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Normal Tissue Complication Probability Modeling of Severe Radiation-Induced Lymphopenia Using Blood Dose for Patients With Hepatocellular Carcinoma

Authors
 Seohan Kim  ;  Hwa Kyung Byun  ;  Jungwook Shin  ;  Ik Jae Lee  ;  Wonmo Sung 
Citation
 INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, Vol.119(3) : 1011-1020, 2024-07 
Journal Title
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS
ISSN
 0360-3016 
Issue Date
2024-07
MeSH
Adult ; Aged ; Aged, 80 and over ; Carcinoma, Hepatocellular* / blood ; Carcinoma, Hepatocellular* / radiotherapy ; Female ; Humans ; Liver Neoplasms* / radiotherapy ; Lymphocyte Count ; Lymphopenia* / blood ; Lymphopenia* / etiology ; Male ; Middle Aged ; Probability* ; Radiation Injuries / blood ; Radiotherapy Dosage ; Retrospective Studies
Abstract
Purpose: This study aimed to develop a normal tissue complication probability (NTCP) model to estimate the risk of severe radiation-induced lymphopenia (SRIL; absolute lymphocyte count [ALC] < 500/ L) by using the blood dose of patients with hepatocellular carcinoma (HCC). Methods and Materials: We retrospectively collected data from 75 patients with HCC who received radiation therapy (RT) between 2015 and 2018. The hematological dose framework calculated blood dose -volume histograms (DVHs) using a predefi ned blood fl ow model, organ DVHs, the number of treatment fractions, and beam delivery time. A Lyman-Kutcher-Burman model with a generalized equivalent dose was used to establish the NTCP model, re fl ecting the whole-blood DVHs. Optimization of the Lyman-Kutcher-Burman parameters was conducted by minimizing a negative log-likelihood function. Results: There were 6, 4, 18, 33, and 14 patients in the groups with radiation-induced lymphopenia grades 0, 1, 2, 3, and 4, respectively. The median pre- and post-RT ALC values were 1410/ mu L (range, 520-3710/ mu L) and 470/ mu L (range, 60-1760/ mu L), respectively. There was a correlation between mean blood dose and ALC depletion (Pearson r = - 0.664; P < .001). The average mean blood doses in each radiation-induced lymphopenia group were 2.90 Gy (95% CI, 1.96-3.85 Gy) for grade 0 to 1, 5.29 Gy (95% CI, 4.12-6.45 Gy) for grade 2, 8.81 Gy (95% CI, 7.55-10.07 Gy) for grade 3, and 11.69 Gy (95% CI, 9.82-17.57 Gy) for grade 4. When applying the developed NTCP model to predict SRIL, the area under the receiver operating characteristic curve and Brier score values were 0.89 and 0.12, respectively. Conclusions: We developed the fi rst NTCP model based on whole-blood DVHs for estimating SRIL after abdominal RT in patients with HCC. Our results showed a strong correlation between blood dose and ALC depletion, suggesting the potential to predict the risk of SRIL occurrence using blood dose.
Full Text
https://www.sciencedirect.com/science/article/pii/S0360301623081865
DOI
10.1016/j.ijrobp.2023.11.060
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Radiation Oncology (방사선종양학교실) > 1. Journal Papers
Yonsei Authors
Byun, Hwa Kyung(변화경) ORCID logo https://orcid.org/0000-0002-8964-6275
Lee, Ik Jae(이익재) ORCID logo https://orcid.org/0000-0001-7165-3373
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/200499
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