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Tian Q, Jia JY, Qin C, Zhou H, Zhou SY, Qin YH, Wu YY, Shi J, Duan SF, Feng F. Prediction of programmed death-1 expression status in non-small cell lung cancer based on intratumoural and peritumoral computed tomography (CT) radiomics nomogram. Clin Radiol 2024; 79:e1089-e1100. [PMID: 38876960 DOI: 10.1016/j.crad.2024.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 03/25/2024] [Accepted: 05/10/2024] [Indexed: 06/16/2024]
Abstract
AIMS This study aimed to predict the expression of programmed death-1 (PD-1) in non-small cell lung cancer (NSCLC) using intratumoral and peritumoral computed tomography (CT) radiomics nomogram. MATERIALS AND METHODS Two hundred patients pathologically diagnosed with NSCLC from two hospitals were retrospectively analyzed. Of these, 159 NSCLC patients from our hospital were randomly divided into a training cohort (n=96) and an internal validation cohort (n=63) at a ratio of 6:4, while 41 NSCLC patients from another medical institution served as the external validation cohort. The radiomic features of the gross tumor volume (GTV) and peritumoral volume (PTV) were extracted from the CT images. Optimal radiomics features were selected using least absolute shrinkage and selection operator regression analysis. Finally, a CT radiomics nomogram of clinically independent predictors combined with the best rad-score was constructed. RESULTS Compared with the 'GTV' and 'PTV' radiomics models, the combined 'GTV + PTV' radiomics model showed better predictive performance, and its area under the curve (AUC) values in the training, internal validation, and external validation cohorts were 0.90 (95% confidence interval [CI]: 0.83-0.97), 0.85 (95% CI: 0.74-0.96) and 0.78 (95% CI: 0.63-0.92). The nomogram constructed by the rad-score of the 'GTV + PTV' radiomics model combined with clinical independent predictors (prealbumin and monocyte) had the best performance, with AUC values in each cohort being 0.92 (95% CI: 0.85-0.98), 0.88 (95% CI: 0.78-0.97), and 0.80 (95% CI: 0.66-0.94), respectively. CONCLUSION The intratumoral and peritumoral CT radiomics nomogram may facilitate individualized prediction of PD-1 expression status in patients with NSCLC.
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Affiliation(s)
- Q Tian
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - J Y Jia
- Department of Medical Imaging Center, The Affiliated Huaian NO.1 People's Hospital of Nanjing Medical University, Huaian 223300, Jiangsu, PR China.
| | - C Qin
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - H Zhou
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - S-Y Zhou
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - Y H Qin
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - Y Y Wu
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - Jian Shi
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
| | - S F Duan
- GE Healthcare China, Shanghai 210000, PR China.
| | - F Feng
- Department of Radiology, Affiliated Tumor Hospital of Nantong University, Nantong, Jiangsu 226361, PR China.
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Laisaar T, Innos K, Jaal J, Oselin K, Sarana B, Vanakesa T, Laisaar KT. Lung Cancer in Estonia. J Thorac Oncol 2024; 19:1138-1145. [PMID: 39112000 DOI: 10.1016/j.jtho.2024.04.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2024] [Accepted: 04/23/2024] [Indexed: 10/30/2024]
Affiliation(s)
- Tanel Laisaar
- Lung Clinic, Tartu University Hospital, Tartu, Estonia; Lung Clinic, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Tartu, Estonia; Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Tartu, Estonia.
| | - Kaire Innos
- National Institute for Health Development, Tallinn, Estonia
| | - Jana Jaal
- Haematology and Oncology Clinic, Tartu University Hospital, Tartu, Estonia; Haematology and Oncology Clinic, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Tartu, Estonia
| | - Kersti Oselin
- Clinic of Oncology and Hematology, North Estonia Medical Center, Tallinn, Estonia
| | - Bruno Sarana
- Lung Clinic, Tartu University Hospital, Tartu, Estonia
| | - Tõnu Vanakesa
- Thoracic Surgery Department, Cardiothoracic Surgery Center, North Estonia Medical Center, Tallinn, Estonia
| | - Kaja-Triin Laisaar
- Institute of Family Medicine and Public Health, Faculty of Medicine, University of Tartu, Tartu, Estonia
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Ruan Y, Wang J, Zhang Q, Wang H, Li C, Xu X, Zhai Z. Clinical implications of aberrant PD-1 expression for acute leukemia prognosis. Eur J Med Res 2023; 28:383. [PMID: 37759316 PMCID: PMC10536751 DOI: 10.1186/s40001-023-01352-8] [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: 10/06/2022] [Accepted: 09/09/2023] [Indexed: 09/29/2023] Open
Abstract
BACKGROUND Acute lymphoblastic leukemia (ALL) and acute myeloid leukemia (AML) are the most common types of leukemia in adults with an overall poor prognosis. PD-1 alone or combined with other immune checkpoint blockade is a promising research direction for the treatment of acute leukemia (AL) patients. However, clinical Implications of aberrant PD-1 expression in peripheral CD4+ and CD8+ T lymphocytes of AML and ALL patients in assessing the prognosis of diseases, remains inconclusive. METHODS In the present study, we used flow cytometry to evaluate PD-1 expression on the surface of CD4+ and CD8+ T lymphocytes in the peripheral circulation of AML and ALL patients and its clinical significance. A total of 53 AML patients, 44 ALL patients and 28 healthy controls were enrolled in this study and peripheral blood specimens were detected by flow cytometry. RESULTS Our results indicated that percentages of CD4+ PD1+ and CD8+ PD1+ T lymphocytes in newly diagnosed and non-remission groups were significantly higher than healthy control both in AML and ALL patients. The high level of CD4+ PD1+ and CD8+ PD1+ T lymphocytes were respectively poor prognostic indicators of AML patients and ALL patients but had no significant correlation with most common clinical risks. CONCLUSIONS Our findings show that aberrant PD-1 expression correlates with the prognosis of AL patient and may thus serve as poor prognostic indicators. Immunotherapy using PD-1 inhibitors may be a promising strategy for AML and ALL patients with peripheral circulating CD4+ PD1+ and CD8+ PD1+ T lymphocytes positively expressed, respectively.
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Affiliation(s)
- Yanjie Ruan
- Department of Hematology, Hematology Research Center, The Second Hospital of Anhui Medical University, Hefei, 230601, Anhui, China
- Department of Pathology, The Fourth Affiliated Hospital of Anhui Medical University, Hefei, 230013, Anhui, China
| | - Jiyu Wang
- Department of Hematology, Hematology Research Center, The Second Hospital of Anhui Medical University, Hefei, 230601, Anhui, China
| | - Qiuye Zhang
- People's Hospital of Taizhou, Fifth Affiliated Hospital of Nantong University, Taizhou, 225300, Jiangsu, China
| | - Huiping Wang
- Department of Hematology, Hematology Research Center, The Second Hospital of Anhui Medical University, Hefei, 230601, Anhui, China
| | - Cong Li
- Department of Hematology, Hematology Research Center, The Second Hospital of Anhui Medical University, Hefei, 230601, Anhui, China
| | - Xuanxuan Xu
- Jingzhou Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430000, Hubei, China
| | - Zhimin Zhai
- Department of Hematology, Hematology Research Center, The Second Hospital of Anhui Medical University, Hefei, 230601, Anhui, China.
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Saar M, Jaal J, Meltsov A, Laasfeld T, Lust H, Kasvandik S, Lavogina D. Exploring the Molecular Players behind the Potentiation of Chemotherapy Effects by Durvalumab in Lung Adenocarcinoma Cell Lines. Pharmaceutics 2023; 15:pharmaceutics15051485. [PMID: 37242727 DOI: 10.3390/pharmaceutics15051485] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Revised: 05/05/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023] Open
Abstract
Immune checkpoint inhibitors are increasingly used in combination with chemotherapy for the treatment of non-small cell lung cancer, yet the success of combination therapies is relatively limited. Thus, more detailed insight regarding the tumor molecular markers that may affect the responsiveness of patients to therapy is required. Here, we set out to explore the proteome of two lung adenocarcinoma cell lines (HCC-44 and A549) treated with cisplatin, pemetrexed, durvalumab, and the corresponding mixtures to establish the differences in post-treatment protein expression that can serve as markers of chemosensitivity or resistance. The mass spectrometry study showed that the addition of durvalumab to the treatment mixture resulted in cell line- and chemotherapeutic agent-dependent responses and confirmed the previously reported involvement of DNA repair machinery in the potentiation of the chemotherapy effect. Further validation using immunofluorescence also indicated that the potentiating effect of durvalumab in the case of cisplatin treatment was dependent on the tumor suppressor RB-1 in the PD-L1 weakly positive cells. In addition, we identified aldehyde dehydrogenase ALDH1A3 as the general putative resistance marker. Further studies in patient biopsy samples will be required to confirm the clinical significance of these findings.
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Affiliation(s)
- Marika Saar
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Institute of Pharmacy, University of Tartu, 50411 Tartu, Estonia
- Pharmacy, Tartu University Hospital, 50406 Tartu, Estonia
| | - Jana Jaal
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Haematology and Oncology Clinic, Tartu University Hospital, 50406 Tartu, Estonia
| | - Alvin Meltsov
- Competence Centre on Health Technologies, 50411 Tartu, Estonia
- Department of Genetics and Cell Biology, GROW School for Oncology and Developmental Biology, Maastricht University, 6200 MD Maastricht, The Netherlands
| | - Tõnis Laasfeld
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
- Department of Computer Science, University of Tartu, 51009 Tartu, Estonia
| | - Helen Lust
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
| | - Sergo Kasvandik
- Proteomics Core Facility, Institute of Technology, University of Tartu, 50411 Tartu, Estonia
| | - Darja Lavogina
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Competence Centre on Health Technologies, 50411 Tartu, Estonia
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
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Saar M, Lavogina D, Lust H, Tamm H, Jaal J. Immune checkpoint inhibitors modulate the cytotoxic effect of chemotherapy in lung adenocarcinoma cells. Oncol Lett 2023; 25:152. [PMID: 36936028 PMCID: PMC10018276 DOI: 10.3892/ol.2023.13738] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 01/25/2023] [Indexed: 03/06/2023] Open
Abstract
Immunotherapy using immune checkpoint inhibitors (ICIs) has significantly improved survival in patients with non-small cell lung cancer (NSCLC), and ICIs are increasingly used in combination with cytotoxic treatments, such as chemotherapy. Although combined treatments are more effective, not all patients respond to the therapy; therefore, a detailed understanding of the effect of treatment combinations at the tumour level is needed. The present study aimed to explore whether ICIs could affect the cytotoxic effects of chemotherapy on lung adenocarcinoma cell lines with different PD-L1 expression levels (high, HCC-44; low, A-549). Using the resazurin-based assay, the efficacy of seven chemotherapeutic agents (cisplatin, etoposide, gemcitabine, pemetrexed, vinorelbine, docetaxel and paclitaxel) was compared in the presence or absence of the individually chosen single doses of four ICIs (nivolumab, pembrolizumab, atezolizumab and durvalumab). The results revealed that different ICIs can exhibit either potentiating or depotentiating effects, depending on the chemotherapy agent or lung adenocarcinoma cell line used. Durvalumab was the most promising ICI, which potentiated most chemotherapy agents in both cell lines, especially in the case of high PD-L1 expression. By contrast, nivolumab, exhibited depotentiating trends in several combinations. The immunostaining of γH2AX in treated cells confirmed that the potentiation of the chemotherapeutic cytotoxicity by durvalumab was at least partially mediated via increased DNA damage; however, this effect was strongly dependent on the chemotherapy agent and cell line used. Our future studies aim to address the specific mechanisms underlying the observed ICI-induced potentiation or depotentiation.
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Affiliation(s)
- Marika Saar
- Pharmacy Department, Tartu University Hospital, 50406 Tartu, Estonia
- Pharmacy Institute, University of Tartu, 50411 Tartu, Estonia
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Correspondence to: Ms. Marika Saar or Professor Jana Jaal, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Puusepa 8, 50406 Tartu, Estonia, E-mail:
| | - Darja Lavogina
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
| | - Helen Lust
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
| | - Hannes Tamm
- Institute of Biomedicine and Translational Medicine, Faculty of Medicine, University of Tartu, 50411 Tartu, Estonia
- Pathology Department, Tartu University Hospital, 50406 Tartu, Estonia
| | - Jana Jaal
- Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, 50406 Tartu, Estonia
- Department of Radiotherapy and Oncological Therapy, Haematology and Oncology Clinic, Tartu University Hospital, 50406 Tartu, Estonia
- Correspondence to: Ms. Marika Saar or Professor Jana Jaal, Institute of Clinical Medicine, Faculty of Medicine, University of Tartu, Puusepa 8, 50406 Tartu, Estonia, E-mail:
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Venugopala KN. Targeting the DNA Damage Response Machinery for Lung Cancer Treatment. Pharmaceuticals (Basel) 2022; 15:ph15121475. [PMID: 36558926 PMCID: PMC9781725 DOI: 10.3390/ph15121475] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 11/18/2022] [Accepted: 11/23/2022] [Indexed: 11/29/2022] Open
Abstract
Lung cancer is considered the most commonly diagnosed cancer and one of the leading causes of death globally. Despite the responses from small-cell lung cancer (SCLC) and non-small cell lung cancer (NSCLC) patients to conventional chemo- and radiotherapies, the current outcomes are not satisfactory. Recently, novel advances in DNA sequencing technologies have started to take off which have provided promising tools for studying different tumors for systematic mutation discovery. To date, a limited number of DDR inhibition trials have been conducted for the treatment of SCLC and NSCLC patients. However, strategies to test different DDR inhibitor combinations or to target multiple pathways are yet to be explored. With the various biomarkers that have either been recently discovered or are the subject of ongoing investigations, it is hoped that future trials would be designed to allow for studying targeted treatments in a biomarker-enriched population, which is defensible for the improvement of prognosis for SCLC and NSCLC patients. This review article sheds light on the different DNA repair pathways and some of the inhibitors targeting the proteins involved in the DNA damage response (DDR) machinery, such as ataxia telangiectasia and Rad3-related protein (ATR), DNA-dependent protein kinase (DNA-PK), and poly-ADP-ribose polymerase (PARP). In addition, the current status of DDR inhibitors in clinical settings and future perspectives are discussed.
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Affiliation(s)
- Katharigatta N. Venugopala
- Department of Pharmaceutical Sciences, College of Clinical Pharmacy, King Faisal University, Al-Ahsa 31982, Saudi Arabia;
- Department of Biotechnology and Food Science, Faculty of Applied Sciences, Durban University of Technology, Durban 4000, South Africa
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Wen L, Tong F, Zhang R, Chen L, Huang Y, Dong X. The Research Progress of PD-1/PD-L1 Inhibitors Enhancing Radiotherapy Efficacy. Front Oncol 2021; 11:799957. [PMID: 34956911 PMCID: PMC8695847 DOI: 10.3389/fonc.2021.799957] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 11/15/2021] [Indexed: 12/16/2022] Open
Abstract
Approximately 60%–70% of patients with malignant tumours require radiotherapy. The clinical application of immune checkpoint inhibitors (ICIs), such as anti-PD-1/PD-L1, has revolutionized cancer treatment and greatly improved the outcome of a variety of cancers by boosting host immunity.However, radiotherapy is a double-edged sword for PD-1/PD-L immunotherapy. Research on how to improve radiotherapy efficacy using PD-1/PD-L1 inhibitor is gaining momentum. Various studies have reported the survival benefits of the combined application of radiotherapy and PD-1/PD-L1 inhibitor. To fully exerts the immune activation effect of radiotherapy, while avoiding the immunosuppressive effect of radiotherapy as much as possible, the dose selection, segmentation mode, treatment timing and the number of treatment sites of radiotherapy play a role. Therefore, we aim to review the effect of radiotherapy combined with anti-PD-1/PD-L1 on the immune system and its optimization.
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Affiliation(s)
- Lu Wen
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Fan Tong
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ruiguang Zhang
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Lingjuan Chen
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yu Huang
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaorong Dong
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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