Evidence map›Paper›PMID 40239822›Full record

ArticleInternational journal of radiation oncology, biology, physics2025

Radiation-Induced Lymphopenia: In Silico Replications of Preclinical Studies Suggest Importance of Dose to Lymphoid Organs.

Chris Beekman, Natalia Carrasco-Rojas, Julia Withrow, Robert Dawson, Wesley E Bolch, Harald Paganetti

Abstract read
In one paragraph

Article in International journal of radiation oncology, biology, physics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Article
  6. The Challenges Discovering the Mechanisms Underlying Radiation-Induced Lymphopenia From Clinical Data.International journal of radiation oncology, biology, physics · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chris BeekmanDepartment of Radiation Oncology, Mass General Hospital/Harvard Medical School, Boston, Massachusetts. Electronic address: cbeekman@mgh.harvard.edu.
Natalia Carrasco-RojasDepartment of Biomedical Engineering, University of Florida, Gainesville, Florida.
Julia WithrowDepartment of Biomedical Engineering, University of Florida, Gainesville, Florida.
Robert DawsonDepartment of Biomedical Engineering, University of Florida, Gainesville, Florida.
Wesley E BolchDepartment of Biomedical Engineering, University of Florida, Gainesville, Florida.
Harald PaganettiDepartment of Radiation Oncology, Mass General Hospital/Harvard Medical School, Boston, Massachusetts.

Funding

Project 3: Enhanced Sensitivity of Tumors to Proton Beam Therapy: Mechanisms and Biomarkers.P01CA261669 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI TITT, UWE · 2021 to 2025
$14.0M
Developing whole-body computational phantoms for blood dosimetry to model the impact of radiation on the immune systemR01CA248901 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI BOLCH, WESLEY E, PAGANETTI, HARALD · 2020 to 2024
$2.4M
NCI NIH HHS P01 CA261669NCI NIH HHS R01 CA248901
6 · The paper itself

Abstract

purposeTo develop a computational framework to investigate the implications of lymphocyte recirculation for understanding radiation-induced lymphopenia (RIL) and to compare model predictions with preclinical in vivo studies. METHODS AND MATERIALS: A whole-body compartmental model of lymphocyte migration in mice was developed, and unknown rate parameters were fitted to published experimental data. Using a stochastic representation of the model in combination with detailed mouse phantom meshes, implicit lymphocyte trajectories were computed. In parallel, a module was developed to reproduce small animal irradiation plans using either photon or proton beams. Combining these computational tools, we calculated the dose distribution of the recirculating lymphocyte pool in different irradiation scenarios and simulated the subsequent redistribution of viable lymphocytes. The relative importance of irradiation of secondary lymphoid organs (SLOs) versus the blood was investigated through in silico replications of 3 preclinical studies in which mice were locally irradiated.

resultsLymphocyte recirculation between the blood and SLOs attenuates lymphocyte depletion in 1 compartment by distributing the loss throughout the system. Because only a relatively small fraction (∼17% for mice) of the recirculating lymphocyte pool is in the blood at any given time, with most lymphocytes in the SLOs, the effect of SLO irradiation is greater than that of the blood. Predicted depletion trends correlated with those observed in preclinical studies but underestimated the degree of lymphopenia. The finding that proton beams can avert lymphopenia after whole-brain irradiation by sparing head and neck lymph nodes was reproduced.

conclusionsThe occurrence of RIL is associated with worse outcomes in patients with cancer but remains poorly understood. Therefore, a computational framework to replicate preclinical studies was developed to systematically investigate this phenomenon. Our simulations indicate that irradiation of SLOs contributes more to lymphocyte dose than blood irradiation. However, the expected cytotoxicity associated with the replicated preclinical studies could not fully account for the degree of lymphopenia observed.

Indexed as

LymphocytesLymphoid TissueLymphopeniaModels, BiologicalAnimalsCell MovementComputer SimulationMicePhantoms, ImagingPhotonsStochastic ProcessesWhole-Body Irradiation

Identifiers

PMID40239822
PMCPMC12353146

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.