{"title":"Iodine quantification performance with deep silicon-based Photon-Counting CT: A virtual imaging trial study","authors":"Raj Kumar Panta , Zhye Yin , Fredrik Grönberg , Mridul Bhattarai , Ehsan Abadi , Paul Segars , Ehsan Samei","doi":"10.1016/j.ejmp.2025.105003","DOIUrl":null,"url":null,"abstract":"<div><h3>Purpose</h3><div>This study investigates the imaging performance of a deep silicon-based photon-counting CT (Si-PCCT) in quantifying iodine contrast through a virtual imaging trial (VIT).</div></div><div><h3>Methods</h3><div>We developed a VIT framework using Si-PCCT simulator and benchmarked it against a prototype using an ACR phantom for assessing spatial resolution and noise characteristics, and a geometric phantom for iodine quantification. We imaged geometrical phantoms (20 – 40 cm) with iodine concentrations ranging from 1 to 19.7 mg/ml and XCAT human models with iodine contrast at BMI of 19 to 38 kg/m<sup>2</sup> across different radiation dose levels (13.9, 27.8, and 41.7 mGy of CTDI<sub>vol</sub>). We performed material decomposition, reconstructed iodine CT images, and evaluated iodine quantification accuracy.</div></div><div><h3>Results</h3><div>The Si-PCCT simulator closely matched with the prototype, with differences within 3 % in MTF (f<sub>50</sub> and f<sub>10</sub>) and 3.7 % (f<sub>peak</sub>) in NNPS, and Root-Mean-Square Error of 0.12 mg/ml in iodine quantification. The mean absolute errors (MAE) between the estimated and ground-truth iodine concentration were 0.10, 0.25, and 1.80 mg/ml for 20, 30, and 40 cm phantoms, and 0.31, 0.37, and 0.70 mg/ml for XCAT human models with BMIs of 19, 28, and 38 kg/m<sup>2</sup>, respectively. Similarly, the MAEs were 0.88, 0.45, and 0.31 mg/ml for the geometrical phantoms, and 0.66, 0.5, and 0.46 mg/ml for human models at CTDI<sub>vol</sub> of 13.9, 27.8, and 41.7 mGy respectively. These results demonstrate accurate iodine quantification performance, influenced by object size and radiation dose.</div></div><div><h3>Conclusion</h3><div>This study shows the promising clinical utility of Si-PCCT for accurate iodine quantification under clinically relevant imaging conditions.</div></div>","PeriodicalId":56092,"journal":{"name":"Physica Medica-European Journal of Medical Physics","volume":"135 ","pages":"Article 105003"},"PeriodicalIF":2.7000,"publicationDate":"2025-06-06","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/S1120179725001139","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
This study investigates the imaging performance of a deep silicon-based photon-counting CT (Si-PCCT) in quantifying iodine contrast through a virtual imaging trial (VIT).
Methods
We developed a VIT framework using Si-PCCT simulator and benchmarked it against a prototype using an ACR phantom for assessing spatial resolution and noise characteristics, and a geometric phantom for iodine quantification. We imaged geometrical phantoms (20 – 40 cm) with iodine concentrations ranging from 1 to 19.7 mg/ml and XCAT human models with iodine contrast at BMI of 19 to 38 kg/m2 across different radiation dose levels (13.9, 27.8, and 41.7 mGy of CTDIvol). We performed material decomposition, reconstructed iodine CT images, and evaluated iodine quantification accuracy.
Results
The Si-PCCT simulator closely matched with the prototype, with differences within 3 % in MTF (f50 and f10) and 3.7 % (fpeak) in NNPS, and Root-Mean-Square Error of 0.12 mg/ml in iodine quantification. The mean absolute errors (MAE) between the estimated and ground-truth iodine concentration were 0.10, 0.25, and 1.80 mg/ml for 20, 30, and 40 cm phantoms, and 0.31, 0.37, and 0.70 mg/ml for XCAT human models with BMIs of 19, 28, and 38 kg/m2, respectively. Similarly, the MAEs were 0.88, 0.45, and 0.31 mg/ml for the geometrical phantoms, and 0.66, 0.5, and 0.46 mg/ml for human models at CTDIvol of 13.9, 27.8, and 41.7 mGy respectively. These results demonstrate accurate iodine quantification performance, influenced by object size and radiation dose.
Conclusion
This study shows the promising clinical utility of Si-PCCT for accurate iodine quantification under clinically relevant imaging conditions.
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.