REVIEW 3 major objections 4 minor 54 references
Modeled circulating lymphocytes survive better with ultra-fast proton delivery in lung SBRT.
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
Pin-ridge-filter proton lung SBRT cuts modeled circulating-blood dose and improves modeled lymphocyte survival versus IMPT, mostly by shortening delivery time.
T0 review reviewed 2026-08-01 challenge →
load-bearing objection Useful, honest modeling study; the headline immune-sparing numbers rest on a lung-only bDVH that leaves out extra-pulmonary blood dose. the 3 major comments →
Circulating Lymphocytes Preservation in Lung Cancer Stereotactic Body Radiation Therapy with Ultra-Fast Proton Delivery Using Modularized Pin Ridge Filters
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
Core claim
The central discovery is that the timing structure of pencil-beam delivery—not just dose distribution—governs how much circulating blood gets irradiated. By eliminating energy-layer switching (the slowest part of IMPT delivery), pRF plans keep the same GTV D95% while cutting per-fraction delivery time by ~85% at conventional rates and ~99.9% at FLASH rates. Synchronizing a stochastic blood-circulation model with a spot-by-spot PBS timing simulation shows that this time reduction lowers the blood volume receiving low doses (V5cGy down 26–39% over the full course) and raises modeled survival of unstimulated CD4/CD8 lymphocytes by roughly 8–10 percentage points, with smaller gains for stimulate
What carries the argument
The pin ridge filter (pRF)—a patient-specific plate of pyramidal ridge pins that converts a single-energy proton beam into the spread of ranges normally produced by many energy layers—is the enabling object. Its role is to eliminate energy-layer switching, which dominates treatment time. The comparison rests on two coupled models: a stochastic whole-body blood-flow simulation (with a uniform random walk inside the lung at up to 20 cm/s) that tracks 100,000 blood particles, and a delivery-timing simulation built from clinical beam-log data that models spot delivery, scanning, and energy switching. Their outputs are blood dose-volume histograms, which are then fed to in-vitro linear-quadratic
Load-bearing premise
The entire benefit rests on the assumption that a chain of surrogates—reference blood volumes and flow rates, a uniform random-walk model of lung circulation, averaged beam-timing values, and in-vitro lymphocyte survival curves—captures how real circulating lymphocytes are injured in vivo; if any link breaks, the modeled 8–10% survival gains may not appear in patients.
What would settle it
A prospective comparison of absolute lymphocyte counts in matched lung SBRT patients treated with pRF versus conventional IMPT, with delivery times confirmed by treatment logs; if the pRF arm does not show meaningfully higher lymphocyte nadirs and faster recovery despite the modeled ~8–10% survival advantage, the central claim would be refuted.
If this is right
- pRF planning preserves IMPT-level GTV D95% while cutting per-fraction delivery time by a mean of 85% at conventional dose rates and 99.9% at simulated FLASH rates.
- Per-fraction irradiated blood volume drops by a mean of 53% and 81% for the two modes; over the full course, blood V5cGy falls by about 26% and 39%.
- Modeled survival of unstimulated CD4/CD8 lymphocytes improves by roughly 8–10 percentage points under the saturation model—the largest gains in the most radiosensitive cells.
- Most of the benefit comes from shorter delivery time, so pRF provides immune sparing even without FLASH dose rates; FLASH adds only a small increment.
- The pRF improvement carries a tradeoff: a smaller volume receives low doses while a larger high-dose tail appears, so the net benefit depends on the survival model chosen.
Where Pith is reading between the lines
- The paper stops short of predicting clinical outcomes, but if the modeled survival difference holds in vivo, pRF could reduce radiation-induced lymphopenia in lung SBRT—a toxicity linked to worse survival—and the decisive test would be a prospective lymphocyte-count study.
- The same timing argument implies the immune-sparing effect is not unique to pRF: any delivery scheme that shortens blood transit through the beam should show a similar bDVH shift, so comparing two machines with different energy-switching speeds would isolate the timing contribution.
- Since the gain saturates once delivery is short, the paper's logic suggests conventional-dose-rate pRF may capture most of the immune-sparing benefit, making it a more practical near-term step than full FLASH capability for small lung targets.
- The increased high-dose tail means the benefit has a boundary: for larger targets or longer beam-on times, the survival gain could shrink or reverse; this is a testable limit rather than a contradiction of the paper.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper evaluates whether pin-ridge-filter (pRF) based single-energy proton delivery, at conventional and FLASH dose rates, improves sparing of circulating lymphocytes (CL) compared with intensity-modulated proton therapy (IMPT) in lung SBRT. For 10 previously treated patients, the authors generate pRF plans, simulate PBS delivery with spot, scanning, and energy-layer-switching timings, combine HEDOS blood-flow simulation with a random-walk model for intrapulmonary positions to accumulate blood dose-volume histograms (bDVHs), and estimate CL survival with LQ and saturation models. They report that pRF plans reduce delivery time by 85–99.9%, reduce low-dose bDVH metrics (e.g., V5cGy by 26–39% over the course), and improve modeled survival, especially for unstimulated CD4/CD8 lymphocytes, while maintaining GTV D95%. The central claim is that ultra-fast single-energy delivery is a practical immune-sparing strategy, with additional but saturating gains at FLASH dose rates.
Significance. If the result holds, this is an important and practical finding: pRF delivery eliminates energy-layer switching and can be implemented on existing proton PBS systems, potentially reducing radiation-induced lymphopenia without requiring FLASH-level dose rates. The study's strength is the integration of a time-resolved PBS delivery model with a stochastic blood-flow framework and the use of multiple lymphocyte survival models; the analysis is internally coherent and transparent about many assumptions. However, the central quantitative claims depend on a bDVH accumulation scheme that appears to score dose only while blood particles are inside the lung segmentation, omitting extra-pulmonary blood exposure. Because pRF and IMPT differ in their dose distributions outside the target, this omission is potentially load-bearing and should be resolved before the immune-sparing conclusion is accepted.
major comments (3)
- [Section 2.4] Blood dose accumulation is performed only for BPs 'located within the lung segmentation.' The text states that 'each BP's dose is determined by the partial dose at its position within the lung segmentation.' BPs in other compartments that are traversed by the beams (chest wall, heart, mediastinum) receive no modeled dose. Since pRF plans have a broader penumbra and increased low-dose spill outside the target compared with IMPT, the omitted extra-pulmonary blood dose may not cancel in the comparison. This directly affects the reported reductions in V5cGy/V50cGy and the modeled SF gains, and the limitations section does not disclose this exclusion. Please extend the accumulation to all HEDOS compartments in the radiation field, or provide a sensitivity analysis quantifying the potential bias from omitting extra-pulmonary blood dose.
- [Section 2.4, Eq. (9a-b)] The random walk for intrapulmonary BP motion has no specified boundary condition. With vmax=20 cm/s and Δt=50 ms, each step can move a BP by up to 1 cm; over a fraction, many BPs will reach the lung boundary. It is unclear whether BPs that exit the segmentation are reflected, removed, or continue to accumulate dose in the lung compartment. This can bias the bDVH, especially at higher dose levels. Please define the boundary handling and test the sensitivity of the bDVHs to vmax and to the confinement method.
- [Abstract and Table 2] The 'irradiated blood volume' and bDVH values are computed from intrapulmonary blood only, yet are reported without qualification as if they apply to the whole blood pool. This is misleading for a reader. Please revise the terminology throughout (e.g., 'intrapulmonary irradiated blood volume') or, preferably, implement whole-body blood dose accumulation so that the abstract and results accurately reflect the endpoint being modeled.
minor comments (4)
- [Abstract vs. Section 3] The abstract reports p=0.03 for pRFCONV CD4 saturation-model SF improvement, while Section 3 reports p=0.04 for the same comparison. Please correct the inconsistency.
- [Eq. (2)] Equation (2) is typeset illegibly; the fraction for w̄_{p,i−1} is garbled. Please reformat so the recursive weight formula is readable.
- [Discussion, paragraph 5] The statement that unstimulated lymphocytes 'make up >95% of the CL population' cites references [46] and [47], but these papers do not appear to support that specific proportion. Please provide an appropriate reference or qualify the claim.
- [Section 2.3.1] The pRFFLASH simulations assume a 500 nA nozzle current that the authors acknowledge is theoretical because it can only be achieved by the highest energy beam. This is appropriately caveated in the Discussion, but the abstract presents pRFFLASH results without this caveat; consider adding a brief qualifier.
Circularity Check
No significant circularity: the pRF-versus-IMPT survival comparison is driven by external blood-flow and radiosensitivity models, not by fitted parameters or self-referential definitions.
full rationale
The derivation chain is not circular. pRF plans are generated with a previously published planning framework (Ma et al. [28], Zafar et al. [29]), used here as a tool rather than as the outcome; the self-citations supply method, not the CL-survival endpoint. The blood-circulation component is the external HEDOS/ICRP-89 compartmental model, and BP positions are obtained from stochastic transitions plus an independent uniform random walk; the paper adds PBS timing from institutional log-file averages, none of which are fit to the bDVH or survival results. Lymphocyte radiosensitivity parameters come from external in-vitro datasets (Nakamura et al.; Heylmann et al.; Pham et al.), and survival is computed by applying Equations 10-13 to the simulated bDVH. The predicted delivery-time reductions follow from the timing model and pRF's single-energy design (no ELS), not from fitting survival endpoints. The bDVH accumulation is limited to intrapulmonary blood (Section 2.4), and the Discussion explicitly labels the survival estimates as 'relative biological comparisons rather than direct predictions' and lists missing patient-specific hemodynamics and validation; these are acknowledged scope limitations and potential sources of bias, not constructional equivalences between input and output. No fitted parameter is renamed as a prediction, no uniqueness claim is imported from the authors, and the central comparison remains externally testable against measured lymphocyte counts in a prospective study.
Axiom & Free-Parameter Ledger
free parameters (7)
- Energy-layer switching time linear fit =
789 ms + 122 ms/MeV × ΔE
- Average scanning speeds =
vx=0.43 cm/ms, vy=0.85 cm/ms
- Minimum spot delivery time =
3.14 ms
- Random-walk maximum intrapulmonary velocity =
20 cm/s
- Inter-beam blood circulation interval =
60 s
- FLASH nozzle current =
500 nA
- Lymphocyte radiosensitivity parameters =
LQ α/β; saturation SFsat, μ (Table 1)
axioms (6)
- domain assumption ICRP-89 compartmental blood-flow model represents patient circulation
- ad hoc to paper Uniform random-walk approximates intrapulmonary blood-particle motion
- domain assumption In-vitro lymphocyte survival models are valid comparative response functions in vivo
- domain assumption Averaged PBS timing parameters from institutional log files apply to the simulated plans
- domain assumption bDVH-to-survival summation (Eqs. 12–13) captures per-fraction and full-course CL survival
- domain assumption pRF single-energy plans are clinically deliverable and match IMPT target coverage
Cite this review
Pith. "Pith review of Circulating Lymphocytes Preservation in Lung Cancer Stereotactic Body Radiation Therapy with Ultra-Fast Proton Delivery Using Modularized Pin Ridge Filters." pith.science (2026). https://pith.science/paper/Q2ABEL7G
@misc{pith2026260722842,
author = {Pith},
title = {Pith review of: Circulating Lymphocytes Preservation in Lung Cancer Stereotactic Body Radiation Therapy with Ultra-Fast Proton Delivery Using Modularized Pin Ridge Filters},
year = {2026},
howpublished = {\url{https://pith.science/paper/Q2ABEL7G}},
note = {Machine review of arXiv:2607.22842}
}
read the original abstract
Purpose: Radiation-induced lymphopenia is an increasingly recognized toxicity in lung radiotherapy and has been linked to radiation exposure to circulating lymphocytes (CL). In intensity-modulated proton therapy (IMPT), prolonged pencil beam scanning (PBS) delivery may increase CL dose. We recently developed a patient-specific pin ridge filter (pRF) framework that enables ultra-fast proton delivery with a single beam energy. This study evaluated whether pRF-based lung stereotactic body radiotherapy (SBRT) plans delivered at conventional (pRFCONV) and FLASH dose rates (pRFFLASH) improve immune sparing using time-resolved blood dose accumulation and CL survival modeling. Methods: pRF plans were created for 10 lung SBRT patients previously treated with IMPT. PBS delivery simulations modeled spot delivery, scanning, and energy switching. Blood dose-volume histograms (bDVHs) were calculated with the hematological dose framework. CL survival fractions (SF) were estimated from bDVHs with saturation and linear-quadratic models derived from in-vitro survival data for CD4/CD8 CL. Results: Compared with IMPT, pRFCONV/pRFFLASH plans reduced delivery time (mean reductions: 85.3/99.9%) and irradiated blood volume per fraction (mean reductions: 52.9/81.3%). pRFCONV/pRFFLASH plans reduced blood V5cGy by 26.4/39.4%, and V50cGy by 4.5/6.9%, respectively. pRF plans improved modeled CL survival across all models and subpopulations. Unstimulated CD4/CD8 CL had the largest SF differences, for which mean saturation-model SF improved by 7.9/8.6% for pRFCONV (p=0.03/0.02) and 9.6/10.4% for pRFFLASH (p=0.02/0.01), respectively. Conclusion: pRF plans improved modeled CL survival by significantly shortening delivery time and reducing irradiation of circulating blood. Our findings suggest that pRF's ultra-fast delivery may provide a practical strategy for immune sparing in proton lung SBRT.
Figures
Reference graph
Works this paper leans on
-
[1]
Introduction Radiation-induced lymphopenia (RIL), a condition in which lymphocytes in the blood are significantly depleted following radiation exposure, is a prevalent and clinically significant toxicity in radiotherapy [1-3] that leads to worsened survival, recurrence, and metastasis [4]. RIL has been correlated with the dose to circulating lymphocytes (...
-
[2]
using an inverse-planning framework originally described in [28,29] that jointly optimizes pRF geometry and spot weights
Methods 2.1 pRF Plan Creation pRF plans were generated in RayStation 2023B, RaySearch Laboratories, Stockholm, Sweden. using an inverse-planning framework originally described in [28,29] that jointly optimizes pRF geometry and spot weights. Figure 1 illustrates the four-stage pRF planning process for an example lung patient. Figure 1: Diagram of pRF plann...
-
[3]
Across the cohort, pRF plans maintained the same GTV D95% as their corresponding IMPT plans
Results Table 2 compares GTV D95%, lung-GTV Dmean, delivery time, irradiated blood volume, bDVH thresholds, and CL survival between IMPT, pRFCONV, and pRFFLASH. Across the cohort, pRF plans maintained the same GTV D95% as their corresponding IMPT plans. Because pRF plans had poorer energy modulation than IMPT, they had a broaderdose penumbra and increased...
-
[4]
Compared with conventional IMPT, pRF plans preserved target coverage while substantially reducing delivery time and low-dose exposure of circulating blood
Discussion This study evaluated patient-specific pRF delivery as a potential immune sparing strategy for proton lung SBRT. Compared with conventional IMPT, pRF plans preserved target coverage while substantially reducing delivery time and low-dose exposure of circulating blood. The modeled survival benefit was observed at both conventional and FLASH dose ...
-
[5]
Conclusions This study evaluated the potential for pRF delivery to enhance immune preservation in proton lung SBRT by comparing clinically deliverable pRF plans with conventional IMPT. By substantially reducing treatment time through the elimination of ELS, pRF plans decreased low dose blood exposure while slightly increasing the fraction receiving high d...
-
[6]
Wild AT, Herman JM, Dholakia AS, Moningi S, Lu Y , Rosati LM, et al. Lymphocyte-Sparing effect of stereotactic body radiation therapy in patients with unresectable pancreatic cancer. Int Jornal Radiat Oncol Biol Phys (2016) 94:571–9. doi: 10.1016/j.ijrobp.2015.11.026
-
[7]
Early and late effects of irradiation for seminoma test is on the number of blood lymphocytes and their B and T subpopulations
Heier HE, Christensen I, Froland SS, Engeset A. Early and late effects of irradiation for seminoma test is on the number of blood lymphocytes and their B and T subpopulations. Lymphology (1975) 8:69–74
1975
-
[8]
Weeke E. The development of lymphopenia in uremic patients undergoing extracorporeal irradiation of the blood with portable beta units. Radiat Res (1973) 56:554–9. doi: 10.2307/3573724
-
[9]
Analysis of treatment in childhood leukemia
MacLennan IC, Kay HE. Analysis of treatment in childhood leukemia. IV . The critical association between dose fractionation and immunosuppression induced by cranial irradiation. Cancer (1978) 41:108–11. doi: 10.1002/1097-0142(197801) 41:1<108::AID-CNCR2820410116>3.0.CO;2-Z
-
[10]
Damen PJJ, Kroese TE, van Hillegersberg R, Schuit E, Peters M, Verhoeff JJC, et al. The influence of severe radiation-induced lymphopenia on overall survival in solid tumors: A systematic review and meta-analysis. Int J Radiat Oncol Biol Phys (2021) 111:936–48. doi: 10.1016/j.ijrobp.2021.07.1695 18
-
[11]
Treatment modality, site, and fractionation strongly influence RIL risk
combined with the high radiosensitivity of CLs [12-15]. Treatment modality, site, and fractionation strongly influence RIL risk. RIL occurs particularly often in thoracic patients where larger volumes of blood are irradiated [16,17]. Compared with intensity-modulated radiation therapy (IMRT), proton therapy has been associated with reduced rates of severe...
-
[12]
Fang P, Shiraishi Y , Verma V , Jiang W, Song J, Hobbs BP, et al. Lymphocyte Sparing effect of proton therapy in patients with esophageal cancer treated with definitive chemoradiation. Int J Part Ther (2018) 4:23–32. doi: 10.14338/IJPT-17 00033.1
-
[13]
Shiraishi Y , Fang P, Xu C, Song J, Krishnan S, Koay EJ, et al. Severe lymphopenia during neoadjuvant chemoradiation for esophageal cancer: A propensity matched analysis of the relative risk of proton versus photon-based radiation therapy. Radiother Oncol (2018) 128:154–60. doi: 10.1016/j.radonc.2017.11.028
-
[14]
Chen F, Jin JY , Hui TSK, Jing H, Zhang H, Nong Y , et al. Radiation induced lymphopenia is associated with the effective dose to the circulating immune cells in breast cancer. Front Oncol (2022) 12:768956. doi: 10.3389/fonc.2022.768956
arXiv 2022
-
[15]
Monti S, Xu T, Liao Z, Mohan R, Cella L, Palma G. On the interplay between dosiomics and genomics in radiation-induced lymphopenia of lung cancer patients. Radiother Oncol (2022) 167:219–25. doi: 10.1016/j.radonc.2021.12.038
-
[16]
Qian JM, Akama-Garren E, Shin J, Gunasti L, Bang A, Pike LRG, et al. Dosimetric modeling of lymphopenia in patients with metastatic cancer receiving palliative radiation and PD-1 immune checkpoint inhibitors. Adv Radiat Oncol (2022) 7:100880. doi: 10.1016/j.adro.2021.100880
arXiv 2022
-
[17]
Yovino S, Kleinberg L, Grossman SA, Narayanan M, Ford E. 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. Cancer Invest (2013) 31:140–4. doi: 10.3109/07357907.2012.762780
arXiv 2013
-
[18]
A review on lymphocyte radiosensitivity and its impact on radiotherapy
Paganetti H. A review on lymphocyte radiosensitivity and its impact on radiotherapy. Front Oncol 2023;13:1201500
2023
-
[19]
Lymphocyte radiosensitivity: An extension to the linear-quadratic model? Radiother Oncol
Pham TN, Coupey J, Thariat J, Valable S. Lymphocyte radiosensitivity: An extension to the linear-quadratic model? Radiother Oncol. 2024 Sep;198:110406. doi: 10.1016/j.radonc.2024.110406. Epub 2024 Jun 24. PMID: 38925262
arXiv 2024
-
[20]
Swanson, G., Hammonds, K., & Jhavar, S. (2022). Lymphocyte response and recovery to radiation therapy alone. Annals Of Blood, 8. doi:10.21037/aob-21-74
-
[21]
Activation of mouse lymphocytes inhibits induction of rapid cell death by x-irradiation
Lowenthal JW, Harris AW. Activation of mouse lymphocytes inhibits induction of rapid cell death by x-irradiation. J Immunol. 1985 Aug;135(2):1119-25. PMID: 3874229
1985
-
[22]
Sandul V , Al-Hamami SS, Kubeš J, Durante M, Friedrich T. Radiation-induced lymphopenia: A data compilation to unveil relevant factors and mitigation strategies. Clin Transl 19 Radiat Oncol. 2025 Nov 10;56:101071. doi: 10.1016/j.ctro.2025.101071. PMID: 41321701; PMCID: PMC12662089
arXiv 2025
-
[24]
Lymphocyte nadir and esophageal cancer survival outcomes after chemoradiation therapy
Davuluri R, Jiang W, Fang P, Xu C, Komaki R, Gomez DR, et al. Lymphocyte nadir and esophageal cancer survival outcomes after chemoradiation therapy. Int J Radiat Oncol Biol Phys (2017) 99:128–35. doi: 10.1016/j.ijrobp.2017.05.037
-
[25]
Proton Therapy Reduces the Effective Dose to Immune Cells in Mediastinal Hodgkin Lymphoma Patients
Loap P, De Marzi L, Decroocq J, Birsen R, Johnson N, Deau Fischer B, Bouscary D, Kirova Y . Proton Therapy Reduces the Effective Dose to Immune Cells in Mediastinal Hodgkin Lymphoma Patients. Int J Part Ther. 2024 Jun 20;13:100110. doi: 10.1016/j.ijpt.2024.100110. PMID: 39091405; PMCID: PMC11293511
arXiv 2024
-
[26]
Liu Y , Ye G, Chen W, Ding Y , Ying S and Wu S (2025) Stereotactic body radiation therapy or conventional fractionated radiotherapy combined with immune checkpoint inhibitors? From biological perspectives. Front. Immunol. 16:1578486. doi: 10.3389/fimmu.2025.1578486
arXiv 2025
-
[27]
Upadhyay R, Venkatesulu BP, Giridhar P, et al. Risk and impact of radiation related lymphopenia in lung cancer: a systematic review and meta-analysis. Radiother Oncol 2021;157:225–33. https://doi.org/10.1016/j. radonc.2021.01.034
doi:10.1016/j 2021
-
[28]
Byun HK, Kim N, Park S, Seong J. Acute severe lymphopenia by radiotherapy is associated with reduced overall survival in hepatocellular carcinoma. Strahlenther Onkol 2019;195(11):1007–17. https://doi.org/10.1007/s00066- 019-01462-5
-
[29]
Zhang HG, Yang P, Jiang T, et al. Lymphopenia is Associated with Gross Target V olumes and Fractions in Hepatocellular Carcinoma patients Treated with External Beam Radiation Therapy and also Indicates worse overall Survival. Can J Gastroenterol Hepatol 2019;2019:1–12. https://doi.org/10.1155/2019/ 9691067
doi:10.1155/2019/ 2019
-
[30]
Galts A, Hammi A. FLASH radiotherapy sparing effect on the circulating lymphocytes in pencil beam scanning proton therapy: impact of hypofractionation and dose rate. Phys Med Biol. 2024 Jan 5;69(2). doi: 10.1088/1361-6560/ad144e. PMID: 38081067
-
[31]
The use of a mini‐ridge filter with cyclotron‐based pencil beam scanning proton therapy
O'Grady F, Janson M, Rao AD, et al. The use of a mini‐ridge filter with cyclotron‐based pencil beam scanning proton therapy. Medical Physics. 2023;50(4):1999-2008
2023
-
[32]
Using Modularized Pin Ridge Filter in Proton FLASH Planning for Liver Stereotactic Ablative Body Radiotherapy
Ma C, Yang X, Wang Y , Yu D, Patel P, Zhou J. Using Modularized Pin Ridge Filter in Proton FLASH Planning for Liver Stereotactic Ablative Body Radiotherapy. ArXiv. Jun 4 2024; 20
2024
-
[33]
An adaptive proton FLASH therapy using modularized pin ridge filter
Zafar AJ, Yang X, Diamond Z, et al. An adaptive proton FLASH therapy using modularized pin ridge filter. Medical Physics. 2025;52(9):e18109
2025
-
[34]
Streamlined pin‐ridge‐filter design for single‐energy proton FLASH planning
Ma C, Zhou J, Chang CW, et al. Streamlined pin‐ridge‐filter design for single‐energy proton FLASH planning. Medical Physics. 2024;51(4):2955-2966
2024
-
[35]
Ahmal Jawad Zafar, Xiaofeng Yang, Yinan Wang, Zachary Diamond, & Jun Zhou. (2025). Ultrafast Proton Delivery with Pin Ridge Filters (pRFs): A Novel Approach for Motion Management in Proton Therapy. https://arxiv.org/abs/2502.01593
Pith/arXiv arXiv 2025
-
[36]
Kang, M. and Pang, D. (2020), Commissioning and beam characterization of the first gantry-mounted accelerator pencil beam scanning proton system. Med. Phys., 47: 3496-3510. https://doi.org/10.1002/mp.13972
-
[37]
Beam properties within the momentum acceptance of a clinical gantry beamline for proton therapy
Giovannelli AC, Maradia V , Meer D, et al. Beam properties within the momentum acceptance of a clinical gantry beamline for proton therapy. Medical physics. 2022;49(3):1417- 1431
2022
-
[38]
Speed and accuracy of a beam tracking system for treatment of moving targets with scanned ion beams
Saito N, Bert C, Chaudhri N, et al. Speed and accuracy of a beam tracking system for treatment of moving targets with scanned ion beams. Physics in Medicine & Biology. 2009;54(16):4849
2009
-
[39]
Pencil beam characteristics of the next- generation proton scanning gantry of PSI: design issues and initial commissioning results
Pedroni E, Meer D, Bula C, Safai S, Zenklusen S. Pencil beam characteristics of the next- generation proton scanning gantry of PSI: design issues and initial commissioning results. The European Physical Journal Plus. 2011;126(7):66
2011
-
[40]
Lin (2020)
Cai Xu, Jian-Yue Jin, Ming Zhang, Amy Liu, Jun Wang, Radhe Mohan, Fengming (Spring) Kong, & Steven H. Lin (2020). The impact of the effective dose to immune cells on lymphopenia and survival of esophageal cancer after chemoradiotherapy. Radiotherapy and Oncology, 146, 180-186
2020
-
[41]
A stochastic model of blood flow to calculate blood dose during radiotherapy
Beekman C, Withrow JD, Correa Alfonso CM, Pathak SP, Dawson RJ, Carrasco-Rojas N, Sforza AR, Colon CG, Bolch WE, Grassberger C, Paganetti H. A stochastic model of blood flow to calculate blood dose during radiotherapy. Phys Med Biol. 2023 Nov 8;68(22):10.1088/1361- 6560/ad02d6. doi: 10.1088/1361-6560/ad02d6. PMID: 37827171; PMCID: PMC10695181
doi:10.1088/1361- 2023
-
[42]
Kim N, Shin J, Ahn SH, Pyo H, Noh JM, Yang K, et al. Reduced radiation exposure to circulating blood cells in proton therapy compared with X-ray therapy in locally advanced lung cancer: Computational simulation based on circulating blood cells. Front Oncol 2023:13
2023
-
[43]
McCullum L, Shin J, Xing S, Beekman C, Schuemann J, Hong T, et al. Predicting severity of radiation induced lymphopenia in individual proton therapy patients for varying dose rate and fractionation using dynamic 4-dimensional blood flow simulations. Int J Radiat Oncol Biol Phys 2023. 21
2023
-
[44]
A dynamic blood flow model to compute absorbed dose to circulating blood and lymphocytes in liver external beam radiotherapy
Xing S, Shin J, Pursley J, Correa-Alfonso CM, Depauw N, Domal S, et al. A dynamic blood flow model to compute absorbed dose to circulating blood and lymphocytes in liver external beam radiotherapy. Phys Med Biol 2022;67:045010
2022
-
[45]
Radiosensitivity of CD4 or CD8 positive human T- lymphocytes by an in vitro colony formation assay
Nakamura N, Kusunoki Y , Akiyama M. Radiosensitivity of CD4 or CD8 positive human T- lymphocytes by an in vitro colony formation assay. Radiat Res 1990;123: 224–7
1990
-
[46]
A report of age- and gender-related differences in the anatomical and physiological characteristics of reference individuals
Basic anatomical and physiological data for use in radiological protection: reference values. A report of age- and gender-related differences in the anatomical and physiological characteristics of reference individuals. ICRP Publication 89. Ann ICRP. 2002;32(3-4):5-265. PMID: 14506981
2002
-
[47]
The pulmonary circulation
Fishman AP. The pulmonary circulation. JAMA 239: 1299–1301, 1978
1978
-
[48]
Assessment of normal flow patterns in the pulmonary circulation by using 4D magnetic resonance velocity mapping
Bächler P, Pinochet N, Sotelo J, Crelier G, Irarrazaval P, Tejos C, Uribe SC. Assessment of normal flow patterns in the pulmonary circulation by using 4D magnetic resonance velocity mapping. Magn Reson Imaging 31: 178–188
-
[49]
Shin J, Xing S, McCullum L, Hammi A, Pursley J, Correa CA, Withrow J, Domal S, Bolch W, Paganetti H, Grassberger C. HEDOS-a computational tool to assess radiation dose to circulating blood cells during external beam radiotherapy based on whole-body blood flow simulations. Phys Med Biol. 2021 Aug 3;66(16):10.1088/1361-6560/ac16ea. doi: 10.1088/1361- 6560/a...
-
[50]
Heylmann D, Badura J, Becker H, Fahrer J, Kaina B. Sensitivity of CD3/CD28- stimulated versus non-stimulated lymphocytes to ionizing radiation and genotoxic anticancer drugs: key role of ATM in the differential radiation response. Cell Death Dis 2018;9:1053. https://doi.org/10.1038/s41419-018-1095-7
-
[51]
The recirculation of lymphocytes from blood to lymph in the rat
GOWANS JL. The recirculation of lymphocytes from blood to lymph in the rat. J Physiol. 1959 Apr 23;146(1):54-69. doi: 10.1113/jphysiol.1959.sp006177. PMID: 13655215; PMCID: PMC1356889
-
[52]
Young, A. J., Marston, W. L., Dessing, M., Dudler, L., & Hein, W. R. (1997). Distinct Recirculating and Non-Recirculating B-Lymphocyte Pools in the Peripheral Blood Are Defined by Coordinated Expression of CD21 and L-Selectin. Blood, 90(12), 4865–4875. https://doi.org/10.1182/blood.V90.12.4865
-
[53]
Sharma D, Sandur SK, Rashmi R, Maurya DK, Suryavanshi S, Checker R, Krishnan S, Sainis KB. Differential activation of NF-κB and nitric oxide in lymphocytes regulates in vitro and in vivo radiosensitivity. Mutat Res. 2010 Dec 21;703(2):149-57. doi: 10.1016/j.mrgentox.2010.08.010. Epub 2010 Aug 21. PMID: 20732448; PMCID: PMC3071568
-
[54]
Wild AT, Ye X, Ellsworth SG, Smith JA, Narang AK, Garg T, Campian J, Laheru DA, Zheng L, Wolfgang CL, Tran PT, Grossman SA, Herman JM. The Association Between Chemoradiation-related Lymphopenia and Clinical Outcomes in Patients With Locally Advanced 22 Pancreatic Adenocarcinoma. Am J Clin Oncol. 2015 Jun;38(3):259-65. doi: 10.1097/COC.0b013e3182940ff9. PM...
-
[55]
van Rossum PSN, Juan-Cruz C, Stam B, Rossi MMG, Lin SH, Abravan A, Belderbos JSA, Sonke JJ. Severe radiation-induced lymphopenia during concurrent chemoradiotherapy for stage III non-small cell lung cancer: external validation of two prediction models. Front Oncol. 2023 Nov 9;13:1278723. doi: 10.3389/fonc.2023.1278723. PMID: 38023221; PMCID: PMC10665840
arXiv 2023
This paper was first reviewed by deepseek-v4-flash on August 1, 2026.
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.