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Ghosh A, Dagar A, Bharat RP, Raj J, Shah D, Sharma J, Kumar A, Patil PA, Sharma A, Sharma D, Mallick S. Platelet-to-albumin ratio and radiation-induced lymphopenia-prognostic biomarker for carcinoma esophagus. J Egypt Natl Canc Inst 2024; 36:4. [PMID: 38311646 DOI: 10.1186/s43046-024-00208-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 01/13/2024] [Indexed: 02/06/2024] Open
Abstract
BACKGROUND Esophageal cancer has a poor survival outcome with 5-year OS at 16.7% despite treatment. Some inflammation-based prognostic indicators like the neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio (PLR) have been previously studied as potential biomarker for predicting outcome in esophageal cancer. Recently, platelet-to-albumin ratio (PAR) has been reported as a promising prognostic factor in gastrointestinal malignancies. METHODS We performed a retrospective analysis of prospectively treated patients of carcinoma esophagus to evaluate the prognostic significance of inflammation-based prognostic indicators-neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and a composite inflammation-nutrition index: platelet-to-albumin ratio (PAR) in esophageal cancer. Based on previous studies, the optimal cut-off value of PAR was kept at 5.7 × 10^9, and 2.62 for NLR. RESULTS A total of 71 patients of locally advanced esophageal cancer treated between 2019 and 2022, with either neoadjuvant or definitive chemoradiotherapy, were included. Median follow-up time was 19 months [range: 7-44 months]. Median OS and PFS in our study cohort were 11.3 months [range: 7-23 months] and 7.8 months [range: 3-17 months], respectively. In univariate analysis, lower PAR was found to be significantly correlated with shorter survival time (HR = 2.41; 1.3-4.76; p = 0.047). There was no association found between the OS and the NLR [HR = 1.09; 0.95-1.26; p = 0.222]. Univariate and multivariate linear and logistic regressions found no association between V15, V10, V5, or V2 of spleen and nadir lymphocyte count or between Dmax or Dmean and nadir lymphocyte counts. CONCLUSION Present analysis found a trend toward an inverse association between PAR and OS. PAR, in the not-so-distant future, may evolve as a novel, convenient, and inexpensive prognostic indicator in esophageal cancer.
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Affiliation(s)
- Adrija Ghosh
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Abhilash Dagar
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Ram Pukar Bharat
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Jaswin Raj
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Dyuti Shah
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Jyoti Sharma
- Department of Surgical Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Akash Kumar
- Department of Medical Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Pritee A Patil
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Aman Sharma
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Dayanand Sharma
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India
| | - Supriya Mallick
- Department of Radiation Oncology, All India Institute of Medical Sciences, New Delhi, India.
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He K, Hong DS, Tang C, Sezen D, Cox L, Maleki A, Bertolet G, Nguyen QN, Comeaux NI, Schuda L, Chen D, Welsh JW. Five-year overall survival with ipilimumab and stereotactic ablative radiotherapy for metastatic disease. Radiother Oncol 2023; 183:109618. [PMID: 36921766 DOI: 10.1016/j.radonc.2023.109618] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 03/01/2023] [Accepted: 03/06/2023] [Indexed: 03/17/2023]
Abstract
PURPOSE Ipilimumab plus stereotactic ablative radiotherapy (SABR) demonstrate satisfactory short-term clinical benefit and low toxicities in metastatic cancers. Here, we report the 5-year overall survival (OS) rates for patients with metastatic disease treated with this combined-modality therapy in a phase II trial (NCT02239900). METHODS AND MATERIALS SABR was delivered to patients with metastatic lesions in the liver and lung either during the first dose (concurrent) or 1 week after the second dose (sequential) of ipilimumab (every 3 weeks for 4 cycles). SABR was administered to liver or lung metastases as 50 Gy in 4 fractions or 60 Gy in 10 fractions, considering the tumor location. The OS rates at 12, 36, and 60 months were estimated by the Kaplan-Meier method; subgroup analyses of progression-free survival (PFS) and OS by SABR-targeted lesions (liver/lung) were performed by log-rank tests. RESULTS A total of 106 patients were enrolled in this long-term follow-up analysis. At the median follow-up time of 15.32 months (range, 0.97-82.13 months), the median PFS was 6.52 months (95% CI, 5.86-7.14) and the median OS was 15.32 months (95% CI,13.03-17.23). The 12-, 36-, and 60-month OS rates were 61%, 23%, and 15%, respectively. There was a significant difference in OS between cohorts (P = 0.039), with a stronger response observed in lung-treated subgroups. Patients who had received sequential fractions (50 Gy/4f) to the lung had improved OS compared to those who had received sequential fractions (18.29 vs 8.9 months, P = 0.043) to the liver. Subgroup analysis of SABR-targeted lesions showed that lung-targeted groups had significantly longer PFS (6.87 months vs. 5.63 months, P = 0.034) and OS (18.67 months vs. 13.63 months, P = 0.013) compared to liver-targeted groups. The sequence did not affect the outcomes of PFS and OS. Exploratory analyses showed that SABR-targeted lesions and smoking history comprised an independent risk factor for OS. CONCLUSIONS Updated 5-year OS data from the phase II trial demonstrate the long-term clinical benefit of ipilimumab and SABR, which warrants further research and cumulative data.
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Affiliation(s)
- Kewen He
- Department of Radiation Oncology, Shandong First Medical University and Shandong Academy of Medical Sciences, Shandong Cancer Hospital and Institute, Jinan, Shandong, China; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States.
| | - David S Hong
- Departments of Investigational Cancer Therapeutics, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Chad Tang
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Duygu Sezen
- Department of Radiation Oncology, Koç University School of Medicine, Istanbul, Turkey
| | - Livia Cox
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Aurian Maleki
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States; Department of Chemistry, Rice University, Houston, TX, United States
| | - Genevieve Bertolet
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Quynh-Nhu Nguyen
- Department of Radiation Oncology, Shandong First Medical University and Shandong Academy of Medical Sciences, Shandong Cancer Hospital and Institute, Jinan, Shandong, China
| | - Nathan I Comeaux
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Lily Schuda
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Dawei Chen
- Department of Radiation Oncology, Shandong First Medical University and Shandong Academy of Medical Sciences, Shandong Cancer Hospital and Institute, Jinan, Shandong, China
| | - James W Welsh
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States.
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Cancer Immunology: Impact of Radioembolization of Hepatocellular Carcinoma on Immune Response Modulation. AJR Am J Roentgenol 2023; 220:863-872. [PMID: 36752368 DOI: 10.2214/ajr.22.28800] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
Hepatocellular carcinoma (HCC) is the most prevalent primary liver cancer and the fourth most common cause of cancer mortality. The tumor microenvironment (TME) is increasingly recognized as having a central role in HCC carcinogenesis, with factors such as tumor and immune cell interactions, cytokines, and extracellular matrix serving key roles. Transarterial radioembolization (TARE) is a locoregional therapy for HCC that not only has a direct tumoricidal effect, but induces an immune response against tumor cells with subsequent immunogenic cell death. This TARE-induced tumor immunogenicity occurs through enhancement of tumor-associated antigen expression, as well as recruitment and diversification of tumor-infiltrating lymphocytes. In addition, immunologically related biomarkers, including the neutrophil-to-lymphocyte ratio, lymphocyte count, and cytokine levels, may be useful tools to predict outcomes after TARE. Early data are promising regarding the potential synergistic benefit from treatment algorithms that combine TARE and immunotherapies, and interest is growing in the clinical application of such combinations. This review provides an overview of cancer immunology, summarizes the available data regarding the biologic effects of TARE on local and systemic immune responses, and explores the potential role of the combination of TARE and immunotherapy for HCC.
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El Houat Y, Massard C, Quillien V, de Crevoisier R, Castelli J. Meta-analysis and Critical Review: Association Between Radio-induced Lymphopenia and Overall Survival in Solid Cancers. Adv Radiat Oncol 2022; 8:101038. [PMID: 36561078 PMCID: PMC9763695 DOI: 10.1016/j.adro.2022.101038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 07/12/2022] [Indexed: 12/14/2022] Open
Abstract
Purpose Immune system modulation, with the use of immune checkpoint inhibitors, has drastically changed the field of oncology. Strong preclinical data indicate that radiation therapy (RT) may enhance the response rate to such drugs via in situ vaccination, although these data do not consider immune radiotoxicity. This meta-analysis investigates whether radio-induced lymphopenia (RIL) is associated with overall survival (OS). Methods and Materials A systematic literature search and quantitative analysis were planned, conducted, and reported per the Preferred Reporting Items for Systematic Reviews and Meta-analyses and Quality of Reporting of Meta-analyses checklists. The literature from January 1990 to March 2021 was searched to identify clinical studies with OS data in patients treated with RT and presenting with lymphopenia. A random-effect model was employed for the meta-analysis. Heterogeneity was assessed using the I2 statistic. Publication bias was estimated using a P-curve analysis. Results A total of 56 studies with 13 223 patients and 11 types of cancers were selected. The mean follow-up time was 35.9 months. Over a third of patients had RIL (37.25%). After removing outlying studies (n = 14), the between-study heterogeneity variance was estimated at t2 = 0.018 (P = .01) with an I2 value of 36.0% (95% confidence interval, 6%-56%). The results showed that RIL was significantly associated with worse OS (hazard ratio: 1.70; 95% confidence interval, 1.55-1.86; P < .01; 95% prediction interval, 1.27-2.26). A subgroup analysis was performed based on the type of primary tumor, and a difference between the subgroups was found (P < .01). Based on the P-curve analysis, a significant evidential value was found, and no significant publication bias was identified among the studies. Conclusions RIL is a significant prognostic factor for mortality in virtually all solid cancers. Pooled-effect estimates indicate a significantly reduced risk of death in patients without RIL. Tailoring RT regimens to spare the immune system and updating dosimetric constraints for new organs at risk, such as major blood vessels, organs with rich blood supplies, bones, and all lymph node areas, may improve prognoses.
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5
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Sakaguchi M, Maebayashi T, Aizawa T, Ishibashi N, Okada M. Association between unintentional splenic radiation and lymphopenia and high neutrophil/lymphocyte ratio after radiotherapy in patients with esophageal cancer. Transl Cancer Res 2022; 10:5076-5084. [PMID: 35116359 PMCID: PMC8798520 DOI: 10.21037/tcr-21-1765] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Accepted: 11/12/2021] [Indexed: 12/24/2022]
Abstract
Background Unintentional irradiation of the spleen may reduce absolute lymphocyte count (ALC), which can affect tumor immunity. Therefore, in the present study, we evaluated spleen dose-volume parameters associated with ALC and neutrophil/lymphocyte ratio (NLR) in patients with esophageal cancer. Methods This retrospective study evaluated patients who were diagnosed with stage I–IV esophageal cancer and who received radiotherapy at Nihon University Itabashi Hospital between January 2015 and March 2020. Spleen V5, V10, V20, and V30 and mean spleen dose, which are dose-volume histogram parameters correlated with ALC and NLR, were analyzed. Results In total, 89 esophageal cancer patients with a median age of 72 years (range, 51–92 years) were included in this research. Results showed that spleen V5, V10, and V20 and mean splenic dose were significantly correlated with a low ALC. Meanwhile, a significant association was observed between spleen V5 and V10 and a high NLR (P<0.05). In the linear regression analysis, spleen V5 and V10 were remarkably associated with a low ALC (P=0.006 and 0.008). Further, a correlation was noted between spleen V5 and a high NLR (P=0.019). Spleen V5 and V10 were remarkably associated with greater than grade 3 lymphopenia (P=0.024 and P=0.031). Conclusions A correlation was observed between the irradiated volume of the spleen and ALC and NLR in patients with esophageal cancer. Furthermore, the spleen should be regarded as a high-risk organ, and the use of techniques in reducing spleen V5, V10 for the preservation of tumor immunity may be beneficial.
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Affiliation(s)
- Masakuni Sakaguchi
- Department of Radiology, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Toshiya Maebayashi
- Department of Radiology, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Takuya Aizawa
- Department of Radiology, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Naoya Ishibashi
- Department of Radiology, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Masahiro Okada
- Department of Radiology, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
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Zhao Q, Li T, Du S, He J, Zeng Z. Shortened Radiation Time Promotes Recovery From Radiation-induced Lymphopenia in Early-Stage Non-small Cell Lung Cancer Patients Treated With Stereotactic Body Radiation Therapy. Technol Cancer Res Treat 2022; 21:15330338221112287. [PMID: 35816375 PMCID: PMC9297706 DOI: 10.1177/15330338221112287] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Background: To evaluate the potential impact of radiation time on
radiation-induced lymphopenia (RIL) and subsequently recovery after stereotactic
body radiation therapy (SBRT) and to examine the associations between radiation
time and with patient outcomes in early-stage non-small cell lung cancer
(NSCLC). Methods: Clinical and laboratory records of subjects
consisted of 115 patients who had received SBRT for early-stage NSCLC. Clinical
and laboratory records were retrospective reviewed to assess the changes in
total lymphocyte counts (TLCs) following SBRT. Associations of TLCs kinetics
with the clinical and treatment features, and outcomes were analyzed.
Results: Most patients (100/115, 86.96%) experienced
significantly decreased median TLCs following SBRT (1700 vs 1100 cells/µL;
P < .001), and 52 patients (45.21%) met the criteria for
lymphopenia. Six months after SBRT, 44 patients (38.26%) had recovered. A
negative correlation between TLCs reduction and radiation time was observed
(r = −0.381, P < .001). According to
the receiver-operating characteristic curve analysis, the optimal cut-off value
for radiation time to was 3950 s to predict lymphocyte count recovery (LR)
following RIL was 3950 s (P < .001). Multivariate analyses
demonstrated that radiation time was significantly associated with LR (odds
ratio [OR], 0.113; 95% confidence interval [CI], 0.029-0.432;
P = .001) but not TLCs reduction (P = .575).
LR within 6 months after SBRT was associated with improved progression-free
survival in patients without non-lymphopenia (P = .034), but
had little effect in patients with lymphopenia (P = .405).
Conclusion: A longer radiation time was associated with a lower
rate of LR within 6 months after SBRT in patients with early-stage NSCLC. Given
the association of severe and persistent RIL with survival in NSCLC, further
study of the effect of radiation time on immune status is warranted.
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Affiliation(s)
- Qianqian Zhao
- Department of Radiation Oncology, 92323Zhongshan Hospital, Fudan University, Shanghai, China
| | - Tingting Li
- Department of Radiation Oncology, 92323Zhongshan Hospital, Fudan University, Shanghai, China
| | - Shisuo Du
- Department of Radiation Oncology, 92323Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jian He
- Department of Radiation Oncology, 92323Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhaochong Zeng
- Department of Radiation Oncology, 92323Zhongshan Hospital, Fudan University, Shanghai, China
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7
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Wang Q, Qiu Q, Zhang Z, Zhang J, Yang G, Liu C, Li B. Bone marrow dosimetric analysis of lymphopenia in patients with esophageal squamous cell carcinoma treated with chemoradiotherapy. Cancer Med 2021; 10:5847-5858. [PMID: 34363346 PMCID: PMC8419783 DOI: 10.1002/cam4.4131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 06/23/2021] [Accepted: 06/23/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND We analyzed the relationship among peripheral blood lymphocytes, exposed sternum and vertebra body bone marrow (BM), and overall survival (OS) to find BM dosimetric parameters of lymphopenia during chemoradiotherapy (CRT) for patients with esophageal squamous cell carcinoma (ESCC). METHODS We examined 476 ESCC patients from January 2012 to January 2015, all of whom received concurrent or sequential CRT. Absolute lymphocyte counts (ALC) during radiotherapy (RT) of each patient were collected from the routine workup at the following RT times: pretreatment ALC (ALC0), at 1-5, 6-10, 11-15, 16-20, and 21-25, and more than 26 sessions (called ALC1-6, respectively). The sternum and vertebral body BM were delineated in accordance with uniform standards, and the irradiated volumes were calculated by dose-volume histograms (DVH). The Kaplan-Meier method and Cox proportional hazards regression were used to analyze the survival of the patients. Comparisons of DVH were performed using the Mann-Whitney U test or two-sample t-test where appropriate. RESULTS A relative volume of sternum BM irradiated by more than 20 Gy could clearly affect the peripheral blood lymphocytes. The V20 of sternum BM and V50 of vertebra body BM were related to the OS of the patients, and the level of ALC2 (at 6-10 times of RT) could predict the outcomes of patients. The Cox regression analyses showed that the 218 patients with ALC2 ≥ 0.8 × 109 /L had a significantly higher OS (47.0 months vs. 30.9 months, p < 0.0001) than the 258 patients with ALC2 < 0.8×109 /L. CONCLUSION In patients with ESCC, the relative volume of sternum BM irradiated by more than 20 Gy was associated with lymphocytes. Patients with ALC2 ≥ 0.8 × 109 /L had a significantly higher OS. The V20 of the sternum BM, the V50 of the vertebra body BM, and the level of ALC2 were significant prognostic factors in patients with ESCC.
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Affiliation(s)
- Qian Wang
- Cheeloo College of MedicineShandong UniversityJinanChina
- Department of Radiation OncologyShandong Cancer Hospital and InstituteShandong First Medical University and Shandong Academy of Medical SciencesJinanChina
| | - Qingtao Qiu
- Department of Radiation OncologyShandong Cancer Hospital and InstituteShandong First Medical University and Shandong Academy of Medical SciencesJinanChina
| | - Zicheng Zhang
- Department of Radiation OncologyShenzhen Traditional Chinese Medicine HospitalThe Fourth Clinical Medical of Guangzhou University of Chinese MedicineShenzhenGuangdongChina
| | - Jing Zhang
- Cheeloo College of MedicineShandong UniversityJinanChina
| | - Guanghui Yang
- Cheeloo College of MedicineShandong UniversityJinanChina
| | - Chengxin Liu
- Cheeloo College of MedicineShandong UniversityJinanChina
- Department of Radiation OncologyShandong Cancer Hospital and InstituteShandong First Medical University and Shandong Academy of Medical SciencesJinanChina
| | - Baosheng Li
- Department of Radiation OncologyShandong Cancer Hospital and InstituteShandong First Medical University and Shandong Academy of Medical SciencesJinanChina
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8
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Zhao Q, Chen Y, Du S, Yang X, Chen Y, Ji Y, Zeng Z. Integration of radiotherapy with anti-PD-1 antibody for the treatment of intrahepatic or hilar cholangiocarcinoma: reflection from four cases. Cancer Biol Ther 2021; 22:175-183. [PMID: 33722163 DOI: 10.1080/15384047.2020.1834792] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Cholangiocarcinoma (CCA) represents a clinically challenging disease with a dismal prognosis. A therapeutic plateau has been reached with traditional treatments. However, with immunotherapy advances in cancer therapy, integration of stereotactic body radiotherapy (SBRT) with anti-PD-1 antibody shows a synergistic effect and high clinical efficacy in many cancer types. This combination may represent a breakthrough in the treatment of this fatal malignancy. Here, we report four cases of refractory advanced intrahepatic or hilar cholangiocarcinoma that were successfully controlled with anti-PD-1 antibody following or concurrent with SBRT. Furthermore, one case was initially unresectable; however, following this novel combined therapy, it became operable. We discuss the challenges of developing predictive biomarkers for anti-PD-1 antibody responsiveness. We also consider the regulatory effect of SBRT on the tumor microenvironment and the potential advantages of this therapy combination for treatment of intrahepatic or hilar cholangiocarcinoma. These are important considerations and provide direction for future clinical trial designs.
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Affiliation(s)
- Qianqian Zhao
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yixing Chen
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Shisuo Du
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Xinrong Yang
- Department of Liver Surgery and Liver Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yanling Chen
- Department of Hepatobiliary Surgery, Fujian Medical University Union Hospital, Fuzhou, China
| | - Yuan Ji
- Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhaochong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
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Estrade F, Lescure C, Muzellec L, Pedrono M, Palard X, Pracht M, Le Sourd S, Rolland Y, Uguen T, Garin E, Edeline J. Lymphocytes and Neutrophil-to-Lymphocyte Ratio Variations After Selective Internal Radiation Treatment for HCC: A Retrospective Cohort Study. Cardiovasc Intervent Radiol 2020; 43:1175-1181. [PMID: 32342156 DOI: 10.1007/s00270-020-02467-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Accepted: 03/26/2020] [Indexed: 01/04/2023]
Abstract
PURPOSE Selective internal radiation therapy (SIRT) has been proposed for combination with immunotherapy to treat hepatocellular carcinoma (HCC). However, the toxicity of radiation toward lymphocytes is understudied after SIRT. The aim of this study was to describe variations of lymphocytes following SIRT and their potential prognostic impact. MATERIALS AND METHODS This is a retrospective cohort study of 164 patients treated with SIRT for HCC. Lymphocyte count and neutrophil-to-lymphocyte (NLR) ratio were evaluated at baseline and at 3 months. Primary endpoint was overall survival (OS). RESULTS Median baseline lymphocyte count was 1.32 Giga/Liter (G/L) (standard deviation (SD) 0.64) at baseline versus 0.68 G/L (SD 0.41) at 3 months. The mean decrease of lymphocyte count was - 44% (standard deviation 0.24). At 3 months, only 21% of patients had normal (1 G/L or more) lymphocyte count, and 23% had lymphocyte count < 0.5 G/L. NLR at 3 months was significantly and independently associated with OS in multivariate Cox model. Median OS was 9.9 months (95% confidence interval (CI) 6.2-13.5) for patients with NLR at 3 months higher than 7.2 compared to 19.9 months in patients with an NLR lower that the 7.2 threshold (95% CI 16.3-23.3) (p = 0.003). CONCLUSIONS The decrease in lymphocytes was frequent and deep after SIRT for HCC. NLR increase at 3 months was associated with poor survival.
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Affiliation(s)
- Florian Estrade
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Céline Lescure
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Léa Muzellec
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Maud Pedrono
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Xavier Palard
- Nuclear Medicine, Centre Eugène Marquis, Rennes, France
| | - Marc Pracht
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Samuel Le Sourd
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France
| | - Yan Rolland
- Interventional Radiology, Centre Eugène Marquis, Rennes, France
| | | | - Etienne Garin
- Nuclear Medicine, Centre Eugène Marquis, Rennes, France
| | - Julien Edeline
- Medical Oncology, Centre Eugène Marquis, Av bataille Flandres-dunkerque, 35042, Rennes, France.
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10
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Zhao Q, Li T, Chen G, Zeng Z, He J. Prognosis and Risk Factors of Radiation-Induced Lymphopenia in Early-Stage Lung Cancer Treated With Stereotactic Body Radiation Therapy. Front Oncol 2020; 9:1488. [PMID: 32039000 PMCID: PMC6993213 DOI: 10.3389/fonc.2019.01488] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2019] [Accepted: 12/11/2019] [Indexed: 01/21/2023] Open
Abstract
Background: To investigate the role of stereotactic body RT (SBRT) in decreased total peripheral lymphocyte count (TLC) in patients with early-stage lung cancer and to explore possible risk factors for RT-induced lymphopenia. Materials and Methods: We analyzed the TLCs and lymphocyte subsets of 76 patients in our prospective clinical database who received SBRT for early-stage lung cancer treatment. Relationships between clinical factors or dosimetric parameters and TLC were evaluated using Spearman's correlation analysis and Chi-square tests for continuous and categorical variables, respectively. Multivariate linear regression analysis was used to control for confounding factors. Kaplan–Meier analysis with a log-rank test and a multivariate Cox regression model were used for survival analysis. Results: Most patients (64/76, 84.2%) experienced decreased absolute lymphocyte counts following SBRT, as well as shifts in lymphocyte subset distributions. Spearman's correlation coefficients between post-SBRT TLC and the percentage of the lung and heart receiving 5 to 50 Gy (in 5 Gy increments) shown that most lung DVH parameters [V(10)-V(50)] were significantly negatively correlated with post-SBRT TLC, while only heart V(5), V(20), V(25), V(30), and V(45) were significant. Univariate analyses revealed that a lower Pre-SBRT TLC level, higher mean lung dose, longer treatment duration, and longer TBT were significantly associated with a lower Post-SBRT TLC level (all P < 0.05). Stepwise multivariate linear regression, which incorporated all of the significantly clinical variables and SBRT-related parameters in univariate analysis, revealed that lower pre -SBRT TLC (P < 0.001), higher heart V5 (P = 0.002), and longer total beam-on time (TBT) (P = 0.001) were the independent risk factors for decrease in post-SBRT TLC. Patients with lower post-SBRT TLC and longer TBT exhibited significantly inferior progression-free survival (PFS) (P < 0.001 and P = 0.013) and overall survival (P = 0.006 and P = 0.043). Conclusions: G2 and more severe lymphopenia after SBRT might be an independent prognostic factor for poorer outcome in early-stage lung cancer. Lowering heart V5 and TBT when designing SBRT plans may spare circulating lymphocytes and have the potential to further improve survival outcomes.
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Affiliation(s)
- Qianqian Zhao
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Tingting Li
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Gang Chen
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhaochong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jian He
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
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Lymphopenia Is Associated with Gross Target Volumes and Fractions in Hepatocellular Carcinoma Patients Treated with External Beam Radiation Therapy and Also Indicates Worse Overall Survival. Can J Gastroenterol Hepatol 2019; 2019:9691067. [PMID: 31781521 PMCID: PMC6855067 DOI: 10.1155/2019/9691067] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 08/29/2019] [Indexed: 01/27/2023] Open
Abstract
PURPOSE To investigate whether lymphocyte nadir induced by radiation is associated with survival and explore its underlying risk factors in patients with hepatocellular carcinoma (HCC). METHODS Total lymphocyte counts were collected from 184 HCC patients treated by radiotherapy (RT) with complete follow-up. Associations between gross tumor volumes (GTVs) and radiation-associated parameters with lymphocyte nadir were evaluated by Pearson/Spearman correlation analysis and multiple linear regression. Kaplan-Meier analysis, log-rank test, as well as univariate and multivariate Cox regression were performed to assess the relationship between lymphocyte nadir and overall survival (OS). RESULTS GTVs and fractions were negatively related with lymphocyte nadir (p < 0.001 and p=0.001, respectively). Lymphocyte nadir and Barcelona Clinic Liver Cancer (BCLC) stage were independent prognostic factors predicting OS of HCC patients (all p < 0.001). Patients in the GTV ≤55.0 cc and fractions ≤16 groups were stratified by lymphocyte nadir, and the group with the higher lymphocyte counts (LCs) showed longer survival than the group with lower LCs (p < 0.001 and p=0.006, respectively). Patient distribution significantly differed among the RT fraction groups according to BCLC stage (p < 0.001). However, stratification of patients in the same BCLC stage by RT fractionation showed that the stereotactic body RT (SBRT) group achieved the best survival. Furthermore, there were significant differences in lymphocyte nadir among patients in the SBRT group. CONCLUSIONS A lower lymphocyte nadir during RT was associated with worse survival among HCC patients. Smaller GTVs and fractions reduced the risk of lymphopenia.
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Zhuang Y, Yuan BY, Chen GW, Zhao XM, Hu Y, Zhu WC, Zeng ZC, Chen YX. Association Between Circulating Lymphocyte Populations and Outcome After Stereotactic Body Radiation Therapy in Patients With Hepatocellular Carcinoma. Front Oncol 2019; 9:896. [PMID: 31552194 PMCID: PMC6748162 DOI: 10.3389/fonc.2019.00896] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Accepted: 08/28/2019] [Indexed: 12/28/2022] Open
Abstract
Background and Objective: Radiation-induced lymphopenia has a tangible impact on overall survival (OS) in multiple solid tumors. We investigated the association between circulating lymphocyte populations (CLPs) before and after stereotactic body radiation therapy (SBRT) and OS in patients with hepatocellular carcinoma (HCC). Materials and Methods: Seventy-eight HCC patients treated with SBRT between January 2013 and June 2017 were retrospectively analyzed. Baseline and post-treatment total peripheral lymphocyte counts (TPLCs) and values of different CLPs were obtained and analyzed for clinical outcomes. Univariate and multivariate Cox regression analyses were used to explore the independent prognostic factors for patient survival. Results: The one-, two- and three-year OS rates were 94.8, 75.9, and 63.3%, respectively. The mean TPLCs before and 10 days after SBRT were 1.4 × 109/L and 0.7 × 109/L, respectively. The TPLC recovered to its baseline value 1 year after SBRT. Multivariate analysis results revealed that variables, including tumor necrosis factor-alpha (TNF-α) level <5.5 ng/mL and post-treatment TPLC <0.45 × 109/L were independent factors for inferior OS. Further analysis showed that the values of CLPs, including CD3+, CD4+, CD8+, CD19+, and CD16+56+ cells dropped profoundly 10 days after SBRT, among which CD19+ B cell count was mostly depleted and gradually recovered after 2 months. Univariate analysis showed that both baseline and post-treatment TPLC and CLP (except post-treatment B cell) counts were significantly associated with patient OS (p < 0.05 for each). Further stratified analysis performed according to OS at 2 years demonstrated that the CD16+CD56+ NK cell counts remained significantly elevated in patients with better survival (OS > 2 years) compared to those in short-term survivors at 10 days, 1 month, and 2 months after SBRT (p < 0.05 for each). In addition, there were significant differences in TPLC and CD8+ T cell counts in patients with long-term and short-term OS at 2 months after SBRT (p < 0.05). Conclusions: Peripheral lymphopenia after SBRT might be an independent prognostic factor for poorer outcome in HCC patients. Post-treatment lymphocyte subsets, including CD8+ T cell and NK cell counts were also associated with 2-year OS rates.
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Affiliation(s)
- Yuan Zhuang
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Bao-Ying Yuan
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Gen-Wen Chen
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Xiao-Mei Zhao
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yong Hu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Wen-Chao Zhu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhao-Chong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yi-Xing Chen
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
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Abdel-Magied N, Shedid SM. The effect of naringenin on the role of nuclear factor (erythroid-derived 2)-like2 (Nrf2) and haem oxygenase 1 (HO-1) in reducing the risk of oxidative stress-related radiotoxicity in the spleen of rats. ENVIRONMENTAL TOXICOLOGY 2019; 34:788-795. [PMID: 30843661 DOI: 10.1002/tox.22745] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Revised: 02/18/2019] [Accepted: 02/23/2019] [Indexed: 06/09/2023]
Abstract
The present study was to evaluate the radiomitigative effect of naringenin (NRG) on the modulation of ionizing radiation (IR)-induced spleen injury. Rats were exposed to 12 Gy (3Gy/two times/week). NRG (50mg/Kg), was orally given one hour after the first radiation dose, and daily continued during the irradiation period. Rats were sacrificed 1 day after the last dose of radiation. NRG showed a significant decrease of malondialdehyde, hydrogen peroxide with a significant elevation of superoxide dismutase, catalase and glutathione peroxidase activities and glutathione content. Moreover, NRG confirmed the intracellular defense mechanisms through activation of nuclear factor (erythroid-derived 2)-like2 (Nrf2) and haem oxygenase-1 (HO-1) levels and their protein expression. In addition, NRG deactivated the nuclear factor-κB (NF-κB) and reduced the pro-inflammatory cytokines. Further, NRG showed positive modulation in the haematological values (WBCs, RBCs, Hb, Hct% and PLt). In conclusion, these results suggested that NRG reversed the IR-induced redox-imbalance in the rat spleen.
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Affiliation(s)
- Nadia Abdel-Magied
- Radiation Biology Research Department, National Centre for Radiation Research and Technology (NCRRT), Atomic Energy Authority (AEA), Cairo, Egypt
| | - Shereen M Shedid
- Radiation Biology Research Department, National Centre for Radiation Research and Technology (NCRRT), Atomic Energy Authority (AEA), Cairo, Egypt
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14
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Chen X, Zhang W, Qian D, Guan Y, Wang Y, Zhang H, Er P, Yan C, Li Y, Ren X, Pang Q, Wang P. Chemoradiotherapy-Induced CD4 + and CD8 + T-Cell Alterations to Predict Patient Outcomes in Esophageal Squamous Cell Carcinoma. Front Oncol 2019; 9:73. [PMID: 30828566 PMCID: PMC6385789 DOI: 10.3389/fonc.2019.00073] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Accepted: 01/28/2019] [Indexed: 12/13/2022] Open
Abstract
Purpose and Objectives: Chemoradiotherapy (CRT) is an important component of treatment for patients with locally advanced esophageal squamous cell carcinoma (ESCC). Recent research findings support the role of CRT in activating an anti-tumor immune response. However, predictors of CRT efficacy are not fully understood. The aim of this study was to measure CRT-induced changes to lymphocyte subpopulations and to evaluate the prognostic value of lymphocyte alterations for patients with ESCC. Materials and Methods: In total, this pilot study enrolled 64 patients with ESCC who received neo-adjuvant CRT or definitive CRT. Peripheral blood samples were collected before and during treatment and were analyzed by flow cytometry for CD19, CD3, CD4, CD8, CD56, and CD16. Relationships between lymphocyte subset alterations and overall survival (OS) and progression-free survival (PFS) were evaluated using the log-rank test and a Cox regression model. Results: The median follow-up period was 11.8 months (range, 4.0–20.2 months). Compared to pre-treatment specimens, post-treatment blood samples had decreased proportions of CD19+ B-cells and increased proportions of CD3+ and CD8+ T-cells (all P < 0.05). Univariate and multivariate analysis showed that increased CD4+ T-cell ratios after CRT independently predicted superior PFS (hazard ratio [HR] = 0.383; 95% confidence interval [CI] = 0.173–0.848, P = 0.017) and that increased CD8+ T-cell ratios predicted improved OS (HR = 0.258; 95% CI = 0.083–0.802, P = 0.019). Patients with both increased CD4+ and CD8+ ratios had a superior PFS and OS, compared to patients with an increased CD4+ ratio only or CD8+ ratio only or neither (1-year PFS rate 63 vs. 25%, 1-year OS rate 80 vs. 62%, P = 0.005 and 0.025, respectively). Conclusions: CRT-induced increases in CD4+ and CD8+ T-cell ratios are reliable biomarker predictors of survival in patients with ESCC.
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Affiliation(s)
- Xi Chen
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Wencheng Zhang
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Dong Qian
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Yong Guan
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Yuwen Wang
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Hualei Zhang
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Puchun Er
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Cihui Yan
- Department of Immunology,Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Yueguo Li
- Department of Clinical Laboratory, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Xiubao Ren
- Department of Immunology,Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Qingsong Pang
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Ping Wang
- >Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin's Clinical Research Center for Cancer, Tianjin, China
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15
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Liu J, Zhao Q, Deng W, Lu J, Xu X, Wang R, Li X, Yue J. Radiation-related lymphopenia is associated with spleen irradiation dose during radiotherapy in patients with hepatocellular carcinoma. Radiat Oncol 2017; 12:90. [PMID: 28558844 PMCID: PMC5450236 DOI: 10.1186/s13014-017-0824-x] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2016] [Accepted: 05/16/2017] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The decrease in peripheral blood lymphocytes induced by radiation lessens the antitumour effect of the immune response, which might cause immunosuppression. We aimed to investigate the correlation between the decrease in peripheral blood lymphocytes during radiotherapy (RT) and the spleen irradiation dose in patients with hepatocellular carcinoma (HCC). METHODS The subjects were 59 patients with HCC who had received RT from 2005 to 2014. The Min ALC (minimum value of absolute counts for peripheral blood lymphocytes) was collected from the routine workup for each patient prior to RT and weekly during RT. Spleen dose-volume variables, including the percentage of the organ volume receiving ≥ n Gy (Vn) and the mean spleen dose (MSD), were calculated using Eclipse treatment planning. Potential associations between dosimetric variables and the Min ALC were assessed by multiple linear regression analysis. RESULTS Peripheral lymphocytes decreased during RT (P < 0.001). The Min ALC correlated with the MSD (P = 0.005), spleen V5 (P = 0.001), spleen V25 (P = 0.026) and spleen V30 (P = 0.018). Controlling for the Karnofsky performance status (KPS), sex, age, Child-Pugh grade, total dose and tumour stage, a multiple linear regression model with bootstrap analysis of 1000 replicates showed that only the spleen V5 was correlated with the decrease in the Min ALC (P < 0.05). According to the receiver-operating characteristic (ROC) curve analysis, the predictive cutoff values of the MSD, V5, V25 and V30 of the spleen for the Min ALC were 227.72 cGy, 17.84, 0.98 and 0.42%, respectively (P = 0.002, P = 0.004, P = 0.007 and P = 0.002, respectively). Furthermore, an MSD ≥ 227.72 cGy (OR = 14.39; 95% CI, 12.18 to 16.60) and V5 (OR = 7.99; 95% CI, 6.91 to 9.07) of the spleen significantly predicted the Min ALC. CONCLUSIONS Higher spleen irradiation doses were significantly correlated with lower Min ALC during RT for HCC. V5 should be limited in clinical practice. Maximum sparing for spleen irradiation during RT is recommended to preserve peripheral blood lymphocytes, which may decrease immunosuppression.
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Affiliation(s)
- Jing Liu
- Graduate Education Center, Shandong Academy of Medical Sciences, Jinan, China
| | - Qianqian Zhao
- School of Medicine and Life Sciences, University of Jinan-Shandong Academy of Medical Sciences, Jinan, Shandong, China
- Department of Radiation Oncology, Shandong Cancer Hospital affiliated to Shandong University Jinan, 440 Jiyan Road, Jinan, Shandong, 250117, China
| | - Weiye Deng
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX, 77030, USA
- Division of Epidemiology, Human Genetics and Environmental Sciences, The University of Texas School of Public Health at Houston, 1200 Hermann Pressler St, Houston, TX, 77030, USA
| | - Jie Lu
- Department of Radiation Physics, Shandong Cancer Hospital affiliated to Shandong University, Jinan, Shandong, China
| | - Xiaoqing Xu
- Department of Radiation Oncology, Shandong Cancer Hospital affiliated to Shandong University Jinan, 440 Jiyan Road, Jinan, Shandong, 250117, China
| | - Renben Wang
- Department of Radiation Oncology, Shandong Cancer Hospital affiliated to Shandong University Jinan, 440 Jiyan Road, Jinan, Shandong, 250117, China
| | - Xia Li
- Shandong University School of Medicine, Jinan, Shandong, 250062, China.
- Laboratory for TCM Immunopharmacology and Molecular Biology, Institute of Basic Medicine, Shandong Academy of Medical Sciences, 18877 Jingshi Road, Jinan, 250062, China.
| | - Jinbo Yue
- Department of Radiation Oncology, Shandong Cancer Hospital affiliated to Shandong University Jinan, 440 Jiyan Road, Jinan, Shandong, 250117, China.
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