Modeling frameworks for radiation induced lymphopenia: A critical review

被引:12
作者
Cella, Laura [1 ]
Monti, Serena [1 ]
Pacelli, Roberto [2 ]
Palma, Giuseppe [3 ]
机构
[1] CNR, Inst Biostruct & Bioimaging, Naples, Italy
[2] Federico II Sch Med, Dept Adv Biomed Sci, Naples, Italy
[3] CNR, Inst Nanotechnol, Lecce, Italy
关键词
Radiation-induced lymphopenia; Modelling; Blood irradiation model; Advanced machine learning; Voxel-based analysis; CELL LUNG-CANCER; CHEMORADIATION THERAPY; ESOPHAGEAL CANCER; RADIOTHERAPY; SURVIVAL; RISK; V5;
D O I
10.1016/j.radonc.2023.110041
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Radiation-induced lymphopenia (RIL) is a frequent, and often considered unavoidable, side effect of radiation therapy (RT), whether or not chemotherapy is included. However, in the last few years several studies have demonstrated the detrimental effect of RIL on therapeutic outcomes, with conflicting findings concerning possible inferior patient survival. In addition, since immunotherapeutic treatment has become an integral part of cancer therapy, preserving the immune system is recognized as crucial. Given this background, various research groups have reported on different frameworks for modelling RIL, frequently based on different definitions of RIL itself, and discordant results have been reported. Our aim is to critically review the current literature on RIL modelling and summarize the different approaches recently proposed to improve the prediction of RIL after RT and aimed at immunity-sparing RT. A detailed description of these approaches will be outlined and illustrated through their applications as found in the literature from the last five years. Such a critical analysis represents the necessary starting step to develop an effective strategy that ultimately could harmonize the diverse modelling methods.
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页数:9
相关论文
共 60 条
[1]   Radiotherapy-Related Lymphopenia Affects Overall Survival in Patients With Lung Cancer [J].
Abravan, Azadeh ;
Faivre-Finn, Corinne ;
Kennedy, Jason ;
McWilliam, Alan ;
van Herk, Marcel .
JOURNAL OF THORACIC ONCOLOGY, 2020, 15 (10) :1624-1635
[2]   Differential Effects of Environmental and Genetic Factors on T and B Cell Immune Traits [J].
Aguirre-Gamboa, Raul ;
Joosten, Irma ;
Urbano, Paulo C. M. ;
van der Molen, Renate G. ;
van Rijssen, Esther ;
van Cranenbroek, Bram ;
Oosting, Marije ;
Smeekens, Sanne ;
Jaeger, Martin ;
Zorro, Maria ;
Withoff, Sebo ;
van Herwaarden, Antonius E. ;
Sweep, Fred C. G. J. ;
Netea, Romana T. ;
Swertz, Morris A. ;
Franke, Lude ;
Xavier, Ramnik J. ;
Joosten, Leo A. B. ;
Netea, Mihai G. ;
Wijmenga, Cisca ;
Kumar, Vinod ;
Li, Yang ;
Koenen, Hans J. P. M. .
CELL REPORTS, 2016, 17 (09) :2474-2487
[3]  
[Anonymous], 2020, Probability and ran- dom processes
[4]   Modelling the immunosuppressive effect of liver SBRT by simulating the dose to circulating lymphocytes: an in-silico planning study [J].
Basler, L. ;
Andratschke, N. ;
Ehrbar, S. ;
Guckenberger, M. ;
Tanadini-Lang, S. .
RADIATION ONCOLOGY, 2018, 13
[5]   Decreased DNA repair gene XRCC1 expression is associated with radiotherapy-induced acute side effects in breast cancer patients [J].
Batar, Bahadir ;
Guven, Gulgun ;
Eroz, Seda ;
Bese, Nuran Senel ;
Guven, Mehmet .
GENE, 2016, 582 (01) :33-37
[6]   Ionizing radiation modulates the phenotype and function of human CD4+induced regulatory T cells [J].
Beauford, Samantha S. ;
Kumari, Anita ;
Garnett-Benson, Charlie .
BMC IMMUNOLOGY, 2020, 21 (01)
[7]   Pre-radiation lymphocyte harvesting and post-radiation reinfusion in patients with newly diagnosed high grade gliomas [J].
Campian, Jian L. ;
Ye, Xiaobu ;
Gladstone, Douglas E. ;
Ambady, Prakash ;
Nirschl, Thomas R. ;
Borrello, Ivan ;
Golightly, Marc ;
King, Karen E. ;
Holdhoff, Matthias ;
Karp, Judith ;
Drake, Charles G. ;
Grossman, Stuart A. .
JOURNAL OF NEURO-ONCOLOGY, 2015, 124 (02) :307-316
[8]   Radiotherapy and immune response: the systemic effects of a local treatmentY [J].
Carvalho, Heloisa de Andrade ;
Villar, Rosangela Correa .
CLINICS, 2018, 73
[9]   Thymus: the next (re)generation [J].
Chaudhry, Mohammed S. ;
Velardi, Enrico ;
Dudakov, Jarrod A. ;
van den Brink, Marcel R. M. .
IMMUNOLOGICAL REVIEWS, 2016, 271 (01) :56-71
[10]   Radiation Induced Lymphopenia Is Associated With the Effective Dose to the Circulating Immune Cells in Breast Cancer [J].
Chen, Fang ;
Jin, Jian-Yue ;
Hui, Timothy S. K. ;
Jing, Haiman ;
Zhang, Hong ;
Nong, Yaqing ;
Han, Ying ;
Wang, Weili ;
Ma, Lingyu ;
Yi, Fan ;
Chen, Qingqing ;
Zhang, Yongsheng ;
Fu, Pingfu ;
Yang, Li ;
Xu, Zhiyuan ;
Kong, Feng-Ming Spring .
FRONTIERS IN ONCOLOGY, 2022, 12