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Lei J, Xu X, Xu J, Liu J, Wang Y, Wu C, Zhang R, Zhang Z, Jiang T. The predictive value of modified-DeepSurv in overall survivals of patients with lung cancer. iScience 2023; 26:108200. [PMID: 38033628 PMCID: PMC10681934 DOI: 10.1016/j.isci.2023.108200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 07/10/2023] [Accepted: 10/11/2023] [Indexed: 12/02/2023] Open
Abstract
The traditional prognostic model may induce the possibility of incorrect assessment of mortality risk under the assumption of linearity. It is urgent to develop a non-linearity precise prognostic model for achieving personalized medicine in lung cancer. In our study, we develop and validate a prognostic model "Modified-DeepSurv" for patients with lung carcinoma based on deep learning and evaluate its value for prognosis, while Cox proportional hazard regression was used to develop another model "CPH." The C-index of the Modified-DeepSurv and CPH was 0.956 (95% confidence interval [CI]: 0.946-0.974) and 0.836 (95% CI: 0.774-0.896), respectively, in the training cohort, while the C-index of the Modified-DeepSurv and CPH was 0.932 (95%CI: 0.908-0.964) and 0.777 (95%CI: 0.633-0.919), respectively, in the test dataset. The Modified-DeepSurv model visualization was realized by a user-friendly graphic interface. Modified-DeepSurv can effectively predict the survival of lung cancer patients and is superior to the conventional CPH model.
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Affiliation(s)
- Jie Lei
- Department of Thoracic Surgery, The Second Affiliated Hospital, Air Force Medical University, Xi’an 710038, China
| | - Xin Xu
- Department of Respiratory Medicine, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Junrui Xu
- Department of Thoracic Surgery, First Affiliated Hospital of Anhui Medical University, Hefei 230022, China
| | - Jia Liu
- Operations Management Department, People’s Hospital of Xinjiang Uygur Autonomous Region, No. 91 Tianchi Road, Tianshan District, Urumqi 830001, China
| | - Yi Wang
- Department of Epidemiology and Biostatistics, School of Public Health and Management, Wenzhou Medical University, Wenzhou 325035, China
| | - Chao Wu
- Department of Respiratory and Critical Care Medicine, People’s Hospital of Xinjiang Uygur Autonomous Region, No. 91 Tianchi Road, Tianshan District, Urumqi 830001, China
- Xinjiang Clinical Research Center for Interstitial Lung Diseases, People’s Hospital of Xinjiang Uygur Autonomous Region, No. 91 Tianchi Road, Tianshan District, Urumqi 830001, China
| | - Renquan Zhang
- Department of Thoracic Surgery, First Affiliated Hospital of Anhui Medical University, Hefei 230022, China
| | - Zhemin Zhang
- Department of Respiratory Medicine, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai 200433, China
| | - Tao Jiang
- Department of Thoracic Surgery, The Second Affiliated Hospital, Air Force Medical University, Xi’an 710038, China
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2
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The Prognostic Long-Term Impact of Chronic Obstructive Pulmonary Disease and Postoperative Mucostasis in Patients with Curatively Resected Non-Small Cell Lung Cancer. Cells 2023; 12:cells12030480. [PMID: 36766822 PMCID: PMC9914637 DOI: 10.3390/cells12030480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 01/25/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Chronic obstructive pulmonary disease (COPD) serves as risk factor for the development of lung cancer and seems to have a prognostic impact after surgery for non-small cell lung cancer (NSCLC). The aim was to investigate the impact of COPD and postoperative mucostasis on the long-term survival after resected NSCLC. We retrospectively reviewed the data from 342 patients with curatively resected NSCLC. The prognostic long-term impact of COPD and postoperative mucostasis on overall survival (OS), recurrence free survival (RFS) and cancer specific survival (CSS) was calculated using univariable and multivariable Cox regression analyses. We found that 52.3% suffered from COPD and 25.4% had postoperative mucostasis. COPD was significantly more common among smokers (59.9%) compared with non-smokers (21.3%), (p < 0.001). There was a significant relationship between COPD and postoperative mucostasis (p = 0.006) and between smoking and mucostasis (p = 0.023). Patients with postoperative mucostasis had a significantly worse OS (p < 0.001), RFS (p = 0.009) and CSS (p = 0.008). The present analysis demonstrated that postoperative mucostasis, but not COPD, was associated with both worse short- and long-term outcomes for OS, RFS and CSS in curatively resected NSCLC.
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Rotty L, Padang M, Hendratta C, Haroen H, Lasut P. Interleukin 6, Ferritin Levels, and Glasgow Prognostic Score in Solid Cancer. Open Access Maced J Med Sci 2022. [DOI: 10.3889/oamjms.2022.10958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND: Several pro-inflammatory cytokines have been shown to regulate cancer cell growth and contribute to cancer promotion and progression. Interleukin 6 (IL-6) regulates almost all the hallmarks of cancer such as inhibition of apoptosis, proliferation, angiogenesis, and invasiveness and is also known to regulate cell metabolism. The associated increase in serum ferritin is most likely induced by the inflammatory state. In several studies, IL-6 and ferritin have a significant role in the development and clinical outcome in solid cancer and the Glasgow Prognostic Score (GPS) is widely used as a prognostic score in solid cancer. It is currently unclear whether levels of IL-6 and ferritin correlate with GPS in solid cancer patients.
AIM: The aim of this study is to determine the correlation between IL-6 and ferritin levels with the GPS in solid cancer patients.
METHODS: This study was an analytical observational study with a cross-sectional study approach to examine the relationship between IL-6 and ferritin levels with GPS in solid cancer patients. The sampling method was carried out by consecutive sampling. The total number of samples used in the study was 32 solid cancer subjects who had just been diagnosed. IL-6 was examined by kit enzyme-linked immunosorbent assay and ferritin using immunochemiluminescent method at certified laboratory in Manado city, Indonesia. The GPS is based on the results of the patient’s C-reactive protein and albumin levels were also examined at certified laboratory in Manado city, Indonesia. Data analysis was done using SPSS version 22.
RESULTS: There were 32 patients with solid cancer who are newly diagnosed and have not undergone chemotherapy. Out of 32 patients, 17 are men (53.13%) and 15 are women (46.87%). The median age of the subject was 52.5 (33–69) years. There was a significant relationship between IL-6 levels and GPS (p = 0.011; OR 16.67 95% CI 1.617–171.783). There was no significant relationship between ferritin levels and GPS (p = 0.148; OR 5.429 95% CI 0.807–36.506). There was a statistically significant relationship between IL-6 levels and ferritin (r = 0.554; p = 0.001).
CONCLUSION: There was a significant correlation between IL-6 and GPS and there was a significant correlation between IL-6 and ferritin in solid cancer patients. IL-6 levels can be used to assess the risk of prognosis in solid cancer patients and help provide an idea of what kind of treatment will be given to patients, and can help to determine the plan treatment at the end of the life of cancer patients.
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Extermann M, Hernández-Favela CG, Soto Perez de Celis E, Kanesvaran R. Global Aging and Cancer: Advancing Care Through Innovation. Am Soc Clin Oncol Educ Book 2022; 42:1-8. [PMID: 35452248 DOI: 10.1200/edbk_359154] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
The oncology field, like many others, is digitalizing rapidly, a phenomenon that may have been accelerated by the COVID-19 pandemic. This movement is creating opportunities and challenges. Another rapidly developing change is the aging of the global population; because cancer is a disease of aging, there is a need for health systems to adapt to taking care of such patients. In this article, we address how these innovative technologies can be leveraged to improve the care of older patients with cancer beyond academic centers, such as in underserved areas and low- and middle-income countries. We review how digital technologies can be used to enhance the follow-up of patients in low- and middle-income countries. We also tackle the issue of training a global workforce to treat cancer in an aging population and how to leverage innovations in this matter. Finally, we review opportunities to expand the usefulness of big data and machine learning beyond academic centers to support private practices and underserved areas.
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Affiliation(s)
| | | | - Enrique Soto Perez de Celis
- Department of Geriatrics, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
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5
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Wang Y, Luo L, Li J, Wang Y, Che G, Xie X. Prognostic Value of Pretreatment Geriatric Nutrition Risk Index in Lung Cancer Patients: A Meta-Analysis. Nutr Cancer 2022; 74:3164-3171. [PMID: 35373678 DOI: 10.1080/01635581.2022.2059093] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Yi Wang
- Department of Thoracic Surgery, The First People’s Hospital of Neijiang, Neijiang Affiliated Hospital of Chongqing Medical University, Neijiang, Sichuan, China
| | - Lei Luo
- Department of Thoracic Surgery, The First People’s Hospital of Neijiang, Neijiang Affiliated Hospital of Chongqing Medical University, Neijiang, Sichuan, China
| | - Ji Li
- Department of Thoracic Surgery, The First People’s Hospital of Neijiang, Neijiang Affiliated Hospital of Chongqing Medical University, Neijiang, Sichuan, China
| | - Yan Wang
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Guowei Che
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xiaoyang Xie
- Department of Thoracic Surgery, The First People’s Hospital of Neijiang, Neijiang Affiliated Hospital of Chongqing Medical University, Neijiang, Sichuan, China
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6
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Frey A, Martin D, D’Cruz L, Fokas E, Rödel C, Fleischmann M. C-Reactive Protein to Albumin Ratio as Prognostic Marker in Locally Advanced Non-Small Cell Lung Cancer Treated with Chemoradiotherapy. Biomedicines 2022; 10:biomedicines10030598. [PMID: 35327399 PMCID: PMC8945805 DOI: 10.3390/biomedicines10030598] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 02/24/2022] [Accepted: 02/28/2022] [Indexed: 01/08/2023] Open
Abstract
Despite the implementation of consolidative immune checkpoint inhibition after definitive chemoradiotherapy (CRT), the prognosis for locally advanced non-small-cell lung cancer (NSCLC) remains poor. We assessed the impact of the C-reactive protein (CRP) to albumin ratio (CAR) as an inflammation-based prognostic score in patients with locally advanced NSCLC treated with CRT. We retrospectively identified and analyzed 52 patients with primary unresectable NSCLC (UICC Stage III) treated with definitive/neoadjuvant CRT between 2014 and 2019. CAR was calculated by dividing baseline CRP by baseline albumin levels and correlated with clinicopathologic parameters to evaluate prognostic impact. After dichotomizing patients by the median, univariate and multivariate Cox regression analyses were performed. An increased CAR was associated with advanced T-stage (p = 0.018) and poor performance status (p = 0.004). Patients with pre-therapeutic elevated CAR had significantly lower hemoglobin and higher leukocyte levels (hemoglobin p = 0.001, leukocytes p = 0.018). High baseline CAR was shown to be associated with worse local control (LPFS, p = 0.006), shorter progression-free survival (PFS, p = 0.038) and overall survival (OS, p = 0.022), but not distant metastasis-free survival (DMFS). Multivariate analysis confirmed an impaired outcome in patients with high CAR (LPFS: HR 3.562, 95% CI 1.294–9.802, p = 0.011). CAR is an easily available and independent prognostic marker after CRT in locally advanced NSCLC. CAR may be a useful biomarker for patient stratification to individualize treatment concepts.
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Affiliation(s)
- Alina Frey
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
| | - Daniel Martin
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
- German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt am Main, 60590 Frankfurt, Germany
- Frankfurt Cancer Institute, 60590 Frankfurt, Germany
| | - Louisa D’Cruz
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
| | - Emmanouil Fokas
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
- German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt am Main, 60590 Frankfurt, Germany
- Frankfurt Cancer Institute, 60590 Frankfurt, Germany
| | - Claus Rödel
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
- German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt am Main, 60590 Frankfurt, Germany
- Frankfurt Cancer Institute, 60590 Frankfurt, Germany
| | - Maximilian Fleischmann
- Department of Radiation Oncology, Hospital of the Johann Wolfgang Goethe University, 60590 Frankfurt, Germany; (A.F.); (D.M.); (L.D.); (E.F.); (C.R.)
- Correspondence:
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Stokke K, Sandvei MS, Grønberg BH, Slaaen M, Killingberg KT, Halvorsen TO. Prognostic Value of Post First-Line Chemotherapy Glasgow Prognostic Score in Advanced Non-Small Cell Lung Cancer. CLINICAL MEDICINE INSIGHTS: ONCOLOGY 2022; 16:11795549221086578. [PMID: 35342321 PMCID: PMC8943446 DOI: 10.1177/11795549221086578] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Revised: 10/21/2021] [Accepted: 02/23/2022] [Indexed: 11/17/2022] Open
Abstract
Background: The Glasgow prognostic score (GPS) is an established inflammatory prognostic index in cancer patients. Most studies have only measured GPS at baseline (B-GPS). Effective cancer therapy may reduce inflammation, and we investigated whether re-assessing GPS after first-line chemotherapy (E-GPS) provided more prognostic information than B-GPS in a phase III trial of advanced non-squamous non-small cell lung cancer (NSCLC). Methods: Glasgow prognostic score was assessed before and after carboplatin/vinorelbine chemotherapy. When assessing GPS, C-reactive protein (CRP) ⩾ 10 mg/L and albumin < 35 mg/L are defined as abnormal values. GPS 0: both values normal, GPS 1: one abnormal value, and GPS 2: both values abnormal. Results: Glasgow prognostic score at baseline and E-GPS were available in 138 patients. Median age was 67 years, 51% were women, and 94% had performance status 0-1. B-GPS was not a statistically significant prognostic factor (B-GPS 1 vs 0: hazard ratio [HR] = 1.32, 95% confidence interval [CI] = 0.9-2.0; B-GPS 2 vs 0: HR = 1.46, 95% CI = 0.9-2.3), while E-GPS was (E-GPS 1 vs 0: HR = 1.57, 95% CI = 1.0-2.4; E-GPS 2 vs 0: HR = 2.77, 95% CI = 1.7-4.5). E-GPS was associated with treatment response ( P < .01), whereas B-GPS was not. Conclusion: Glasgow prognostic score at baseline after first-line chemotherapy provided more prognostic information than baseline GPS in patients with advanced non-squamous NSCLC and was associated with treatment response. ClinicalTrials.gov Identifier: NCT02004184.
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Affiliation(s)
- Kristin Stokke
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- The Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Marie Søfteland Sandvei
- The Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Public Health and Nursing, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Bjørn Henning Grønberg
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- The Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Marit Slaaen
- Research Centre for Age-related Functional Decline and Disease (AFS), Innlandet Hospital Trust HF, Hamar, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Kristin T Killingberg
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- The Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Tarje O Halvorsen
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- The Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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8
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Huang H, Yu Y, Chen L, Chen S, Tang R, Li Q, Wei W, Bao K, Huang Z, Lai W, Wang B, Tan N, Chen J, Liu J, Liu Y. Independent and joint effects of high-sensitivity c-reactive protein and hypoalbuminemia on long-term all-cause mortality among coronary artery disease: a prospective and multicenter cohort study. BMC Cardiovasc Disord 2021; 21:613. [PMID: 34961476 PMCID: PMC8714430 DOI: 10.1186/s12872-021-02431-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Accepted: 11/24/2021] [Indexed: 12/14/2022] Open
Abstract
Background High-sensitivity C-reactive protein (hs-CRP) plays an important role in hypoalbuminemia as a representative of inflammation, which is closely associated with poor prognosis among patients with coronary artery disease (CAD). The present study aimed to evaluate the independent and joint effects of high hs-CRP levels and hypoalbuminemia on long-term mortality among CAD patients. Methods A total of 1449 CAD patients were included from a prospective, multicenter, observational cohort study (REICIN, NCT01402232) of patients referred for coronary angiography (CAG). The primary endpoint was long-term all-cause death. Results During a median follow-up of 2.9 (2.0–3.0) years, a total of 107 (7.4%) patients died. The long-term mortality was higher among CAD patients with high hs-CRP levels (> 3 mg/L) than those with the low hs-CRP levels (≤ 3 mg/L; 10.7% versus 4.1%; hazard ratio [HR] 2.49; 95% confidence interval [CI] 1.48–4.17). Similarly, CAD patients with hypoalbuminemia had higher mortality than those without hypoalbuminemia (12.2% versus 4.9%; HR 1.93; 95% CI 1.20–3.08). When hs-CRP and albumin were combined, CAD patients with high hs-CRP levels (> 3 mg/L) and with hypoalbuminemia were at the highest risk of death compared with their reference group (hs-CRP ≤ 3 mg/L and albumin > 35 g/L; HR 3.79; 95% CI 1.91–7.52). Conclusions High hs-CRP levels and hypoalbuminemia were independently and jointly associated with long-term mortality among CAD patients. Patients with high hs-CRP levels and hypoalbuminemia had the highest risk of long-term mortality compared with other groups. Supplementary Information The online version contains supplementary material available at 10.1186/s12872-021-02431-6.
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Affiliation(s)
- Haozhang Huang
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,The Second School of Clinical Medicine, Southern Medical University, Guangzhou, 510515, China
| | - Yaren Yu
- The first people's hospital of Foshan, No.81 of Lingnan Road, Chancheng District, Foshan, 528000, China
| | - Liling Chen
- Department of Cardiology, Longyan First Hospital Affiliated with Fujian Medical University, Longyan, 364000, China
| | - Shiqun Chen
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Ronghui Tang
- Yunnan Fuwai Cardiovascular Hospital, Department of Ultrasound Imaging, Yunnan, 650000, China
| | - Qiang Li
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Wen Wei
- Department of Cardiology, Longyan First Hospital Affiliated with Fujian Medical University, Longyan, 364000, China
| | - Kunming Bao
- Department of Cardiology, Longyan First Hospital Affiliated with Fujian Medical University, Longyan, 364000, China
| | - Zhidong Huang
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Wenguang Lai
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Guangdong Provincial People's Hospital Provincial People's Hospital, School of Medicine, South China University of Technology, Guangzhou, 510100, China
| | - Bo Wang
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Ning Tan
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Guangdong Provincial People's Hospital Provincial People's Hospital, School of Medicine, South China University of Technology, Guangzhou, 510100, China
| | - Jiyan Chen
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.,Guangdong Provincial People's Hospital Provincial People's Hospital, School of Medicine, South China University of Technology, Guangzhou, 510100, China
| | - Jin Liu
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China. .,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.
| | - Yong Liu
- Department of Cardiology, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China. .,Department of Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China. .,Guangdong Provincial People's Hospital Provincial People's Hospital, School of Medicine, South China University of Technology, Guangzhou, 510100, China.
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9
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Li H, Ma ZL, Li B, Pan YJ, Xiang JQ, Zhang YW, Sun YH, Hou T, Lizaso A, Chen Y, Li X, Hu H. Potential utility of longitudinal somatic mutation and methylation profiling for predicting molecular residual disease in postoperative non-small cell lung cancer patients. Cancer Med 2021; 10:8377-8386. [PMID: 34664796 PMCID: PMC8633238 DOI: 10.1002/cam4.4339] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 06/19/2021] [Accepted: 09/06/2021] [Indexed: 11/08/2022] Open
Abstract
GROWING EFFORTS ARE BEING INVESTED IN INVESTIGATING VARIOUS MOLECULAR APPROACHES TO DETECT MINIMAL RESIDUAL DISEASE (MRD) AND PREDICT DISEASE RECURRENCE. IN OUR STUDY, WE INVESTIGATED THE UTILITY OF PARALLEL LONGITUDINAL ANALYSIS OF MUTATION AND DNA METHYLATION PROFILES FOR PREDICTING MRD IN POSTOPERATIVE NON-SMALL-CELL LUNG CANCER (NSCLC) PATIENTS. TUMOR TISSUES AND LONGITUDINAL BLOOD SAMPLES WERE OBTAINED FROM 65 PATIENTS WITH RESECTED STAGE IA-IIIB NSCLC. SOMATIC MUTATION AND DNA METHYLATION PROFILING WERE PERFORMED USING ULTRA-DEEP TARGETED SEQUENCING AND TARGETED BISULFITE SEQUENCING, RESPECTIVELY. DYNAMIC CHANGES IN PLASMA-BASED MUTATION AND TUMOR-INFORMED METHYLATION PROFILES, REFLECTED AS MRD SCORE, WERE OBSERVED FROM BEFORE SURGERY (BASELINE) TO POSTOPERATIVE FOLLOW-UP, REFLECTING THE DECREASE IN TUMOR BURDEN OF THE PATIENTS WITH RESECTED NSCLC. MUTATIONS WERE DETECTED FROM PLASMA SAMPLES IN 63% OF THE PATIENTS AT BASELINE, WHICH SIGNIFICANTLY REDUCED TO 23-25% DURING POST-OPERATIVE FOLLOW-UPS. MRD SCORE POSITIVE RATE WAS 95.7% AT BASELINE, WHICH REDUCED TO 74% AT THE FIRST AND 70% AT THE SECOND FOLLOW-UP. AMONG THE 5 RELAPSED PATIENTS WITH PARALLEL LONGITUDINAL ANALYSIS OF MUTATION AND METHYLATION PROFILE, ELEVATED MRD SCORE WAS OBSERVED AT FOLLOW-UP BETWEEN 0.5-7 MONTHS PRIOR TO RADIOLOGIC RECURRENCE FOR ALL 5 PATIENTS. OF THEM, 4 PATIENTS ALSO HAD CONCOMITANT INCREASE IN ALLELIC FRACTION OF MUTATIONS IN AT LEAST 1 FOLLOW-UP TIME POINT, BUT ONE PATIENT HAD NO MUTATION DETECTED THROUGHOUT ALL FOLLOW-UPS. OUR RESULTS DEMONSTRATE THAT LONGITUDINAL PROFILING OF MUTATION AND DNA METHYLATION MAY HAVE POTENTIAL FOR DETECTING MRD AND PREDICTING RECURRENCE IN POSTOPERATIVE NSCLC PATIENTS.
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Affiliation(s)
- Hang Li
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ze-Lin Ma
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Bin Li
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yun-Jian Pan
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Jia-Qing Xiang
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ya-Wei Zhang
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yi-Hua Sun
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ting Hou
- Burning Rock Biotech, Guangzhou, China
| | | | - Yan Chen
- Burning Rock Biotech, Guangzhou, China
| | - Xi Li
- Burning Rock Biotech, Guangzhou, China
| | - Hong Hu
- Department of Thoracic Surgery and State Key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, China.,Institute of Thoracic Oncology, Fudan University, Shanghai, China.,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
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10
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Sánchez-Gastaldo A, Muñoz-Fuentes MA, Molina-Pinelo S, Alonso-García M, Boyero L, Bernabé-Caro R. Correlation of peripheral blood biomarkers with clinical outcomes in NSCLC patients with high PD-L1 expression treated with pembrolizumab. Transl Lung Cancer Res 2021; 10:2509-2522. [PMID: 34295658 PMCID: PMC8264316 DOI: 10.21037/tlcr-21-156] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 04/19/2021] [Indexed: 12/24/2022]
Abstract
Background Immune checkpoint inhibitors (ICIs) are currently the standard therapy in advanced non-small cell lung cancer (NSCLC); however, there is no well-established prognostic biomarker. We investigated the relationship between survival outcomes and three peripheral blood biomarkers, including the neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR) and monocyte-to-lymphocyte ratio (MLR), as well as a new score termed the risk blood biomarker (RBB), calculated from the combination of the neutrophil-monocyte-to-lymphocyte ratio (NMLR) and white blood cell count (WBC). Methods This study included patients with stage IV or recurrent NSCLC confirmed with programmed death ligand 1 (PD-L1) expression ≥50% who received pembrolizumab monotherapy as first-line treatment at the Virgen del Rocío University Hospital in Seville, Spain. To establish the relationship between baseline peripheral blood biomarkers and survival outcomes, progression free survival (PFS) and overall survival (OS), we used the Kaplan-Meier method and multivariable Cox regression models. Results A total of 51 patients were included in this study. In multivariate analysis, baseline NLR and PLR showed a strong association with PFS [NLR hazard ratio (HR): 0.19, 95% confidence interval (CI): 0.09–0.44, P<0.001; PLR HR: 0.46, 95% CI: 0.23–0.92, P=0.03] and OS (NLR HR: 0.07, 95% CI: 0.02–0.19, P<0.001; PLR HR: 0.29, 95% CI: 0.13–0.67, P=0.004), and the MLR was associated with OS (MLR HR: 0.34, 95% CI: 0.15–0.76, P=0.01). According to the RBB score, groups with lower scores were associated with superior PFS (group 0: HR: 0.16, 95% CI: 0.06–0.41, P<0.001 and group 1: HR: 0.29, 95% CI: 0.12–0.73, P=0.01) and OS (group 0: HR: 0.04, 95% CI: 0.01–0.17, P<0.001 and group 1: HR: 0.15, 95% CI: 0.05–0.42, P<0.001). Conclusions Low baseline NLR, MLR and PLR are significantly associated with better PFS, and low baseline NLR and PLR are associated with better OS. Additionally, we identified three subgroups of patients using the RBB score, and low scores were associated with improved survival outcomes and response to therapy.
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Affiliation(s)
- Amparo Sánchez-Gastaldo
- Medical Oncology Department, Virgen del Rocío University Hospital, Seville, Spain.,Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain
| | - Miguel A Muñoz-Fuentes
- Medical Oncology Department, Virgen del Rocío University Hospital, Seville, Spain.,Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain
| | - Sonia Molina-Pinelo
- Medical Oncology Department, Virgen del Rocío University Hospital, Seville, Spain.,Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain.,CIBERONC, Madrid, Spain
| | - Miriam Alonso-García
- Medical Oncology Department, Virgen del Rocío University Hospital, Seville, Spain.,Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain
| | - Laura Boyero
- Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain
| | - Reyes Bernabé-Caro
- Medical Oncology Department, Virgen del Rocío University Hospital, Seville, Spain.,Institute of Biomedicine of Seville (IBiS) (HUVR, CSIC, University of Seville), Seville, Spain
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11
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Jiang H, Jiang W, Tan L, Yu Q, Liu F, Huang Y, He J, Zhou S. The predictive value of pretreatment haemoglobin-to-red cell distribution width ratio for overall survival of patients with advanced non-small cell lung cancer: a propensity score matching analysis. J Int Med Res 2021; 49:3000605211004229. [PMID: 33823630 PMCID: PMC8033480 DOI: 10.1177/03000605211004229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Objective To investigate the prognostic value of pretreatment haemoglobin-to-red cell
distribution width radio (HRR) in predicting overall survival (OS) in
patients with advanced non-small cell lung cancer (NSCLC). Methods This retrospective study analysed patients with advanced NSCLC. Kaplan–Meier
survival analysis and Cox proportional hazards regression analysis were
conducted to evaluate the predictive value of HRR for OS. A propensity
matching analysis was used to reduce the impact of other confounding factors
on the results. Results A total of 448 patients were enrolled in the study. The median HRR was 0.984,
which was used as the cut-off value. Regardless of matching or not, a lower
HRR was correlated with an unfavourable risk of death. After propensity
matching, univariate and multivariate analysis showed that HRR was an
independent factor for the prognosis of NSCLC (hazard ratio [HR] 1.55, 95%
confidence interval [CI] 1.17, 2.04; HR 1.57, 95% CI, 1.17, 2.10;
respectively). Kaplan–Meier analysis showed that low HRR was associated with
shortened OS. The relationship between HRR and the risk of death was
consistent across all patient subgroups after stratification by subgroup
analysis. Conclusions These findings showed that a lower pretreatment HRR could be a potentially
valuable prognostic factor in patients with advanced NSCLC.
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Affiliation(s)
- Huiqin Jiang
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Wei Jiang
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Liping Tan
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Qitao Yu
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Feiwen Liu
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Yucong Huang
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Jianbo He
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
| | - Shaozhang Zhou
- Department of Respiratory Oncology, 117981Guangxi Cancer Hospital and Guangxi Medical University Affiliated Cancer Hospital, Nanning, Guangxi Zhuang Autonomous Region, China *Huiqin Jiang, Wei Jiang contributed equally to this work
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12
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Lin T, Mai J, Yan M, Li Z, Quan X, Chen X. A Nomogram Based on CT Deep Learning Signature: A Potential Tool for the Prediction of Overall Survival in Resected Non-Small Cell Lung Cancer Patients. Cancer Manag Res 2021; 13:2897-2906. [PMID: 33833572 PMCID: PMC8019610 DOI: 10.2147/cmar.s299020] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 03/02/2021] [Indexed: 12/29/2022] Open
Abstract
PURPOSE To develop and further validate a deep learning signature-based nomogram from computed tomography (CT) images for prediction of the overall survival (OS) in resected non-small cell lung cancer (NSCLC) patients. PATIENTS AND METHODS A total of 1792 deep learning features were extracted from non-enhanced and venous-phase CT images for each NSCLC patient in training cohort (n=231). Then, a deep learning signature was built with the least absolute shrinkage and selection operator (LASSO) Cox regression model for OS estimation. At last, a nomogram was constructed with the signature and other independent clinical risk factors. The performance of nomogram was assessed by discrimination, calibration and clinical usefulness. In addition, in order to quantify the improvement in performance added by deep learning signature, the net reclassification improvement (NRI) was calculated. The results were validated in external validation cohort (n=77). RESULTS A deep learning signature with 9 selected features was significantly associated with OS in both training cohort (hazard ratio [HR]=5.455, 95% CI: 3.393-8.769, P<0.001) and external validation cohort (HR=3.029, 95% CI: 1.673-5.485, P=0.004). The nomogram combining deep learning signature with clinical risk factors of TNM stage, lymphatic vessel invasion and differentiation grade showed favorable discriminative ability with C-index of 0.800 as well as a good calibration, which was validated in external validation cohort (C-index=0.723). Additional value of deep learning signature to the nomogram was statistically significant (NRI=0.093, P=0.027 for training cohort; NRI=0.106, P=0.040 for validation cohort). Decision curve analysis confirmed the clinical usefulness of this nomogram in predicting OS. CONCLUSION The deep learning signature-based nomogram is a robust tool for prognostic prediction in resected NSCLC patients.
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Affiliation(s)
- Ting Lin
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, People’s Republic of China
| | - Jinhai Mai
- School of Automation Science and Engineering, South China University of Technology, Guangzhou, 510641, People’s Republic of China
- Department of Radiology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, People’s Republic of China
| | - Meng Yan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, People’s Republic of China
| | - Zhenhui Li
- Department of Radiology, Yunnan Cancer Hospital, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, People’s Republic of China
| | - Xianyue Quan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, People’s Republic of China
| | - Xin Chen
- Department of Radiology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, People’s Republic of China
- Department Of Radiology, Guangzhou First People’s Hospital, School of Medicine, South China University of Technology, Guangzhou, 510180, People’s Republic of China
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13
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Topkan E, Yucel Ekici N, Ozdemir Y, Besen AA, Mertsoylu H, Sezer A, Selek U. Baseline Low Prognostic Nutritional Index Predicts Poor Survival in Locally Advanced Nasopharyngeal Carcinomas Treated With Radical Concurrent Chemoradiotherapy. EAR, NOSE & THROAT JOURNAL 2021; 100:NP69-NP76. [PMID: 31184210 DOI: 10.1177/0145561319856327] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND To retrospectively assess the impact of prognostic nutritional index (PNI) on survival outcomes of patients with locoregionally advanced nasopharyngeal carcinoma (LA-NPC) treated with concurrent chemoradiotherapy (CCRT). METHODS This study incorporated 154 patients with LA-NPC who received exclusive cisplatinum-based CCRT. Receiver operating characteristic (ROC) curve analysis was utilized for accessibility of pretreatment PNI cutoffs influencing survival results. The primary end point was the interaction between the overall survival (OS) and PNI values, while cancer-specific survival (CSS) locoregional progression-free survival (LR-PFS), distant metastasis-free survival (DMFS), and PFS were the secondary end points. RESULTS A rounded PNI cutoff value of 51 was identified in ROC curve analyses to exhibit significant link with CSS, OS, DMFS, and PFS outcomes, but not LR-PFS. Patients grouping per PNI value (≥51 [N = 95] vs <51 [N = 49]) revealed that PNI < 51 group had significantly shorter median CSS (P < .001), OS (P < .001), DMFS (P < .001), and PFS (P < .001) times than the PNI ≥ 51 group, and the multivariate results confirmed the PNI < 51 as an independent predictor of poor outcomes for each end point (P < .05 for each). The unfavorable impact of the low PNI was also continued at 10-year time point with survival rates of 77.9% versus 42.4%, 73.6% versus 33.9%, 57.9% versus 27.1%, and 52.6% versus 23.7% for CSS, OS, DMFS, and PFS, respectively. Additionally, we found that PNI < 51 was significantly associated with higher rates of weight loss >5% over past 6 months (49.2% versus 11.6%; P = .002) compared to PNI < 51 group. CONCLUSION Low pre-CCRT PNI levels were independently associated with significantly reduced CSS, OS, DMFS, and PFS outcomes in patients with LA-NPC treated with definitive CCRT.
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Affiliation(s)
- Erkan Topkan
- Department of Radiation Oncology, 37505Baskent University Medical Faculty, Adana, Turkey
| | - Nur Yucel Ekici
- Clinics of Otolaryngology, Adana City Hospital, Adana, Turkey
| | - Yurday Ozdemir
- Department of Radiation Oncology, 37505Baskent University Medical Faculty, Adana, Turkey
| | - Ali Ayberk Besen
- Department of Medical Oncology, Baskent University Medical Faculty, Adana, Turkey
| | - Huseyin Mertsoylu
- Department of Medical Oncology, Baskent University Medical Faculty, Adana, Turkey
| | - Ahmet Sezer
- Department of Medical Oncology, Baskent University Medical Faculty, Adana, Turkey
| | - Ugur Selek
- Department of Radiation Oncology, 52979Koc University, School of Medicine, Istanbul, Turkey
- Department of Radiation Oncology, The University of Texas, MD Anderson Cancer Center, Houston, TX, USA
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14
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Winther-Larsen A, Aggerholm-Pedersen N, Sandfeld-Paulsen B. Inflammation scores as prognostic biomarkers in small cell lung cancer: a systematic review and meta-analysis. Syst Rev 2021; 10:40. [PMID: 33509254 PMCID: PMC7844954 DOI: 10.1186/s13643-021-01585-w] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 01/06/2021] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Inflammation scores based on general inflammation markers as leucocyte count or C-reactive protein have been evaluated as prognostic markers of inferior survival in several cancers. In small cell lung cancer (SCLC), however, inflammation scores are less studied. In the present study, we set out to perform a systematic review and meta-analysis investigating reported associations between inflammation scores and overall survival (OS) in SCLC. METHODS A literature search was performed in PubMed, Embase, Scopus, and Web of Science following the Preferred Reporting Items for Systematic and Meta-Analyses (PRISMA) guidelines. Of the identified publications, only studies in English containing original data evaluating inflammation scores as a prognostic factor in SCLC patients were included. Hazard ratios (HRs) for OS were pooled in a random-effects model. RESULTS In total, 33 articles were included evaluating eight different inflammation scores in 7762 SCLC patients. Seven of the identified scores were based on leucocyte count. Neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte (PLR) ratio were the most frequently evaluated scores (NLR: n = 23; PLR: n = 22). For NLR, a meta-analysis including 16 studies demonstrated that patients with a high NLR had a significantly shorter OS compared to patients with a low NLR (pooled HR = 1.39 (95% CI, 1.23-1.56)). For PLR, an association with survival could not be confirmed in a meta-analysis performed based on eight studies (pooled HR = 1.20 (95% CI, 0.96-1.51)). CONCLUSIONS This review identifies that inflammation scores based on general inflammation markers have some potential as prognostic biomarkers in SCLC. The meta-analyses indicated that NLR is associated with inferior OS, whereas an association between PLR and OS could not be confirmed. Thus, NLR could be a useful biomarker of OS in SCLC patients. SYSTEMATIC REVIEW REGISTRATION The protocol for the study was submitted to the PROSPERO database (registration number CRD42020188553 ).
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Affiliation(s)
- Anne Winther-Larsen
- Department of Clinical Biochemistry, Viborg Regional Hospital, Viborg, Denmark
| | | | - Birgitte Sandfeld-Paulsen
- Department of Clinical Biochemistry, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark.
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15
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Igawa S, Ono T, Kasajima M, Manabe H, Fukui T, Mitsufuji H, Yokoba M, Kubota M, Katagiri M, Sasaki J, Naoki K. Impact of Amrubicin Monotherapy as Second-Line Chemotherapy on Outcomes in Elderly Patients with Relapsed Extensive-Disease Small-Cell Lung Cancer. Cancer Manag Res 2020; 12:4911-4921. [PMID: 32606979 PMCID: PMC7320750 DOI: 10.2147/cmar.s255552] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 06/09/2020] [Indexed: 12/17/2022] Open
Abstract
Purpose Amrubicin (AMR) is an anticancer drug for patients with relapsed small-cell lung cancer (SCLC). However, the efficacy of AMR in elderly patients with relapsed SCLC after chemotherapy by carboplatin plus etoposide (CE) has not been sufficiently evaluated. Patients and Methods The medical records of patients with relapsed SCLC who received AMR as second-line chemotherapy were retrospectively reviewed, and their treatment outcomes were evaluated. Results Forty-one patients with a median age of 76 years were analyzed. The overall response rate was 26.8%. Median progression-free survival (PFS) and overall survival (OS) were 3.5 and 8.1 months, respectively. While the median PFS of 4.7 and 2.8 months in the sensitive relapse and the refractory relapse group differed significantly (P=0.043), respectively, the median OS of 10.7 and 6.8 months in the respective relapse groups did not indicate a statistically significant difference (P=0.24). The median PFS in a group with a modified Glasgow prognostic score (mGPS) of 0 and a group with a mGPS 1 or 2 were 4.5 and 1.6 months (P=0.052), respectively, and the median OS in the respective mGPS groups were 10.7 and 4.4 months (P=0.034). Multivariate analysis identified good performance status, limited disease, and mGPS 0 as favorable independent predictors of PFS and OS of AMR monotherapy. Grade 3 or higher neutropenia was observed in 23 patients (56%), and febrile neutropenia was observed in nine patients (22%). Non-hematological toxic effects were relatively mild, and pneumonitis and treatment-related deaths were not observed. Conclusion AMR is an effective and feasible regimen for elderly patients with relapsed SCLC after CE therapy.
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Affiliation(s)
- Satoshi Igawa
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Taihei Ono
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Masashi Kasajima
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Hideaki Manabe
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Tomoya Fukui
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Hisashi Mitsufuji
- Kitasato University School of Nursing, Sagamihara-City, Kanagawa 252-0329, Japan
| | - Masanori Yokoba
- School of Allied Health Sciences, Kitasato University, Sagamihara-City, Kanagawa 252-0373, Japan
| | - Masaru Kubota
- School of Allied Health Sciences, Kitasato University, Sagamihara-City, Kanagawa 252-0373, Japan
| | - Masato Katagiri
- School of Allied Health Sciences, Kitasato University, Sagamihara-City, Kanagawa 252-0373, Japan
| | - Jiichiro Sasaki
- Research and Development Center for New Medical Frontiers, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
| | - Katsuhiko Naoki
- Department of Respiratory Medicine, Kitasato University School of Medicine, Sagamihara-City, Kanagawa 252-0374, Japan
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16
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Wang Y, Hu X, Su MC, Wang YW, Che GW. Postoperative Elevations of Neutrophil-to-lymphocyte and Platelet-to-lymphocyte Ratios Predict Postoperative Pulmonary Complications in Non-small Cell Lung Cancer Patients: A Retrospective Cohort Study. Curr Med Sci 2020; 40:339-347. [PMID: 32337695 DOI: 10.1007/s11596-020-2189-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 12/06/2019] [Indexed: 02/05/2023]
Abstract
The neutrophil-to-lymphocyte ratio (NLR) and the platelet-to-lymphocyte ratio (PLR) are found to increase in patients who develop postoperative complications (PCs). The aim of the present study was to explore the association of the perioperative changes of NLR (ΔNLR) and PLR (ΔPLR) with PCs in non-small cell lung cancer (NSCLC). Clinical data of 509 patients, who were diagnosed with NSCLC and underwent thoracoscopic radical resection between January 1, 2014 and July 31, 2016 at the Department of Thoracic Surgery, West China Hospital, were reviewed. Patients were divided into PC and non-PC groups, and clinical characteristics including ΔNLR and ΔPLR were compared between them. The optimal cut-off values of ΔNLR and ΔPLR were determined by receiver operating characteristics (ROC) curves and patients were assigned to high ΔNLR/ΔPLR and low ΔNLR/ΔPLR groups in terms of the cut-off values. Clinicopathologic characteristics and the incidence of different PCs were compared between the dichotomized groups. Univariate and multivariate logistic regression analyses were performed to identify the independent risk factors for PCs. The results showed that the ΔNLR and ΔPLR in the PC group were signifcantly higher than those in the non-PC group (P<0.001 for both). The optimal cutoff values of ΔNLR and ΔPLR were 6.6 and 49, respectively. Patients with ΔNLR>6.6 or ΔPLR>49 were more likely to experience postoperative pulmonary complications (PPCs) (P<0.001 for both). Multivariate logistic regression analysis demonstrated that smoking [odds ratio (OR): 2.450, 95% confdence interval (95% CI): 1.084-5.535, P=0.031)], tumor size (OR: 1.225, 95% CI: 1.047-1.433, P=0.011), ΔNLR>6.6 (OR: 2.453, 95% CI: 1.224-4.914, P=0.011) and ΔPLR>49 (OR: 2.231, 95% CI: 1.182-4.212, P=0.013) were predictive of PPCs. In conclusion, the ΔNLR and ΔPLR may act as novel predictors for PPCs in NSCLC patients undergoing thoracoscopic radical lung resection, and patients with ΔNLR>6.6 or ΔPLR>49 should be treated more actively to prevent or reduce PPCs.
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Affiliation(s)
- Yan Wang
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Xu Hu
- West China School of Medicine, Sichuan University, Chengdu, 610041, China
| | - Meng-Chan Su
- West China School of Medicine, Sichuan University, Chengdu, 610041, China
| | - Yan-Wen Wang
- West China School of Medicine, Sichuan University, Chengdu, 610041, China
| | - Guo-Wei Che
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China.
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17
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Lindenmann J, Fink-Neuboeck N, Taucher V, Pichler M, Posch F, Brcic L, Smolle E, Koter S, Smolle J, Smolle-Juettner FM. Prediction of Postoperative Clinical Outcomes in Resected Stage I Non-Small Cell Lung Cancer Focusing on the Preoperative Glasgow Prognostic Score. Cancers (Basel) 2020; 12:cancers12010152. [PMID: 31936329 PMCID: PMC7016624 DOI: 10.3390/cancers12010152] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 01/04/2020] [Accepted: 01/06/2020] [Indexed: 02/07/2023] Open
Abstract
Background: The Glasgow Prognostic Score (GPS), which consists of albumin and C-reactive protein (CRP), may predict overall survival (OS) in cancer patients. The aim of this retrospective analysis was to evaluate the clinical impact of the preoperative GPS on patients with resected early stage non-small cell lung cancer (NSCLC). Methods: 300 patients with curatively resected stage I NSCLC were followed-up for OS, recurrence-free survival (RFS), cancer-specific survival (CSS), and death from other causes. Results: 229 patients (76%) had a preoperative GPS of 0, and 71 (24%) a GPS ≥ 1. The three-year probabilities of RFS, OS, CSS, and death from other causes were 81%, 84%, 88%, and 96% in patients with GPS = 0, and 79%, 74%, 91%, and 82% in patients with a GPS ≥ 1, respectively. GPS ≥ 1 was significantly associated with a higher risk of death from other causes (p = 0.022), serving as an independent predictor of death from other causes (p = 0.034). Pathologically elevated CRP levels (CRP > 5 mg/L) were found in 91 patients (30%). The mean CRP level was 7.88 ± 15.80 mg/L (0.5–135.6 mg/L). Pre-treatment CRP level was significantly associated with coronary heart disease (p < 0.0001), histology (p = 0.013), tumor size (p = 0.018), tumor stage (p = 0.002), and vascular invasion (p = 0.017). Conclusion: The preoperative GPS predicts adverse survival outcomes in patients with resected stage I NSCLC.
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Affiliation(s)
- Joerg Lindenmann
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria; (N.F.-N.); (V.T.); (F.M.S.-J.)
- Correspondence: ; Tel.: +43-316-385-13302; Fax: +43-316-385-14679
| | - Nicole Fink-Neuboeck
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria; (N.F.-N.); (V.T.); (F.M.S.-J.)
| | - Valentin Taucher
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria; (N.F.-N.); (V.T.); (F.M.S.-J.)
| | - Martin Pichler
- Division of Oncology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (M.P.); (F.P.)
- Division of Cancer Medicine, Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, UTHealth, Texas A&M College of Medicine, Houston, TX 77030, USA
| | - Florian Posch
- Division of Oncology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria; (M.P.); (F.P.)
- Center for Biomarker Research in Medicine (CBmed), Medical University of Graz, 8036 Graz, Austria
| | - Luka Brcic
- Diagnostic and Research Institute of Pathology, Medical University of Graz, 8036 Graz, Austria;
| | - Elisabeth Smolle
- Division of Pulmonology, Department of Internal Medicine, Medical University of Graz, 8036 Graz, Austria;
| | - Stephan Koter
- Division of Vascular Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria;
| | - Josef Smolle
- Institute of Medical Informatics, Statistics and Documentation, Medical University of Graz, 8036 Graz, Austria;
| | - Freyja Maria Smolle-Juettner
- Division of Thoracic and Hyperbaric Surgery, Department of Surgery, Medical University of Graz, 8036 Graz, Austria; (N.F.-N.); (V.T.); (F.M.S.-J.)
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18
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Fang E, Wang X, Feng J, Zhao X. The Prognostic Role of Glasgow Prognostic Score and C-reactive Protein to Albumin Ratio for Sarcoma: A System Review and Meta-Analysis. DISEASE MARKERS 2020; 2020:8736509. [PMID: 31998420 PMCID: PMC6969993 DOI: 10.1155/2020/8736509] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2019] [Revised: 12/18/2019] [Accepted: 12/23/2019] [Indexed: 12/13/2022]
Abstract
BACKGROUNDS Both pretreatment serum CRP (C-reactive protein) level and ALB (albumin) level have been found to be predictive of survival for multiple malignancies including sarcoma. Since both of the GPS (Glasgow prognostic score) and CAR (C-reactive protein to albumin ratio) are based on the combination of CRP and ALB, we conducted a meta-analysis to evaluate the prognostic role of these two parameters for sarcoma patients. METHODS A detailed literature search was conducted in MEDLINE, Embase, and Cochrane Library for relevant research publications written in English. Patients' clinical characteristics, outcomes of overall survival (OS), disease-specific survival (DSS), and disease-free survival (DFS) were extracted. Pooled hazard ratios (HRs) and corresponding 95% confidence intervals (CIs) were combined to evaluate the prognostic role of GPS or CAR. RESULTS Twelve articles containing 2695 patients were identified as eligible studies. The results showed that an elevated GPS was significantly correlated with poor OS (HR = 2.42; 95% CI: 1.98-2.94; p < 0.001; fixed-effects model), DSS (HR = 2.28; 95% CI: 1.75-2.97; p < 0.001; fixed-effects model), DSS (HR = 2.28; 95% CI: 1.75-2.97; p < 0.001; fixed-effects model), DSS (HR = 2.28; 95% CI: 1.75-2.97; p < 0.001; fixed-effects model), DSS (HR = 2.28; 95% CI: 1.75-2.97; p < 0.001; fixed-effects model), DSS (HR = 2.28; 95% CI: 1.75-2.97. CONCLUSION An elevated GPS is predictive of poor survival in patients with sarcomas and is promising to be used as a factor for risk stratification. A higher CAR value is also predictive of poor survival; however, the optimal CAR cut-off value is still to be determined.
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Affiliation(s)
- Erhu Fang
- Department of Pediatric Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Xiaolin Wang
- Department of Pediatric Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Jiexiong Feng
- Department of Pediatric Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Xiang Zhao
- Department of Pediatric Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
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Sonehara K, Tateishi K, Komatsu M, Yamamoto H, Hanaoka M, Kanda S, Koizumi T. Modified Glasgow Prognostic Score as a Prognostic Factor in Patients with Extensive Disease-Small-Cell Lung Cancer: A Retrospective Study in a Single Institute. Chemotherapy 2019; 64:129-137. [PMID: 31622969 DOI: 10.1159/000502681] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Accepted: 08/12/2019] [Indexed: 11/19/2022]
Abstract
INTRODUCTION Small-cell lung cancer (SCLC) is a very chemosensitive solid tumor but is characterized by rapid progression. The modified Glasgow prognostic score (mGPS) has been shown to be an independent prognostic factor in various tumors. However, there have been few reports regarding the prognostic value of mGPS in extensive disease (ED)-SCLC. OBJECTIVE This study was designed to clarify the clinical significance of mGPS focusing on its usefulness as a prognostic indicator for the survival and serial administrations of chemotherapies in patients with ED-SCLC. METHODS We retrospectively analyzed the clinical records of ED-SCLC patients diagnosed and treated at Shinshu University School of Medicine between January 2005 and December 2018. Overall survival (OS) was compared according to mGPS and we examined whether mGPS could be a prognostic factor in ED-SCLC using the Kaplan-Meier method and univariate and multivariate Cox hazard analyses. RESULTS Eighty-three patients were enrolled in this study. The median OS of mGPS 0, mGPS 1, and mGPS 2 groups were 13.6, 9.2, and 5.7 months, respectively. The OS of the mGPS 0 group was significantly longer than those of mGPS 1 and mGPS 2 groups (log-rank, p = 0.025 and 0.008, respectively). The rates of second-line chemotherapy administration in mGPS 0, mGPS 1, and mGPS 2 groups were 79.4, 61.9, and 33.3%, respectively. The rate in the mGPS 0 group was significantly higher than that in the mGPS 2 group (p = 0.003). Multivariate analyses indicated that mGPS 2 was an independent unfavorable prognostic factor in addition to old age (≥75 years), poor performance status (2-3), and elevated serum lactate dehydrogenase level (≥223 IU/L). CONCLUSION In ED-SCLC patients, mGPS was useful as a prognostic indicator for OS.
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Affiliation(s)
- Kei Sonehara
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Kazunari Tateishi
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Masamichi Komatsu
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Hiroshi Yamamoto
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Masayuki Hanaoka
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Shintaro Kanda
- Department of Comprehensive Cancer Therapy, Shinshu University School of Medicine, Matsumoto City, Japan
| | - Tomonobu Koizumi
- Department of Comprehensive Cancer Therapy, Shinshu University School of Medicine, Matsumoto City, Japan,
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20
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Prognostic value of pretreatment Glasgow prognostic score in stage IIIB geriatric non-small cell lung cancer patients undergoing radical chemoradiotherapy. J Geriatr Oncol 2019; 10:567-572. [DOI: 10.1016/j.jgo.2018.10.014] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2018] [Revised: 09/27/2018] [Accepted: 10/18/2018] [Indexed: 12/25/2022]
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21
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Wang Y, Hu X, Xu W, Wang H, Huang Y, Che G. Prognostic value of a novel scoring system using inflammatory response biomarkers in non-small cell lung cancer: A retrospective study. Thorac Cancer 2019; 10:1402-1411. [PMID: 31104359 PMCID: PMC6558461 DOI: 10.1111/1759-7714.13085] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Revised: 04/14/2019] [Accepted: 04/19/2019] [Indexed: 02/05/2023] Open
Abstract
Background The neutrophil‐to‐lymphocyte ratio (NLR), platelet‐to‐lymphocyte ratio (PLR), and lymphocyte‐to‐monocyte ratio (LMR) are reported to show a strong correlation with prognosis in patients with non‐small cell lung cancer (NSCLC). We aimed to describe a novel scoring system combining these ratios, termed the inflammatory response biomarker (IRB) score, and test its prognostic value in NSCLC. Methods The data of 261 NSCLC patients who underwent thoracoscopic radical resection in a single center were retrospectively reviewed. The IRB score was defined as follows: a high NLR (> 2.12), a high PLR (92.9), and a low LMR (< 4.57) were each scored as 1; the opposite values were scored as 0. The individual scores were added to produce the IRB score (range: 0–3). Results Multivariate analyses indicated that high tumor node metastasis (TNM) stage (hazard ratio [HR] 2.721, 95% confidence interval [CI] 1.597–4.989; P < 0.001) and an IRB score ≥ 2 (HR 2.696, 95% CI 1.506–4.826; P = 0.001) were independent prognostic factors for poor overall survival. Furthermore, smoking history (HR 2.953, 95% CI 1.086–8.026; P = 0.034), high TNM stage (HR 3.108, 95% CI 1.911–5.056; P < 0.001), and IRB score ≥ 2 (HR = 2.316, 95% CI: 1.389–3.861; P = 0.001) were demonstrated to be independent prognostic factors for poor disease‐free survival. Conclusion The novel scoring system combining NLR, PLR, and LMR was an independent prognostic factor in NSCLC patients undergoing thoracoscopic radical resection and was superior to these ratios alone for predicting prognosis.
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Affiliation(s)
- Yan Wang
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Xu Hu
- West China School of Medicine, Sichuan University, Chengdu, China
| | - Wenying Xu
- West China School of Medicine, Sichuan University, Chengdu, China
| | - Haoyuan Wang
- West China School of Medicine, Sichuan University, Chengdu, China
| | - Yu Huang
- West China School of Medicine, Sichuan University, Chengdu, China
| | - Guowei Che
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu, China
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22
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Sandfeld-Paulsen B, Meldgaard P, Sorensen BS, Safwat A, Aggerholm-Pedersen N. The prognostic role of inflammation-scores on overall survival in lung cancer patients. Acta Oncol 2019; 58:371-376. [PMID: 30632850 DOI: 10.1080/0284186x.2018.1546057] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE Inflammation has been validated as a host-related prognostic marker in cancer. The Glasgow Prognostic score (GPS) and neutrophil-to-lymphocyte ratio (NLR) are suggested measures of inflammation. However, the allocation of patients has been questioned. Hence, optimized inflammation-scores has been developed, such as the combined NLR and GPS (CNG) system, and the Aarhus composite biomarker score (ACBS). So far, these optimized inflammation-scores have not been validated in lung cancer patients. We evaluated if the optimized inflammation-scores were prognostic markers of inferior survival in lung cancer patients. Furthermore, we tested which of the optimized inflammation-scores led to better patient-allocation. MATERIAL AND METHODS The cohort of this prospective study composed of 275 non-small cell lung cancer patients. We evaluated pre-diagnostic serum biomarkers for GPR, NLR, platelet-to-lymphocyte ratio as well as the optimized inflammation-scores CNG and ABCS as predictors of overall survival (OS), and we examined the patient-allocation derived from each inflammation-score. RESULTS Each of the evaluated inflammation-scores could predict the overall survival even when adjustments were made for comorbidity and clinicopathological characteristics. When comparing the scores, the optimized inflammation-scores CNG and ACBS led to a better and more balanced patient-allocation. In the early clinical stages I & II, the optimized scores could reveal a subgroup of patients with poorer survival that is similar to stage III. CONCLUSION In this cohort of lung cancer patients, we demonstrate that inflammation-scores are prognostic markers of inferior survival. Furthermore, we demonstrate that the optimized inflammation-scores CNG and ACBS lead to better patient-allocation independently of the clinicopathological characteristics and comorbidity.
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Affiliation(s)
| | - Peter Meldgaard
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | - Boe S. Sorensen
- Department of Clinical Biochemistry, Aarhus University Hospital, Aarhus, Denmark
| | - Akmal Safwat
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | - Ninna Aggerholm-Pedersen
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
- Department of Experimental Clinical Oncology, Aarhus University Hospital, Aarhus, Denmark
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23
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Gong J, Xu L, Li Z, Hu X, Liu J, Teng Y, Jin B, Zhao M, Shi J, Guo T, Shi X, Cheng Y, Liu Y, Qu X. A Clinical Prognostic Score to Predict Survival of Advanced or Metastatic Non-Small Cell Lung Cancer (NSCLC) Patients Receiving First-Line Chemotherapy: A Retrospective Analysis. Med Sci Monit 2018; 24:8264-8271. [PMID: 30446633 PMCID: PMC6252050 DOI: 10.12659/msm.911026] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Although several complicated models have been built to evaluate the prognosis of NSCLC patients receiving chemotherapy, simple economic models are still needed to give a preliminary survival assessment of these patients. MATERIAL AND METHODS This study retrospectively assessed the clinical and biological parameters of 223 patients with advanced NSCLC. Univariate and multivariate analyses of overall survival (OS) and progression-free survival (PFS) for the parameters and the prognostic score were assessed. RESULTS Performance status (PS) score=1, smoking history, fibrinogenemia, thrombocytosis, increased lactate dehydrogenase (LDH) level, and anemia were independent predictors of poor prognosis in the univariate analysis of OS and were assessed in multivariate analysis. There was a significant difference in PS=1 (HR=2.134, p<0.0001), increased LDH level (HR=1.508, p=0.014), thrombocytosis (HR=1.547, p=0.012), and smoking history (HR=1.491, p=0.008), based on which the patients were classified into 3 risk groups: low risk (0-1 points), moderate risk (2 points), and high risk (3-5 points). At p values of <0.0001, the median OS was 565, 340, and 273 days and the median progression-free survival was 250, 209, and 135 days, respectively in these 3 risk groups. CONCLUSIONS We established a new prognostic score model using PS, LDH level, PLT count, and smoking history to predict the survival of patients receiving first-line chemotherapy for advanced NSCLC, which might be useful in clinical practice.
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Affiliation(s)
- Jing Gong
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Ling Xu
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Zhi Li
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Xuejun Hu
- Department of Respiratory and Infectious Disease of Geriatrics, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Jing Liu
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Yuee Teng
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Bo Jin
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Mingfang Zhao
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Jing Shi
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Tianshu Guo
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Xiaonan Shi
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Yu Cheng
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Yunpeng Liu
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
| | - Xiujuan Qu
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland).,Key Laboratory of Anticancer Drugs and Biotherapy of Liaoning Province, The First Hospital of China Medical University, Shenyang, Liaoning, China (mainland)
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24
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Yoshimura Y, Bise T, Nagano F, Shimazu S, Shiraishi A, Yamaga M, Koga H. Systemic Inflammation in the Recovery Stage of Stroke: Its Association with Sarcopenia and Poor Functional Rehabilitation Outcomes. Prog Rehabil Med 2018; 3:20180011. [PMID: 32789236 DOI: 10.2490/prm.20180011] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Accepted: 04/18/2018] [Indexed: 12/13/2022] Open
Abstract
Objective The aim of our study was to investigate how systemic inflammation relates to sarcopenia and its impact on functional outcomes in the recovery stages of stroke. Methods A retrospective cohort study was performed in consecutive patients admitted to convalescent rehabilitation wards following stroke. Patients with acute or chronic high-grade inflammatory diseases were excluded. Systemic inflammation was evaluated using the modified Glasgow Prognostic Score (mGPS). Sarcopenia was defined as a loss of skeletal muscle mass and decreased muscle strength, with the cut-off values set by the Asian Working Group for Sarcopenia. The primary outcome was the motor domain of the Functional Independence Measure (FIM-motor). Univariate and multivariate analyses were used to determine whether mGPS was associated with sarcopenia and FIM-motor at discharge. Results The study included 204 patients (mean age 74.1 years, 109 men). mGPS scores of 0, 1, and 2 were assigned to 149 (73.0%), 40 (19.6%), and 13 (6.4%) patients, respectively. Sarcopenia was diagnosed in 81 (39.7%) patients and was independently associated with stroke history (odds ratio [OR] 1.890, P=0.027), premorbid modified Rankin scale (OR 1.520, P=0.040), body mass index (OR 0.858, P=0.022), and mGPS score (OR 1.380, P=0.021). Furthermore, the mGPS score was independently associated with sarcopenia (OR 1.380, P=0.021) and FIM-motor at discharge (β=-0.131, P=0.031). Conclusion Systemic inflammation is closely associated with sarcopenia and poor functional outcomes in the recovery stage of stroke. Early detection of systemic inflammation and sarcopenia can help promote both adequate exercise and nutritional support to restore muscle mass and improve post-stroke functional recovery.
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Affiliation(s)
- Yoshihiro Yoshimura
- Department of Rehabilitation Medicine, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Takahiro Bise
- Department of Rehabilitation, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Fumihiko Nagano
- Department of Rehabilitation, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Sayuri Shimazu
- Department of Nutritional Management, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Ai Shiraishi
- Department of Dental Office, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Makio Yamaga
- Department of Rehabilitation Medicine, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
| | - Hiroaki Koga
- Department of Rehabilitation Medicine, Kumamoto Rehabilitation Hospital, Kumamoto, Japan
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25
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Saqib R, Pathak S, Smart N, Nunes Q, Rees J, Finch Jones M, Poston G. Prognostic significance of pre-operative inflammatory markers in resected gallbladder cancer: a systematic review. ANZ J Surg 2017; 88:554-559. [DOI: 10.1111/ans.14300] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Revised: 10/01/2017] [Accepted: 10/08/2017] [Indexed: 12/13/2022]
Affiliation(s)
- Rukhtam Saqib
- Department of HPB Surgery; Bristol Royal Infirmary; Bristol UK
| | - Samir Pathak
- Department of HPB Surgery; Bristol Royal Infirmary; Bristol UK
| | - Neil Smart
- Exeter Surgical Health Services Research Unit; Royal Devon and Exeter NHS Foundation Trust; Exeter UK
| | - Quentin Nunes
- Department of Hepatobiliary Surgery; University Hospital Aintree; Liverpool UK
| | - Jonathan Rees
- Department of HPB Surgery; Bristol Royal Infirmary; Bristol UK
| | | | - Graeme Poston
- Department of Hepatobiliary Surgery; University Hospital Aintree; Liverpool UK
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Prognostic value of the Glasgow prognostic score in lung cancer: evidence from 10 studies. Int J Biol Markers 2017; 33:201-207. [PMID: 29076522 DOI: 10.5301/ijbm.5000308] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Objective: To conduct a meta-analysis of prospective and retrospective studies to reveal the relationship between the Glasgow prognostic score (GPS) and overall survival (OS) or progression-free survival (PFS) in patients with lung cancer. Methods: Correlative studies were included by searching the databases of PubMed, Web of Science, Embase, and PubMed Cochrane Library until April 16, 2017. We combined the hazard ratios (HRs) and 95% confidence intervals (CIs) to assess the correlation between GPS and OS or PFS in patients with lung cancer. Results: Ten studies involving 5,369 participants from several regions were identified through searching databases. In a pooled analysis of all studies, elevated GPS was associated with poorer OS (HR = 2.058; 95% CI, 1.51-2.80; p<0.05). However, the combined data showed no significant relationship between the GPS of 1 or 2, and PFS, respectively. Subgroup analysis showed that the patients with GPS ≥1 had poorer OS compared with those with GPS = 0 (HR = 2.01; 95% CI, 1.75-2.32; p<0.001). A similar trend was observed in patients receiving chemotherapy (HR = 1.66; 95% CI, 1.17-2.36; p<0.05) and surgery (HR = 2.88; 95% CI, 1.59-5.22; p<0.001) when stratified by treatment. Conclusions: Increased level of GPS may have a prognostic value in lung cancer. We detected a statistical difference in the association of elevated GPS and poorer OS, though the association was not significant in PFS settings. However, further studies are warranted to draw firm conclusions.
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Bowden JCS, Williams LJ, Simms A, Price A, Campbell S, Fallon MT, Fearon KCH. Prediction of 90 Day and Overall Survival after Chemoradiotherapy for Lung Cancer: Role of Performance Status and Body Composition. Clin Oncol (R Coll Radiol) 2017; 29:576-584. [PMID: 28652093 DOI: 10.1016/j.clon.2017.06.005] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2017] [Revised: 05/17/2017] [Accepted: 05/23/2017] [Indexed: 01/26/2023]
Abstract
AIMS If appropriate patients are to be selected for lung cancer treatment, an understanding of who is most at risk of adverse outcomes after treatment is needed. The aim of the present study was to identify predictive factors for 30 and 90 day mortality after chemoradiotherapy (CRT), and factors that were prognostic for overall survival. MATERIALS AND METHODS A retrospective cohort study of 194 patients with lung cancer who had undergone CRT in South East Scotland from 2008 to 2010 was undertaken. Gender, age, cancer characteristics, weight loss, body mass index (BMI), performance status (Eastern Cooperative Oncology Group; ECOG) and computed tomography-derived body composition variables were examined for prognostic significance using Cox's proportional hazards model and logistic regression. RESULTS The median overall survival was 19 months (95% confidence interval 16.3, 21.7). Four of 194 patients died within 30 days of treatment completion, for which there were no independent predictive variables; 22/194 (11%) died within 90 days of treatment completion. BMI < 20 and ECOG performance status ≥2 were independent predictors of death within 90 days of treatment completion (P = 0.001 and P = 0.004, respectively). Patients with either BMI < 20 or ECOG performance status ≥ 2 had an odds ratio of death within 90 days of 5.97 (95% confidence interval 2.20, 16.19), rising to an odds ratio of 13.27 (1.70, 103.47) for patients with both BMI < 20 and ECOG performance status ≥ 2. Patients with low muscle attenuation had significantly reduced overall survival (P = 0.004); individuals with low muscle attenuation had a median survival of 15.2 months (95% confidence interval 12.7, 17.7) compared with 23.0 months (95% confidence interval 18.3, 27.8) for those with high muscle attenuation, equating to a hazard ratio of death of 1.62 (95% confidence interval 1.17, 2.23, P = 0.003). CONCLUSION Poor performance status, low BMI and low muscle attenuation identify patients at increased risk of premature death after CRT. Risk factors for adverse outcomes should inform personalised discussions with patients about the potential harms as well as the intended benefits of treatment.
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Affiliation(s)
- J C S Bowden
- Edinburgh Cancer Research Centre, University of Edinburgh, Edinburgh, UK; University of St Andrews, St Andrews, UK; NHS Fife, Kirkcaldy, UK.
| | - L J Williams
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | | | - A Price
- Edinburgh Cancer Research Centre, University of Edinburgh, Edinburgh, UK; NHS Lothian, Edinburgh, UK
| | | | - M T Fallon
- Edinburgh Cancer Research Centre, University of Edinburgh, Edinburgh, UK; NHS Lothian, Edinburgh, UK
| | - K C H Fearon
- Edinburgh Cancer Research Centre, University of Edinburgh, Edinburgh, UK; NHS Lothian, Edinburgh, UK
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28
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McSorley ST, Dolan RD, Roxburgh CSD, McMillan DC, Horgan PG. How and why systemic inflammation worsens quality of life in patients with advanced cancer. ACTA ACUST UNITED AC 2017. [DOI: 10.1080/23809000.2017.1331705] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Stephen T. McSorley
- Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow, UK
| | - Ross D. Dolan
- Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow, UK
| | | | - Donald C. McMillan
- Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow, UK
| | - Paul G. Horgan
- Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow, UK
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Kurishima K, Watanabe H, Ishikawa H, Satoh H, Hizawa N. Modified glasgow prognostic score in patients with small-cell lung cancer. Mol Clin Oncol 2017; 7:121-124. [PMID: 28685088 DOI: 10.3892/mco.2017.1261] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2016] [Accepted: 03/17/2017] [Indexed: 11/06/2022] Open
Abstract
Systemic inflammatory response, which represents the presence of cachexia, is observed often in patients with lung cancer. To evaluate the prognostic significance of the presence of a systemic inflammatory response in small cell lung cancer (SCLC) patients, a retrospective study using modified Glasgow prognostic Score (mGPS) was performed. This score is composed of serum albumin and C-reactive protein levels. All the patients with SCLC who were diagnosed in Tsukuba University Hospital, Tsukuba Medical Center Hospital and Mito Medical Center between April 1999 and July 2016 were included in this study. During the study period, 332 patients with SCLC were consecutively admitted to these hospitals. Among them, 54 (16.9%) had mGPS=1, and 73 (22.9%) had mGPS=2. Male sex, advanced stage, poor performance status and no chemotherapy were unfavorable prognostic factors in uni- and multivariate-analysis. In addition, the presence of a systemic inflammatory response was confirmed as an unfavorable prognostic factor. In patients with SCLC, an existing systemic inflammatory response adversely affected the outcome. The patient's extent of disease as well as medical conditions including systemic inflammatory response must be taken into consideration when deciding whether to offer a standard therapy that may increase treatment-associated mortality.
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Affiliation(s)
- Koichi Kurishima
- Division of Respiratory Medicine, Tsukuba Medical Center Hospital, Tsukuba, Ibaraki 305-8558, Japan
| | - Hiroko Watanabe
- Division of Respiratory Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki 305-8575, Japan
| | - Hiroichi Ishikawa
- Division of Respiratory Medicine, Tsukuba Medical Center Hospital, Tsukuba, Ibaraki 305-8558, Japan
| | - Hiroaki Satoh
- Division of Respiratory Medicine, Mito Medical Center, University of Tsukuba, Tsukuba, Ibaraki 310-0015, Japan
| | - Nobuyuki Hizawa
- Division of Respiratory Medicine, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki 305-8575, Japan
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Molnar TF, Kollar D. Glasgow Prognostic Score: Another Global Positioning System to Assess Patients with Lung Cancer? J Thorac Oncol 2016; 11:1194-1196. [PMID: 27453161 DOI: 10.1016/j.jtho.2016.06.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 06/16/2016] [Indexed: 12/12/2022]
Affiliation(s)
- Tamas F Molnar
- Medical Humanities Unit, Department of Operational Medicine, University of Pécs, Pécs, Hungary; St. Sebastian Thoracic Surgery Unit, Department of Surgery, Petz A. Teaching Hospital, Győr, Hungary.
| | - Daniel Kollar
- Medical Humanities Unit, Department of Operational Medicine, University of Pécs, Pécs, Hungary
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Li S, Zhang W, Fan J, Lai Y, Che G. Clinicopathological and prognostic significance of heat shock protein 27 (HSP27) expression in non-small cell lung cancer: a systematic review and meta-analysis. SPRINGERPLUS 2016; 5:1165. [PMID: 27512624 PMCID: PMC4960090 DOI: 10.1186/s40064-016-2827-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2015] [Accepted: 07/14/2016] [Indexed: 02/05/2023]
Abstract
Numbers of clinical and experimental investigations have provided increasing evidences to demonstrate that heat shock protein 27 (HSP27) is a qualified predictor for many cancers. However, no consensus has been reached on its clinicopathological and prognostic significance in patients with non-small cell lung cancer (NSCLC). Therefore, we performed this systematic meta-analysis to help addressing this issue. PubMed, EMBASE, the Web of Science and China National Knowledge Infrastructure were searched for full-text literatures met out eligibility criteria. We determined the odds ratio (OR) and hazard ratio (HR) as the appropriate summarized statistics for assessments of clinicopathological and prognostic roles of HSP27, respectively. Q-test and I(2)-statistic were used to evaluate the level of heterogeneity. Sensitivity analysis was conducted to examine the stability of overall estimates. Potential publication bias was detected by Begg's test and Egger's test. Finally, ten articles were identified to be included into our meta-analysis. The pooled analyses suggested that HSP27 expression was significantly associated with the unfavorable conditions for differentiation degree, lymphatic metastasis, clinical stage, squamous cell carcinoma and tumor size. However, HSP27 expression had no significant relationship to gender, age and smoking status. Meanwhile, pooled HRs indicated that HSP27 expression could be a predictor for a lower 5-year overall survival (OS) rate (HR: 1.832; 95 % CI 1.322-2.538; P < 0.001) but not for 1-year OS of NSCLC (HR: 0.885; 95 % CI 0.140-5.599; P = 0.896). In conclusion, our meta-analysis demonstrates that HSP27 expression may be a strong biomarker to predict both the poor clinicopathological and prognostic characteristics in patients with NSCLC.
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Affiliation(s)
- Shuangjiang Li
- Department of General Thoracic Surgery, West China Hospital, Sichuan University, Guoxue Alley No. 37, Chengdu, 610041 China
| | - Wenbiao Zhang
- Lung Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Jun Fan
- Department of General Thoracic Surgery, West China Hospital, Sichuan University, Guoxue Alley No. 37, Chengdu, 610041 China
| | - Yutian Lai
- Department of General Thoracic Surgery, West China Hospital, Sichuan University, Guoxue Alley No. 37, Chengdu, 610041 China
| | - Guowei Che
- Department of General Thoracic Surgery, West China Hospital, Sichuan University, Guoxue Alley No. 37, Chengdu, 610041 China
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