Literature DB >> 34293735

HEDOS-a computational tool to assess radiation dose to circulating blood cells during external beam radiotherapy based on whole-body blood flow simulations.

Jungwook Shin1, Shu Xing1, Lucas McCullum1, Abdelkhalek Hammi1, Jennifer Pursley1, Camilo A Correa2, Julia Withrow2, Sean Domal2, Wesley Bolch2, Harald Paganetti1, Clemens Grassberger1.   

Abstract

We have developed a time-dependent computational framework, hematological dose (HEDOS), to estimate dose to circulating blood cells from radiation therapy treatment fields for any treatment site. Two independent dynamic models were implemented in HEDOS: one describing the spatiotemporal distribution of blood particles (BPs) in organs and the second describing the time-dependent radiation field delivery. A whole-body blood flow network based on blood volumes and flow rates from ICRP Publication 89 was simulated to produce the spatiotemporal distribution of BPs in organs across the entire body using a discrete-time Markov process. Constant or time-varying transition probabilities were applied and their impact on transition time was investigated. The impact of treatment time and anatomical site were investigated using imaging data and dose distributions from a liver cancer and a brain cancer patient. The simulations revealed different dose levels to the circulating blood for brain irradiation compared to liver irradiation even for similar field sizes due to the different blood flow properties of the two organs. The volume of blood receiving any dose (V>0 Gy) after a single radiation fraction increases from 1.2% for a 1 s delivery time to 20.9% for 120 s delivery time for the brain cancer treatment, and from 10% (1 s) to 48.7% (120 s) for a liver cancer treatment. Other measures of the low-dose bath to the circulating blood such as the dose to small volumes of blood (D2%) decreases with longer delivery time. Furthermore, we demonstrate that the blood dose-volume histogram is highly sensitive to changes in the treatment time, indicating that dynamic modeling of blood flow and radiation fields is necessary to evaluate dose to circulating blood cells for the assessment of radiation-induced lymphopenia. HEDOS is publicly available and allows for the estimation of patient-specific dose to circulating blood cells based on organ DVHs, thus enabling the study of the impact of different treatment plans, dose rates, and fractionation schemes.
© 2021 Institute of Physics and Engineering in Medicine.

Entities:  

Keywords:  discrete-time Markov process; lymphopenia; radiation dose to lymphocytes; radiotherapy; whole-body blood flow

Mesh:

Year:  2021        PMID: 34293735      PMCID: PMC8720566          DOI: 10.1088/1361-6560/ac16ea

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   4.174


  34 in total

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2.  A flexible parametric survival model for fitting time to event data in clinical trials.

Authors:  Jason J Z Liao; Guanghan Frank Liu
Journal:  Pharm Stat       Date:  2019-04-29       Impact factor: 1.894

3.  Proton beam therapy reduces the risk of severe radiation-induced lymphopenia during chemoradiotherapy for locally advanced non-small cell lung cancer: A comparative analysis of proton versus photon therapy.

Authors:  Nalee Kim; Jae Myoung Noh; Woojin Lee; Byoungsuk Park; Heejoo Park; Ji Young Park; Hongryull Pyo
Journal:  Radiother Oncol       Date:  2020-12-24       Impact factor: 6.280

4.  ICRP Publication 145: Adult Mesh-Type Reference Computational Phantoms.

Authors:  C H Kim; Y S Yeom; N Petoussi-Henss; M Zankl; W E Bolch; C Lee; C Choi; T T Nguyen; K Eckerman; H S Kim; M C Han; R Qiu; B S Chung; H Han; B Shin
Journal:  Ann ICRP       Date:  2020-10

5.  Hematological toxicity in patients with solid malignant tumors treated with radiation - Temporal analysis, dose response and impact on survival.

Authors:  Cynthia Terrones-Campos; Bruno Ledergerber; Ivan Richter Vogelius; Marie Helleberg; Lena Specht; Jens Lundgren
Journal:  Radiother Oncol       Date:  2021-03-01       Impact factor: 6.280

6.  The impact of the effective dose to immune cells on lymphopenia and survival of esophageal cancer after chemoradiotherapy.

Authors:  Cai Xu; Jian-Yue Jin; Ming Zhang; Amy Liu; Jun Wang; Radhe Mohan; Fengming Spring Kong; Steven H Lin
Journal:  Radiother Oncol       Date:  2020-03-19       Impact factor: 6.280

7.  Radiation-related lymphopenia as a new prognostic factor in limited-stage small cell lung cancer.

Authors:  Oyeon Cho; Young-Taek Oh; Mison Chun; O Kyu Noh; Hyun-Woo Lee
Journal:  Tumour Biol       Date:  2015-08-12

8.  The etiology of treatment-related lymphopenia in patients with malignant gliomas: modeling radiation dose to circulating lymphocytes explains clinical observations and suggests methods of modifying the impact of radiation on immune cells.

Authors:  Susannah Yovino; Lawrence Kleinberg; Stuart A Grossman; Manisha Narayanan; Eric Ford
Journal:  Cancer Invest       Date:  2013-02       Impact factor: 2.176

9.  Comprehensive Analysis of the Kinetics of Radiation-Induced Lymphocyte Loss in Patients Treated with External Beam Radiation Therapy.

Authors:  Susannah G Ellsworth; Anirudh Yalamanchali; Hong Zhang; Stuart A Grossman; Robert Hobbs; Jian-Yue Jin
Journal:  Radiat Res       Date:  2019-11-01       Impact factor: 2.841

Review 10.  Assessing the interactions between radiotherapy and antitumour immunity.

Authors:  Clemens Grassberger; Susannah G Ellsworth; Moses Q Wilks; Florence K Keane; Jay S Loeffler
Journal:  Nat Rev Clin Oncol       Date:  2019-06-26       Impact factor: 66.675

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  4 in total

1.  Transcriptional Dynamics of DNA Damage Responsive Genes in Circulating Leukocytes during Radiotherapy.

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Journal:  Cancers (Basel)       Date:  2022-05-26       Impact factor: 6.575

2.  A dynamic blood flow model to compute absorbed dose to circulating blood and lymphocytes in liver external beam radiotherapy.

Authors:  Shu Xing; Jungwook Shin; Jennifer Pursley; Camilo M Correa-Alfonso; Nicolas Depauw; Sean Domal; Julia Withrow; Wesley Bolch; Clemens Grassberger; Harald Paganetti
Journal:  Phys Med Biol       Date:  2022-02-15       Impact factor: 3.609

Review 3.  Modeling of radiation effects to immune system: a review.

Authors:  Wonmo Sung; Byungchul Cho
Journal:  J Korean Phys Soc       Date:  2022-08-08       Impact factor: 0.657

4.  Prediction and clinical impact of delayed lymphopenia after chemoradiotherapy in locally advanced non-small cell lung cancer.

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Journal:  Front Oncol       Date:  2022-08-18       Impact factor: 5.738

  4 in total

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