Abdominal Radiology最新文献

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Comparison of intravoxel incoherent motion and diffusion kurtosis imaging and 18- FDG PET/CT in response assessment in rectosigmoid carcinoma. 体细胞内不连贯运动和弥散峰度成像与 18- FDG PET/CT 在直肠乙状结肠癌反应评估中的比较。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04689-8
Stuti Chandola, Abhishek Soni, Soham Banerjee, Hemanga K Bhattacharjee, Raju Sharma, Ankita Phulia, Sushmita Pathy, Chandan J Das
{"title":"Comparison of intravoxel incoherent motion and diffusion kurtosis imaging and 18- FDG PET/CT in response assessment in rectosigmoid carcinoma.","authors":"Stuti Chandola, Abhishek Soni, Soham Banerjee, Hemanga K Bhattacharjee, Raju Sharma, Ankita Phulia, Sushmita Pathy, Chandan J Das","doi":"10.1007/s00261-024-04689-8","DOIUrl":"https://doi.org/10.1007/s00261-024-04689-8","url":null,"abstract":"<p><strong>Objective: </strong>To evaluate the performance of intravoxel incoherent motion and diffusion kurtosis imaging (IVIM- DKI) in response assessment of rectosigmoid carcinoma to chemo-radiotherapy (CRT) and compare with 18-FDG PET/CT parameters.</p><p><strong>Methods: </strong>A total of 30 patients of recto-sigmoid cancer on CRT underwent baseline staging and follow-up with IVIM - DKI. Out of this cohort, 20 patients underwent 18-FDG PET/CT. IVIM- DKI MRI and PET/CT parameters were noted from both pre and post-chemoradiotherapy (done at 6 weeks after completion) scans. Quantitative IVIM-DKI parameters, viz. apparent (ADC) and molecular (D) diffusion coefficient, perfusion coefficient (f), and kurtosis (K) were measured from non-necrotic areas and semi-quantitative PET parameters including SUV max, SUV ratio, metabolic tumor volume (MTV), total lesion glycolysis (TLG) were also measured. All these parameters correlated with the patient's response keeping RECIST 1.1 criteria as reference standard.</p><p><strong>Results: </strong>A statistically significant increase in D and ADC with a significant decline in K was noted after therapy in the entire cohort. These changes were observed in both responders as well as non-responders. No significant differences were observed in the percentage changes of these parameters post therapy amongst both groups. Among 20 patients with follow-up PET/CT imaging, a significant decline in all parameters of primary lesion was seen post-therapy. Responders (n = 12) showed a significant decline in MTV and TLG from baseline after therapy, whereas non-responders did not show any such decline. Change in TLG (ɗ TLG), followed by ɗ MTV had the strongest correlation with a positive response. A ɗ TLG value of ≥ 54.19 carried a 79% sensitivity and 83% specificity in differentiating responders from non responders.</p><p><strong>Conclusion: </strong>18-FDG PET/CT is a more accurate single modality for assessing both response and tumor burden post therapy, while ADC and D from IVIM MRI are useful adjuncts to response assessment.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708606","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing US for HCC surveillance. 优化 US 对 HCC 的监控。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04631-y
Shuchi K Rodgers, David T Fetzer, James H Seow, Kathryn McGillen, David P Burrowes, Christopher Fung, Ashlesha S Udare, Stephanie R Wilson, Aya Kamaya
{"title":"Optimizing US for HCC surveillance.","authors":"Shuchi K Rodgers, David T Fetzer, James H Seow, Kathryn McGillen, David P Burrowes, Christopher Fung, Ashlesha S Udare, Stephanie R Wilson, Aya Kamaya","doi":"10.1007/s00261-024-04631-y","DOIUrl":"https://doi.org/10.1007/s00261-024-04631-y","url":null,"abstract":"<p><p>Ultrasound is the primary imaging modality used for surveillance of patients at risk for HCC. In 2017, the American College of Radiology Liver Imaging Reporting and Data Systems (ACR LI-RADS) introduced US LI-RADS to standardize the performance, interpretation, and reporting of US for HCC surveillance, with the algorithm recently updated as LI-RADS US Surveillance v2024. The American Association for the Study of Liver Diseases (AASLD) recommends reporting both the examination-level LI-RADS US Category as well as the US Visualization Score. The US Category conveys the overall findings of the exam and primarily determines follow up recommendations. The US Visualization Score conveys the expected sensitivity of the test and stratifies patients into appropriate surveillance pathways. One of the goals of routine surveillance is the detection of HCC at an early, potentially curable stage. Therefore, optimizing US technique is of critical importance. Increasing North American and worldwide utilization of LI-RADS US Surveillance, which includes technical recommendations, through education and outreach will undoubtedly benefit patients undergoing US HCC surveillance.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Classics in abdominal imaging: a tangle of vessels in the mesentery. 腹部成像经典:肠系膜血管纠结。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04687-w
Hui Yu Tham, Ming Ngan Aloysius Tan, Chern Yue Glen Ong
{"title":"Classics in abdominal imaging: a tangle of vessels in the mesentery.","authors":"Hui Yu Tham, Ming Ngan Aloysius Tan, Chern Yue Glen Ong","doi":"10.1007/s00261-024-04687-w","DOIUrl":"https://doi.org/10.1007/s00261-024-04687-w","url":null,"abstract":"","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the role of quantitative computed tomography perfusion parameters in differentiating hepatocellular carcinoma from other hepatic neoplasms. 评估定量计算机断层扫描灌注参数在区分肝细胞癌和其他肝肿瘤方面的作用。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04688-9
Sudipta Mohakud, Vimal Sreejith, Nerbadyswari Deep Bag, Susama Patra, Manas Kumar Panigrahi, Pankaj Kumar, Brahmadatta Pattnaik, Tanmay Dutta, Suprava Naik, Taraprasad Tripathy, Ranjan Kumar Patel, M Divya, Dillip Kumar Muduly, Madhabananda Kar
{"title":"Evaluating the role of quantitative computed tomography perfusion parameters in differentiating hepatocellular carcinoma from other hepatic neoplasms.","authors":"Sudipta Mohakud, Vimal Sreejith, Nerbadyswari Deep Bag, Susama Patra, Manas Kumar Panigrahi, Pankaj Kumar, Brahmadatta Pattnaik, Tanmay Dutta, Suprava Naik, Taraprasad Tripathy, Ranjan Kumar Patel, M Divya, Dillip Kumar Muduly, Madhabananda Kar","doi":"10.1007/s00261-024-04688-9","DOIUrl":"https://doi.org/10.1007/s00261-024-04688-9","url":null,"abstract":"<p><strong>Background: </strong>Differentiating the various liver tumors is pivotal due to distinct treatments and prognoses. Sometimes, it is difficult to accurately differentiate hepatocellular carcinoma (HCC) from other hepatic neoplasms non-invasively because of overlap in the triple-phase contrast-enhanced computed tomography (CECT) features, contraindication of an invasive biopsy, particularly in multifocal lesions with cirrhosis or ascites or when an MRI is unavailable or not feasible.</p><p><strong>Objectives: </strong>To assess the utility of CT perfusion (CTP) parameters in differentiating HCC from other hepatic neoplasms.</p><p><strong>Methods: </strong>Forty-eight patients with suspicious liver lesions underwent CTP imaging. Perfusion parameters were assessed within the tumor and the adjacent normal liver using the post-processing software. Statistical significance (p-value), sensitivity, and specificity value of the individual parameters were assessed. The receiver operating characteristic (ROC) curve analysis was done to threshold values of the parameters.</p><p><strong>Results: </strong>The mean values of perfusion parameters like HAP (hepatic arterial perfusion), PVP (portal venous perfusion), HPI (hepatic perfusion index), BF (blood flow), BV (blood volume), MTT (mean transit time), and TTP (time to peak) were statistically significant (p-value < 0.05) between HCC and other hepatic neoplasms. Among the parameters, BV had the greatest AUC of 0.938. With a threshold value of 8.3 ml/100 ml/min, the sensitivity and specificity were 96.6% and 80%, respectively, in distinguishing HCC from other hepatic neoplasms. HPI, BF, BV, and TTP were statistically significant in differentiating hypervascular metastases from HCCs. HAP, HPI, BF, BV, and TTP were statistically significant in differentiating HCC from hypovascular metastases. BF and BV were significant in differentiating hypervascular from hypovascular metastases. HAP, PVP, HPI, BF, BV, and TTP were statistically significant in differentiating HCCs from intrahepatic cholangiocarcinomas.</p><p><strong>Conclusion: </strong>CTP provides a quantitative, non-invasive method to differentiate HCC from other hepatic neoplasms with high efficacy. It can be a problem-solving tool when a conventional CECT scan cannot characterize a lesion as HCC, where biopsy is not feasible.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Surgical management of achalasia. 贲门失弛缓症的手术治疗。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04664-3
Margaux Mustian, Kristen Wong
{"title":"Surgical management of achalasia.","authors":"Margaux Mustian, Kristen Wong","doi":"10.1007/s00261-024-04664-3","DOIUrl":"https://doi.org/10.1007/s00261-024-04664-3","url":null,"abstract":"<p><p>Achalasia is a chronic esophageal motility disorder comprised of ineffective esophageal peristalsis and incomplete relaxation of the lower esophageal sphincter. This disease had historically been managed through medical means as well as endoscopic dilations. However, surgical interventions are now considered standard of care, including minimally invasive Heller myotomy, which was popularized in 1990s, followed by per oral endoscopic myotomy in the 2010s. Both surgical approaches provide acceptable resolution of dysphagia symptoms. Classification of the achalasia as well as other patient-level factors may drive the clinical decision-making between the two approaches, as well as surgical training and surgeon preference.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Image-guided renal parenchymal biopsies- how we do it. 图像引导下的肾实质活检--我们是如何做到的?
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-25 DOI: 10.1007/s00261-024-04690-1
Paul B Shyn, Maitray D Patel, Malak Itani, Amar C Gupta, Constantine M Burgan, Virginia Planz, Samuel J Galgano, Ramit Lamba, Steven S Raman, Marcia H Yoshikawa
{"title":"Image-guided renal parenchymal biopsies- how we do it.","authors":"Paul B Shyn, Maitray D Patel, Malak Itani, Amar C Gupta, Constantine M Burgan, Virginia Planz, Samuel J Galgano, Ramit Lamba, Steven S Raman, Marcia H Yoshikawa","doi":"10.1007/s00261-024-04690-1","DOIUrl":"https://doi.org/10.1007/s00261-024-04690-1","url":null,"abstract":"<p><p>This paper is a multi-institutional review of image-guided renal parenchymal biopsies. Among the topics covered are indications, preprocedural considerations, biopsy technique, complications, and postprocedural management. Both native kidney and transplant kidney biopsies are considered in this review.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Role of Superb Microvascular Imaging (SMI) vascularity index values and vascularity patterns in the differential diagnosis of malignant liver lesions. 超级微血管成像(SMI)血管指数值和血管模式在肝脏恶性病变鉴别诊断中的作用。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-22 DOI: 10.1007/s00261-024-04711-z
Halil Serdar Aslan, Muhammet Arslan, Kadir Han Alver, Sercan Vurgun, Mahmut Demirci, Muhammed Tekinhatun
{"title":"Role of Superb Microvascular Imaging (SMI) vascularity index values and vascularity patterns in the differential diagnosis of malignant liver lesions.","authors":"Halil Serdar Aslan, Muhammet Arslan, Kadir Han Alver, Sercan Vurgun, Mahmut Demirci, Muhammed Tekinhatun","doi":"10.1007/s00261-024-04711-z","DOIUrl":"https://doi.org/10.1007/s00261-024-04711-z","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the Superb Microvascular Imaging (SMI) vascular patterns and vascularity index (VI) values of malignant focal liver lesions (FLLs), assess their role in differential diagnosis, and examine interobserver agreement.</p><p><strong>Materials and methods: </strong>A total of 107 patients (52 males, 55 females; mean age 62 ± 12.8 years, range 25-87) referred to the interventional radiology clinic for FLL biopsy between April 2022 and April 2023 were analyzed. Two radiologists independently assessed the SMI vascular patterns and calculated VI values. Differences among three lesion groups - hepatocellular carcinoma (HCC, n = 16), non-HCC primary liver malignancies (n = 16), and metastases (n = 75) - were evaluated, and interobserver agreement was assessed.</p><p><strong>Results: </strong>Most metastases (88%) demonstrated hypovascular patterns, while HCCs predominantly exhibited hypervascular patterns (68.7-81.3%). Non-HCC primary malignancies showed no dominant vascular pattern. Significant differences in SMI patterns were observed among lesion types (p = 0.001-0.035). VI values for HCCs (7.53-7.73) were significantly higher than those for non-HCC malignancies (2.73-2.93) and metastases (1.35-1.36) (p = 0.0001). ROC analysis based on VI values yielded AUCs of 0.886-0.887, with a cutoff of 2.92 providing 81.3% sensitivity and 79.1-80.2% specificity for HCC diagnosis. The inter-reader agreement for SMI patterns had a kappa score of 0.634, while the intraclass correlation coefficient (ICC) for VI values was 0.959.</p><p><strong>Conclusion: </strong>HCCs displayed more hypervascular SMI patterns and significantly higher VI values compared to other malignant FLLs, emphasizing the diagnostic potential of VI in distinguishing HCC from non-HCC tumors. Although metastases primarily exhibited hypovascular patterns and low VI values, no dominant vascular pattern was identified in non-HCC primary liver malignancies. Assessing VI values provided higher interobserver agreement compared to SMI patterns, enhancing objectivity and reproducibility.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Classics in abdominal radiology: the jumping deer sign. 腹部放射学经典:跳鹿征。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-22 DOI: 10.1007/s00261-024-04699-6
Samantha Elliott, Trent Taros, Adam Lustig
{"title":"Classics in abdominal radiology: the jumping deer sign.","authors":"Samantha Elliott, Trent Taros, Adam Lustig","doi":"10.1007/s00261-024-04699-6","DOIUrl":"https://doi.org/10.1007/s00261-024-04699-6","url":null,"abstract":"<p><p>The \"jumping deer sign\" is an ultrasonographic pattern that aids in identifying normal liver anatomy and distinguishing it from pathology. It includes the portal vein (deer's head and body), the gallbladder or cystic duct (tail), and the inferior vena cava (obstacle). This sign helps differentiate portal veins from intrahepatic ducts, crucial for diagnosing conditions like portal hypertension. It also assists in identifying gallbladder pathologies and assessing the IVC for hydration status. The jumping deer sign provides a clear reference for clinicians, improving diagnostic accuracy, especially for those with limited ultrasound experience.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hepatic artery peak systolic velocity compared to non-Doppler ultrasound observations for predicting acute cholecystitis: diagnostic performance and impact on a risk categorization approach. 预测急性胆囊炎的肝动脉收缩峰值速度与非多普勒超声观察结果的比较:诊断性能及对风险分类方法的影响。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-22 DOI: 10.1007/s00261-024-04692-z
Lea Chen, Anika G Patel, Nirvikar Dahiya, Scott W Young, J Scott Kriegshauser, Nan Zhang, Maitray D Patel
{"title":"Hepatic artery peak systolic velocity compared to non-Doppler ultrasound observations for predicting acute cholecystitis: diagnostic performance and impact on a risk categorization approach.","authors":"Lea Chen, Anika G Patel, Nirvikar Dahiya, Scott W Young, J Scott Kriegshauser, Nan Zhang, Maitray D Patel","doi":"10.1007/s00261-024-04692-z","DOIUrl":"https://doi.org/10.1007/s00261-024-04692-z","url":null,"abstract":"<p><strong>Purpose: </strong>Compare HAv to non-Doppler ultrasound observations for diagnosing acute cholecystitis in a large consecutive cohort of emergency department (ED) patients and establish a method to combine HAv assessment with non-Doppler observations for diagnosing acute cholecystitis.</p><p><strong>Methods: </strong>Consecutive ED patients at one institution undergoing gallbladder (GB) ultrasound (US) for acute cholecystitis between 1/1/2020 and 8/31/2022 had assessments of GB diameter, GB wall thickness, GB contents, pericholecystic irregular collection, and hepatic artery peak systolic velocity (HAv). The non-Doppler observations were scored and summed. Non-Doppler risk categorization was based on rate of acute cholecystitis associated with summed scores. The impact of HAv stratification on the rate of acute cholecystitis in the non-Doppler risk categories was evaluated, with regrouping when subgroups had changes in the acute cholecystitis rate; the regrouping established the HAv-adjusted risk model. Receiver-operator curves for acute cholecystitis diagnosis for individual parameters, the non-Doppler risk categorization, and the HAv-adjusted risk model were compared using area-under-curve (AUC) calculations.</p><p><strong>Results: </strong>Of the 885 patients in the study cohort, 117 (13.2%) had acute cholecystitis. The AUC for diagnosing acute cholecystitis using GB distention (83.8%, p < 0.001), GB wall thickness (79.1%, p < 0.001), and GB contents (75.0%, p 0.02) were higher than HAv (66.3%). HAv assessment adjusted risk for 195 patients. The non-Doppler risk categorization and the HAv-adjusted risk model had the same sensitivity (84.6%) and specificity (85.2%) for diagnosing acute cholecystitis, but the HAv-adjusted risk model showed higher AUC (91.3%, p 0.03) due to increased ability to exclude acute cholecystitis.</p><p><strong>Conclusions: </strong>The diagnostic performance of HAv for acute cholecystitis was lower than other assessments. A categorization scheme based on summed points assigned to each non-Doppler observation was improved with HAv assessment. This risk categorization approach using formulaic integration of non-Doppler and Doppler assessments on ED patients allows radiologists to convey one of five levels of disease probability based solely on sonographic features ranging from effectively excluding acute cholecystitis to substantially elevating the chance the patient has the condition.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685748","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Radiomics-based automated machine learning for differentiating focal liver lesions on unenhanced computed tomography. 基于放射组学的自动机器学习,用于区分未增强计算机断层扫描上的肝脏病灶。
IF 2.3 3区 医学
Abdominal Radiology Pub Date : 2024-11-22 DOI: 10.1007/s00261-024-04685-y
Nan Yang, Zhuangxuan Ma, Ling Zhang, Wenbin Ji, Qian Xi, Ming Li, Liang Jin
{"title":"Radiomics-based automated machine learning for differentiating focal liver lesions on unenhanced computed tomography.","authors":"Nan Yang, Zhuangxuan Ma, Ling Zhang, Wenbin Ji, Qian Xi, Ming Li, Liang Jin","doi":"10.1007/s00261-024-04685-y","DOIUrl":"https://doi.org/10.1007/s00261-024-04685-y","url":null,"abstract":"<p><strong>Background & aims: </strong>Enhanced computed tomography (CT) is the primary method for focal liver lesion diagnosis. We aimed to use automated machine learning (AutoML) algorithms to differentiate between benign and malignant focal liver lesions on the basis of radiomics from unenhanced CT images.</p><p><strong>Methods: </strong>We enrolled 260 patients from 2 medical centers who underwent CT examinations between January 2017 and March 2023. This included 60 cases of hepatic malignancies, 93 cases of hepatic hemangiomas, 48 cases of hepatic abscesses, and 84 cases of hepatic cysts. The Pyradiomics method was used to extract radiomics features from unenhanced CT images. By using the mljar-supervised (MLJAR) AutoML framework, clinical, radiomics, and fusion models combining clinical and radiomics features were established.</p><p><strong>Results: </strong>In the training and validation sets, the area under the curve (AUC) values for the clinical, radiomics, and fusion models exceeded 0.900. In the external testing set, the respective AUC values for the clinical, radiomics, and fusion models were as follows: 0.88, 1.00, and 1.00 for hepatic cysts; 0.81, 0.90, and 0.97 for hepatic hemangiomas; 0.89, 0.98, and 0.92 for hepatic abscesses; and 0.23, 0.80, and 0.93 for hepatic malignancies. The diagnostic accuracy rates for hepatic cysts, hemangiomas, malignancies, and abscesses by radiologists in the external testing cohort were 0.96, 0.60, 0.79, and 0.66, respectively.</p><p><strong>Conclusion: </strong>The fusion model based on noninvasive radiomics and clinical features of unenhanced CT images has high clinical value for distinguishing focal hepatic lesions.</p>","PeriodicalId":7126,"journal":{"name":"Abdominal Radiology","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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