHUV - Centre Hospitalier Universitaire Vaudois, Lausanne, Switzerland
| | - Vassilis L Souliotis
- Institute of Chemical Biology, National Hellenic Research Foundation, Athens, Greece
| | - Amanda Psyrri
- Oncology Unit, 2nd Department of Internal Medicine, Attikon University Hospital, Athens, Greece.
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Casalegno Garduño R, Spitschak A, Pannek T, Pützer BM. CD8+ T Cell Subsets as Biomarkers for Predicting Checkpoint Therapy Outcomes in Cancer Immunotherapy. Biomedicines 2025; 13:930. [PMID: 40299510 PMCID: PMC12025007 DOI: 10.3390/biomedicines13040930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2025] [Revised: 04/01/2025] [Accepted: 04/04/2025] [Indexed: 04/30/2025] Open
Abstract
The advent of immune checkpoint blockade (ICB) has transformed cancer immunotherapy, enabling remarkable long-term outcomes and improved survival, particularly with ICB combination treatments. However, clinical benefits remain confined to a subset of patients, and life-threatening immune-related adverse effects pose a significant challenge. This limited efficacy is attributed to cancer heterogeneity, which is mediated by ligand-receptor interactions, exosomes, secreted factors, and key transcription factors. Oncogenic regulators like E2F1 and MYC drive metastatic tumor environments and intertwine with immunoregulatory pathways, impairing T cell function and reducing immunotherapy effectiveness. To address these challenges, FDA-approved biomarkers, such as tumor mutational burden (TMB) and programmed cell death-ligand 1 (PD-L1) expression, help to identify patients most likely to benefit from ICB. Yet, current biomarkers have limitations, making treatment decisions difficult. Recently, T cells-the primary target of ICB-have emerged as promising biomarkers. This review explores the relationship between cancer drivers and immune response, and emphasizes the role of CD8+ T cells in predicting and monitoring ICB efficacy. Tumor-infiltrating CD8+ T cells correlate with positive clinical outcomes in many cancers, yet obtaining tumor tissue remains complex, limiting its practical use. Conversely, circulating T cell subsets are more accessible and have shown promise as predictive biomarkers. Specifically, memory and progenitor exhausted T cells are associated with favorable immunotherapy responses, while terminally exhausted T cells negatively correlate with ICB efficacy. Ultimately, combining biomarkers enhances predictive accuracy, as demonstrated by integrating TMB/PD-L1 expression with CD8+ T cell frequency. Computational models incorporating cancer and immune signatures could further refine patient stratification, advancing personalized immunotherapy.
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Affiliation(s)
- Rosaely Casalegno Garduño
- Institute of Experimental Gene Therapy and Cancer Research, Rostock University Medical Center, 18057 Rostock, Germany; (R.C.G.); (A.S.); (T.P.)
| | - Alf Spitschak
- Institute of Experimental Gene Therapy and Cancer Research, Rostock University Medical Center, 18057 Rostock, Germany; (R.C.G.); (A.S.); (T.P.)
| | - Tim Pannek
- Institute of Experimental Gene Therapy and Cancer Research, Rostock University Medical Center, 18057 Rostock, Germany; (R.C.G.); (A.S.); (T.P.)
| | - Brigitte M. Pützer
- Institute of Experimental Gene Therapy and Cancer Research, Rostock University Medical Center, 18057 Rostock, Germany; (R.C.G.); (A.S.); (T.P.)
- Department Life, Light & Matter, University of Rostock, 18059 Rostock, Germany
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3
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Diao J, Wei Z, Pei Y, Ge J, Qing Y, Wei Y, Chen Y, Peng X. Association of lymphocyte subsets percentage with prognosis for recurrent or metastatic nasopharyngeal carcinoma patients receiving PD-L1 inhibitors. Cancer Immunol Immunother 2025; 74:129. [PMID: 40024914 PMCID: PMC11872814 DOI: 10.1007/s00262-024-03885-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Accepted: 11/04/2024] [Indexed: 03/04/2025]
Abstract
BACKGROUND Immune checkpoint inhibitors (ICIs), particularly PD-1/PD-L1 inhibitors, have demonstrated significant survival benefits in treating recurrent or metastatic nasopharyngeal carcinoma (R/M-NPC). While baseline peripheral blood lymphocyte subsets have been identified as prognostic biomarkers in various cancers treated with ICIs, their relevance in R/M-NPC has not been extensively studied. METHODS This post hoc analysis used data from 153 R/M-NPC patients treated with PD-L1 inhibitor monotherapy in the phase 2 trial KL167-2-05-CTP. The lymphocyte subsets, including total T cells, CD4/CD8 ratio, helper T cells, suppressor cytotoxic T cells, NK cells, and B cells, were tested by flow cytometry. These subsets were grouped using optimal cutoff values identified by the Maximally Selected Log-rank Statistic. Overall survival (OS) and progression-free survival (PFS) were assessed using Kaplan-Meier and Cox regression analysis, and logistic regression analysis evaluated the associations with objective response rate (ORR) and disease control rate (DCR). RESULTS Patients with lower NK cell percentages showed significantly longer OS (26.3 vs. 12.1 months, p < 0.001) and PFS (5.5 vs. 3.7 months, p < 0.001) compared to those with higher NK cell percentages. No significant differences in OS or PFS were observed for other lymphocyte subsets. High NK cell percentages were identified as risk factors for shorter OS (HR, 2.49) and PFS (HR, 1.62). There were no significant differences in ORR and DCR between high and low lymphocyte subsets. CONCLUSION Lower baseline NK cell percentages are associated with improved OS and PFS in R/M-NPC patients undergoing PD-L1 inhibitor therapy.
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Affiliation(s)
- Jianming Diao
- Department of Biotherapy, Cancer Center, West China Hospital & State Key Laboratory of Biotherapy, Sichuan University, Chengdu, China
| | - Zhigong Wei
- Department of Biotherapy, Cancer Center, West China Hospital & State Key Laboratory of Biotherapy, Sichuan University, Chengdu, China
| | - Yiyan Pei
- Department of Biotherapy, Cancer Center, West China Hospital & State Key Laboratory of Biotherapy, Sichuan University, Chengdu, China
| | - Junyou Ge
- Sichuan Kelun-Biotech Biopharmaceutical Co., Ltd., Chengdu, China
| | - Yan Qing
- Sichuan Kelun-Biotech Biopharmaceutical Co., Ltd., Chengdu, China
| | - Youneng Wei
- Sichuan Kelun-Biotech Biopharmaceutical Co., Ltd., Chengdu, China
| | - Ye Chen
- Division of Abdominal Tumor Multimodality Treatment, Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, China.
| | - Xingchen Peng
- Department of Biotherapy, Cancer Center, West China Hospital & State Key Laboratory of Biotherapy, Sichuan University, Chengdu, China.
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Ezdoglian A, Tsang-A-Sjoe M, Khodadust F, Burchell G, Jansen G, de Gruijl T, Labots M, van der Laken CJ. Monocyte-related markers as predictors of immune checkpoint inhibitor efficacy and immune-related adverse events: a systematic review and meta-analysis. Cancer Metastasis Rev 2025; 44:35. [PMID: 39982537 PMCID: PMC11845441 DOI: 10.1007/s10555-025-10246-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Accepted: 01/22/2025] [Indexed: 02/22/2025]
Abstract
The efficacy and off-target effects of immune checkpoint inhibitors (ICI) in cancer treatment vary among patients. Monocytes likely contribute to this heterogeneous response due to their crucial role in immune homeostasis. We conducted a systematic review and meta-analysis to evaluate the impact of monocytes on ICI efficacy and immune-related adverse events (irAEs) in patients with cancer. We systematically searched PubMed, Web of Science, and Embase for clinical studies from January 2000 to December 2023. Articles were included if they mentioned cancer, ICI, monocytes, or any monocyte-related terminology. Animal studies and studies where ICIs were combined with other biologics were excluded, except for studies where two ICIs were used. This systematic review was registered with PROSPERO (CRD42023396297) prior to data extraction and analysis. Monocyte-related markers, such as absolute monocyte count (AMC), monocyte/lymphocyte ratio (MLR), specific monocyte subpopulations, and m-MDSCs were assessed in relation to ICI efficacy and safety. Bayesian meta-analysis was conducted for AMC and MLR. The risk of bias assessment was done using the Cochrane-ROBINS-I tool. Out of 5787 studies identified in our search, 155 eligible studies report peripheral blood monocyte-related markers as predictors of response to ICI, and 32 of these studies describe irAEs. Overall, based on 63 studies, a high MLR was a prognostic biomarker for short progression-free survival (PFS) and overall survival (OS) hazard ratio (HR): 1.5 (95% CI: 1.21-1.88) and 1.52 (95% CI:1.13-2.08), respectively. The increased percentage of classical monocytes was an unfavorable predictor of survival, while low baseline rates of monocytic myeloid-derived suppressor cells (m-MDSCs) were favorable. Elevated intermediate monocyte frequencies were associated but not significantly correlated with the development of irAEs. Baseline monocyte phenotyping may serve as a composite biomarker of response to ICI; however, more data is needed regarding irAEs. Monocyte-related variables may aid in risk assessment and treatment decision strategies for patients receiving ICI in terms of both efficacy and safety.
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Affiliation(s)
- Aiarpi Ezdoglian
- Department of Rheumatology and Clinical Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Michel Tsang-A-Sjoe
- Department of Rheumatology and Clinical Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Fatemeh Khodadust
- Department of Rheumatology and Clinical Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - George Burchell
- Amsterdam University Medical Library, Amsterdam, The Netherlands
| | - Gerrit Jansen
- Department of Rheumatology and Clinical Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Tanja de Gruijl
- Department of Medical Oncology, Cancer Center Amsterdam, Amsterdam University Medical Center, Location Vrije Universiteit, Amsterdam, The Netherlands
| | - Mariette Labots
- Department of Medical Oncology, Amsterdam University Medical Center, Location Vrije Universiteit, Amsterdam, The Netherlands
| | - Conny J van der Laken
- Department of Rheumatology and Clinical Immunology, Amsterdam University Medical Center, Amsterdam, The Netherlands.
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Borilova S, Grell P, Selingerova I, Gescheidtova L, Mlnarikova M, Bilek O, Lakomy R, Poprach A, Podhorec J, Kiss I, Vyzula R, Vavrusakova B, Nevrlka J, Zdrazilova-Dubska L. Early changes of peripheral circulating immune subsets induced by PD-1 inhibitors in patients with advanced malignant melanoma and non-small cell lung cancer. BMC Cancer 2024; 24:1590. [PMID: 39736542 DOI: 10.1186/s12885-024-13351-x] [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: 07/17/2024] [Accepted: 12/16/2024] [Indexed: 01/01/2025] Open
Abstract
BACKGROUND Immune checkpoint inhibitors (ICIs), including those targeting PD-1, are currently used in a wide range of tumors, but only 20-40% of patients achieve clinical benefit. The objective of our study was to find predictive peripheral blood-based biomarkers for ICI treatment. METHODS In 41 patients with advanced malignant melanoma (MM) and NSCLC treated with PD-1 inhibitors, we analyzed peripheral blood-based immune subsets by flow cytometry before treatment initialization and the second therapy dose. Specifically, we assessed basic blood differential count, overall T cells and their subgroups, B cells, and myeloid-derived suppressor cells (MDSC). In detail, CD4 + and CD8 + T cells were assessed according to their subtypes, such as central memory T cells (TCM), effector memory T cells (TEM), and naïve T cells (TN). Furthermore, we also evaluated the predictive value of CD28 and ICOS/CD278 co-expression on T cells. RESULTS Patients who achieved disease control on ICIs had a significantly lower baseline proportion of CD4 + TEM (p = 0.013) and tended to have a higher baseline proportion of CD4 + TCM (p = 0.059). ICI therapy-induced increase in Treg count (p = 0.012) and the proportion of CD4 + TN (p = 0.008) and CD28 + ICOS- T cells (p = 0.012) was associated with disease control. Patients with a high baseline proportion of CD4 + TCM and a low baseline proportion of CD4 + TEM showed significantly longer PFS (p = 0.011, HR 2.6 and p ˂ 0.001, HR 0.23, respectively) and longer OS (p = 0.002, HR 3.75 and p ˂ 0.001, HR 0.15, respectively). Before the second dose, the high proportion of CD28 + ICOS- T cells after ICI therapy initiation was significantly associated with prolonged PFS (p = 0.017, HR 2.51) and OS (p = 0.030, HR 2.69). Also, a high Treg count after 2 weeks of ICI treatment was associated with significantly prolonged PFS (p = 0.016, HR 2.33). CONCLUSION In summary, our findings suggest that CD4 + TEM and TCM baselines and an early increase in the Treg count induced by PD-1 inhibitors and the proportion of CD28 + ICOS- T cells may be useful in predicting the response in NSCLC and MM patients.
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Affiliation(s)
- Simona Borilova
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Peter Grell
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic.
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic.
| | - Iveta Selingerova
- Department of Laboratory Medicine, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Lenka Gescheidtova
- Department of Laboratory Medicine, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Marie Mlnarikova
- Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Ondrej Bilek
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Radek Lakomy
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Alexandr Poprach
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Jan Podhorec
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Igor Kiss
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Rostislav Vyzula
- Department of Comprehensive Cancer Care, Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Department of Comprehensive Cancer Care, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Barbora Vavrusakova
- Research Center for Applied Molecular Oncology (RECAMO), Masaryk Memorial Cancer Institute, Brno, Czech Republic
- Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Jiri Nevrlka
- Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Department of Laboratory Medicine, Department of Laboratory Methods, Faculty of Medicine and University Hospital Brno, Masaryk University, Brno, Czech Republic
| | - Lenka Zdrazilova-Dubska
- Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Department of Laboratory Medicine, Department of Laboratory Methods, Faculty of Medicine and University Hospital Brno, Masaryk University, Brno, Czech Republic
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Vasiliadou I, Cattaneo C, Chan PYK, Henley-Smith R, Gregson-Williams H, Collins L, Wojewodka G, Guerrero-Urbano T, Jeannon JP, Connor S, Davis J, Pasto A, Mustapha R, Ng T, Kong A. Correlation of the treatment sensitivity of patient-derived organoids with treatment outcomes in patients with head and neck cancer (SOTO): protocol for a prospective observational study. BMJ Open 2024; 14:e084176. [PMID: 39389599 PMCID: PMC11474813 DOI: 10.1136/bmjopen-2024-084176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 08/19/2024] [Indexed: 10/12/2024] Open
Abstract
INTRODUCTION Organoids have been successfully used in several areas of cancer research and large living biobanks of patient-derived organoids (PDOs) have been developed from various malignancies. The characteristics of the original tumour tissue such as mutation signatures, phenotype and genetic diversity are well preserved in organoids, thus showing promising results for the use of this model in translational research. In this study, we aim to assess whether we can generate PDOs from head and neck squamous cell carcinoma (HNSCC) samples and whether PDOs can be used to predict treatment sensitivity in HNSCC patients as well as to explore potential biomarkers. METHODS AND ANALYSIS This is a prospective observational study at a single centre (Guy's and St Thomas' NHS Foundation Trust) to generate PDOs from patients' samples to assess treatment response and to correlate with patients' treatment outcomes. Patients will be included if they are diagnosed with HNSCC undergoing curative treatment (primary surgery or radiotherapy) or presenting with recurrent or metastatic cancers and they will be categorised into three groups (cohort 1: primary surgery, cohort 2: primary radiotherapy and cohort 3: recurrent/metastatic disease). Research tumour samples will be collected and processed into PDOs and chemosensitivity/radiosensitivity will be assessed using established methods. Moreover, blood and other biological samples (eg, saliva) will be collected at different time intervals during treatment and will be processed in the laboratory for plasma and peripheral blood mononuclear cell (PBMC) isolation. Plasma and saliva will be used for circulating tumour DNA analysis and PBMC will be stored for assessment of the peripheral immune characteristics of the patients as well as to perform co-culture experiments with PDOs. SOTO study (correlation of the treatment Sensitivity of patient-derived Organoids with Treatment Outcomes in patients with head and neck cancer) uses the collaboration of several specialties in head and neck cancer and has the potential to explore multiple areas of research with the aim of offering a valid and effective approach to personalised medicine for cancer patients. ETHICS AND DISSEMINATION This study was approved by North West-Greater Manchester South Research Ethics Committee (REC Ref: 22/NW/0023) on 21 March 2022. An informed consent will be obtained from all participants prior to inclusion in the study. Results will be disseminated via peer-reviewed publications and presentations at international conferences. TRIAL REGISTRATION NUMBER NCT05400239.
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Affiliation(s)
| | | | | | - Rhonda Henley-Smith
- Head and Neck Pathology, Guy's and St Thomas' Hospitals NHS Trust, London, UK
| | | | - Lisette Collins
- Head and Neck Pathology, Guy's and St Thomas' Hospitals NHS Trust, London, UK
| | | | | | | | - Steve Connor
- Head and Neck Radiology, Guy's and St Thomas' Hospitals NHS Trust, London, UK
| | - Jessica Davis
- Comprehensive Cancer Centre, King's College London, London, UK
| | - Anna Pasto
- Comprehensive Cancer Centre, King's College London, London, UK
| | - Rami Mustapha
- Comprehensive Cancer Centre, King's College London, London, UK
| | - Tony Ng
- Comprehensive Cancer Centre, King's College London, London, UK
| | - Anthony Kong
- Comprehensive Cancer Centre, King's College London, London, UK
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Zhang X, Chen R, Huo Z, Li W, Jiang M, Su G, Liu Y, Cai Y, Huang W, Xiong Y, Wang S. Blood-based molecular and cellular biomarkers of early response to neoadjuvant PD-1 blockade in patients with non-small cell lung cancer. Cancer Cell Int 2024; 24:225. [PMID: 38951894 PMCID: PMC11218110 DOI: 10.1186/s12935-024-03412-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Accepted: 06/22/2024] [Indexed: 07/03/2024] Open
Abstract
BACKGROUND Despite the improved survival observed in PD-1/PD-L1 blockade therapy, a substantial proportion of cancer patients, including those with non-small cell lung cancer (NSCLC), still lack a response. METHODS Transcriptomic profiling was conducted on a discovery cohort comprising 100 whole blood samples, as collected multiple times from 48 healthy controls (including 43 published data) and 31 NSCLC patients that under treatment with a combination of anti-PD-1 Tislelizumab and chemotherapy. Differentially expressed genes (DEGs), simulated immune cell subsets, and germline DNA mutational markers were identified from patients achieved a pathological complete response during the early treatment cycles. The predictive values of mutational markers were further validated in an independent immunotherapy cohort of 1661 subjects, and then confirmed in genetically matched lung cancer cell lines by a co-culturing model. RESULTS The gene expression of hundreds of DEGs (FDR p < 0.05, fold change < -2 or > 2) distinguished responders from healthy controls, indicating the potential to stratify patients utilizing early on-treatment features from blood. PD-1-mediated cell abundance changes in memory CD4 + and regulatory T cell subset were more significant or exclusively observed in responders. A panel of top-ranked genetic alterations showed significant associations with improved survival (p < 0.05) and heightened responsiveness to anti-PD-1 treatment in patient cohort and co-cultured cell lines. CONCLUSION This study discovered and validated peripheral blood-based biomarkers with evident predictive efficacy for early therapy response and patient stratification before treatment for neoadjuvant PD-1 blockade in NSCLC patients.
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Affiliation(s)
- Xi Zhang
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China.
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, School of Medicine, Northwest University, 710069, Shaanxi, Xi'an, China.
| | - Rui Chen
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Zirong Huo
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Wenqing Li
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Mengju Jiang
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Guodong Su
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Yuru Liu
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Yu Cai
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
| | - Wuhao Huang
- Department of Lung Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Tianjin Lung Cancer Center, Tianjin, 300060, China
| | - Yuyan Xiong
- School of Life Science, Northwest University, Xi'an, Shaanxi, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, School of Medicine, Northwest University, 710069, Shaanxi, Xi'an, China
| | - Shengguang Wang
- Department of Lung Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Tianjin Lung Cancer Center, Tianjin, 300060, China.
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Liao L, Tsai C, Li P, Lee C, Lin S, Lai W, Chen I, Chang C, Lee J, Chiu Y. Characterization of unique pattern of immune cell profile in patients with nasopharyngeal carcinoma through flow cytometry and machine learning. J Cell Mol Med 2024; 28:e18404. [PMID: 38888489 PMCID: PMC11184936 DOI: 10.1111/jcmm.18404] [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: 01/14/2024] [Revised: 04/19/2024] [Accepted: 05/02/2024] [Indexed: 06/20/2024] Open
Abstract
In patients with nasopharyngeal carcinoma (NPC), the alteration of immune responses in peripheral blood remains unclear. In this study, we established an immune cell profile for patients with NPC and used flow cytometry and machine learning (ML) to identify the characteristics of this profile. After isolation of circulating leukocytes, the proportions of 104 immune cell subsets were compared between NPC group and the healthy control group (HC). Data obtained from the immune cell profile were subjected to ML training to differentiate between the immune cell profiles of the NPC and HC groups. We observed that subjects in the NPC group presented higher proportions of T cells, memory B cells, short-lived plasma cells, IgG-positive B cells, regulatory T cells, MHC II+ T cells, CTLA4+ T cells and PD-1+ T cells than subjects in the HC group, indicating weaker and compromised cellular and humoral immune responses. ML revealed that monocytes, PD-1+ CD4 T cells, memory B cells, CTLA4+ CD4 Treg cells and PD-1+ CD8 T cells were strongly contributed to the difference in immune cell profiles between the NPC and HC groups. This alteration can be fundamental in developing novel immunotherapies for NPC.
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Affiliation(s)
- Li‐Jen Liao
- Department of OtolaryngologyFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Chien‐Chen Tsai
- Department of Anatomical PathologyFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Po‐Yu Li
- FullHope Biomedical Co., LtdNew Taipei CityTaiwan
| | | | | | - Wan‐Yu Lai
- FullHope Biomedical Co., LtdNew Taipei CityTaiwan
| | - I‐Yu Chen
- Division of Nephrology, Department of MedicineFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Chiung‐Fang Chang
- Department of Medical ResearchFar Eastern Memorial HospitalNew Taipei CityTaiwan
| | - Jan‐Mou Lee
- FullHope Biomedical Co., LtdNew Taipei CityTaiwan
| | - Yen‐Ling Chiu
- Division of Nephrology, Department of MedicineFar Eastern Memorial HospitalNew Taipei CityTaiwan
- Department of Medical ResearchFar Eastern Memorial HospitalNew Taipei CityTaiwan
- Graduate Institute of Medicine and Graduate Program in Biomedical InformaticsYuan Ze UniversityTaoyuanTaiwan
- Graduate Institute of Clinical MedicineNational Taiwan University College of MedicineTaipeiTaiwan
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9
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Möller M, Orth V, Umansky V, Hetjens S, Braun V, Reißfelder C, Hardt J, Seyfried S. Myeloid-derived suppressor cells in peripheral blood as predictive biomarkers in patients with solid tumors undergoing immune checkpoint therapy: systematic review and meta-analysis. Front Immunol 2024; 15:1403771. [PMID: 38855104 PMCID: PMC11157008 DOI: 10.3389/fimmu.2024.1403771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 05/09/2024] [Indexed: 06/11/2024] Open
Abstract
Background Immunotherapeutic approaches, including immune checkpoint inhibitor (ICI) therapy, are increasingly recognized for their potential. Despite notable successes, patient responses to these treatments vary significantly. The absence of reliable predictive and prognostic biomarkers hampers the ability to foresee outcomes. This meta-analysis aims to evaluate the predictive significance of circulating myeloid-derived suppressor cells (MDSC) in patients with solid tumors undergoing ICI therapy, focusing on progression-free survival (PFS) and overall survival (OS). Methods A comprehensive literature search was performed across PubMed and EMBASE from January 2007 to November 2023, utilizing keywords related to MDSC and ICI. We extracted hazard ratios (HRs) and 95% confidence intervals (CIs) directly from the publications or calculated them based on the reported data. A hazard ratio greater than 1 indicated a beneficial effect of low MDSC levels. We assessed heterogeneity and effect size through subgroup analyses. Results Our search yielded 4,023 articles, of which 17 studies involving 1,035 patients were included. The analysis revealed that patients with lower levels of circulating MDSC experienced significantly improved OS (HR=2.13 [95% CI 1.51-2.99]) and PFS (HR=1.87 [95% CI 1.29-2.72]) in response to ICI therapy. Notably, heterogeneity across these outcomes was primarily attributed to differences in polymorphonuclear MDSC (PMN-MDSC) subpopulations and varying cutoff methodologies used in the studies. The monocytic MDSC (M-MDSC) subpopulation emerged as a consistent and significant prognostic marker across various subgroup analyses, including ethnicity, tumor type, ICI target, sample size, and cutoff methodology. Conclusions Our findings suggest that standardized assessment of MDSC, particularly M-MDSC, should be integral to ICI therapy strategies. These cells hold the promise of identifying patients at risk of poor response to ICI therapy, enabling tailored treatment approaches. Further research focusing on the standardization of markers and validation of cutoff methods is crucial for integrating MDSC into clinical practice. Systematic Review Registration https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42023420095, identifier CRD42023420095.
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Affiliation(s)
- Maximilian Möller
- Department of Surgery, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
| | - Vanessa Orth
- Department of Surgery, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
| | - Viktor Umansky
- Department of Dermatology, Venereology and Allergology, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
- Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Research Center (DKFZ)-Hector Cancer Institute, University Medical Centre Mannheim, Mannheim, Germany
| | - Svetlana Hetjens
- Department of Biometry and Statistics, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
| | - Volker Braun
- Department of Library and Information Sciences, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christoph Reißfelder
- Department of Surgery, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
- German Cancer Research Center (DKFZ)-Hector Cancer Institute, University Medical Centre Mannheim, Mannheim, Germany
| | - Julia Hardt
- Department of Surgery, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
| | - Steffen Seyfried
- Department of Surgery, Medical Faculty Mannheim, University Medical Center Mannheim, Heidelberg University, Mannheim, Germany
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10
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Dyikanov D, Zaitsev A, Vasileva T, Wang I, Sokolov AA, Bolshakov ES, Frank A, Turova P, Golubeva O, Gantseva A, Kamysheva A, Shpudeiko P, Krauz I, Abdou M, Chasse M, Conroy T, Merriam NR, Alesse JE, English N, Shpak B, Shchetsova A, Tikhonov E, Filatov I, Radko A, Bolshakova A, Kachalova A, Lugovykh N, Bulahov A, Kilina A, Asanbekov S, Zheleznyak I, Skoptsov P, Alekseeva E, Johnson JM, Curry JM, Linnenbach AJ, South AP, Yang E, Morozov K, Terenteva A, Nigmatullina L, Fastovetz D, Bobe A, Balabanian L, Nomie K, Yong ST, Davitt CJH, Ryabykh A, Kudryashova O, Tazearslan C, Bagaev A, Fowler N, Luginbuhl AJ, Ataullakhanov RI, Goldberg MF. Comprehensive peripheral blood immunoprofiling reveals five immunotypes with immunotherapy response characteristics in patients with cancer. Cancer Cell 2024; 42:759-779.e12. [PMID: 38744245 DOI: 10.1016/j.ccell.2024.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 02/20/2024] [Accepted: 04/15/2024] [Indexed: 05/16/2024]
Abstract
The lack of comprehensive diagnostics and consensus analytical models for evaluating the status of a patient's immune system has hindered a wider adoption of immunoprofiling for treatment monitoring and response prediction in cancer patients. To address this unmet need, we developed an immunoprofiling platform that uses multiparameter flow cytometry to characterize immune cell heterogeneity in the peripheral blood of healthy donors and patients with advanced cancers. Using unsupervised clustering, we identified five immunotypes with unique distributions of different cell types and gene expression profiles. An independent analysis of 17,800 open-source transcriptomes with the same approach corroborated these findings. Continuous immunotype-based signature scores were developed to correlate systemic immunity with patient responses to different cancer treatments, including immunotherapy, prognostically and predictively. Our approach and findings illustrate the potential utility of a simple blood test as a flexible tool for stratifying cancer patients into therapy response groups based on systemic immunoprofiling.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Jennifer M Johnson
- Department of Medical Oncology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Joseph M Curry
- Department of Otolaryngology Head and Neck Surgery, Thomas Jefferson University, Philadelphia, PA, USA
| | - Alban J Linnenbach
- Department of Otolaryngology Head and Neck Surgery, Thomas Jefferson University, Philadelphia, PA, USA
| | - Andrew P South
- Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA, USA
| | - EnJun Yang
- The Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Adam J Luginbuhl
- Department of Otolaryngology Head and Neck Surgery, Thomas Jefferson University, Philadelphia, PA, USA
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11
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Stanley R, Flanagan S, Reilly DO, Kearney E, Naidoo J, Dowling CM. Immunotherapy through the Lens of Non-Small Cell Lung Cancer. Cancers (Basel) 2023; 15:cancers15112996. [PMID: 37296957 DOI: 10.3390/cancers15112996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 05/24/2023] [Accepted: 05/28/2023] [Indexed: 06/12/2023] Open
Abstract
Immunotherapy has revolutionised anti-cancer treatment in solid organ malignancies. Specifically, the discovery of CTLA-4 followed by PD-1 in the early 2000s led to the practice-changing clinical development of immune checkpoint inhibitors (ICI). Patients with lung cancer, including both small cell (SCLC) and non-small cell lung cancer (NSCLC), benefit from the most commonly used form of immunotherapy in immune checkpoint inhibitors (ICI), resulting in increased survival and quality of life. In NSCLC, the benefit of ICIs has now extended from advanced NSCLC to earlier stages of disease, resulting in durable benefits and the even the emergence of the word 'cure' in long term responders. However, not all patients respond to immunotherapy, and few patients achieve long-term survival. Patients may also develop immune-related toxicity, a small percentage of which is associated with significant mortality and morbidity. This review article highlights the various types of immunotherapeutic strategies, their modes of action, and the practice-changing clinical trials that have led to the widespread use of immunotherapy, with a focus on ICIs in NSCLC and the current challenges associated with advancing the field of immunotherapy.
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Affiliation(s)
- Robyn Stanley
- School of Medicine, University of Limerick, V94 T9PX Limerick, Ireland
| | - Saoirse Flanagan
- School of Medicine, University of Limerick, V94 T9PX Limerick, Ireland
| | | | - Ella Kearney
- School of Medicine, University of Limerick, V94 T9PX Limerick, Ireland
| | - Jarushka Naidoo
- Beaumont Hospital, D09 V2N0 Dublin, Ireland
- Department of Medicine, Royal College of Surgeons in Ireland, D02 YN77 Dublin, Ireland
- Sidney Kimmel Comprehensive Cancer Centre, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Catríona M Dowling
- School of Medicine, University of Limerick, V94 T9PX Limerick, Ireland
- Department of Medicine, Royal College of Surgeons in Ireland, D02 YN77 Dublin, Ireland
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12
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Moschella F, Buccione C, Ruspantini I, Castiello L, Rozo Gonzalez A, Iacobone F, Ferraresi V, Palermo B, Nisticò P, Belardelli F, Proietti E, Macchia I, Urbani F. Blood immune cells as potential biomarkers predicting relapse-free survival of stage III/IV resected melanoma patients treated with peptide-based vaccination and interferon-alpha. Front Oncol 2023; 13:1145667. [PMID: 37274275 PMCID: PMC10233106 DOI: 10.3389/fonc.2023.1145667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 04/24/2023] [Indexed: 06/06/2023] Open
Abstract
Introduction Despite the recent approval of several therapies in the adjuvant setting of melanoma, tumor relapse still occurs in a significant number of completely resected stage III-IV patients. In this context, the use of cancer vaccines is still relevant and may increase the response to immune checkpoint inhibitors. We previously demonstrated safety, immunogenicity and preliminary evidence of clinical efficacy in stage III/IV resected melanoma patients subjected to a combination therapy based on peptide vaccination together with intermittent low-dose interferon-α2b, with or without dacarbazine preconditioning (https://www.clinicaltrialsregister.eu/ctr-search/search, identifier: 2008-008211-26). In this setting, we then focused on pre-treatment patient immune status to highlight possible factors associated with clinical outcome. Methods Multiparametric flow cytometry was used to identify baseline immune profiles in patients' peripheral blood mononuclear cells and correlation with the patient clinical outcome. Receiver operating characteristic curve, Kaplan-Meier survival and principal component analyses were used to evaluate the predictive power of the identified markers. Results We identified 12 different circulating T and NK cell subsets with significant (p ≤ 0.05) differential baseline levels in patients who later relapsed with respect to patients who remained free of disease. All 12 parameters showed a good prognostic accuracy (AUC>0.7, p ≤ 0.05) and 11 of them significantly predicted the relapse-free survival. Remarkably, 3 classifiers also predicted the overall survival. Focusing on immune cell subsets that can be analyzed through simple surface staining, three subsets were identified, namely regulatory T cells, CD56dimCD16- NK cells and central memory γδ T cells. Each subset showed an AUC>0.8 and principal component analysis significantly grouped relapsing and non-relapsing patients (p=0.034). These three subsets were used to calculate a combination score that was able to perfectly distinguish relapsing and non-relapsing patients (AUC=1; p=0). Noticeably, patients with a combined score ≥2 demonstrated a strong advantage in both relapse-free (p=0.002) and overall (p=0.011) survival as compared to patients with a score <2. Discussion Predictive markers may be used to guide patient selection for personalized therapies and/or improve follow-up strategies. This study provides preliminary evidence on the identification of peripheral blood immune biomarkers potentially capable of predicting the clinical response to combined vaccine-based adjuvant therapies in melanoma.
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Affiliation(s)
- Federica Moschella
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Carla Buccione
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | | | | | - Andrea Rozo Gonzalez
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Floriana Iacobone
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Virginia Ferraresi
- Department of Medical Oncology 1, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS) Regina Elena National Cancer Institute, Rome, Italy
| | - Belinda Palermo
- Tumor Immunology and Immunotherapy Unit, Department of Research, Advanced Diagnostics and Technological Innovation, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS) Regina Elena National Cancer Institute, Rome, Italy
| | - Paola Nisticò
- Tumor Immunology and Immunotherapy Unit, Department of Research, Advanced Diagnostics and Technological Innovation, Scientific Institute for Research, Hospitalization and Healthcare (IRCCS) Regina Elena National Cancer Institute, Rome, Italy
| | - Filippo Belardelli
- Institute of Translational Pharmacology, National Research Council (CNR), Rome, Italy
| | - Enrico Proietti
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Iole Macchia
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
| | - Francesca Urbani
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Rome, Italy
- Medical Biotechnology and Translational Medicine PhD School, II University of Rome “Tor Vergata”, Rome, Italy
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13
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Doi M, Tanaka H, Ohoto T, Miura N, Sakurai Y, Hatakeyama H, Akita H. Reactivation of Anticancer Immunity by Resetting Interorgan Crosstalk in Immune-Suppressive Cells with a Nanoparticulated Anti-Inflammatory Drug. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2205131. [PMID: 36703512 DOI: 10.1002/smll.202205131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Revised: 12/14/2022] [Indexed: 06/18/2023]
Abstract
The reactivation of anticancer immunity is a fundamental principle in cancer immunotherapy as evidenced by the use of immune checkpoint inhibitors (ICIs). While treatment with the ICIs is shown to have remarkable and durable therapeutic effects in the responders, the low objective response rate (<40%) continues to be a major problem. Since myeloid-derived suppressor cells (MDSCs), heterogenous cells with strong immunosuppressive activity that originate in the hematopoietic system, suppress the anticancer immunity via parallel immune checkpoint-dependent and independent pathways, these cells are potential targets for improving the efficacy of cancer immunotherapy. In this study, it is demonstrated that MDSCs can be depleted by delivering synthetic glucocorticoid dexamethasone to phagocytic cells in the spleen using a lipid nanoparticle. Since the interaction of nanoparticles with T cells is intrinsically poor, this strategy also enables the "detargeting" from T cells, thus avoiding the nonspecific suppression of cytotoxic immune responses against cancer cells. In addition to the direct anticancer effect of the nanoparticulated dexamethasone, their synergistic anticancer effect with ICIs is also reported.
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Affiliation(s)
- Mizuki Doi
- Laboratory of DDS Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba City, Chiba, 260-0856, Japan
| | - Hiroki Tanaka
- Laboratory of DDS Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba City, Chiba, 260-0856, Japan
| | - Takara Ohoto
- Laboratory of DDS Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba City, Chiba, 260-0856, Japan
| | - Naoya Miura
- Laboratory of DDS Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba City, Chiba, 260-0856, Japan
| | - Yu Sakurai
- Laboratory of Drug Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aoba, Aramaki, Aoba-ku, Sendai, 980-8578, Japan
| | - Hiroto Hatakeyama
- Laboratory of DDS Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba City, Chiba, 260-0856, Japan
| | - Hidetaka Akita
- Laboratory of Drug Design and Drug Disposition, Graduate School of Pharmaceutical Sciences, Tohoku University, 6-3 Aoba, Aramaki, Aoba-ku, Sendai, 980-8578, Japan
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14
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Geng R, Tang H, You T, Xu X, Li S, Li Z, Liu Y, Qiu W, Zhou N, Li N, Ge Y, Guo F, Sun Y, Wang Y, Li T, Bai C. Peripheral CD8+CD28+ T lymphocytes predict the efficacy and safety of PD-1/PD-L1 inhibitors in cancer patients. Front Immunol 2023; 14:1125876. [PMID: 36969245 PMCID: PMC10038730 DOI: 10.3389/fimmu.2023.1125876] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/21/2023] [Indexed: 03/12/2023] Open
Abstract
BackgroundProgrammed cell death protein-1/programmed cell death ligand-1 (PD-1/PD-L1) inhibitors works by reactivating immune cells. Considering the accessibility of noninvasive liquid biopsies, it is advisable to employ peripheral blood lymphocyte subsets to predict immunotherapy outcomes.MethodsWe retrospectively enrolled 87 patients with available baseline circulating lymphocyte subset data who received first-line PD-1/PD-L1 inhibitors at Peking Union Medical College Hospital between May 2018 and April 2022. Immune cell counts were determined by flow cytometry.ResultsPatients who responded to PD-1/PD-L1 inhibitors had significantly higher circulating CD8+CD28+ T-cell counts (median [range] count: 236 [30-536] versus 138 [36-460]/μL, p < 0.001). Using 190/μL as the cutoff value, the sensitivity and specificity of CD8+CD28+ T cells for predicting immunotherapy response were 0.689 and 0.714, respectively. Furthermore, the median progression-free survival (PFS, not reached versus 8.7 months, p < 0.001) and overall survival (OS, not reached versus 16.2 months, p < 0.001) were significantly longer in the patients with higher CD8+CD28+ T-cell counts. However, the CD8+CD28+ T-cell level was also associated with the incidence of grade 3-4 immune-related adverse events (irAEs). The sensitivity and specificity of CD8+CD28+ T cells for predicting irAEs of grade 3-4 were 0.846 and 0.667, respectively, at the threshold of CD8+CD28+ T cells ≥ 309/μL.ConclusionsHigh circulating CD8+CD28+ T-cell levels is a potential biomarker for immunotherapy response and better prognosis, while excessive CD8+CD28+ T cells (≥ 309/μL) may also indicate the emergence of severe irAEs.
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Affiliation(s)
- Ruixuan Geng
- Department of International Medical Services, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hui Tang
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Tingting You
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiuxiu Xu
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Sijian Li
- Department of Obstetrics and Gynecology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, National Clinical Research Center for Obstetric and Gynecologic Diseases, Beijing, China
| | - Zepeng Li
- Department of Laboratory Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yuan Liu
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wei Qiu
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Na Zhou
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ningning Li
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yuping Ge
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fuping Guo
- Department of Infectious Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yuhong Sun
- Department of Radiation Oncology, Dandong First Hospital, Dandong, Liaoning, China
| | - Yingyi Wang
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- *Correspondence: Yingyi Wang, ; Taisheng Li,
| | - Taisheng Li
- Department of Infectious Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- *Correspondence: Yingyi Wang, ; Taisheng Li,
| | - Chunmei Bai
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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15
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Lei T, Wu G, Xu Y, Zhuang W, Lu J, Han S, Zhuang Y, Dong X, Yang H. Peripheral immune cell profiling of double-hit lymphoma by mass cytometry. BMC Cancer 2023; 23:184. [PMID: 36823603 PMCID: PMC9948356 DOI: 10.1186/s12885-023-10657-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 02/17/2023] [Indexed: 02/25/2023] Open
Abstract
BACKGROUND Double-hit or Triple-hit lymphoma (DHL/THL) is a subset of high-grade B cell lymphoma harboring rearrangements of MYC and BCL2 and/or BCL6, and usually associate with aggressive profile, while current therapies tend to provide poor clinical outcomes and eventually relapsed. Further explorations of DHL at cellular and molecular levels are in demand to offer guidance for clinical activity. METHODS We collected the peripheral blood of DHL patients and diffused large B cell lymphoma (DLBCL) patients from single institute and converted them into PBMC samples. Mass cytometry was then performed to characterize these samples by 42 antibody markers with samples of healthy people as control. We divided the immune cell subtypes based on the expression profile of surface antigens, and the proportion of each cell subtype was also analyzed. By comparing the data of the DLBCL group and the healthy group, we figured out the distinguished immune cell subtypes of DHL patients according to their abundance and marker expression level. We further analyzed the heterogeneity of DHL samples by pairwise comparison based on clinical characteristics. RESULTS We found double-positive T cells (DPT) cells were in a significantly high percentage in DHL patients, whereas the ratio of double-negative T cells (DNT) was largely reduced in patients. Besides, CD38 was uniquely expressed at a high level on some naïve B cells of DHL patients, which could be a marker for the diagnosis of DHL (distinguishing from DLBCL), or even be a drug target for the treatment of DHL. In addition, we illustrated the heterogeneity of DHL patients in terms of immune cell landscape, and highlighted TP53 as a major factor that contributes to the heterogeneity of the T cells profile. CONCLUSION Our study demonstrated the distinct peripheral immune cell profile of DHL patients by contrast to DLBCL patients and healthy people, as well as the heterogeneity within the DHL group, which could provide valuable guidance for the diagnosis and treatment of DHL.
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Affiliation(s)
- Tao Lei
- grid.410726.60000 0004 1797 8419Department of Lymphoma, Institute of Basic Medicine and Cancer (IBMC), The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Chinese Academy of Sciences, Hangzhou, P. R. China
| | - Gongqiang Wu
- grid.268099.c0000 0001 0348 3990Department of Hematology, Dongyang People’s Hospital, Dongyang Hospital Affiliated to Wenzhou Medical University, Dongyang, Zhejiang P. R. China
| | - Yongjin Xu
- grid.410726.60000 0004 1797 8419Department of Lymphoma, Institute of Basic Medicine and Cancer (IBMC), The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Chinese Academy of Sciences, Hangzhou, P. R. China
| | - Weihao Zhuang
- grid.13402.340000 0004 1759 700XHangzhou Institute of Innovative Medicine, Institute of Drug Discovery and Design, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, P. R. China
| | - Jialiang Lu
- grid.13402.340000 0004 1759 700XHangzhou Institute of Innovative Medicine, Institute of Drug Discovery and Design, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, P. R. China
| | - Shuiyun Han
- grid.410726.60000 0004 1797 8419Department of Lymphoma, Institute of Basic Medicine and Cancer (IBMC), The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Chinese Academy of Sciences, Hangzhou, P. R. China
| | - Yuxin Zhuang
- grid.13402.340000 0004 1759 700XHangzhou Institute of Innovative Medicine, Institute of Drug Discovery and Design, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, P. R. China
| | - Xiaowu Dong
- Hangzhou Institute of Innovative Medicine, Institute of Drug Discovery and Design, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, P. R. China. .,Innovation Institute for Artificial Intelligence in Medicine of Zhejiang University, Hangzhou, P. R. China. .,Cancer Center, Zhejiang University, Hangzhou, P. R. China.
| | - Haiyan Yang
- Department of Lymphoma, Institute of Basic Medicine and Cancer (IBMC), The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Chinese Academy of Sciences, Hangzhou, P. R. China.
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16
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Nguyen HP, Bui VA, Hoang AXT, Van Nguyen P, Nguyen DT, Mai HT, Le HA, Nguyen TL, Hoang NTM, Nguyen LT, Nguyen XH. The Correlation between Peripheral Blood Index and Immune Cell Expansion in Vietnamese Elderly Lung Cancer Patients. Int J Mol Sci 2023; 24:4284. [PMID: 36901716 PMCID: PMC10001827 DOI: 10.3390/ijms24054284] [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: 11/28/2022] [Revised: 01/25/2023] [Accepted: 01/26/2023] [Indexed: 02/24/2023] Open
Abstract
(1) Background: The dysfunction and reduced proliferation of peripheral CD8+ T cells and natural killer (NK) cells have been observed in both aging and cancer patients, thereby challenging the adoption of immune cell therapy in these subjects. In this study, we evaluated the growth of these lymphocytes in elderly cancer patients and the correlation of peripheral blood (PB) indices to their expansion. (2) Method: This retrospective study included 15 lung cancer patients who underwent autologous NK cell and CD8+ T cell therapy between January 2016 and December 2019 and 10 healthy individuals. (3) Results: On average, CD8+ T lymphocytes and NK cells were able to be expanded about 500 times from the PB of elderly lung cancer subjects. Particularly, 95% of the expanded NK cells highly expressed the CD56 marker. The expansion of CD8+ T cells was inversely associated with the CD4+:CD8+ ratio and the frequency of PB-CD4+ T cells in PB. Likewise, the expansion of NK cells was inversely correlated with the frequency of PB-lymphocytes and the number of PB-CD8+ T cells. The growth of CD8+ T cells and NK cells was also inversely correlated with the percentage and number of PB-NK cells. (4) Conclusion: PB indices are intrinsically tied to immune cell health and could be leveraged to determine CD8 T and NK cell proliferation capacity for immune therapies in lung cancer patients.
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Affiliation(s)
- Hoang-Phuong Nguyen
- Vinmec Institute of Stem Cell and Gene Technology, Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Viet Anh Bui
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Ai-Xuan Thi Hoang
- Vinmec Institute of Stem Cell and Gene Technology, Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Phong Van Nguyen
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Dac-Tu Nguyen
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Hien Thi Mai
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Hai-Anh Le
- Vinmec Times City International Hospital, Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Thanh-Luan Nguyen
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
| | - Nhung Thi My Hoang
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
- Faculty of Biology, VNU University of Science, 334 Nguyen Trai Street, Hanoi 100000, Vietnam
| | - Liem Thanh Nguyen
- Vinmec Institute of Stem Cell and Gene Technology, Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
- Vinmec Times City International Hospital, Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
- College of Health Sciences, VinUniversity, Hanoi 100000, Vietnam
| | - Xuan-Hung Nguyen
- Center of Applied Science, Regenerative Medicine, and Advance Technologies (CARA), Vinmec Healthcare System, 458 Minh Khai, Hanoi 100000, Vietnam
- College of Health Sciences, VinUniversity, Hanoi 100000, Vietnam
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17
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Owen DH, Benner B, Wei L, Sukrithan V, Goyal A, Zhou Y, Pilcher C, Suffren SA, Christenson G, Curtis N, Jukich M, Schwarz E, Savardekar H, Norman R, Ferguson S, Kleiber B, Wesolowski R, Carson WE, Otterson GA, Verschraegen CF, Shah MH, Konda B. A Phase II Clinical Trial of Nivolumab and Temozolomide for Neuroendocrine Neoplasms. Clin Cancer Res 2023; 29:731-741. [PMID: 36255391 PMCID: PMC9932582 DOI: 10.1158/1078-0432.ccr-22-1552] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 08/25/2022] [Accepted: 10/13/2022] [Indexed: 11/16/2022]
Abstract
PURPOSE Treatment options are limited in patients with metastatic neuroendocrine neoplasms (NEN). We present the results for a phase II trial of combination nivolumab and temozolomide in patients with advanced NEN along with results of immune changes in peripheral blood. PATIENTS AND METHODS NCT03728361 is a nonrandomized, phase II study of nivolumab and temozolomide in patients with NEN. The primary endpoint was response rate using RECIST 1.1. Secondary endpoints included progression-free survival (PFS), overall survival (OS), and safety. Immune profiling was performed by mass cytometry to evaluate the effect on peripheral blood immune cell subsets. RESULTS Among all 28 patients with NEN, the confirmed response rate was 9/28 [32.1%, 95% confidence interval (CI): 15.9-52.4]. Of 11 patients with lung NEN, the response rate was 64% (n = 7); there was a significant difference in responses by primary tumor location (lung vs. others, P = 0.020). The median PFS was 8.8 months (95% CI: 3.9-11.1 months), and median OS was 32.3 months (95% CI: 20.7-not reached months). Exploratory blood immune cell profiling revealed an increase in circulating CD8+ T cells (27.9% ± 13.4% vs. 31.7% ± 14.6%, P = 0.03) and a decrease in CD4+ T cells (59.6% ± 13.1% vs. 56.5% ± 13.0%, P = 0.001) after 2 weeks of treatment. LAG-3-expressing total T cells were lower in patients experiencing a partial response (0.18% ± 0.24% vs. 0.83% ± 0.55%, P = 0.028). Myeloid-derived suppressor cell levels increased during the study and did not correlate with response. CONCLUSIONS Combination nivolumab and temozolomide demonstrated promising activity in NEN. See related commentary by Velez and Garon, p. 691.
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Affiliation(s)
- Dwight H. Owen
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio.,Corresponding Author: Dwight H. Owen, The Ohio State University - James Comprehensive Cancer Center, 1800 Cannon Drive, Columbus, OH 43201. Phone: 614-685-2039; E-mail:
| | - Brooke Benner
- Division of Surgical Oncology, Department of Surgery, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Lai Wei
- Department of Biomedical Informatics and Center for Biostatistics, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Vineeth Sukrithan
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Ashima Goyal
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Ye Zhou
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Carly Pilcher
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Sheryl-Ann Suffren
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Gwen Christenson
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Nancy Curtis
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Megan Jukich
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Emily Schwarz
- Division of Surgical Oncology, Department of Surgery, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Himanshu Savardekar
- Division of Surgical Oncology, Department of Surgery, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Ruthann Norman
- Division of Surgical Oncology, Department of Surgery, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Sarah Ferguson
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Barbara Kleiber
- Clinical Trials Office, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Robert Wesolowski
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - William E. Carson
- Division of Surgical Oncology, Department of Surgery, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Gregory A. Otterson
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Claire F. Verschraegen
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Manisha H. Shah
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
| | - Bhavana Konda
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University - James Comprehensive Cancer Center, Columbus, Ohio
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18
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Lee JM, Hung YP, Chou KY, Lee CY, Lin SR, Tsai YH, Lai WY, Shao YY, Hsu C, Hsu CH, Chao Y. Artificial intelligence-based immunoprofiling serves as a potentially predictive biomarker of nivolumab treatment for advanced hepatocellular carcinoma. Front Med (Lausanne) 2022; 9:1008855. [PMID: 36425096 PMCID: PMC9679144 DOI: 10.3389/fmed.2022.1008855] [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: 08/01/2022] [Accepted: 10/24/2022] [Indexed: 08/30/2023] Open
Abstract
Immune checkpoint inhibitors (ICI) have been applied in treating advanced hepatocellular carcinoma (aHCC) patients, but few patients exhibit stable and lasting responses. Moreover, identifying aHCC patients suitable for ICI treatment is still challenged. This study aimed to evaluate whether dissecting peripheral immune cell subsets by Mann-Whitney U test and artificial intelligence (AI) algorithms could serve as predictive biomarkers of nivolumab treatment for aHCC. Disease control group carried significantly increased percentages of PD-L1+ monocytes, PD-L1+ CD8 T cells, PD-L1+ CD8 NKT cells, and decreased percentages of PD-L1+ CD8 NKT cells via Mann-Whitney U test. By recursive feature elimination method, five featured subsets (CD4 NKTreg, PD-1+ CD8 T cells, PD-1+ CD8 NKT cells, PD-L1+ CD8 T cells and PD-L1+ monocytes) were selected for AI training. The featured subsets were highly overlapping with ones identified via Mann-Whitney U test. Trained AI algorithms committed valuable AUC from 0.8417 to 0.875 to significantly separate disease control group from disease progression group, and SHAP value ranking also revealed PD-L1+ monocytes and PD-L1+ CD8 T cells exclusively and significantly contributed to this discrimination. In summary, the current study demonstrated that integrally analyzing immune cell profiling with AI algorithms could serve as predictive biomarkers of ICI treatment.
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Affiliation(s)
- Jan-Mou Lee
- FullHope Biomedical Co., Ltd., New Taipei City, Taiwan
| | - Yi-Ping Hung
- Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Kai-Yuan Chou
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Cheng-Yun Lee
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Shian-Ren Lin
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Ya-Han Tsai
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Wan-Yu Lai
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Yu-Yun Shao
- College of Medicine, Graduate Institute of Oncology, National Taiwan University, Taipei, Taiwan
- Department of Medical Oncology, National Taiwan University Cancer Center, Taipei, Taiwan
- Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
| | - Chiun Hsu
- College of Medicine, Graduate Institute of Oncology, National Taiwan University, Taipei, Taiwan
- Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
| | - Chih-Hung Hsu
- College of Medicine, Graduate Institute of Oncology, National Taiwan University, Taipei, Taiwan
- Department of Oncology, National Taiwan University Hospital, Taipei, Taiwan
| | - Yee Chao
- Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
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19
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Resilient T-cell responses in patients with advanced cancers. Int J Hematol 2022; 117:634-639. [PMID: 35864292 DOI: 10.1007/s12185-022-03424-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 06/21/2022] [Accepted: 07/04/2022] [Indexed: 10/17/2022]
Abstract
Although cancer burden in patients with advanced disease results in many failed prior therapies, some patients still achieve durable responses to immunotherapy implying that remnant and resilient cytotoxic T cells are present in these responders. Since patients with more resilient T cells are likely to benefit from immunotherapy, it will be important to determine how resilient T cells in patients can be identified and to define the mechanisms by which tumor-reactive resilient T cells can be generated. In this review, we summarized recent advances in research on resilient T cells in patients with advanced cancers and proposed future research directions. From there, we expect to leverage this knowledge to generate or expand the resilient T cells in patients who do not respond to initial immunotherapy and convert them into responders.
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20
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Gaißler A, Meldgaard TS, Heeke C, Babaei S, Tvingsholm SA, Bochem J, Spreuer J, Amaral T, Wagner NB, Klein R, Meier F, Garbe C, Eigentler TK, Pawelec G, Claassen M, Weide B, Hadrup SR, Wistuba-Hamprecht K. Dynamics of Melanoma-Associated Epitope-Specific CD8+ T Cells in the Blood Correlate With Clinical Outcome Under PD-1 Blockade. Front Immunol 2022; 13:906352. [PMID: 35874702 PMCID: PMC9300827 DOI: 10.3389/fimmu.2022.906352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 05/17/2022] [Indexed: 11/30/2022] Open
Abstract
Immune checkpoint blockade (ICB) is standard-of-care for patients with metastatic melanoma. It may re-invigorate T cells recognizing tumors, and several tumor antigens have been identified as potential targets. However, little is known about the dynamics of tumor antigen-specific T cells in the circulation, which might provide valuable information on ICB responses in a minimally invasive manner. Here, we investigated individual signatures composed of up to 167 different melanoma-associated epitope (MAE)-specific CD8+ T cells in the blood of stage IV melanoma patients before and during anti-PD-1 treatment, using a peptide-loaded multimer-based high-throughput approach. Additionally, checkpoint receptor expression patterns on T cell subsets and frequencies of myeloid-derived suppressor cells and regulatory T cells were quantified by flow cytometry. Regression analysis using the MAE-specific CD8+ T cell populations was applied to identify those that correlated with overall survival (OS). The abundance of MAE-specific CD8+ T cell populations, as well as their dynamics under therapy, varied between patients. Those with a dominant increase of these T cell populations during PD-1 ICB had a longer OS and progression-free survival than those with decreasing or balanced signatures. Patients with a dominantly increased MAE-specific CD8+ T cell signature also exhibited an increase in TIM-3+ and LAG-3+ T cells. From these results, we created a model predicting improved/reduced OS by combining data on dynamics of the three most informative MAE-specific CD8+ T cell populations. Our results provide insights into the dynamics of circulating MAE-specific CD8+ T cell populations during ICB, and should contribute to a better understanding of biomarkers of response and anti-cancer mechanisms.
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Affiliation(s)
- Andrea Gaißler
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Trine Sundebo Meldgaard
- Department of Health Technology, Danmarks Tekniske Universitet (DTU) HEALTH TECH, Copenhagen, Denmark
| | - Christina Heeke
- Department of Health Technology, Danmarks Tekniske Universitet (DTU) HEALTH TECH, Copenhagen, Denmark
| | - Sepideh Babaei
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Siri Amanda Tvingsholm
- Department of Health Technology, Danmarks Tekniske Universitet (DTU) HEALTH TECH, Copenhagen, Denmark
| | - Jonas Bochem
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Janine Spreuer
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Teresa Amaral
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Excellence Cluster (EXC) 2180, “Image Guided and Functionally Instructed Tumor Therapies” (iFIT), Tübingen, Germany
| | - Nikolaus Benjamin Wagner
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Department of Dermatology, Venereology and Allergology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Reinhild Klein
- Internal Medicine II, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Friedegund Meier
- Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Dresden, Germany
- Department of Dermatology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Claus Garbe
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Thomas K. Eigentler
- Department of Dermatology, Venereology and Allergology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Graham Pawelec
- Department of Immunology, Interfaculty Institute for Cell Biology, Eberhard Karls University Tübingen, Tübingen, Germany
- Health Sciences North Research Institute, Sudbury, ON, Canada
| | - Manfred Claassen
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Department of Computer Science, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Benjamin Weide
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Sine Reker Hadrup
- Department of Health Technology, Danmarks Tekniske Universitet (DTU) HEALTH TECH, Copenhagen, Denmark
| | - Kilian Wistuba-Hamprecht
- Department of Dermatology, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Internal Medicine I, University Hospital Tübingen, Eberhard Karls University of Tübingen, Tübingen, Germany
- Department of Immunology, Interfaculty Institute for Cell Biology, Eberhard Karls University Tübingen, Tübingen, Germany
- *Correspondence: Kilian Wistuba-Hamprecht,
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21
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Zizzari IG, Di Filippo A, Botticelli A, Strigari L, Pernazza A, Rullo E, Pignataro MG, Ugolini A, Scirocchi F, Di Pietro FR, Rossi E, Gelibter A, Schinzari G, D'Amati G, Rughetti A, Marchetti P, Nuti M, Napoletano C. Circulating CD137+ T Cells Correlate with Improved Response to Anti-PD1 Immunotherapy in Patients with Cancer. Clin Cancer Res 2022; 28:1027-1037. [PMID: 34980602 PMCID: PMC9377756 DOI: 10.1158/1078-0432.ccr-21-2918] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Revised: 11/09/2021] [Accepted: 12/28/2021] [Indexed: 01/07/2023]
Abstract
PURPOSE CD137 molecule is expressed by activated lymphocytes, and in patients with cancer identifies the tumor-reactive T cells. In solid tumors, high levels of circulating CD137+ T cells are associated with the clinical response and the disease-free status. Here, we examined the role of the CD137+ T cells in the improvement of patients' selection for immunotherapy treatment. EXPERIMENTAL DESIGN Peripheral blood mononuclear cells derived from 109 patients with metastatic cancer (66 patients for the identification cohort and 43 for the validation cohort) were analyzed for the expression of CD3, CD4, CD8, CD137, and PD1 molecules before the beginning of anti-PD1 therapy. Twenty healthy donors were used as control. The soluble form of CD137 (sCD137) was also analyzed. The CD137+ T cell subsets and the sCD137 were correlated with the clinicopathologic characteristics. The distribution of CD137+ T cells was also examined in different tumor settings. RESULTS The percentage of CD137+ T cells was higher in healthy donors and in those patients with a better clinical status (performance status = 0-1, n°metastasis≤2) and these high levels were ascribed to the CD8+CD137+ T cell population. The high frequency of CD137+ and CD8+CD137+ T cells resulted as a prognostic factor of overall survival (OS) and progression-free survival (PFS), respectively, and were confirmed in the validation cohort. High levels of CD3+CD137+PD1+ lymphocytes were associated with a low number of metastasis and longer survival. Instead, the high concentration of the immunosuppressive sCD137 in the serum is associated with a lower PFS and OS. In tumor bed, patients with a complete response showed a high percentage of CD137+ and CD8+ T cells. CONCLUSIONS We propose the CD137+ T subset as an immune biomarker to define the wellness status of the immune system for successful anticancer immunotherapy.
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Affiliation(s)
- Ilaria Grazia Zizzari
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy
| | - Alessandra Di Filippo
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy
| | - Andrea Botticelli
- Division of Oncology, Department of Radiological, Oncological and Pathological Science, Policlinico Umberto I, “Sapienza” University of Rome, Rome, Italy
| | - Lidia Strigari
- Medical Physics Unit, “S. Orsola-Malpighi” Hospital, Bologna, Italy
| | - Angelina Pernazza
- Department of Radiology, Oncology and Pathology, “Sapienza” University of Rome, Rome, Italy
| | - Emma Rullo
- Department of Radiology, Oncology and Pathology, “Sapienza” University of Rome, Rome, Italy
| | - Maria Gemma Pignataro
- Department of Radiology, Oncology and Pathology, “Sapienza” University of Rome, Rome, Italy
| | - Alessio Ugolini
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy.,Department of Immunology, H. Lee Moffitt Cancer Center, Tampa, Florida
| | - Fabio Scirocchi
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy
| | - Francesca Romana Di Pietro
- Oncology Unit, Department of Clinical and Molecular Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy
| | - Ernesto Rossi
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Alain Gelibter
- Division of Oncology, Department of Radiological, Oncological and Pathological Science, Policlinico Umberto I, “Sapienza” University of Rome, Rome, Italy
| | - Giovanni Schinzari
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.,Medical Oncology, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Giulia D'Amati
- Department of Radiology, Oncology and Pathology, “Sapienza” University of Rome, Rome, Italy
| | - Aurelia Rughetti
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy
| | - Paolo Marchetti
- Oncology Unit, Department of Clinical and Molecular Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy.,Department of Clinical and Molecular Medicine, Sapienza University of Rome, Rome, Italy.,AOU Policlinico Umberto I, Rome, Italy
| | - Marianna Nuti
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy
| | - Chiara Napoletano
- Laboratory of Tumor Immunology and Cell Therapies, Department of Experimental Medicine, “Sapienza” University of Rome, Rome, Italy.,Corresponding Author: Chiara Napoletano, Department of Experimental Medicine, “Sapienza” University of Rome, Viale Regina Elena 324, Rome 00161, Italy. Phone: 3906-4997-3025; E-mail:
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22
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Poortahmasebi V, Nejati A, Abazari MF, Nasiri Toosi M, Ghaziasadi A, Mohammadzadeh N, Tavakoli A, Khamseh A, Momenifar N, Gholizadeh O, Norouzi M, Jazayeri SM. Identifying Potential New Gene Expression-Based Biomarkers in the Peripheral Blood Mononuclear Cells of Hepatitis B-Related Hepatocellular Carcinoma. Can J Gastroenterol Hepatol 2022; 2022:9541600. [PMID: 35265561 PMCID: PMC8901362 DOI: 10.1155/2022/9541600] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 12/13/2021] [Accepted: 01/22/2022] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVE The analysis of the gene expression of peripheral blood mononuclear cells (PBMCs) is important to clarify the pathogenesis of hepatocellular carcinoma (HCC) and the detection of suitable biomarkers. The purpose of this investigation was to use RNA-sequencing to screen the appropriate differentially expressed genes (DEGs) in the PBMCs for the HCC. METHODS The comprehensive transcriptome of extracted RNA of PBMC (n = 20) from patients with chronic hepatitis B (CHB), liver cirrhosis, and early stage of HCC (5 samples per group) was carried out using RNA-sequencing. All raw RNA-sequencing data analyses were performed using conventional RNA-sequencing analysis tools. Next, gene ontology (GO) analyses were carried out to elucidate the biological processes of DEGs. Finally, relative transcript abundance of selected DEGs was verified using qRT-PCR on additional validation groups. RESULTS Specifically, 13, 1262, and 1450 DEGs were identified for CHB, liver cirrhosis, and HCC, when compared with the healthy controls. GO enrichment analysis indicated that HCC is closely related to the immune response. Seven DEGs (TYMP, TYROBP, CD14, TGFBI, LILRA2, GNLY, and GZMB) were common to HCC, cirrhosis, and CHB when compared to healthy controls. The data revealed that the expressions of these 7 DEGs were consistent with those from the RNA-sequencing results. Also, the expressions of 7 representative genes that had higher sensitivity were obtained by receiver operating characteristic analysis, which indicated their important diagnostic accuracy for HBV-HCC. CONCLUSION This study provides us with new horizons into the biological process and potential prospective clinical diagnosis and prognosis of HCC in the near future.
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Affiliation(s)
- Vahdat Poortahmasebi
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Bacteriology and Virology, School of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
| | - Ahmad Nejati
- Department of Virology, School Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Foad Abazari
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohsen Nasiri Toosi
- Liver Transplantation Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Azam Ghaziasadi
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
- Department of Virology, School Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Nader Mohammadzadeh
- Department of Bacteriology and Virology, School of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
- Central Laboratory of East Azerbaijan Province, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Ahmad Tavakoli
- Research Center of Pediatric Infectious Diseases, Institute of Immunology and Infectious Diseases, Iran University of Medical Sciences, Tehran, Iran
| | - Azam Khamseh
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
- Department of Virology, School Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Navid Momenifar
- Human and Animal Cell Bank, Iranian Biological Resource Center (IBRC), ACECR, Tehran, Iran
| | - Omid Gholizadeh
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Bacteriology and Virology, School of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mehdi Norouzi
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
- Department of Virology, School Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Seyed Mohammad Jazayeri
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
- Department of Virology, School Public Health, Tehran University of Medical Sciences, Tehran, Iran
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23
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An HJ, Chon HJ, Kim C. Peripheral Blood-Based Biomarkers for Immune Checkpoint Inhibitors. Int J Mol Sci 2021; 22:9414. [PMID: 34502325 PMCID: PMC8430528 DOI: 10.3390/ijms22179414] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 08/24/2021] [Accepted: 08/24/2021] [Indexed: 02/08/2023] Open
Abstract
As cancer immunotherapy using immune checkpoint inhibitors (ICIs) is rapidly evolving in clinical practice, it is necessary to identify biomarkers that will allow the selection of cancer patients who will benefit most or least from ICIs and to longitudinally monitor patients' immune responses during treatment. Various peripheral blood-based immune biomarkers are being identified with recent advances in high-throughput multiplexed analytical technologies. The identification of these biomarkers, which can be easily detected in blood samples using non-invasive and repeatable methods, will contribute to overcoming the limitations of previously used tissue-based biomarkers. Here, we discuss the potential of circulating immune cells, soluble immune and inflammatory molecules, circulating tumor cells and DNA, exosomes, and the blood-based tumor mutational burden, as biomarkers for the prediction of immune responses and clinical benefit from ICI treatment in patients with advanced cancer.
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Affiliation(s)
- Ho Jung An
- Department of Medical Oncology, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea;
| | - Hong Jae Chon
- Medical Oncology, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam 13496, Korea
| | - Chan Kim
- Medical Oncology, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam 13496, Korea
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Patarat R, Riku S, Kunadirek P, Chuaypen N, Tangkijvanich P, Mutirangura A, Puttipanyalears C. The expression of FLNA and CLU in PBMCs as a novel screening marker for hepatocellular carcinoma. Sci Rep 2021; 11:14838. [PMID: 34290294 PMCID: PMC8295309 DOI: 10.1038/s41598-021-94330-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 07/09/2021] [Indexed: 02/08/2023] Open
Abstract
Early detection improves survival and increases curative probability in hepatocellular carcinoma (HCC). Peripheral blood mononuclear cells (PBMCs) can provide an inexpensive, less-invasive and highly accurate method. The objective of this study is to find the potential marker for HCC screening, utilizing gene expression of the PBMCs. Data from the NCBI GEO database of gene expression in HCC patients and healthy donor's PBMCs was collected. As a result, GSE 49515 and GSE 58208 were found. Using both, a statistical significance test was conducted in each gene expression of each data set which resulted in 187 genes. We randomized three selected genes (FLNA, CAP1, and CLU) from the significant p-value group (p-values < 0.001). Then, a total of 76 healthy donors, 153 HCC, 20 hepatic fibrosis, 20 non-alcoholic fatty liver were collected. Quantitative RT-PCR (qRT-PCR) was performed in cDNA from all blood samples from the qRT-PCR, The Cycle threshold (Ct) value of FLNA, CLU, CAP1 of HCC group (28.47 ± 4.43, 28.01 ± 3.75, 29.64 ± 3.90) were lower than healthy group (34.23 ± 3.54, 32.90 ± 4.15, 32.18 ± 5.02) (p-values < 0.0001). The accuracy, sensitivity and specificity of these genes as a screening tool were: FLNA (80.8%, 88.0%, 65.8%), CLU (63.4%, 93.3%, 31.3%), CAP1 (67.2%, 83.3%, 39.1%). The tests were performed in two and three gene combinations. Results demonstrated high accuracy of 86.2%, sensitivity of 85% and specificity of 88.4% in the FLNA and CLU combination. Furthermore, after analyzed using hepatic fibrosis and non-alcoholic fatty liver as a control, the FLNA and CLU combination is shown to have accuracy of 76.9%, sensitivity of 77.6% and specificity of 75%. Also, we founded that our gene combination performs better than the current gold standard for HCC screening. We concluded that FLNA and CLU combination have high potential for being HCC novel markers. Combined with current tumor markers, further research of the gene’s expression might help identify more potential markers and improve diagnosis methods.
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Affiliation(s)
- Rathasapa Patarat
- Center of Excellence in Molecular Genetics of Cancer and Human Diseases, Department of Anatomy, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Shoji Riku
- Tokyo Medical and Dental University, Tokyo, Japan
| | - Pattapon Kunadirek
- Center of Excellence in Hepatitis and Liver Cancer, Faculty of Medicine, Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand
| | - Natthaya Chuaypen
- Center of Excellence in Hepatitis and Liver Cancer, Faculty of Medicine, Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand.,Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand
| | - Pisit Tangkijvanich
- Center of Excellence in Hepatitis and Liver Cancer, Faculty of Medicine, Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand.,Department of Biochemistry, Chulalongkorn University, Bangkok, Thailand
| | - Apiwat Mutirangura
- Center of Excellence in Molecular Genetics of Cancer and Human Diseases, Department of Anatomy, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.,Department of Anatomy, Faculty of Medicine, Chulalongkorn University, 1873 Rama IV Road, Pathumwan, Bangkok, 10330, Thailand
| | - Charoenchai Puttipanyalears
- Center of Excellence in Molecular Genetics of Cancer and Human Diseases, Department of Anatomy, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand. .,Department of Anatomy, Faculty of Medicine, Chulalongkorn University, 1873 Rama IV Road, Pathumwan, Bangkok, 10330, Thailand.
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