Wanyi Fu , Shobhit Sharma , Justin Solomon , Francesco Ria , Hananiel Setiawan , Aiping Ding , William P. Segars , Ehsan Samei
{"title":"Patient-specific organ dose and in-vivo image quality assessment in clinical CT","authors":"Wanyi Fu , Shobhit Sharma , Justin Solomon , Francesco Ria , Hananiel Setiawan , Aiping Ding , William P. Segars , Ehsan Samei","doi":"10.1016/j.ejmp.2025.105017","DOIUrl":null,"url":null,"abstract":"<div><h3>Purpose</h3><div>To develop and characterize individualized dose and quality measures at organ level compared to their generic counterparts across a clinical CT dataset.</div></div><div><h3>Materials and methods</h3><div>The study included 9801 chest-abdomen-pelvis and abdomen-pelvis CT exams (7,763 patients, mean age, 56 ± 17 years; 4113 women) representing 20 unique protocols. For each exam, patient-specific organ dose of all radiosensitive organs was estimated using a validated method by generating personalized computational phantoms and Monte Carlo simulations. Effective dose (<span><math><mrow><msub><mi>E</mi><mrow><mi>OD</mi></mrow></msub></mrow></math></span>) was calculated by weighted sum of the organ doses. Liver dose, <span><math><mrow><mi>O</mi><msub><mi>D</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span>, noise in the liver, <span><math><mrow><msub><mi>N</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span>, and observer model detectability, <span><math><mrow><mi>d</mi><mo>′</mo></mrow></math></span>, were assessed within the liver as examples of individualized, organ-based image assessment measurements. The organ-based measurements (<span><math><mrow><mi>O</mi><msub><mi>D</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span>, <span><math><mrow><msub><mi>E</mi><mrow><mi>OD</mi></mrow></msub></mrow></math></span>, and <span><math><mrow><msub><mi>N</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span>) were compared to their generic counterparts: ssize-specific ddose estimates (SSDE), effective dose based on dose length product (<span><math><mrow><msub><mi>E</mi><mrow><mi>DLP</mi></mrow></msub></mrow></math></span>), and whole-body noise (<span><math><mrow><msub><mi>N</mi><mrow><mi>global</mi></mrow></msub></mrow></math></span>), respectively.</div></div><div><h3>Results</h3><div>Generic dose values were substantially higher than individualized estimates for SSDE vs. <span><math><mrow><mi>O</mi><msub><mi>D</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span> (median of all exams: 51.2 %, p < 0.001) and <span><math><mrow><msub><mi>E</mi><mrow><mi>DLP</mi></mrow></msub></mrow></math></span> vs. <span><math><mrow><msub><mrow><mi>ED</mi></mrow><mrow><mi>OD</mi></mrow></msub></mrow></math></span> (median: 41.0 %, p < 0.001). <span><math><mrow><msub><mi>N</mi><mrow><mi>global</mi></mrow></msub></mrow></math></span> was generally lower than <span><math><mrow><msub><mi>N</mi><mrow><mi>liver</mi></mrow></msub></mrow></math></span> (median: −7.2 %, p < 0.001). The correlation relationships of <span><math><mrow><msub><mi>E</mi><mrow><mi>OD</mi></mrow></msub></mrow></math></span> and <span><math><mrow><mi>d</mi><mo>′</mo></mrow></math></span> were substantially varied (<span><math><mrow><msup><mrow><mi>R</mi></mrow><mn>2</mn></msup></mrow></math></span> range: 0–0.5) for different patient sizes and scan parameters.</div></div><div><h3>Conclusions</h3><div>Demonstrated across a population of exams, individualized organ-based measurements of dose and quality are feasible. Generic measures cannot fully represent individualized organ-based values. The correlation relationships between individualized dose and image quality values varies for different vendors and protocols, implying imaging optimization is best when done semi-independently for each factor using individualized measurements.</div></div>","PeriodicalId":56092,"journal":{"name":"Physica Medica-European Journal of Medical Physics","volume":"136 ","pages":"Article 105017"},"PeriodicalIF":2.7000,"publicationDate":"2025-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Physica Medica-European Journal of Medical Physics","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1120179725001279","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose
To develop and characterize individualized dose and quality measures at organ level compared to their generic counterparts across a clinical CT dataset.
Materials and methods
The study included 9801 chest-abdomen-pelvis and abdomen-pelvis CT exams (7,763 patients, mean age, 56 ± 17 years; 4113 women) representing 20 unique protocols. For each exam, patient-specific organ dose of all radiosensitive organs was estimated using a validated method by generating personalized computational phantoms and Monte Carlo simulations. Effective dose () was calculated by weighted sum of the organ doses. Liver dose, , noise in the liver, , and observer model detectability, , were assessed within the liver as examples of individualized, organ-based image assessment measurements. The organ-based measurements (, , and ) were compared to their generic counterparts: ssize-specific ddose estimates (SSDE), effective dose based on dose length product (), and whole-body noise (), respectively.
Results
Generic dose values were substantially higher than individualized estimates for SSDE vs. (median of all exams: 51.2 %, p < 0.001) and vs. (median: 41.0 %, p < 0.001). was generally lower than (median: −7.2 %, p < 0.001). The correlation relationships of and were substantially varied ( range: 0–0.5) for different patient sizes and scan parameters.
Conclusions
Demonstrated across a population of exams, individualized organ-based measurements of dose and quality are feasible. Generic measures cannot fully represent individualized organ-based values. The correlation relationships between individualized dose and image quality values varies for different vendors and protocols, implying imaging optimization is best when done semi-independently for each factor using individualized measurements.
期刊介绍:
Physica Medica, European Journal of Medical Physics, publishing with Elsevier from 2007, provides an international forum for research and reviews on the following main topics:
Medical Imaging
Radiation Therapy
Radiation Protection
Measuring Systems and Signal Processing
Education and training in Medical Physics
Professional issues in Medical Physics.