Insights into Imaging
@insightsimaging.bsky.social
#InsightsIntoImaging is a gold open access journal owned by the European Society of Radiology and edited by Editor-in-Chief, Paola Clauser.
🟣 https://www.i3-journal.org/
Social Media Editor: @cannellaroberto.bsky.social
🟣 https://www.i3-journal.org/
Social Media Editor: @cannellaroberto.bsky.social
🧠 Conus medullaris & cauda equina syndromes often overlap clinically - but imaging reveals the difference.
🩻 Key takeaway: Contrast-enhanced MRI is essential for distinguishing tumors, infections, vascular & inflammatory causes.
🩻 Key takeaway: Contrast-enhanced MRI is essential for distinguishing tumors, infections, vascular & inflammatory causes.
November 12, 2025 at 10:01 AM
🧠 Conus medullaris & cauda equina syndromes often overlap clinically - but imaging reveals the difference.
🩻 Key takeaway: Contrast-enhanced MRI is essential for distinguishing tumors, infections, vascular & inflammatory causes.
🩻 Key takeaway: Contrast-enhanced MRI is essential for distinguishing tumors, infections, vascular & inflammatory causes.
🧠 New study:
A post-hoc analysis of the MR CLEAN-MED trial examined whether white matter lesion (WML) volume modifies the effect of periprocedural aspirin or heparin during endovascular treatment for acute ischemic stroke.
A post-hoc analysis of the MR CLEAN-MED trial examined whether white matter lesion (WML) volume modifies the effect of periprocedural aspirin or heparin during endovascular treatment for acute ischemic stroke.
November 11, 2025 at 10:00 AM
🧠 New study:
A post-hoc analysis of the MR CLEAN-MED trial examined whether white matter lesion (WML) volume modifies the effect of periprocedural aspirin or heparin during endovascular treatment for acute ischemic stroke.
A post-hoc analysis of the MR CLEAN-MED trial examined whether white matter lesion (WML) volume modifies the effect of periprocedural aspirin or heparin during endovascular treatment for acute ischemic stroke.
💡 #AI helps decode lung nodules!
A deep learning model (Swin Transformer) can noninvasively predict the pathological subtypes of pure ground-glass nodules (pGGN) on CT - better than radiologists.
✅ Accuracy: 91–95%
✅ F1-score: 91%
A deep learning model (Swin Transformer) can noninvasively predict the pathological subtypes of pure ground-glass nodules (pGGN) on CT - better than radiologists.
✅ Accuracy: 91–95%
✅ F1-score: 91%
November 10, 2025 at 2:04 PM
💡 #AI helps decode lung nodules!
A deep learning model (Swin Transformer) can noninvasively predict the pathological subtypes of pure ground-glass nodules (pGGN) on CT - better than radiologists.
✅ Accuracy: 91–95%
✅ F1-score: 91%
A deep learning model (Swin Transformer) can noninvasively predict the pathological subtypes of pure ground-glass nodules (pGGN) on CT - better than radiologists.
✅ Accuracy: 91–95%
✅ F1-score: 91%
🌍 Global snapshot of spectral CT use
An IAEA survey across 80+ institutions reveals:
⚡ Access to spectral CT is growing, but clinical use lags behind.
🧩 Over 50% lack dedicated QA/QC programs.
🎓 Training gaps - especially among medical physicists - persist.
An IAEA survey across 80+ institutions reveals:
⚡ Access to spectral CT is growing, but clinical use lags behind.
🧩 Over 50% lack dedicated QA/QC programs.
🎓 Training gaps - especially among medical physicists - persist.
November 10, 2025 at 10:01 AM
🌍 Global snapshot of spectral CT use
An IAEA survey across 80+ institutions reveals:
⚡ Access to spectral CT is growing, but clinical use lags behind.
🧩 Over 50% lack dedicated QA/QC programs.
🎓 Training gaps - especially among medical physicists - persist.
An IAEA survey across 80+ institutions reveals:
⚡ Access to spectral CT is growing, but clinical use lags behind.
🧩 Over 50% lack dedicated QA/QC programs.
🎓 Training gaps - especially among medical physicists - persist.
🥳 Happy International Day of Radiology!! Join us in celebrating with #IDor2025 and let us know how you’re marking the day! Send us your photos and the best will be featured on the European Society of Radiology page!
November 8, 2025 at 11:01 AM
🥳 Happy International Day of Radiology!! Join us in celebrating with #IDor2025 and let us know how you’re marking the day! Send us your photos and the best will be featured on the European Society of Radiology page!
⚠️ New study!
In patients with hepatocellular carcinoma (HCC) undergoing preoperative radiotherapy, changes in the apparent diffusion coefficient (ADC) predicted pathological response better than conventional mRECIST or LR-TR criteria.
In patients with hepatocellular carcinoma (HCC) undergoing preoperative radiotherapy, changes in the apparent diffusion coefficient (ADC) predicted pathological response better than conventional mRECIST or LR-TR criteria.
November 7, 2025 at 1:02 PM
⚠️ New study!
In patients with hepatocellular carcinoma (HCC) undergoing preoperative radiotherapy, changes in the apparent diffusion coefficient (ADC) predicted pathological response better than conventional mRECIST or LR-TR criteria.
In patients with hepatocellular carcinoma (HCC) undergoing preoperative radiotherapy, changes in the apparent diffusion coefficient (ADC) predicted pathological response better than conventional mRECIST or LR-TR criteria.
⚠️ New #InsightsintoImaging study
Using the Reason for Exam Imaging Reporting and Data System (RI-RADS), this study found that:
Using the Reason for Exam Imaging Reporting and Data System (RI-RADS), this study found that:
November 7, 2025 at 10:01 AM
⚠️ New #InsightsintoImaging study
Using the Reason for Exam Imaging Reporting and Data System (RI-RADS), this study found that:
Using the Reason for Exam Imaging Reporting and Data System (RI-RADS), this study found that:
Can MR nerve/bone fusion imaging improve grading of cervical neural foraminal stenosis (CNFS)?
November 6, 2025 at 10:01 AM
Can MR nerve/bone fusion imaging improve grading of cervical neural foraminal stenosis (CNFS)?
💡 Does rectal gas affect prostate MRI accuracy?
A 3-center study of 34,697 MRI exams found no drop in cancer detection rate even when DWI showed gas-induced artifacts.
🧠 Takeaway: Image quality matters - but gas artifacts may not compromise diagnosis. (Hirotsugu Nakai et al.)
#InsightsintoImaging
A 3-center study of 34,697 MRI exams found no drop in cancer detection rate even when DWI showed gas-induced artifacts.
🧠 Takeaway: Image quality matters - but gas artifacts may not compromise diagnosis. (Hirotsugu Nakai et al.)
#InsightsintoImaging
November 5, 2025 at 10:01 AM
💡 Does rectal gas affect prostate MRI accuracy?
A 3-center study of 34,697 MRI exams found no drop in cancer detection rate even when DWI showed gas-induced artifacts.
🧠 Takeaway: Image quality matters - but gas artifacts may not compromise diagnosis. (Hirotsugu Nakai et al.)
#InsightsintoImaging
A 3-center study of 34,697 MRI exams found no drop in cancer detection rate even when DWI showed gas-induced artifacts.
🧠 Takeaway: Image quality matters - but gas artifacts may not compromise diagnosis. (Hirotsugu Nakai et al.)
#InsightsintoImaging
⚠️ New #InsightsintoImaging study
Are all risk factors for iodinated contrast media (ICM) hypersensitivity reactions truly relevant?
🔍 After reviewing 126 publications, authors identified 43 published risks - but only 4 remain clinically meaningful:
Are all risk factors for iodinated contrast media (ICM) hypersensitivity reactions truly relevant?
🔍 After reviewing 126 publications, authors identified 43 published risks - but only 4 remain clinically meaningful:
November 4, 2025 at 10:01 AM
⚠️ New #InsightsintoImaging study
Are all risk factors for iodinated contrast media (ICM) hypersensitivity reactions truly relevant?
🔍 After reviewing 126 publications, authors identified 43 published risks - but only 4 remain clinically meaningful:
Are all risk factors for iodinated contrast media (ICM) hypersensitivity reactions truly relevant?
🔍 After reviewing 126 publications, authors identified 43 published risks - but only 4 remain clinically meaningful:
A CT-based clinical-radiomics model accurately predicts the response of adenocarcinoma of the esophagogastric junction (AEG) to neoadjuvant chemotherapy.
🧠 Combining radiomics + clinical factors (tumor volume, cT stage, Siewert type) improved prediction vs. either alone (AUC up to 0.90).
🧠 Combining radiomics + clinical factors (tumor volume, cT stage, Siewert type) improved prediction vs. either alone (AUC up to 0.90).
November 3, 2025 at 1:02 PM
A CT-based clinical-radiomics model accurately predicts the response of adenocarcinoma of the esophagogastric junction (AEG) to neoadjuvant chemotherapy.
🧠 Combining radiomics + clinical factors (tumor volume, cT stage, Siewert type) improved prediction vs. either alone (AUC up to 0.90).
🧠 Combining radiomics + clinical factors (tumor volume, cT stage, Siewert type) improved prediction vs. either alone (AUC up to 0.90).
🩺 Can body composition predict response to therapy in Crohn’s disease?
In a study of 113 patients with active CD treated with Ustekinumab:
In a study of 113 patients with active CD treated with Ustekinumab:
November 3, 2025 at 10:01 AM
🩺 Can body composition predict response to therapy in Crohn’s disease?
In a study of 113 patients with active CD treated with Ustekinumab:
In a study of 113 patients with active CD treated with Ustekinumab:
🏃♂️ Lateral ankle sprains are among the most frequent sports injuries. But what role does ankle anatomy play?
October 31, 2025 at 1:04 PM
🏃♂️ Lateral ankle sprains are among the most frequent sports injuries. But what role does ankle anatomy play?
🧠✨ New research highlights the importance of MRI protocol choice in multiple sclerosis.
In a study of 255 MRIs, investigators compared 3DT1 turbo spin echo (3DT1TSE) vs. 3DT1 turbo field echo (3DT1TFE) for detecting gadolinium-enhancing lesions:
In a study of 255 MRIs, investigators compared 3DT1 turbo spin echo (3DT1TSE) vs. 3DT1 turbo field echo (3DT1TFE) for detecting gadolinium-enhancing lesions:
October 31, 2025 at 10:02 AM
🧠✨ New research highlights the importance of MRI protocol choice in multiple sclerosis.
In a study of 255 MRIs, investigators compared 3DT1 turbo spin echo (3DT1TSE) vs. 3DT1 turbo field echo (3DT1TFE) for detecting gadolinium-enhancing lesions:
In a study of 255 MRIs, investigators compared 3DT1 turbo spin echo (3DT1TSE) vs. 3DT1 turbo field echo (3DT1TFE) for detecting gadolinium-enhancing lesions:
🚨 New blog post! CLEAR, METRICS, and their E3 extensions: a comprehensive framework for evaluating radiomics research
www.i3-journal.org/blog/clear-m...
www.i3-journal.org/blog/clear-m...
CLEAR, METRICS, and their E3 extensions: a comprehensive framework for evaluating radiomics research - Insights into Imaging
Authors Jingyu Zhong1,2, Burak Kocak3, Renato Cuocolo4 Authors’ institutions: 1 Department of Imaging, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China 2 Shanghai…
www.i3-journal.org
October 30, 2025 at 11:00 AM
🚨 New blog post! CLEAR, METRICS, and their E3 extensions: a comprehensive framework for evaluating radiomics research
www.i3-journal.org/blog/clear-m...
www.i3-journal.org/blog/clear-m...
📢Machine learning + CT radiomics may transform prognosis prediction in oesophageal squamous cell carcinoma.
🔍 In a cohort of 526 patients, models integrating radiomic and clinicopathological features achieved strong performance:
🔍 In a cohort of 526 patients, models integrating radiomic and clinicopathological features achieved strong performance:
October 30, 2025 at 10:01 AM
📢Machine learning + CT radiomics may transform prognosis prediction in oesophageal squamous cell carcinoma.
🔍 In a cohort of 526 patients, models integrating radiomic and clinicopathological features achieved strong performance:
🔍 In a cohort of 526 patients, models integrating radiomic and clinicopathological features achieved strong performance:
📚 Women remain underrepresented among the authors of top-cited articles in medical imaging.
October 29, 2025 at 10:03 AM
📚 Women remain underrepresented among the authors of top-cited articles in medical imaging.
🫁 New #InsightsintoImaging article: Differentiating adenocarcinomas in situ, minimally invasive, and invasive adenocarcinomas on CT remains a clinical challenge, particularly for ground-glass nodules.
October 28, 2025 at 10:02 AM
🫁 New #InsightsintoImaging article: Differentiating adenocarcinomas in situ, minimally invasive, and invasive adenocarcinomas on CT remains a clinical challenge, particularly for ground-glass nodules.
🩺 Global Consensus on Image-Guided Breast Biopsies
An international panel used a RAND-UCLA Appropriateness Method to provide guidance on optimal biopsy techniques for breast lesions:
An international panel used a RAND-UCLA Appropriateness Method to provide guidance on optimal biopsy techniques for breast lesions:
October 27, 2025 at 1:06 PM
🩺 Global Consensus on Image-Guided Breast Biopsies
An international panel used a RAND-UCLA Appropriateness Method to provide guidance on optimal biopsy techniques for breast lesions:
An international panel used a RAND-UCLA Appropriateness Method to provide guidance on optimal biopsy techniques for breast lesions:
🫀 Deep Learning Detects Aortic Dissection on Non-Contrast CT
A new segmentation-based AI framework can automatically detect aortic dissection (AD) and visualize true/false lumens on NCCT, aiding rapid diagnosis.
A new segmentation-based AI framework can automatically detect aortic dissection (AD) and visualize true/false lumens on NCCT, aiding rapid diagnosis.
October 27, 2025 at 10:02 AM
🫀 Deep Learning Detects Aortic Dissection on Non-Contrast CT
A new segmentation-based AI framework can automatically detect aortic dissection (AD) and visualize true/false lumens on NCCT, aiding rapid diagnosis.
A new segmentation-based AI framework can automatically detect aortic dissection (AD) and visualize true/false lumens on NCCT, aiding rapid diagnosis.
🩺 Predicting Microvascular Invasion in PNETs with CT
Portal venous-phase CT can help identify microvascular invasion (MVI) and guide prognosis in pancreatic neuroendocrine tumors.
Portal venous-phase CT can help identify microvascular invasion (MVI) and guide prognosis in pancreatic neuroendocrine tumors.
October 24, 2025 at 12:03 PM
🩺 Predicting Microvascular Invasion in PNETs with CT
Portal venous-phase CT can help identify microvascular invasion (MVI) and guide prognosis in pancreatic neuroendocrine tumors.
Portal venous-phase CT can help identify microvascular invasion (MVI) and guide prognosis in pancreatic neuroendocrine tumors.
🎯 MRI-Based Risk Stratification in PDAC
The M-PRiSM model uses MRI and clinical features to predict prognosis and guide therapy in pancreatic ductal adenocarcinoma (PDAC).
insightsimaging.springeropen.com/articles/10....
The M-PRiSM model uses MRI and clinical features to predict prognosis and guide therapy in pancreatic ductal adenocarcinoma (PDAC).
insightsimaging.springeropen.com/articles/10....
October 24, 2025 at 9:03 AM
🎯 MRI-Based Risk Stratification in PDAC
The M-PRiSM model uses MRI and clinical features to predict prognosis and guide therapy in pancreatic ductal adenocarcinoma (PDAC).
insightsimaging.springeropen.com/articles/10....
The M-PRiSM model uses MRI and clinical features to predict prognosis and guide therapy in pancreatic ductal adenocarcinoma (PDAC).
insightsimaging.springeropen.com/articles/10....
📢 Deep Learning Reconstruction Enhances Pancreatic MRI
A study compared 3D-T1w-GRE arterial phase MR images with deep learning reconstruction (3D-DLR) vs standard-of-care reconstruction (SOC-Recon) in patients with suspected pancreatic disease.
insightsimaging.springeropen.com/articles/10....
A study compared 3D-T1w-GRE arterial phase MR images with deep learning reconstruction (3D-DLR) vs standard-of-care reconstruction (SOC-Recon) in patients with suspected pancreatic disease.
insightsimaging.springeropen.com/articles/10....
October 23, 2025 at 9:02 AM
📢 Deep Learning Reconstruction Enhances Pancreatic MRI
A study compared 3D-T1w-GRE arterial phase MR images with deep learning reconstruction (3D-DLR) vs standard-of-care reconstruction (SOC-Recon) in patients with suspected pancreatic disease.
insightsimaging.springeropen.com/articles/10....
A study compared 3D-T1w-GRE arterial phase MR images with deep learning reconstruction (3D-DLR) vs standard-of-care reconstruction (SOC-Recon) in patients with suspected pancreatic disease.
insightsimaging.springeropen.com/articles/10....
This study highlights the importance of evaluating AI models, like Mirai, in minority populations that have traditionally been underrepresented in research.
October 22, 2025 at 12:08 PM
This study highlights the importance of evaluating AI models, like Mirai, in minority populations that have traditionally been underrepresented in research.
📢 A retrospective study assessed the Objective Structured Clinical Examination (OSCE) for radiology residents from both examiner and examinee perspectives.
October 22, 2025 at 9:02 AM
📢 A retrospective study assessed the Objective Structured Clinical Examination (OSCE) for radiology residents from both examiner and examinee perspectives.