Pub Date : 2026-02-10DOI: 10.1097/RLI.0000000000001281
Arutyun Pogosyan, Caroline M Colbert, Mostafa Mahmoudi, Mary J Keushkerian, Aaron C Llanes, Myung S Sim, Gregory A Fishbein, Chunni Zhu, J Paul Finn, Jesse W Currier, Kim-Lien Nguyen
Objectives: Intramyocardial hemorrhage (IMH) is the most severe form of injury associated with reperfusion therapy during acute myocardial infarction (AMI). Although T2*-weighted cardiac MRI is regarded as the reference standard for IMH detection, its application is limited in the hyperacute phase. Ferumoxytol, an iron-based contrast agent characterized by potent T1-shortening and a long intravascular half-life, may enable earlier detection. This study assessed a T1-weighted approach using ferumoxytol-enhanced MRI (FE-MRI) for early detection of IMH after ischemia-reperfusion injury in a swine model.
Materials and methods: IMH was induced in 22 Yorkshire swine using a closed-chest ischemia-reperfusion model with intracoronary collagenase administration. FE-MRI was performed immediately after reperfusion using T1-weighted cine imaging and serial T1 mapping with a modified Look-Locker inversion recovery (MOLLI) pulse sequence. Imaging findings were compared among IMH-positive (IMH+), IMH-negative (IMH-), and control animals. Results were validated through gross pathology, histology, and electron microscopy.
Results: Nine animals completed imaging, of which 5 were IMH+ and 4 IMH- based on histopathology and FE-MRI. In IMH+ animals, the T1 within hemorrhagic reperfused myocardium was significantly lower than remote myocardium [420.8 ms (380.5, 656.3) vs. 806.0 ms (781.0, 818.8); P <0.001], and lower than healthy myocardium in the control animal [808.2 ms (796.3, 811.0)]. IMH- animals exhibited significantly higher myocardial T1 than IMH+ animals in both non-hemorrhagic reperfused [807.8 ms (786.1, 830.3); P <0.001] and remote myocardium [805.6 ms (786.1, 825.5); P <0.001]. A mixed-effects model confirmed significant cohort-specific T1 decrease within hemorrhagic reperfused tissue of IMH+ animals (estimate= -0.49±0.15; P =0.001), with a significant time-dependent effect (β= -0.125±0.03; P <0.001). Remote myocardial and left ventricular blood pool T1 did not differ between groups (both P >0.05). Gross and microscopic findings confirmed extravasated erythrocytes and disrupted myocardial architecture, consistent with hemorrhagic injury.
Conclusions: This proof-of-concept study demonstrates the feasibility and potential of T1-weighted FE-MRI as a unique approach for detecting IMH immediately after ischemia-reperfusion injury. Early identification of IMH by FE-MRI may facilitate translational efforts to develop and evaluate targeted therapies that reduce IMH burden and improve post-AMI outcomes.
目的:心肌内出血(IMH)是急性心肌梗死(AMI)期间与再灌注治疗相关的最严重的损伤形式。虽然T2*加权心脏MRI被视为检测IMH的参考标准,但其在超急性期的应用受到限制。阿霉素是一种铁基造影剂,其特点是有效缩短t1和较长的血管内半衰期,可能有助于早期检测。本研究在猪模型中评估了使用阿魏木糖醇增强MRI (FE-MRI)的t1加权方法对缺血再灌注损伤后IMH的早期检测。材料与方法:22头约克郡猪采用闭胸缺血再灌注模型,冠状动脉内注射胶原酶诱导IMH。再灌注后立即进行FE-MRI,采用T1加权电影成像和序列T1映射,采用改进的Look-Locker反转恢复(MOLLI)脉冲序列。比较IMH阳性(IMH+)、IMH阴性(IMH-)和对照动物的影像学表现。结果通过大体病理、组织学和电子显微镜验证。结果:9只动物完成影像学检查,组织病理学及FE-MRI检查IMH+ 5只,IMH- 4只。在IMH+动物中,出血性再灌注心肌内T1明显低于远端心肌[420.8 ms(380.5, 656.3)比806.0 ms (781.0, 818.8);P 0.05)。肉眼和显微镜检查证实红细胞外渗和心肌结构破坏,符合出血性损伤。结论:这项概念验证研究证明了t1加权FE-MRI作为一种独特的方法在缺血再灌注损伤后立即检测IMH的可行性和潜力。通过FE-MRI早期识别IMH可能有助于开发和评估靶向治疗的转化工作,以减轻IMH负担并改善ami后的预后。
{"title":"Ferumoxytol-Enhanced Cardiac Magnetic Resonance for Delineation of Hyperacute Intramyocardial Hemorrhage With Ex Vivo Validation.","authors":"Arutyun Pogosyan, Caroline M Colbert, Mostafa Mahmoudi, Mary J Keushkerian, Aaron C Llanes, Myung S Sim, Gregory A Fishbein, Chunni Zhu, J Paul Finn, Jesse W Currier, Kim-Lien Nguyen","doi":"10.1097/RLI.0000000000001281","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001281","url":null,"abstract":"<p><strong>Objectives: </strong>Intramyocardial hemorrhage (IMH) is the most severe form of injury associated with reperfusion therapy during acute myocardial infarction (AMI). Although T2*-weighted cardiac MRI is regarded as the reference standard for IMH detection, its application is limited in the hyperacute phase. Ferumoxytol, an iron-based contrast agent characterized by potent T1-shortening and a long intravascular half-life, may enable earlier detection. This study assessed a T1-weighted approach using ferumoxytol-enhanced MRI (FE-MRI) for early detection of IMH after ischemia-reperfusion injury in a swine model.</p><p><strong>Materials and methods: </strong>IMH was induced in 22 Yorkshire swine using a closed-chest ischemia-reperfusion model with intracoronary collagenase administration. FE-MRI was performed immediately after reperfusion using T1-weighted cine imaging and serial T1 mapping with a modified Look-Locker inversion recovery (MOLLI) pulse sequence. Imaging findings were compared among IMH-positive (IMH+), IMH-negative (IMH-), and control animals. Results were validated through gross pathology, histology, and electron microscopy.</p><p><strong>Results: </strong>Nine animals completed imaging, of which 5 were IMH+ and 4 IMH- based on histopathology and FE-MRI. In IMH+ animals, the T1 within hemorrhagic reperfused myocardium was significantly lower than remote myocardium [420.8 ms (380.5, 656.3) vs. 806.0 ms (781.0, 818.8); P <0.001], and lower than healthy myocardium in the control animal [808.2 ms (796.3, 811.0)]. IMH- animals exhibited significantly higher myocardial T1 than IMH+ animals in both non-hemorrhagic reperfused [807.8 ms (786.1, 830.3); P <0.001] and remote myocardium [805.6 ms (786.1, 825.5); P <0.001]. A mixed-effects model confirmed significant cohort-specific T1 decrease within hemorrhagic reperfused tissue of IMH+ animals (estimate= -0.49±0.15; P =0.001), with a significant time-dependent effect (β= -0.125±0.03; P <0.001). Remote myocardial and left ventricular blood pool T1 did not differ between groups (both P >0.05). Gross and microscopic findings confirmed extravasated erythrocytes and disrupted myocardial architecture, consistent with hemorrhagic injury.</p><p><strong>Conclusions: </strong>This proof-of-concept study demonstrates the feasibility and potential of T1-weighted FE-MRI as a unique approach for detecting IMH immediately after ischemia-reperfusion injury. Early identification of IMH by FE-MRI may facilitate translational efforts to develop and evaluate targeted therapies that reduce IMH burden and improve post-AMI outcomes.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146149690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-09DOI: 10.1097/RLI.0000000000001272
Maximilian F Russe, Anna Fink, Carl P Simon, Stephan Rau, Kai Kästingschäfer, Fabian Bamberg, Alexander Rau
Background: Despite the growing number of artificial intelligence (AI)-based applications used in radiology, no structured framework exists to assess their case-level reliability or to document overridden outputs in reports.
Purpose: To develop and evaluate the Artificial Intelligence Reporting and Data System (AI-RADS), a structured framework for an objective, case-level assessment of AI output reliability, clinical utility, and recommended actions in radiology.
Materials and methods: The AI-RADS framework was tested in a retrospective, multireader study. Here, 5 board-certified radiologists independently evaluated 350 cases processed by 7 representative AI applications for image-based and generative tasks. Each case was assigned one of 5 AI-RADS categories, applicable modifiers, and an independent correctness rating as a reference. Interreader agreement was quantified using Krippendorff's α with 95% CIs.
Results: Substantial interreader agreement was observed for the core AI-RADS categories in both image-based (Krippendorff's α=0.87; 95% CI: 0.83-0.91) and generative AI tasks (Krippendorff's α=0.93; 95% CI: 0.91-0.95). Reader-assigned correctness aligned well with AI-RADS categories 1 to 2, which indicate outputs suitable for integration into clinical workflows. Outputs rated as "incorrect" were predominantly assigned to categories 4 to 5, warranting override or removal from display.
Conclusion: AI-RADS provides a structured framework for the case-level evaluation of AI output reliability, clinical utility, and consequences for report communication. This multireader study demonstrated substantial interreader agreement and applicability across various AI applications.
{"title":"AI-RADS: A Framework for Assessment of Artificial Intelligence Output in Radiology-Development and Multireader Evaluation.","authors":"Maximilian F Russe, Anna Fink, Carl P Simon, Stephan Rau, Kai Kästingschäfer, Fabian Bamberg, Alexander Rau","doi":"10.1097/RLI.0000000000001272","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001272","url":null,"abstract":"<p><strong>Background: </strong>Despite the growing number of artificial intelligence (AI)-based applications used in radiology, no structured framework exists to assess their case-level reliability or to document overridden outputs in reports.</p><p><strong>Purpose: </strong>To develop and evaluate the Artificial Intelligence Reporting and Data System (AI-RADS), a structured framework for an objective, case-level assessment of AI output reliability, clinical utility, and recommended actions in radiology.</p><p><strong>Materials and methods: </strong>The AI-RADS framework was tested in a retrospective, multireader study. Here, 5 board-certified radiologists independently evaluated 350 cases processed by 7 representative AI applications for image-based and generative tasks. Each case was assigned one of 5 AI-RADS categories, applicable modifiers, and an independent correctness rating as a reference. Interreader agreement was quantified using Krippendorff's α with 95% CIs.</p><p><strong>Results: </strong>Substantial interreader agreement was observed for the core AI-RADS categories in both image-based (Krippendorff's α=0.87; 95% CI: 0.83-0.91) and generative AI tasks (Krippendorff's α=0.93; 95% CI: 0.91-0.95). Reader-assigned correctness aligned well with AI-RADS categories 1 to 2, which indicate outputs suitable for integration into clinical workflows. Outputs rated as \"incorrect\" were predominantly assigned to categories 4 to 5, warranting override or removal from display.</p><p><strong>Conclusion: </strong>AI-RADS provides a structured framework for the case-level evaluation of AI output reliability, clinical utility, and consequences for report communication. This multireader study demonstrated substantial interreader agreement and applicability across various AI applications.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146142279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-05DOI: 10.1097/RLI.0000000000001271
Philipp Gruschwitz, Konstantin Richter, Michael Meir, Tanja Schlaiß, Jan-Peter Grunz, Sara Aniki Schömig, Svenja Pichlmeier, Thorsten Alexander Bley, Stephanie Tina Sauer
Objectives: To evaluate the contrast enhancement of the breast parenchyma in MRI using gadopiclenol (GP) at half the standard dose of gadolinium compared with gadobutrol (GB) at the standard dose of gadolinium.
Materials and methods: This retrospective, single-center study considered 319 consecutive female patients who underwent breast MRI with a half-standard dose of gadopiclenol (0.05 mmol/kg) between January and March of 2025. Complete data sets of patients who had received a prior cycle-appropriate MRI using a standard dose of gadobutrol (0.1 mmol/kg) within 2 years, without interim therapy, were evaluated. Absolute signal enhancement of the aorta, axillary lymph nodes, and breast parenchyma was measured to provide an objective assessment. Two independent radiologists evaluated subjective image quality and diagnostic confidence using a 5-point Likert Scale in a side-by-side comparison. Statistical analyses were performed using Wilcoxon signed-rank tests and weighted Cohen kappa.
Results: A total of 145 patients (mostly with hereditary breast and ovarian cancer syndrome) met the inclusion criteria. GP revealed significantly higher absolute enhancement values for all regions (eg, breast parenchyma: GP: 41.8, IQR: 27.1 to 65.4 vs GB: 33.4, IQR: 21.6 to 56.3; P < 0.001). Both contrast agents achieved excellent overall diagnostic confidence ratings (5; IQR: 4 to 5) and demonstrated moderate agreement (GP: κ = 0.59/ GB: κ = 0.48). GP received more excellent ratings (71.9% vs 56.8%; P = 0.002). Most pairs were considered equal on terms of image quality (R1: 90/145; R2: 92/145; P = 0.845) with fair agreement (κ = 0.366). Agreement was achieved in 97 of the 145 cases (67 "equal," 21 "pro GP", and 9 "pro GB"). The combination "equal & pro GP" accounted for most of the remaining comparisons (37/48).
Conclusion: Breast MRI using gadopiclenol with half standard gadolinium dose offers equivalent to superior objective contrast enhancement and subjective diagnostic confidence compared with a gadobutrol-enhanced MRI with full standard gadolinium dose.
{"title":"Gadopiclenol Breast MRI With Half Standard Gadolinium Dose Maintains High Parenchymal Contrast in Intraindividual Comparison.","authors":"Philipp Gruschwitz, Konstantin Richter, Michael Meir, Tanja Schlaiß, Jan-Peter Grunz, Sara Aniki Schömig, Svenja Pichlmeier, Thorsten Alexander Bley, Stephanie Tina Sauer","doi":"10.1097/RLI.0000000000001271","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001271","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate the contrast enhancement of the breast parenchyma in MRI using gadopiclenol (GP) at half the standard dose of gadolinium compared with gadobutrol (GB) at the standard dose of gadolinium.</p><p><strong>Materials and methods: </strong>This retrospective, single-center study considered 319 consecutive female patients who underwent breast MRI with a half-standard dose of gadopiclenol (0.05 mmol/kg) between January and March of 2025. Complete data sets of patients who had received a prior cycle-appropriate MRI using a standard dose of gadobutrol (0.1 mmol/kg) within 2 years, without interim therapy, were evaluated. Absolute signal enhancement of the aorta, axillary lymph nodes, and breast parenchyma was measured to provide an objective assessment. Two independent radiologists evaluated subjective image quality and diagnostic confidence using a 5-point Likert Scale in a side-by-side comparison. Statistical analyses were performed using Wilcoxon signed-rank tests and weighted Cohen kappa.</p><p><strong>Results: </strong>A total of 145 patients (mostly with hereditary breast and ovarian cancer syndrome) met the inclusion criteria. GP revealed significantly higher absolute enhancement values for all regions (eg, breast parenchyma: GP: 41.8, IQR: 27.1 to 65.4 vs GB: 33.4, IQR: 21.6 to 56.3; P < 0.001). Both contrast agents achieved excellent overall diagnostic confidence ratings (5; IQR: 4 to 5) and demonstrated moderate agreement (GP: κ = 0.59/ GB: κ = 0.48). GP received more excellent ratings (71.9% vs 56.8%; P = 0.002). Most pairs were considered equal on terms of image quality (R1: 90/145; R2: 92/145; P = 0.845) with fair agreement (κ = 0.366). Agreement was achieved in 97 of the 145 cases (67 \"equal,\" 21 \"pro GP\", and 9 \"pro GB\"). The combination \"equal & pro GP\" accounted for most of the remaining comparisons (37/48).</p><p><strong>Conclusion: </strong>Breast MRI using gadopiclenol with half standard gadolinium dose offers equivalent to superior objective contrast enhancement and subjective diagnostic confidence compared with a gadobutrol-enhanced MRI with full standard gadolinium dose.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146118789","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Since the discovery of gadolinium (Gd) in the brain following the administration of gadolinium-based contrast agents (GBCAs), considerable progress has been made in understanding their pharmacokinetics and neurotoxicology. This review summarizes animal studies assessing the presence of Gd after GBCA administration, with a specific focus on functional and behavioral outcomes, rather than providing a comprehensive overview of all aspects of Gd presence in the brain. These findings indicate that Gd accumulation in the brain depends on the chemical structure of GBCAs, with linear agents exhibiting greater retention and slower clearance than macrocyclic agents. Gd distribution is nonhomogeneous, primarily localized in deep gray matter structures, and is influenced by cerebrospinal fluid-mediated transport and perivascular deposition. Although motor and cognitive functions are generally unaffected under normal conditions, prolonged exposure to linear GBCAs or preexisting conditions such as inflammation or metabolic disorders may increase neurotoxic risks, resulting in motor and cognitive deficits. Pain and sensory hypersensitivity are frequently and reproducibly observed, particularly when linear agents are used. We will also discuss the potential mechanisms of neurotoxicity caused by free Gd3+ ion. However, these mechanistic findings are limited because the studies cannot be extrapolated to clinical practice. Future studies should investigate the potential associations between GBCA exposure and neurodegenerative diseases. These insights are essential for enhancing GBCA safety and informing clinical guidelines.
{"title":"Gadolinium Presence in the Brain After Gadolinium-based Contrast Agents: Evidence from Animal Behavioral Studies.","authors":"Hiroyuki Akai, Naomasa Okimoto, Shimpei Kato, Toshihiro Furuta, Osamu Abe","doi":"10.1097/RLI.0000000000001275","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001275","url":null,"abstract":"<p><p>Since the discovery of gadolinium (Gd) in the brain following the administration of gadolinium-based contrast agents (GBCAs), considerable progress has been made in understanding their pharmacokinetics and neurotoxicology. This review summarizes animal studies assessing the presence of Gd after GBCA administration, with a specific focus on functional and behavioral outcomes, rather than providing a comprehensive overview of all aspects of Gd presence in the brain. These findings indicate that Gd accumulation in the brain depends on the chemical structure of GBCAs, with linear agents exhibiting greater retention and slower clearance than macrocyclic agents. Gd distribution is nonhomogeneous, primarily localized in deep gray matter structures, and is influenced by cerebrospinal fluid-mediated transport and perivascular deposition. Although motor and cognitive functions are generally unaffected under normal conditions, prolonged exposure to linear GBCAs or preexisting conditions such as inflammation or metabolic disorders may increase neurotoxic risks, resulting in motor and cognitive deficits. Pain and sensory hypersensitivity are frequently and reproducibly observed, particularly when linear agents are used. We will also discuss the potential mechanisms of neurotoxicity caused by free Gd3+ ion. However, these mechanistic findings are limited because the studies cannot be extrapolated to clinical practice. Future studies should investigate the potential associations between GBCA exposure and neurodegenerative diseases. These insights are essential for enhancing GBCA safety and informing clinical guidelines.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146125037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-05DOI: 10.1097/RLI.0000000000001273
Laura Valentina Klüner, Johannes Haubold, Hannah Peuster, Melanie Ebenau, Raya Ocker-Serger, Luca Salhöfer, Lale Umutlu, Michael Forsting, Marcel Opitz, Sebastian Zensen
Objectives: Photon-counting CT (PCCT) represents a newer CT technology with reduced electronic noise and potentially better dose efficiency than conventional CT. However, it remains unclear how vertical off-center positioning affects dose and image quality across a spectrum of patient sizes. The aim was to quantify the effects of vertical off-centering on radiation dose and image noise in PCCT using anthropomorphic phantoms representing both adult and pediatric body sizes.
Materials and methods: Three anthropomorphic phantoms (adult male, 10-year-old, and 5-year-old) were scanned on a commercially available PCCT system at multiple vertical offsets using a posteroanterior localizer with the x-ray tube positioned below the phantom. Chest and abdomen protocols were used, with radiation doses, Monte Carlo-simulated organ doses, and image noise recorded at each offset.
Results: Off-centering markedly affected radiation dose, whereas image noise differed primarily between the predefined image quality levels. A strong linear relationship was observed between vertical offset and CTDIvol [median R2 (IQL) = 0.85 (0.78-0.98)]. Downward off-centering (-4 cm) increased radiation dose by up to 16% in adults and 17% in pediatric phantoms for both chest and abdominal scans, with the largest effects in chest scans without tin filtration. Upward off-centering (+4 cm) reduced dose by up to 11% in adults and 8% in pediatric phantoms. Larger phantoms showed steeper regression slopes, indicating stronger dose dependence on positioning. In contrast, no consistent dependence of image noise on vertical off-centering was observed within a given image quality level [median R2 = 0.23 (0.03-0.52)]. Across all offsets, the overall variation reached +72%/-47% in chest PCCT and +66%/-13% in abdominal PCCT.
Conclusions: Vertical off-center positioning substantially affects radiation dose in PCCT, whereas image noise appears largely independent of vertical positioning within a given image quality level. Meticulous isocenter alignment remains crucial for both adult and pediatric imaging to avoid unnecessary radiation and sustain diagnostic image quality.
{"title":"Impact of Vertical Off-centering on Radiation Dose and Image Noise in Photon-counting Computed Tomography: A Phantom Study.","authors":"Laura Valentina Klüner, Johannes Haubold, Hannah Peuster, Melanie Ebenau, Raya Ocker-Serger, Luca Salhöfer, Lale Umutlu, Michael Forsting, Marcel Opitz, Sebastian Zensen","doi":"10.1097/RLI.0000000000001273","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001273","url":null,"abstract":"<p><strong>Objectives: </strong>Photon-counting CT (PCCT) represents a newer CT technology with reduced electronic noise and potentially better dose efficiency than conventional CT. However, it remains unclear how vertical off-center positioning affects dose and image quality across a spectrum of patient sizes. The aim was to quantify the effects of vertical off-centering on radiation dose and image noise in PCCT using anthropomorphic phantoms representing both adult and pediatric body sizes.</p><p><strong>Materials and methods: </strong>Three anthropomorphic phantoms (adult male, 10-year-old, and 5-year-old) were scanned on a commercially available PCCT system at multiple vertical offsets using a posteroanterior localizer with the x-ray tube positioned below the phantom. Chest and abdomen protocols were used, with radiation doses, Monte Carlo-simulated organ doses, and image noise recorded at each offset.</p><p><strong>Results: </strong>Off-centering markedly affected radiation dose, whereas image noise differed primarily between the predefined image quality levels. A strong linear relationship was observed between vertical offset and CTDIvol [median R2 (IQL) = 0.85 (0.78-0.98)]. Downward off-centering (-4 cm) increased radiation dose by up to 16% in adults and 17% in pediatric phantoms for both chest and abdominal scans, with the largest effects in chest scans without tin filtration. Upward off-centering (+4 cm) reduced dose by up to 11% in adults and 8% in pediatric phantoms. Larger phantoms showed steeper regression slopes, indicating stronger dose dependence on positioning. In contrast, no consistent dependence of image noise on vertical off-centering was observed within a given image quality level [median R2 = 0.23 (0.03-0.52)]. Across all offsets, the overall variation reached +72%/-47% in chest PCCT and +66%/-13% in abdominal PCCT.</p><p><strong>Conclusions: </strong>Vertical off-center positioning substantially affects radiation dose in PCCT, whereas image noise appears largely independent of vertical positioning within a given image quality level. Meticulous isocenter alignment remains crucial for both adult and pediatric imaging to avoid unnecessary radiation and sustain diagnostic image quality.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146118799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-04DOI: 10.1097/RLI.0000000000001265
Lion Stammen, R Nils Planken, Madeleine Kok, Michael M Lell, Hatem Alkadhi, Lloyd Brandts, Bibi Martens
<p><strong>Background: </strong>Previous research has highlighted the benefits of reducing contrast media (CM), demonstrating positive impacts on patient safety, environmental sustainability, and health care costs. The 10-to-10 rule, introduced by a single-center study, adjusts CM dose to total body weight and tube voltage. This approach resulted in a reduced overall CM volume, with homogeneous attenuation and consistent diagnostic image quality (IQ) across varying tube voltages.</p><p><strong>Objectives: </strong>This study aimed to evaluate the effectiveness of the 10-to-10 rule in achieving consistent and homogeneous attenuation in vascular and parenchymal CT in a multicenter clinical practice setting across Europe.</p><p><strong>Materials and methods: </strong>A total of 1,037 patients scheduled for CT of the coronary arteries (high-pitch and sequential CCTA), pulmonary arteries (CTPA), aorta (CTA aorta), and abdominal CT in portal venous phase or venous phase scans of the neck were included in this nonrandomized multicenter trial, conducted at 5 centers in the Netherlands, Germany, and Switzerland. Each center followed its standard scan and reconstruction protocol based on the clinical request. CM protocols were based on the 10-to-10 rule: A 10 kV reduction in tube voltage should be accompanied by a 10% decrease in iodine delivery rate for vascular studies or total iodine load in parenchymal studies, and vice versa. Objective image quality (IQ) was assessed by drawing region of interests, measuring attenuation [Hounsfield Unit (HU)], and calculating signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR). In vascular studies, a reference line was included, representing the threshold for sufficient diagnostic IQ (CCTA-325 HU, CTPA-200 HU, and CTA Aorta-250 HU). 95% CI of the mean attenuation was calculated, and the lower bound of each 95% CI was used as the reference to assess whether attenuation met these thresholds. Generalized mixed models tested for significant differences in objective IQ across varying tube voltages, presented both unadjusted and multivariate adjusted by age and gender.</p><p><strong>Results: </strong>Results demonstrated no significant differences in attenuation for distal high-pitch CCTA, proximal sequential CCTA, distal CTPA, CTA aorta, abdominal portal venous phase scans, and the thyroid gland and sternocleidomastoid muscle in venous phase scans of the neck after adjusting for age and gender. Proximal high-pitch CCTA, distal sequential CCTA, and proximal CTPA yielded significant results ( P =0.030, P <0.001, and P =0.002, respectively). SNR and CNR showed no significant differences for all scan protocols. The majority of 95% CI lower bounds exceeded the predefined threshold for sufficient diagnostic IQ. Exceptions included high-pitch CCTA scans, where only the 90 kV level met the threshold, as well as in sequential CCTA at 120 kV, and CTPA at 110 and 120 kV, for which the lower bounds remained below the thresho
背景:先前的研究强调了减少造影剂(CM)的好处,证明了对患者安全、环境可持续性和医疗保健成本的积极影响。10-to-10规则是由一项单中心研究引入的,根据总体重和管电压调整CM剂量。这种方法减少了CM的总体体积,在不同的管电压下具有均匀的衰减和一致的诊断图像质量(IQ)。目的:本研究旨在评估10比10规则在欧洲多中心临床实践环境中实现血管和实质CT一致和均匀衰减的有效性。材料和方法:在荷兰、德国和瑞士的5个中心进行的这项非随机多中心试验中,共有1037名患者计划进行冠状动脉CT(高阶和序贯CCTA)、肺动脉(CTPA)、主动脉(CTA主动脉)和腹部CT门静脉期或静脉期颈部扫描。每个中心都根据临床要求遵循其标准的扫描和重建方案。CM方案基于10比10规则:在血管研究中,管电压降低10千伏应伴随着碘输送率降低10%,在实质研究中,碘总负荷应降低10%,反之亦然。通过绘制感兴趣区域,测量衰减[Hounsfield Unit (HU)],计算信噪比(SNR)和噪声对比比(CNR)来评估客观图像质量(IQ)。在血管研究中,纳入了一条参考线,代表足够诊断IQ的阈值(CCTA-325 HU, CTPA-200 HU和CTA主动脉-250 HU)。计算平均衰减的95% CI,并以每个95% CI的下界作为参考,评估衰减是否满足这些阈值。广义混合模型测试了不同管电压下客观智商的显著差异,呈现了未调整和多变量调整的年龄和性别。结果:结果显示,调整年龄和性别后,远端高间距CCTA、近端序贯CCTA、远端CTPA、CTA主动脉、腹部门静脉期扫描、甲状腺和胸锁乳突肌在颈部静脉期扫描中的衰减无显著差异。近端高阶CCTA、远端序贯CCTA和近端CTPA产生了显著的结果(P=0.030, P)。结论:本研究在多中心试验环境和大患者群体中证明了10比10规则的普遍性和有效性,在血管和实质CT研究中显示出不同管电压下碘衰减的有限显著偏差。
{"title":"Evaluating the Generalizability and Effectiveness of the 10-to-10 rule: Individualized Contrast Media Protocols for Vascular and Parenchymal CT Scans at Variable Tube Voltages-A Multicenter Trial.","authors":"Lion Stammen, R Nils Planken, Madeleine Kok, Michael M Lell, Hatem Alkadhi, Lloyd Brandts, Bibi Martens","doi":"10.1097/RLI.0000000000001265","DOIUrl":"10.1097/RLI.0000000000001265","url":null,"abstract":"<p><strong>Background: </strong>Previous research has highlighted the benefits of reducing contrast media (CM), demonstrating positive impacts on patient safety, environmental sustainability, and health care costs. The 10-to-10 rule, introduced by a single-center study, adjusts CM dose to total body weight and tube voltage. This approach resulted in a reduced overall CM volume, with homogeneous attenuation and consistent diagnostic image quality (IQ) across varying tube voltages.</p><p><strong>Objectives: </strong>This study aimed to evaluate the effectiveness of the 10-to-10 rule in achieving consistent and homogeneous attenuation in vascular and parenchymal CT in a multicenter clinical practice setting across Europe.</p><p><strong>Materials and methods: </strong>A total of 1,037 patients scheduled for CT of the coronary arteries (high-pitch and sequential CCTA), pulmonary arteries (CTPA), aorta (CTA aorta), and abdominal CT in portal venous phase or venous phase scans of the neck were included in this nonrandomized multicenter trial, conducted at 5 centers in the Netherlands, Germany, and Switzerland. Each center followed its standard scan and reconstruction protocol based on the clinical request. CM protocols were based on the 10-to-10 rule: A 10 kV reduction in tube voltage should be accompanied by a 10% decrease in iodine delivery rate for vascular studies or total iodine load in parenchymal studies, and vice versa. Objective image quality (IQ) was assessed by drawing region of interests, measuring attenuation [Hounsfield Unit (HU)], and calculating signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR). In vascular studies, a reference line was included, representing the threshold for sufficient diagnostic IQ (CCTA-325 HU, CTPA-200 HU, and CTA Aorta-250 HU). 95% CI of the mean attenuation was calculated, and the lower bound of each 95% CI was used as the reference to assess whether attenuation met these thresholds. Generalized mixed models tested for significant differences in objective IQ across varying tube voltages, presented both unadjusted and multivariate adjusted by age and gender.</p><p><strong>Results: </strong>Results demonstrated no significant differences in attenuation for distal high-pitch CCTA, proximal sequential CCTA, distal CTPA, CTA aorta, abdominal portal venous phase scans, and the thyroid gland and sternocleidomastoid muscle in venous phase scans of the neck after adjusting for age and gender. Proximal high-pitch CCTA, distal sequential CCTA, and proximal CTPA yielded significant results ( P =0.030, P <0.001, and P =0.002, respectively). SNR and CNR showed no significant differences for all scan protocols. The majority of 95% CI lower bounds exceeded the predefined threshold for sufficient diagnostic IQ. Exceptions included high-pitch CCTA scans, where only the 90 kV level met the threshold, as well as in sequential CCTA at 120 kV, and CTPA at 110 and 120 kV, for which the lower bounds remained below the thresho","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145933340","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-02DOI: 10.1097/RLI.0000000000001257
Florian Haag, Johann Rink, Jessica Lohrke, Stefan O Schoenberg, Hubertus Pietsch, Matthias F Froelich, Gregor Jost
Background: Photon-counting CT (PCD-CT) provides spectral imaging in every clinical scan through virtual monoenergetic image (VMI) reconstruction. However, because conventional iodine-based contrast medium has a low k-edge, image contrast in the VMIs decreases at high energies. Contrast media with higher k-edges may improve contrast in high-energy VMIs. Therefore, this study investigates BAY3685750, a novel iodine-gadolinium hybrid contrast medium.
Materials and methods: In vitro experiments compared BAY3685750 with conventional iodine-based and gadolinium-based contrast agents in an anthropomorphic abdominal phantom. Relaxivity (r1) of BAY3685750 was measured at 1.41 T in water and human plasma to assess its potential for both MRI and CT applications. Next, 3 Göttingen minipigs underwent multiphasic contrast-enhanced upper abdominal CT on a first-generation PCD-CT. In 2 animals, BAY3685750 was administered for the first scan, followed by a 60-minute washout and a second multiphasic scan with a standard iodine-based contrast medium. In the third animal, the order was reversed. VMIs were reconstructed for all scans, enabling intraindividual comparison of the 2 contrast agents.
Results: In the phantom study, BAY3685750 produced higher attenuation than the iodine-based contrast medium and lower attenuation than the gadolinium-based medium. Relative to the iodine medium, BAY3685750 attenuation increased continuously with energy, reaching ~20% (70 keV), 36% (100 keV), and 78% (140 keV) higher values. In vivo, all measured structures (aorta, inferior vena cava, portal vein, liver) had higher attenuation with BAY3685750 than with iodine at all phases and VMIs. The r1 relaxivity of BAY3685750 in human plasma (1.41 T) was 8.95 L mmol-1s-1 compared with 5.93 L mmol-1s-1 for gadobutrol.
Conclusion: The hybrid iodine-gadolinium contrast medium BAY3685750 provides higher attenuation than conventional iodine-based CT contrast, suggesting improved image quality in high-energy VMIs.
背景:光子计数CT (PCD-CT)通过虚拟单能图像(VMI)重建为每次临床扫描提供光谱成像。然而,由于传统的碘基造影剂具有低k边缘,在高能量下,vmi中的图像对比度降低。高k边造影剂可以提高高能vmi的对比度。因此,本研究研究了一种新型碘钆杂交造影剂BAY3685750。材料与方法:体外实验将BAY3685750与传统的碘基和钆基造影剂在拟人腹部幻影中进行比较。BAY3685750在水和人血浆中的松弛度(r1)为1.41 T,以评估其在MRI和CT应用中的潜力。接下来,3只Göttingen迷你猪在第一代PCD-CT上接受了多相增强上腹部CT。在2只动物中,使用BAY3685750进行第一次扫描,随后进行60分钟的冲洗,然后使用标准碘基造影剂进行第二次多相扫描。在第三只动物身上,顺序颠倒了。重建所有扫描的vmi,以便对2种造影剂进行个体内比较。结果:在幻影研究中,BAY3685750的衰减高于碘基造影剂,低于钆基造影剂。与碘介质相比,BAY3685750的衰减随能量的增加而不断增加,分别提高了约20% (70 keV)、36% (100 keV)和78% (140 keV)。在体内,BAY3685750在各期和VMIs的所有测量结构(主动脉、下腔静脉、门静脉、肝脏)的衰减均高于碘。BAY3685750在人血浆中的r1松弛度(1.41 T)为8.95 L mmol-1s-1,而gadobutrol为5.93 L mmol-1s-1。结论:混合碘钆造影剂BAY3685750比常规碘基CT造影剂具有更高的衰减,可改善高能VMIs的图像质量。
{"title":"Experimental Evaluation of a Hybrid Iodine-Gadolinium Contrast Medium in Photon-counting Detector CT.","authors":"Florian Haag, Johann Rink, Jessica Lohrke, Stefan O Schoenberg, Hubertus Pietsch, Matthias F Froelich, Gregor Jost","doi":"10.1097/RLI.0000000000001257","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001257","url":null,"abstract":"<p><strong>Background: </strong>Photon-counting CT (PCD-CT) provides spectral imaging in every clinical scan through virtual monoenergetic image (VMI) reconstruction. However, because conventional iodine-based contrast medium has a low k-edge, image contrast in the VMIs decreases at high energies. Contrast media with higher k-edges may improve contrast in high-energy VMIs. Therefore, this study investigates BAY3685750, a novel iodine-gadolinium hybrid contrast medium.</p><p><strong>Materials and methods: </strong>In vitro experiments compared BAY3685750 with conventional iodine-based and gadolinium-based contrast agents in an anthropomorphic abdominal phantom. Relaxivity (r1) of BAY3685750 was measured at 1.41 T in water and human plasma to assess its potential for both MRI and CT applications. Next, 3 Göttingen minipigs underwent multiphasic contrast-enhanced upper abdominal CT on a first-generation PCD-CT. In 2 animals, BAY3685750 was administered for the first scan, followed by a 60-minute washout and a second multiphasic scan with a standard iodine-based contrast medium. In the third animal, the order was reversed. VMIs were reconstructed for all scans, enabling intraindividual comparison of the 2 contrast agents.</p><p><strong>Results: </strong>In the phantom study, BAY3685750 produced higher attenuation than the iodine-based contrast medium and lower attenuation than the gadolinium-based medium. Relative to the iodine medium, BAY3685750 attenuation increased continuously with energy, reaching ~20% (70 keV), 36% (100 keV), and 78% (140 keV) higher values. In vivo, all measured structures (aorta, inferior vena cava, portal vein, liver) had higher attenuation with BAY3685750 than with iodine at all phases and VMIs. The r1 relaxivity of BAY3685750 in human plasma (1.41 T) was 8.95 L mmol-1s-1 compared with 5.93 L mmol-1s-1 for gadobutrol.</p><p><strong>Conclusion: </strong>The hybrid iodine-gadolinium contrast medium BAY3685750 provides higher attenuation than conventional iodine-based CT contrast, suggesting improved image quality in high-energy VMIs.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146105358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-02DOI: 10.1097/RLI.0000000000001274
Fabian Preisner, Sven F Garbade, Sarah C Grünert, Daniel Schwarz, Johann M E Jende, Felix T Kurz, Volker Sturm, Dorothea Haas, Steffen Syrbe, Julia Neugebauer, Skadi Beblo, Corina Weigel, Sabine Heiland, Martin Bendszus, Stefan Kölker, Ulrike Mütze
Objectives: MR neurography (MRN) is a modern technique for visualizing peripheral nerves and quantifying microstructural pathology, yet its use in pediatric populations remains largely unexplored. This study evaluates the applicability and diagnostic performance of MRN in children and adolescents with genetically confirmed long-chain 3-hydroxyacyl-CoA dehydrogenase deficiency (LCHADD) and mitochondrial trifunctional protein deficiency (MTPD), in which peripheral neuropathy is a known long-term complication.
Materials and methods: In a prospective cross-sectional study, 15 patients (LCHADD n = 6; MTPD n = 9) and 14 age-matched controls underwent high-resolution mid-thigh MRN of the sciatic nerve to assess (1) T2-based lesion burden for tibial (SNTib) and peroneal (SNPer) fascicles, (2) functional nerve integrity of the tibial fascicles using diffusion tensor metrics, including fractional anisotropy (FA) and radial diffusivity (RD), and (3) tibial fascicle-based T2 relaxometry parameters. In addition, clinical and electrophysiological data were obtained. Age-adjusted linear regression, ROC analyses, and linear discriminant analyses (LDA) quantified group effects and classification performance.
Results: Overall, patients showed higher T2 lesion burden compared with controls (SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001), reduced tibial fascicle FA (Δ: -0.098, P = 0.001), and increased tibial fascicle RD (Δ: +147.4×10-6 mm2/s, P = 0.011). Subgroup comparisons between LCHADD and MTPD revealed no significant differences. Of the 15 patients, 7 exhibited signs of clinical neuropathy. Neuropathic individuals showed pronounced abnormalities (SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001), while even those without clinical neuropathy exhibited elevated SNPer lesion burden (+1.64%; P = 0.018) and reduced tibial fascicle FA (Δ: -0.062, P = 0.03), compared with controls, indicating subclinical involvement. SNTib lesion burden showed excellent discrimination (AUC: 95.2%), and FA performed well (AUC: 81.2%). Multiparametric LDA achieved 93% apparent in-sample accuracy for patients versus controls, 86% for LCHADD versus MTPD, and 90% for classifying neuropathic, non-neuropathic, and control groups.
Conclusions: MRN can be readily applied in children and adolescents and sensitively detects both clinically manifest and subclinical peripheral nerve involvement in long-chain fatty acid oxidation disorders. Extending this capability, exploratory LDA suggests that combining multiple MRN metrics may provide complementary diagnostic and phenotypic information beyond individual parameters.
目的:MR神经造影(MRN)是一种用于观察周围神经和量化显微结构病理的现代技术,但其在儿科人群中的应用仍未得到充分探索。本研究评估了MRN在遗传上证实的长链3-羟基酰基辅酶a脱氢酶缺乏症(LCHADD)和线粒体三功能蛋白缺乏症(MTPD)的儿童和青少年中的适用性和诊断性能,其中周围神经病变是已知的长期并发症。材料和方法:在一项前瞻性横断面研究中,15名患者(LCHADD n = 6; MTPD n = 9)和14名年龄匹配的对照者对坐骨神经进行了高分辨率大腿中部MRN检查,以评估(1)胫骨(SNTib)和腓神经束(SNPer)基于T2的病变负担,(2)利用弥散张量指标,包括分数各向异性(FA)和径向弥散性(RD),以及(3)基于胫骨肌束的T2松弛测量参数评估胫骨肌束的功能神经完整性。此外,还获得了临床和电生理数据。年龄调整线性回归、ROC分析和线性判别分析(LDA)量化了组效应和分类效果。结果:总体而言,与对照组相比,患者表现出更高的T2病变负担(SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001),胫束FA减少(Δ: -0.098, P = 0.001),胫束RD增加(Δ: +147.4×10-6 mm2/s, P = 0.011)。LCHADD与MTPD的亚组比较无显著差异。15例患者中,7例表现出临床神经病变体征。神经病变个体表现出明显的异常(SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001),而即使没有临床神经病变的患者也表现出与对照组相比SNPer病变负担增加(+1.64%,P = 0.018)和胫束FA减少(Δ: -0.062, P = 0.03),表明亚临床累及。SNTib病变负荷具有良好的鉴别能力(AUC: 95.2%), FA表现良好(AUC: 81.2%)。多参数LDA对患者和对照组的样本内表观准确率为93%,LCHADD和MTPD的样本内表观准确率为86%,对神经性、非神经性和对照组的样本内表观准确率为90%。结论:MRN可以很容易地应用于儿童和青少年,并且可以灵敏地检测长链脂肪酸氧化障碍的临床表现和亚临床周围神经受累。探索性LDA扩展了这一功能,表明结合多个MRN指标可以提供超越个体参数的互补诊断和表型信息。
{"title":"MR Neurography in Children and Adolescents: Multiparametric Assessment of Peripheral Nerve Involvement in Long-chain Fatty Acid Oxidation Disorders.","authors":"Fabian Preisner, Sven F Garbade, Sarah C Grünert, Daniel Schwarz, Johann M E Jende, Felix T Kurz, Volker Sturm, Dorothea Haas, Steffen Syrbe, Julia Neugebauer, Skadi Beblo, Corina Weigel, Sabine Heiland, Martin Bendszus, Stefan Kölker, Ulrike Mütze","doi":"10.1097/RLI.0000000000001274","DOIUrl":"https://doi.org/10.1097/RLI.0000000000001274","url":null,"abstract":"<p><strong>Objectives: </strong>MR neurography (MRN) is a modern technique for visualizing peripheral nerves and quantifying microstructural pathology, yet its use in pediatric populations remains largely unexplored. This study evaluates the applicability and diagnostic performance of MRN in children and adolescents with genetically confirmed long-chain 3-hydroxyacyl-CoA dehydrogenase deficiency (LCHADD) and mitochondrial trifunctional protein deficiency (MTPD), in which peripheral neuropathy is a known long-term complication.</p><p><strong>Materials and methods: </strong>In a prospective cross-sectional study, 15 patients (LCHADD n = 6; MTPD n = 9) and 14 age-matched controls underwent high-resolution mid-thigh MRN of the sciatic nerve to assess (1) T2-based lesion burden for tibial (SNTib) and peroneal (SNPer) fascicles, (2) functional nerve integrity of the tibial fascicles using diffusion tensor metrics, including fractional anisotropy (FA) and radial diffusivity (RD), and (3) tibial fascicle-based T2 relaxometry parameters. In addition, clinical and electrophysiological data were obtained. Age-adjusted linear regression, ROC analyses, and linear discriminant analyses (LDA) quantified group effects and classification performance.</p><p><strong>Results: </strong>Overall, patients showed higher T2 lesion burden compared with controls (SNTib: +2.75%, P = 0.001; SNPer: +1.94%, P = 0.001), reduced tibial fascicle FA (Δ: -0.098, P = 0.001), and increased tibial fascicle RD (Δ: +147.4×10-6 mm2/s, P = 0.011). Subgroup comparisons between LCHADD and MTPD revealed no significant differences. Of the 15 patients, 7 exhibited signs of clinical neuropathy. Neuropathic individuals showed pronounced abnormalities (SNTib: +4.22%, P < 0.001; SNPer: +2.29%, P = 0.002; ΔFA: -0.138, P < 0.001), while even those without clinical neuropathy exhibited elevated SNPer lesion burden (+1.64%; P = 0.018) and reduced tibial fascicle FA (Δ: -0.062, P = 0.03), compared with controls, indicating subclinical involvement. SNTib lesion burden showed excellent discrimination (AUC: 95.2%), and FA performed well (AUC: 81.2%). Multiparametric LDA achieved 93% apparent in-sample accuracy for patients versus controls, 86% for LCHADD versus MTPD, and 90% for classifying neuropathic, non-neuropathic, and control groups.</p><p><strong>Conclusions: </strong>MRN can be readily applied in children and adolescents and sensitively detects both clinically manifest and subclinical peripheral nerve involvement in long-chain fatty acid oxidation disorders. Extending this capability, exploratory LDA suggests that combining multiple MRN metrics may provide complementary diagnostic and phenotypic information beyond individual parameters.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146105503","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01DOI: 10.1097/RLI.0000000000001218
Lavanya Umapathy, Patricia M Johnson, Tarun Dutt, Angela Tong, Sumit Chopra, Daniel K Sodickson, Hersh Chandarana
<p><strong>Objectives: </strong>Despite its high negative predictive value (NPV) for clinically significant prostate cancer (csPCa), MRI suffers from a substantial number of false positives, especially for intermediate-risk cases. In this work, we determine whether a deep learning model trained with PI-RADS-guided representation learning can disambiguate the PI-RADS 3 classification, detect csPCa from bi-parametric prostate MR images, and avoid unnecessary benign biopsies.</p><p><strong>Materials and methods: </strong>This study included 28,263 MR examinations and radiology reports from 21,938 men imaged for known or suspected prostate cancer between 2015 and 2023 at our institution (21 imaging locations with 34 readers), with 6352 subsequent biopsies. We trained a deep learning model, a representation learner (RL), to learn how radiologists interpret conventionally acquired T2-weighted and diffusion-weighted MR images, using exams in which the radiologists are confident in their risk assessments (PI-RADS 1 and 2 for the absence of csPCa vs. PI-RADS 4 and 5 for the presence of csPCa, n=21,465). We then trained biopsy-decision models to detect csPCa (Gleason score ≥7) using these learned image representations, and compared them to the performance of radiologists, and of models trained on other clinical variables (age, prostate volume, PSA, and PSA density) for treatment-naïve test cohorts consisting of only PI-RADS 3 (n=253, csPCa=103) and all PI-RADS (n=531, csPCa=300) cases.</p><p><strong>Results: </strong>On the 2 test cohorts (PI-RADS-3-only, all-PI-RADS), RL-based biopsy-decision models consistently yielded higher AUCs in detecting csPCa (AUC=0.73 [0.66, 0.79], 0.88 [0.85, 0.91]) compared with radiologists (equivocal, AUC=0.79 [0.75, 0.83]) and the clinical model (AUCs=0.69 [0.62, 0.75], 0.78 [0.74, 0.82]). In the PIRADS-3-only cohort, all of whom would be biopsied using our institution's standard of care, the RL decision model avoided 41% (62/150) of benign biopsies compared with the clinical model (26%, P <0.001), and improved biopsy yield by 10% compared with the PI-RADS ≥3 decision strategy (0.50 vs. 0.40). Furthermore, on the all-PI-RADS cohort, RL decision model avoided 27% of additional benign biopsies (138/231) compared to radiologists (33%, P <0.001) with comparable sensitivity (93% vs. 92%), higher NPV (0.87 vs. 0.77), and biopsy yield (0.75 vs. 0.64). The combination of clinical and RL decision models further avoided benign biopsies (46% in PI-RADS-3-only and 62% in all-PI-RADS) while improving NPV (0.82, 0.88) and biopsy yields (0.52, 0.76) across the 2 test cohorts.</p><p><strong>Conclusions: </strong>Our PI-RADS-guided deep learning RL model learns summary representations from bi-parametric prostate MR images that can provide additional information to disambiguate intermediate-risk PI-RADS 3 assessments. The resulting RL-based biopsy decision models also outperformed radiologists in avoiding benign biopsies while maintaining com
{"title":"Leveraging Representation Learning for Bi-parametric Prostate MRI to Disambiguate PI-RADS 3 and Improve Biopsy Decision Strategies.","authors":"Lavanya Umapathy, Patricia M Johnson, Tarun Dutt, Angela Tong, Sumit Chopra, Daniel K Sodickson, Hersh Chandarana","doi":"10.1097/RLI.0000000000001218","DOIUrl":"10.1097/RLI.0000000000001218","url":null,"abstract":"<p><strong>Objectives: </strong>Despite its high negative predictive value (NPV) for clinically significant prostate cancer (csPCa), MRI suffers from a substantial number of false positives, especially for intermediate-risk cases. In this work, we determine whether a deep learning model trained with PI-RADS-guided representation learning can disambiguate the PI-RADS 3 classification, detect csPCa from bi-parametric prostate MR images, and avoid unnecessary benign biopsies.</p><p><strong>Materials and methods: </strong>This study included 28,263 MR examinations and radiology reports from 21,938 men imaged for known or suspected prostate cancer between 2015 and 2023 at our institution (21 imaging locations with 34 readers), with 6352 subsequent biopsies. We trained a deep learning model, a representation learner (RL), to learn how radiologists interpret conventionally acquired T2-weighted and diffusion-weighted MR images, using exams in which the radiologists are confident in their risk assessments (PI-RADS 1 and 2 for the absence of csPCa vs. PI-RADS 4 and 5 for the presence of csPCa, n=21,465). We then trained biopsy-decision models to detect csPCa (Gleason score ≥7) using these learned image representations, and compared them to the performance of radiologists, and of models trained on other clinical variables (age, prostate volume, PSA, and PSA density) for treatment-naïve test cohorts consisting of only PI-RADS 3 (n=253, csPCa=103) and all PI-RADS (n=531, csPCa=300) cases.</p><p><strong>Results: </strong>On the 2 test cohorts (PI-RADS-3-only, all-PI-RADS), RL-based biopsy-decision models consistently yielded higher AUCs in detecting csPCa (AUC=0.73 [0.66, 0.79], 0.88 [0.85, 0.91]) compared with radiologists (equivocal, AUC=0.79 [0.75, 0.83]) and the clinical model (AUCs=0.69 [0.62, 0.75], 0.78 [0.74, 0.82]). In the PIRADS-3-only cohort, all of whom would be biopsied using our institution's standard of care, the RL decision model avoided 41% (62/150) of benign biopsies compared with the clinical model (26%, P <0.001), and improved biopsy yield by 10% compared with the PI-RADS ≥3 decision strategy (0.50 vs. 0.40). Furthermore, on the all-PI-RADS cohort, RL decision model avoided 27% of additional benign biopsies (138/231) compared to radiologists (33%, P <0.001) with comparable sensitivity (93% vs. 92%), higher NPV (0.87 vs. 0.77), and biopsy yield (0.75 vs. 0.64). The combination of clinical and RL decision models further avoided benign biopsies (46% in PI-RADS-3-only and 62% in all-PI-RADS) while improving NPV (0.82, 0.88) and biopsy yields (0.52, 0.76) across the 2 test cohorts.</p><p><strong>Conclusions: </strong>Our PI-RADS-guided deep learning RL model learns summary representations from bi-parametric prostate MR images that can provide additional information to disambiguate intermediate-risk PI-RADS 3 assessments. The resulting RL-based biopsy decision models also outperformed radiologists in avoiding benign biopsies while maintaining com","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":"127-135"},"PeriodicalIF":8.0,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12336996/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144527976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-21DOI: 10.1097/RLI.0000000000001266
Zsolt Szucs-Farkas, Ludovic G Perrin, Badis M'Hamdi, Hasan Zaytoun, Andreas Christe, Adrian T Huber
Background and objectives: Following endovascular repair of an aortic aneurysm, patients need regular surveillance using CT to exclude endoleaks. The optimal technical parameters for photon-counting detector CT (PCD-CT) have not yet been established in this clinical context. This study examines the impact of the ultra-high resolution (UHR) mode and monoenergetic reconstructions at various keV on the detection of small endoleaks in experimental settings.
Materials and methods: An aneurysm phantom model mimicking medium- and large-sized patients was scanned using PCD-CT. Monoenergetic images (MEIs) were reconstructed with standard resolution at 40, 45, 50, 55, and 60 keV and with UHR at 45, 50, and 55 keV. Three independent blinded radiologists assessed 80 CT series containing 2880 simulated endoleaks with diameters of 2, 4, and 6 mm. The observers' ratings were analyzed and compared with the jackknife alternative free-response operational characteristics (JAFROC1) method by calculating a figure-of-merit for the performance ( A1 ). The Spearman R was calculated for the correlation between A1 and objective image quality.
Results: The best readers' performance was achieved with the 50 keV UHR, 55 keV standard, 55 keV UHR, and 60 keV standard series ( A1 =0.66 to 0.72) in the medium and with the 55 keV standard, 55 keV UHR, and 60 keV standard reconstructions ( A1 = 0.40 to 0.49) in the large phantom. UHR provided higher A1 than the standard reconstruction at 50 keV for 4 to 6 mm endoleaks ( A1 , 0.82 vs. 0.72; P =0.015 in medium and 0.42 vs. 0.30; P =0.028 in large phantom) and for 6 mm endoleaks ( A1 , 0.93 vs. 0.83; P =0.002 in medium and 0.53 vs. 0.36; P =0.013 in large phantom). In both phantoms, readers' performance correlated negatively with image noise (Spearman R =-0.83; P =0.01 in the medium and Spearman R =-0.98; P <0.001 in the large phantom) and showed no correlation with the contrast-to-noise ratio of endoleaks ( P =0.91 and 0.73).
Conclusions: The 55 keV standard or UHR and 60 keV standard reconstructions yielded the best performance for detecting small endoleaks with PCD-CT. The UHR mode improved performance at 50 keV for 4 to 6 mm and 6 mm endoleaks.
{"title":"Effect of Monoenergetic Reconstructions and Ultra-High-Resolution on the Detection of Small Endoleaks With Photon-Counting Detector CT.","authors":"Zsolt Szucs-Farkas, Ludovic G Perrin, Badis M'Hamdi, Hasan Zaytoun, Andreas Christe, Adrian T Huber","doi":"10.1097/RLI.0000000000001266","DOIUrl":"10.1097/RLI.0000000000001266","url":null,"abstract":"<p><strong>Background and objectives: </strong>Following endovascular repair of an aortic aneurysm, patients need regular surveillance using CT to exclude endoleaks. The optimal technical parameters for photon-counting detector CT (PCD-CT) have not yet been established in this clinical context. This study examines the impact of the ultra-high resolution (UHR) mode and monoenergetic reconstructions at various keV on the detection of small endoleaks in experimental settings.</p><p><strong>Materials and methods: </strong>An aneurysm phantom model mimicking medium- and large-sized patients was scanned using PCD-CT. Monoenergetic images (MEIs) were reconstructed with standard resolution at 40, 45, 50, 55, and 60 keV and with UHR at 45, 50, and 55 keV. Three independent blinded radiologists assessed 80 CT series containing 2880 simulated endoleaks with diameters of 2, 4, and 6 mm. The observers' ratings were analyzed and compared with the jackknife alternative free-response operational characteristics (JAFROC1) method by calculating a figure-of-merit for the performance ( A1 ). The Spearman R was calculated for the correlation between A1 and objective image quality.</p><p><strong>Results: </strong>The best readers' performance was achieved with the 50 keV UHR, 55 keV standard, 55 keV UHR, and 60 keV standard series ( A1 =0.66 to 0.72) in the medium and with the 55 keV standard, 55 keV UHR, and 60 keV standard reconstructions ( A1 = 0.40 to 0.49) in the large phantom. UHR provided higher A1 than the standard reconstruction at 50 keV for 4 to 6 mm endoleaks ( A1 , 0.82 vs. 0.72; P =0.015 in medium and 0.42 vs. 0.30; P =0.028 in large phantom) and for 6 mm endoleaks ( A1 , 0.93 vs. 0.83; P =0.002 in medium and 0.53 vs. 0.36; P =0.013 in large phantom). In both phantoms, readers' performance correlated negatively with image noise (Spearman R =-0.83; P =0.01 in the medium and Spearman R =-0.98; P <0.001 in the large phantom) and showed no correlation with the contrast-to-noise ratio of endoleaks ( P =0.91 and 0.73).</p><p><strong>Conclusions: </strong>The 55 keV standard or UHR and 60 keV standard reconstructions yielded the best performance for detecting small endoleaks with PCD-CT. The UHR mode improved performance at 50 keV for 4 to 6 mm and 6 mm endoleaks.</p>","PeriodicalId":14486,"journal":{"name":"Investigative Radiology","volume":" ","pages":""},"PeriodicalIF":8.0,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146010437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}