Published on in Vol 6 (2025)

Preprints (earlier versions) of this paper are available at https://www.medrxiv.org/content/10.1101/2024.10.19.24315800v1, first published .
Monte Carlo Dose Estimation of Absorbed Dose to the Hematopoietic Stem Cell Layer of the Bone Marrow Assuming Nonuniform Distribution Around the Vascular Endothelium of the Bone Marrow: Simulation and Analysis Study

Monte Carlo Dose Estimation of Absorbed Dose to the Hematopoietic Stem Cell Layer of the Bone Marrow Assuming Nonuniform Distribution Around the Vascular Endothelium of the Bone Marrow: Simulation and Analysis Study

Monte Carlo Dose Estimation of Absorbed Dose to the Hematopoietic Stem Cell Layer of the Bone Marrow Assuming Nonuniform Distribution Around the Vascular Endothelium of the Bone Marrow: Simulation and Analysis Study

Authors of this article:

Noriko Kobayashi1 Author Orcid Image

Individual researcher, 4-16-18-1F Hamadayama Suginami-ku, Tokyo, Japan

Corresponding Author:

Noriko Kobayashi, BA


Related ArticlesPreprint (medRxiv): https://www.medrxiv.org/content/10.1101/2024.10.19.24315800v1
Peer-Review Report by Randa Salah Gomaa Mahmoud (Reviewer T): https://med.jmirx.org/2025/1/e77775
Peer-Review Report by Maha Gasmi (Reviewer V): https://med.jmirx.org/2025/1/e77776
Authors' Response to Peer-Review Reports: https://med.jmirx.org/2025/1/e77812

Background: Recent studies have shown that hematopoietic stem cells (HSCs) are concentrated around the endothelium of the sinusoidal capillaries. However, the current dosimetry model proposed by the International Commission on Radiological Protection (ICRP) does not account for the heterogeneity of bone marrow tissue and stem cell distribution. If the location of the hematopoietic stem cell layer differs from previous assumptions, it is necessary to re-evaluate the dose. It is especially important for short-range alpha particles where the energy deposited in the target HSC layer can vary greatly depending on the distance from the source region.

Objective: The objective of this study is to evaluate the red bone marrow doses assuming that the hematopoietic stem cell layer of the bone marrow is localized in the vascular endothelium.

Methods: A model of the trabecular bone tissues in the cervical vertebrae was developed using the Particle and Heavy Ion Transport System code. Radiation transport simulations were performed for beta and alpha radionuclides as well as noble gases, and the absorbed doses to the stem cell layer within the perivascular HSC layer of the bone marrow from inhaled radionuclides were estimated. The estimated doses were then compared with the absorbed dose based on the ICRP 60 and ICRP 103 recommendations.

Results: The absorbed doses to the bone marrow obtained from the model calculations were not significantly different from ICRP 60 and ICRP 103 for beta-nuclides. However, for alpha-nuclides, the absorbed doses were much lower than previously estimated. In addition, the contribution of red bone marrow and blood sources was greater than that of trabecular bone for alpha-nuclides. Noble gases in the red bone marrow may also affect the bone marrow stem cell layer.

Conclusions: The bone marrow dose assessment for alpha nuclides and noble gases should be re-examined using a precise model based on computed tomography images from the perspective of occupational and public radiation protection.

JMIRx Med 2025;6:e68029

doi:10.2196/68029

Keywords



Bone marrow is one of the most radiosensitive organs. Therefore, accurate dose assessment, considering bone microstructure and heterogeneous distribution of bone marrow tissues and cells, is critical. The International Commission on Radiological Protection (ICRP) model, currently adopted in Japan [1], assumes a homogeneous distribution of trabecular bone tissues and bone marrow stem cells.

Computational voxel phantoms have been introduced since the 2007 ICRP recommendation (ICRP 103) [2]. A precise skeletal model developed by Hough et al [3] using microcomputed tomography images of the trabecular spongiosa from an adult male cadaver has been incorporated into ICRP 133 [4]. However, hematopoietic stem cells (HSCs) are assumed to be uniformly distributed within the marrow cavities of hematopoietically active marrow [5].

Recent studies have shown that HSCs and immune cells are localized around the endothelium of bone marrow vessels [6]. One study reported that 85% of HSCs were located within 10 μm of bone marrow sinusoids in mice [7]. Kristensen et al [8] identified the microenvironment of HSCs and progenitors in the bone marrow by immunofluorescence staining of bone marrow tissue obtained from healthy volunteers. They found that the microenvironment of the HSCs is significantly enriched in sinusoids and megakaryocytes, while that of the progenitors is significantly enriched in capillaries, bone surfaces, and arteries.

Given this localized distribution of HSCs, it is necessary to re-evaluate the bone marrow dose, assuming that the HSC layer is localized around the sinusoidal capillaries of the bone marrow. This is especially important for short-range alpha particles, where the energy deposited in the target HSC layer can vary greatly depending on the distance from the source region.

Several bone marrow models have been developed for dosimetry of alpha-emitting radiopharmaceuticals, taking into account the microstructure of the bone marrow tissue. Hobbs et al [9] developed a simple geometric model of marrow cavities taking into account the distribution of bone marrow cells. They calculated the absorbed doses from 223Ra in the trabecular bone surface or in the endosteal layer (layer covering the surfaces of the trabecular bone) and found that the absorbed dose was predominantly deposited near the trabecular surface and “differed markedly from a standard absorbed fraction method.” Tranel et al [10] developed a cylindrical voxel bone marrow model with a blood vessel embedded in the center of the marrow and found that “the absorbed dose to the trabecular bone drops off quickly with increasing distance from the vessel wall, as the range of alphas ensures that the absorbed dose is minimal at distances greater than 100 μm.” However, both studies assume a homogeneous distribution of HSCs in the bone marrow cavity. Dosimetry that accounts for the arrangement of blood vessels in the bone marrow when the source is intravascular remains a challenge.

The aim of this paper is to evaluate the bone marrow dose when HSCs are localized around sinusoidal capillaries in the bone marrow and compare it with conventional values. A geometric model of trabecular bone and bone marrow tissue was constructed at the ㎛ scale, assuming that the HSC layer is located in the perivascular HSC layer of the sinusoids. The absorbed doses of the stem cell layer from blood and trabecular bone sources were then estimated for selected beta-nuclides, alpha-nuclides, and noble gases and compared with ICRP 60’s and ICRP 103’s specific absorbed fraction (SAF, fraction of radiation of energy emitted within the source region that is absorbed per mass in the target region) values. This is the first attempt at bone marrow dosimetry based on the assumption that the HSC layer is localized around sinusoidal capillaries in the bone marrow.


Geometric Modeling of Trabecular Bone and Bone Marrow Tissues

A model of the trabecular bone tissues in cervical vertebrae was created based on the data from JM-103 in the Japan Atomic Energy Agency (JAEA) Data/Code 2014‐017 [11], using the PHITS (Particle and Heavy Ion Transport System) code version 3.17 [12]. The JM-103 data were used because a detailed weight breakdown of bone tissue and blood was not available in the ICRP 89 [13]. The cervical vertebrae were selected for modeling because they are simple in shape and easy to model.

The height of the cervical vertebrae was estimated to be 9 cm based on the following assumptions: height 171 cm, length of the spine 52 cm (about 3/10 of the height), and cervical, thoracic, and lumbar vertebrae ratio of about 2:7:3. The weight of bone tissue and blood in the cervical spine was calculated by summing the values given in the JAEA Data/Code 2014‐017 [11]. Since the percentage of blood contained in each bone tissue was not reported, the amount of blood contained in the red bone marrow was calculated as 13.5% of the red bone marrow based on the percentages of the data reported in ICRP 89 [12] (7% of total blood for blood distributed in bone tissue and 4% for blood distributed in the red bone marrow) (Table 1). Data on the percentage of blood distributed in the sinusoids of the blood distributed in the red bone marrow were not available, so this was calculated at 89.4%, as shown in Table 2, using data from mouse bone marrow vessels by Bixel et al [14]. Material densities were set at 1.765 g/cm3 for trabecular bone [9] and 1 g/cm3 for red bone marrow, soft tissues, and blood.

Table 1. Weight of JM-103 cervical bone tissues.
Organ ID and nameTotal body tissuea
(g)
Cortical bone(g)Trabecular bone (g)Soft tissues (g)Red bone marrow
(g)
Blood (g)Blood in red bone marrowb (g)
140 Cervical vertebra_010.8c0.20.60.50.10.1
141 Cervical vertebra_027.13.33.92.90.40.4
142 Cervical vertebra_0340.713.78.618.313.72.21.8
143 Cervical vertebra_0462.54022.516.92.82.3
144 Cervical vertebra_0547.536.111.48.51.61.2
145 Cervical vertebra_0639.535.6430.4
146 Cervical vertebra_078.68.6
Total206.8134.112.260.645.57.86.1

aTotal body tissue = cortical bone + trabecular bone + soft tissues.

bRed bone marrow 1191.6 g, blood 281.2 g: 281.2 g × 4/7/1191.6 g = 13.5%.

cNot available.

Table 2. Percentage of blood distributed in the sinusoids calculated from bone marrow vessel data of mice.
Each structure and the geometrical conditions set for the calculation.Vessel segments (n)Mean diameter (μm)Cross-sectional area of blood vessels ((b/2) 2 × 3.14) (μm2)aCross-sectional area of each blood vessels (c × a) (μm2)bPercentage of total cross-sectional area
(%)
Arterial vessel9850.2452.23.7
Postarterial capillaries57.847.8238.82.0
Intermediate capillaries611.298.5590.84.9
Sinusoidal capillaries3121.1349.510,834.289.4
Totalc12,116.0

aCalculation: (mean diameter/2)2 × 3.14.

bCalculation: cross-sectional area of blood vessels × number of segments.

cNot applicable.

Based on the statement of Saladine et al [15] that sinusoids are typically 30‐40 µm wide, the radius of the sinusoids was assumed to be 20 µm, and the number of vessels was assumed to be 40,000.

The total number of lattices was set at 1600; the internal dimension of the lattice was set at 600 µm based on the data of Parfitt et al [16]; and the external dimension of the lattice was set to 630 µm based on the weight of the trabecular bone (Figure 1).

The target part of the organ was defined as the perivascular stem cell layer 10 µm from the vascular endothelium; Acar et al [7] reported that 85% of mouse HSCs were located within 10 µm of sinusoids, and Kunisaki et al [17] reported an average distance of 14.8 µm between the vascular endothelium and HSCs. The 10 µm from the surface of the trabecular bone was defined as the trabecular surface, and the inner 30 µm was defined as the trabecular volume. Since it is impossible to model the entire trabeculae, I modeled 9 grids of 25 vessels each, for a total of 225 vessels, and multiplied the value obtained from the PHITS calculation by a factor of 40,000/225.

Figure 1. Geometry of the trabecular bone model constructed with the Particle and Heavy Ion Transport System code. HSC: hematopoietic stem cell.

Radiation Transport Simulation and Absorbed Dose Calculation

137Cs, 131I, and 90Sr isotopes were selected for the calculation as beta-nuclides, 223Ra, 239Pu, 238U, 232Th, and 222Rn as alpha-nuclides, and 133Xe, 135Xe, and 85Kr as noble gases. Electron transport was simulated using PHITS code version 3.17 for β-radionuclides and noble gases, and alpha particles for alpha nuclides. The source regions were defined as blood, red bone marrow, trabecular bone volume, or trabecular bone based on the biokinetics of each radionuclide, and the target region was defined as the bone marrow stem cell layer 10 µm from the vascular endothelium.

For each radionuclide, electrons or alpha particles were generated in the source region, and the transferred energy distributed in the target region was calculated and converted to absorbed dose per incident particle (Gy/source). For the calculation of the beta nuclides, parameter e-type=28 was used for the source energy, which uses the DECDC [18] nuclear decay database (equivalent to ICRP 107 [19]) to obtain the energy spectra. The number of simulation trials was at least 10,000, and the statistical error in the target region was set to be less than 0.05. For the alpha radionuclide, the statistical error was set to be less than 0.5 due to the long computation time required when using the trabecular bone as a source. For 232Th, the calculation was stopped with the statistical error of 0.9 because the energy distributed from the trabecular bone sources to the perivascular area was very small, which will have only a limited effect on the results and discussion even though the statistical error is relatively large. The cut-off energy for photons and electrons was set at 5 keV. Bremsstrahlung, which is a type of X-radiation emitted by charged particles when they collide or near an atomic nucleus, was included in the simulation using the Electron Gamma Shower [20] mode.

Calculation of the Number of Decays in Each Compartment

Assuming that 1 Bq (the International System of Units (SI) unit of radionuclide activity is the becquerel (Bq); 1 Bq=1 transformation/second) of radionuclide was inhaled, the number of decays in each compartment was calculated with R version 4.0.3 (R Foundation for Statistical Computing) [21] using the deSolve code [22] and the transfer coefficients presented in ICRP 56 [23], 67 [24], and 69 [25] for the current model, and those in ICRP 134 [26], 137 [27], and 141 [28] for the ICRP 103 model. The number of decays in each compartment of radionuclides transferred from the lungs to the blood was calculated for 15,800,000 minutes (10 years) for long-lived radionuclides and approximately 10,000 minutes for short-lived radionuclides. The choice of 10 years for long-lived nuclides instead of 50 years was made because of the limitations of the PC‘s performance (Intel Core i5-3337U CPU 1.8 GHz, with 7.90 GB of RAM), and 10,000 minutes for short-lived radionuclides.

For noble gases, the ICRP presents only a kinetic model for the radon dissolved in blood vessels and transported into the body. Since xenon and krypton are relatively easy to distribute in fat [29,30] as is radon [31], the transfer coefficients of radon were used for 133Xe, 135Xe, and 85Kr. Considering that the solubility of radon in water is twice that of xenon and 4 times that of krypton, it was assumed that 1/2 of the xenon and 1/4 of the krypton would be transferred to the blood.

The number of decays in red bone marrow blood was assumed to be proportional to the blood volume, which was 0.18% of the number of decays in whole body blood (red bone marrow blood volume in the cervical spine (volume of blood in red bone marrow of the cervical spine= 6.1g. volume of total blood in JM-103 model=3,410g. 6.1 g/3,410g=0.18%).

Calculation of the Dose Absorbed in the Perivascular Stem Cell Layer of the Bone Marrow After Inhalation of Radionuclides

Assuming that 1 L of air was inhaled after 1 hour of exposure to air containing 1 Bq/m3 of radionuclides, the dose absorbed in the bone marrow perivascular stem cell layer was estimated by multiplying the absorbed dose determined in the section “Radiation Transport Simulation and Absorbed Dose Calculation” by the decay number calculated in the section “Calculation of the Number of Decays in Each Compartment.”


The absorbed doses calculated from the trabecular bone model and the comparison with the SAFs of ICRP 60 and ICRP 103 are shown in Multimedia Appendices 1-3. The absorbed dose to the perivascular HSC layer from each source was calculated for beta radionuclides (137Cs, 131I, and 90Sr) and compared with the doses estimated using the SAF and transfer coefficients in ICRP 60 and ICRP 103, presented in Multimedia Appendix 1.

The calculation results for alpha radionuclides (223Ra, 239Pu, 238U, 232Th, and 222Rn) are presented in Multimedia Appendix 2. For 222Rn, only results for the PHITS trabecular bone model are shown as SAFs for radon are not provided in ICRP 60 and ICRP 103.

Results for noble gases (133Xe, 135Xe, and 85Kr) are shown in Multimedia Appendix 3. As SAFs for noble gases are not provided in ICRP 60 and ICRP 103, only results for the PHITS trabecular bone model are shown. Table 3 summarizes the total absorbed doses to the perivascular HSC layer obtained from the PHITS calculation for each nuclide and the comparison with the ICRP 60 and ICRP 103 estimates.

Table 3. Summary of the calculated absorbed doses to the perivascular hematopoietic stem cell layer.
NuclidesPHITSa model (Gy/source)ICRP 60
(Gy/source)
ICRP 103
(Gy/source)
ICRP 60/PHITSICRP 103/PHITS
Beta-nuclides
137Cs7.67E-096.83E-098.41E-090.91.1
131I4.26E-121.28E-114.01E-121.80.9
90Sr1.96E-083.43E-083.92E-081.42.0
Alpha-nuclides
223Ra1.88E-103.92E-098.19E-1020.94.4
239Pu1.32E-061.92E-053.23E-0614.62.5
238U4.45E-109.70E-081.03E-08217.823.1
232Th6.38E-072.26E-052.32E-0635.43.6
222Rn1.69E-11b
Noble gases
133Xe2.37E-13
135Xe3.63E-13
85Kr1.65E-13

aPHITS: Particle and Heavy Ion Transport System.

bNot available.


The results show that the absorbed doses to the bone marrow obtained from the model calculations were not significantly different from ICRP 60 and ICRP 103 for beta-nuclides. In contrast, for alpha-nuclides, the absorbed doses were much lower than previously estimated. For β-nuclides, the absorbed dose per decay was higher in the PHITS model for all 3 nuclides, but the absorbed dose was almost the same as in ICRP 60 because the number of decays in each compartment changed significantly due to changes in the biokinetic model and transfer coefficients.

For the alpha nuclides, few particles reached the perivascular HSC layer from the trabecular bone source due to their short range (Figure 2, nuclide: 239Pu, source organ: trabecular surface). This is consistent with the report by Tranel et al [10] that the range of alphas ensures absorbed dose is minimal at distances greater than 100 μm. Most of the dose to the perivascular HSC layer came from either the red bone marrow source or the blood source. Therefore, the dose calculated by the PHITS model was lower than the dose assessment based on the ICRP 60 recommendation, which assumes an absorbed fraction of 0.5 for the source trabecular surface and 0.05 for the trabecular bone volume. Compared to the dose estimated using the ICRP 103 SAF, the difference was smaller, about 2 to 23 times lower. Evaluation of alpha nuclides using a more accurate model is needed.

Figure 2. Particle and Heavy Ion Transport System simulation of 239Pu deposited on the trabecular bone surface to the perivascular hematopoietic stem cell layer.

If HSCs are located in the perivascular HSC layer of the red bone marrow and are less susceptible to alpha radionuclides in bone sources, as suggested in Multimedia Appendix 2, the internal doses of alpha nuclides in epidemiological studies to date have been overestimated, and the actual doses to the red bone marrow may be lower. 223Ra has been used for the treatment of prostate cancer, and red bone marrow doses have been evaluated by Lassmann and Nosske [32], but actual doses may be lower. As with 222Rn, red bone marrow sources affect the stem cell layer. Radon biokinetics and bone marrow absorbed doses need to be evaluated, as reported by Sakoda et al [33].

Noble gases, for which internal exposure is not currently assessed, have lower absorbed doses per decay than beta and alpha nuclides, but exposure to large quantities may have radiation effects on the bone marrow stem cell layer. This may contribute to the radiation exposure of people living near accidents and nuclear power plants, where the effects of radiation exposure are controversial. A large amount of 133Xe was released into the environment during the Three Mile Island accident in 1979, but the exposure of nearby residents to xenon was assessed only for external exposure; internal exposure was not included in the radiation doses. Datesman [34] noted the discrepancy between the results of physical dosimetry and biodosimetry by cytogenetic analysis of residents living near the Three Mile Island nuclear power plant. Noble gases are 10 times more soluble in lipids than in nonlipid tissues [35], and Wang et al [36] reported that bone marrow fat accounts for about 10% of total fat in healthy adults. It has also been reported that bone marrow adipocytes are located adjacent to sinusoidal blood vessels and are hematopoietic [37]. The biokinetics of xenon and other noble gases in the body and the assessment of exposure to the bone marrow stem cell layer should be considered.

In terms of limitations, the trabecular bone model used in this paper is a simple model of part of the cervical vertebrae, although it is based on available human data. The model does not reflect differences in the mass of bone tissues according to location. The masses of bone tissues vary widely according to location in the bone, as shown in Table 4. The ratio of bone marrow and blood differs depending on the part of the bone, so the results obtained from the cervical vertebra model cannot be applied to the whole body. However, it is certainly necessary to perform a dose assessment that takes into account the fine structure of the bone and the location of the HSCs. A precise model based on microcomputed tomography images is required for dosimetry. In addition, since the transfer coefficients for noble gases are estimated from the coefficients for radon, it is necessary to construct a pharmacokinetic model based on actual measurements.

Table 4. Masses of bone tissues and blood of JM-103 by anatomical location.
OrganMass (g)RBM/body tissue (%)Blood/body tissue (%)
Body tissueRBMaCortical boneTrabecular boneSoft tissuesBlood
Cranium134691774308264286.82.0
Mandible165980523335.62.1
Cervical Vertebra207451341261821.93.8
Thoracic Vertebra654187315772623228.74.9
Lumbar Vertebra5901432221182493024.35.1
Sacrum261115128121201444.25.5
Clavicles1111052283238.62.3
Scapulae310341437097811.02.7
Sternum10736392147633.95.2
Ribs9451873252263944819.85.0
Os Coxae10572213882584123820.93.6
Humeri58929282122193104.91.7
Forearm36102055510030.00.9
Wrist-Hand2200115366920.01.0
Femora165384665440547245.11.5
Tibiae-Fibulae-Patellae15630669367527160.01.0
Ankle-Foot872029926231390.01.0
Os Hyoideum4021108.22.3
Total11,014119248372466372128110.82.6

aRBM: red bone marrow.

The bone marrow doses calculated with the PHITS trabecular bone marrow model, which assumes that the stem cell layer is located in the perivascular HSC layer of the sinusoids, showed that the absorbed doses from the bone marrow source and from the blood source were greater than those from trabecular bone sources for alpha nuclides. The total absorbed dose was lower than that estimated from the current ICRP models. The bone marrow dose assessments from internal exposure should be re-examined using a more detailed model of the trabecular bone marrow cavity, assuming heterogeneous distribution of HSCs and other bone marrow cells. It is also necessary to assess the effects of fat-soluble noble gases on HSCs in the bone marrow.

Acknowledgments

This paper was written by a Japanese citizen who learned the ICRP’s internal radiation exposure assessment methodology after the Fukushima nuclear accident with the aim of putting an end to the controversy over radiation exposure. I would like to express my gratitude and deepest respect to Ichiro Yamaguchi, National Institute of Public Health, Japan, for his support and his efforts in risk communication over 10 years. He answered my questions and supported the writing of this paper, but all assertions, conclusions, and mistakes herein are the sole responsibility of the author. Sincere thanks are also due to Seiko Hirota and other members of the Young Researchers Association of JHPS for allowing me to join the study group, and to the reviewer of JHPS who provided me with accurate and valuable comments. I would also like to thank Takumi Goto and Hidenaga Yoshioka for their support and assistance via the internet. I hope that the experts will address the issues raised in this paper.

Conflicts of Interest

None declared.

Multimedia Appendix 1

Absorbed doses to the perivascular hematopoietic stem cell layer for beta radionuclides calculated with the Particle and Heavy Ion Transport System model and comparison with doses estimated using specific absorbed fraction and transfer coefficients in ICRP 60 and ICRP 103.

DOCX File, 30 KB

Multimedia Appendix 2

Absorbed doses to the perivascular hematopoietic stem cell layer for alpha radionuclides calculated with the Particle and Heavy Ion Transport System model and comparison with doses estimated using specific absorbed fraction and transfer coefficients in ICRP 60 and ICRP 103.

DOCX File, 39 KB

Multimedia Appendix 3

Absorbed doses to the perivascular hematopoietic stem cell layer for noble gases calculated with the Particle and Heavy Ion Transport System model.

DOCX File, 19 KB

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HSC: hematopoietic stem cell
ICRP: International Commission on Radiological Protection
JAEA: Japan Atomic Energy Agency
PHITS: Particle and Heavy Ion Transport System
SAF: specific absorbed fraction


Edited by Abhinav Grover; submitted 26.10.24; peer-reviewed by Maha Gasmi, Randa Salah Gomaa Mahmoud; final revised version received 21.01.25; accepted 18.05.25; published 16.07.25.

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© Noriko Kobayashi. Originally published in JMIRx Med (https://med.jmirx.org), 16.7.2025.

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