Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-15DOI: 10.1177/02841851241286765
Sara Escoda Menéndez, Pedro García González, Ana Rosa Meana Morís, Miguel Del Valle Soto, Antonio Maestro Fernández
{"title":"Evaluation of the reliability and accuracy of MRI for the diagnosis of meniscal ramp lesions.","authors":"Sara Escoda Menéndez, Pedro García González, Ana Rosa Meana Morís, Miguel Del Valle Soto, Antonio Maestro Fernández","doi":"10.1177/02841851241286765","DOIUrl":"10.1177/02841851241286765","url":null,"abstract":"<p><strong>Background: </strong>Meniscal ramp lesions are a special type of meniscal injury that affects the periphery of the posterior horn of the medial meniscus and/or its meniscocapsular attachments, strongly associated with anterior cruciate ligament (ACL) tears. Due to their location, these lesions can be missed arthroscopically so it is essential to diagnose them on preoperative magnetic resonance imaging (MRI).</p><p><strong>Purpose: </strong>To evaluate the accuracy of MRI in detecting meniscal ramp lesions in patients with ACL tears using arthroscopy as the reference standard.</p><p><strong>Material and methods: </strong>Two musculoskeletal radiologists, blinded to the surgical findings, retrospectively and independently evaluated 106 knee MRI scans for the presence of meniscal ramp lesions in non-consecutive patients who underwent arthroscopic ACL reconstruction between January 2019 and July 2022 by a single surgeon at one institution. Having arthroscopy as reference, the diagnostic sensitivity and specificity as well as the positive and negative predictive values (PPV/NPV) of the MRI scans were calculated. Cohen's kappa coefficient was used to test inter-observer reliability. A <i>P</i> value <0.05 was considered statistically significant.</p><p><strong>Results: </strong>In the study group of 106 patients (72 men, 34 women; mean age = 33.84 ±13.12 years), 76 had an arthroscopy-confirmed meniscal ramp lesion, while 30 did not. The sensitivity and specificity of MRI for the detection of meniscal ramp lesion were 88% and 87%, respectively. The PPV and NPV were 94% and 74%, respectively. Inter-rater reliability was excellent (k = 0915).</p><p><strong>Conclusion: </strong>This study demonstrates that MRI can accurately detect meniscal ramp lesions.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1382-1389"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Interstitial lung disease associated with anti-aminoacyl-tRNA synthetase syndrome: quantitative evaluation of CT after initial treatment and long-term follow-up.","authors":"Ryo Aoki, Tae Iwasawa, Daisuke Utsunomiya, Hideaki Yamakawa, Hideya Kitamura, Tomohisa Baba, Takashi Ogura","doi":"10.1177/02841851241281492","DOIUrl":"10.1177/02841851241281492","url":null,"abstract":"<p><strong>Background: </strong>Visual evaluation of interstitial lung disease (ILD)-related changes can generate intra- and inter-observer errors. However, recent deep learning (DL) algorithm advances have facilitated accurate lung segmentation, lesion characterization, and quantification.</p><p><strong>Purpose: </strong>To evaluate the treatment response and long-term course in ILD associated with anti-aminoacyl-tRNA synthetase syndrome (anti-ARS ILD) using a DL algorithm.</p><p><strong>Material and methods: </strong>Patients with anti-ARS ILD who underwent both pre- and post-initial-treatment computed tomography (CT) (n = 68) were divided into two groups (responders and non-responders) according to forced vital capacity improvement after initial treatment. We also analyzed the CT images of patients for whom long-term follow-up CT (>5 years) was performed after post-treatment CT (n = 43). DL analysis was used to classify CT imaging features into five patterns: normal; ground-glass opacity (GGO); consolidation; fibrotic lesions; and emphysema.</p><p><strong>Results: </strong>The initial responder group had a larger volume of consolidation. Consolidation and GGO volumes decreased after initial treatment in both groups. However, whole-lung and normal-area volumes increased in the responder group; conversely, there was no significant increase in the non-responder group. At the long-term follow-up, fibrotic lesions significantly increased in both groups. The emphysema pattern increased significantly in both groups after initial treatment and long-term follow-up. Six of 26 (23.1%) responders and 8 of 17 (47.1%) non-responders were judged as having progressive pulmonary fibrosis.</p><p><strong>Conclusion: </strong>DL-based analysis facilitated the chronological evaluation of anti-ARS ILD. During the long-term follow-up, anti-ARS ILD was associated with chronological progression, regardless of initial treatment efficacy.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":"65 11","pages":"1332-1340"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11558930/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142611767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-17DOI: 10.1177/02841851241280365
Akitoshi Inoue, Felix E Diehn, Alex A Nagelschneider, Theodore J Passe, David R DeLone, Brandon J Nelson, Daniel G Gomez Cardona, Nathan R Huber, Andrew D Missert, Lifeng Yu, Matthew P Johnson, David R Holmes, Yong S Lee, Jamison E Thorne, Cynthia H McCollough, Joel G Fletcher
{"title":"Feasibility of thin-slice, low noise images created using multi-kernel synthesis to replace multiple image series in head CT.","authors":"Akitoshi Inoue, Felix E Diehn, Alex A Nagelschneider, Theodore J Passe, David R DeLone, Brandon J Nelson, Daniel G Gomez Cardona, Nathan R Huber, Andrew D Missert, Lifeng Yu, Matthew P Johnson, David R Holmes, Yong S Lee, Jamison E Thorne, Cynthia H McCollough, Joel G Fletcher","doi":"10.1177/02841851241280365","DOIUrl":"10.1177/02841851241280365","url":null,"abstract":"<p><strong>Background: </strong>SynthesiZed Improved Resolution and Concurrent nOise reductioN (ZIRCON) is a multi-kernel synthesis method that creates a single series of thin-slice computed tomography (CT) images displaying low noise and high spatial resolution, increasing reader efficiency and minimizing partial volume averaging.</p><p><strong>Purpose: </strong>To compare the diagnostic performance of a single set of ZIRCON images to two routine clinical image series using conventional CT head and bone reconstruction kernels for diagnosing intracranial findings and fractures in patients with trauma or suspected acute neurologic deficit.</p><p><strong>Material and methods: </strong>In total, 50 patients underwent clinically indicated head CT in the ER (15 normal, 35 abnormal cases). A non-reader neuroradiologist established the reference standard. Three neuroradiologists reviewed two routine clinical series (head and bone kernels) and a single ZIRCON series, detecting intracranial findings or fractures and rating confidence (0-100). Sensitivity, specificity, and jackknife free-response receiver operating characteristic (JAFROC) figure of merit (FOM) were compared (limit of non-inferiority: -0.10).</p><p><strong>Results: </strong>ZIRCON and conventional images demonstrated comparable performance for fractures (sensitivity: 51.5% vs. 54.5%; specificity: 40.2% vs. 34.2%) and intracranial findings (sensitivity: 88.2% vs. 91.4%; specificity: 77.2% vs. 73.7%).The estimated difference of JAFROC FOM demonstrated ZIRCON non-inferiority for acute pathologies overall (0.003 [95% CI=-0.051-0.057]) and fractures (0.048 [95% CI=-0.050-0.145]) but not for intracranial findings alone (-0.024 [95% CI=-0.100-0.052]).</p><p><strong>Conclusion: </strong>Thin-slice, low noise, and high spatial resolution images can be created to display intracranial findings and fractures replacing multiple images series in head CT with similar performance. Future studies in more patients and further algorithmic development are warranted.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1411-1421"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Performance of radiomics in preoperative determination of malignant potential and Ki-67 expression levels in gastrointestinal stromal tumors: a systematic review and meta-analysis.","authors":"Chengyu Sun, Enguo Fan, Luqiao Huang, Zhengguo Zhang","doi":"10.1177/02841851241285958","DOIUrl":"10.1177/02841851241285958","url":null,"abstract":"<p><p>Empirical evidence for radiomics predicting the malignant potential and Ki-67 expression in gastrointestinal stromal tumors (GISTs) is lacking. The aim of this review article was to explore the preoperative discriminative performance of radiomics in assessing the malignant potential, mitotic index, and Ki-67 expression levels of GISTs. We systematically searched PubMed, EMBASE, Web of Science, and the Cochrane Library. The search was conducted up to 30 September 2023. Quality assessment was performed using the Radiomics Quality Score (RQS). A total of 35 original studies were included in the analysis. Among them, 26 studies focused on determining malignant potential, three studies on mitotic index discrimination, and six studies on Ki-67 discrimination. In the validation set, the sensitivity, specificity, and area under the receiver operating characteristic curve (AUC) of radiomics in the determination of high malignant potential were 0.74 (95% CI=0.69-0.78), 0.90 (95% CI=0.83-0.94), and 0.81 (95% CI=0.14-0.99), respectively. For moderately to highly malignant potential, the sensitivity, specificity, and AUC were 0.86 (95% CI=0.83-0.88), 0.73 (95% CI=0.67-0.78), and 0.88 (95% CI=0.27-0.99), respectively. Regarding the determination of high mitotic index, the sensitivity, specificity, and AUC of radiomics were 0.86 (95% CI=0.83-0.88), 0.73 (95% CI=0.67-0.78), and 0.88 (95% CI=0.27-0.99), respectively. When determining high Ki-67 expression, the combined sensitivity, specificity, and AUC were 0.74 (95% CI=0.65-0.81), 0.81 (95% CI=0.74-0.86), and 0.84 (95% CI=0.61-0.95), respectively. Radiomics demonstrates promising discriminative performance in the preoperative assessment of malignant potential, mitotic index, and Ki-67 expression levels in GISTs.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1307-1318"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Feasibility of preventing massive contrast media extravasation using a sensor device in contrast-enhanced CT: an observational study.","authors":"Yoriaki Matsumoto, Ayaka Chikasue, Miho Kondo, Tomoyuki Akita, Masao Kiguchi, Yuko Nakamura, Kazuo Awai","doi":"10.1177/02841851241287314","DOIUrl":"10.1177/02841851241287314","url":null,"abstract":"<p><strong>Background: </strong>Recent guidelines recommend direct patient observation, pressure monitoring, and sensor devices to prevent extravasation during contrast media (CM) injection. However, it is impractical in terms of time and cost to install sensors for all patients.</p><p><strong>Purpose: </strong>To identify risk factors for CM extravasations during contrast-enhanced computed tomography (CECT) in a large population and to establish criteria for placing the sensor device on patients.</p><p><strong>Material and methods: </strong>This retrospective study included 143,556 patients who underwent CECT at our hospital between April 2012 and July 2022. We performed multivariable logistic regression analysis between patients with (n = 350) and randomly selected patients without CM extravasation (n = 350). We investigated the percentage of patients with sensor devices and their sensitivity for detecting extravasation using receiver operating characteristic curve analysis.</p><p><strong>Results: </strong>The extravasation rate was 0.27%. Multivariable logistic regression analysis showed that the injection rate (adjusted odds ratio [AOR] = 1.61, 95% confidence interval [CI] = 1.33-1.95: <i>P</i> <0.001), catheter gauge (AOR = 3.86, 95% CI = 1.92-7.76; <i>P</i> <0.001), the use of anticancer drugs (AOR = 1.81, 95% CI = 1.32-2.50; <i>P</i> <0.001), and existing catheters (AOR = 1.52, 95% CI = 1.10-2.11; <i>P</i> = 0.009) were significantly associated with extravasation. To achieve a sensitivity of 90%, 80%, 70%, 60%, and 50%, 80%, 65%, 50%, 40%, and 28% of all patients required the placement of a sensor device, respectively.</p><p><strong>Conclusion: </strong>Sensitivity analysis established criteria for effective placing sensor devices.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1325-1331"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-08DOI: 10.1177/02841851241283781
Jie Lin, Chun-Qiu Su, Wen-Tian Tang, Zhi-Wei Xia, Shan-Shan Lu, Xun-Ning Hong
{"title":"Radiomic features on multiparametric MRI for differentiating pseudoprogression from recurrence in high-grade gliomas.","authors":"Jie Lin, Chun-Qiu Su, Wen-Tian Tang, Zhi-Wei Xia, Shan-Shan Lu, Xun-Ning Hong","doi":"10.1177/02841851241283781","DOIUrl":"10.1177/02841851241283781","url":null,"abstract":"<p><strong>Background: </strong>Distinguishing between tumor recurrence and pseudoprogression (PsP) in high-grade glioma postoperatively is challenging. This study aims to enhance this differentiation using a combination of intratumoral and peritumoral radiomics.</p><p><strong>Purpose: </strong>To assess the effectiveness of intratumoral and peritumoral radiomics in improving the differentiation between high-grade glioma recurrence and pseudoprogression after surgery.</p><p><strong>Material and methods: </strong>A total of 109 cases were randomly divided into training and validation sets, with 1316 features extracted from intratumoral and peritumoral volumes of interest (VOIs) on conventional magnetic resonance imaging (MRI) and apparent diffusion coefficient (ADC) maps. Feature selection was performed using the mRMR algorithm, resulting in intratumoral (100 features), peritumoral (100 features), and combined (200 features) subsets. Optimal features were then selected using PCC and RFE algorithms and modeled using LR, SVM, and LDA classifiers. Diagnostic performance was compared using area under the receiver operating characteristic curve (AUC), evaluated in the validation set. A nomogram was established using radscores from intratumoral, peritumoral, and combined models.</p><p><strong>Results: </strong>The combined model, utilizing 14 optimal features (8 peritumoral, 6 intratumoral) and LR as the best classifier, outperformed the single intratumoral and peritumoral models. In the training set, the AUC values for the combined model, intratumoral model, and peritumoral model were 0.938, 0.921, and 0.847, respectively; in the validation set, the AUC values were 0.841, 0.755, and 0.705. The nomogram model demonstrated AUCs of 0.960 (training set) and 0.850 (validation set).</p><p><strong>Conclusion: </strong>The combination of intratumoral and peritumoral radiomics is effective in distinguishing high-grade glioma recurrence from pseudoprogression after surgery.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1390-1400"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142387138","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-17DOI: 10.1177/02841851241287903
Ivan Cetinic, Michael Ullman, Linn Hellman, Ylva Aurell
{"title":"Cone-beam CT volumetry: a new method for evaluating osteotomy healing - a clinical evaluation and MDCT comparison.","authors":"Ivan Cetinic, Michael Ullman, Linn Hellman, Ylva Aurell","doi":"10.1177/02841851241287903","DOIUrl":"10.1177/02841851241287903","url":null,"abstract":"<p><strong>Background: </strong>Fracture healing complications remain a major problem in trauma monitoring. An open wedge osteotomy of the distal radius provides a unique way of evaluating fracture healing. Since the introduction of cone-beam computed tomography (CBCT) at our institution, it has become the method of choice for assessing hand and wrist bones. To date, CT volumetry has been validated for multidetector CT (MDCT) but not for CBCT.</p><p><strong>Purpose: </strong>To assess osteotomy healing using CBCT volumetry and to evaluate two different segmentation techniques.</p><p><strong>Material and methods: </strong>A total of 36 patients were surgically treated for malunited distal radius fractures with open-wedge osteotomy either leaving the void empty (open wedge empty [OWE]) or filled with bone graft substitutes (BGS). They were scanned using CBCT and MDCT postoperatively and after 3, 6, and 12 months. Segmentation was performed both manually and semi-automatically for volumetric measurement. Inter- and intra-observer reliability were assessed using intraclass correlation (ICC).</p><p><strong>Results: </strong>The median osteotomy volume in the OWE group postoperatively was 0.87 cm<sup>3</sup> (range=0.42-2.72). At 3 months, all but one of the OWE volumes had diminished to half or less of their initial volume. In the BGS group, the median postoperative volume was 1.30 cm<sup>3</sup> (range=0.73-1.81) and at 12 months, 76% of the initial volume remained. Reliability between CBCT and MDCT volumetry expressed as ICC was ≥0.96. ICC for the two segmentation techniques was ≥0.99 and ICC for inter-observer reliability ≥0.97.</p><p><strong>Conclusion: </strong>CBCT volumetry is a reliable tool and comparable to MDCT to quantify bone healing of an osteotomy.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1375-1381"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-09-30DOI: 10.1177/02841851241281966
Sun Wha Song, Beom Cho Jun
{"title":"Analysis of growth pattern of temporal bone pneumatization using 3D reconstructed computed tomography.","authors":"Sun Wha Song, Beom Cho Jun","doi":"10.1177/02841851241281966","DOIUrl":"10.1177/02841851241281966","url":null,"abstract":"<p><strong>Background: </strong>Temporal bone pneumatization (TBP) is influenced by age, sex, and race, and it seems to progress rapidly to puberty. However, the extent of TBP in childhood remains unclear.</p><p><strong>Purpose: </strong>To investigate the progression of TBP in children aged 1-18 years via three-dimensional (3D) reconstruction of high-resolution computed tomography (CT) images.</p><p><strong>Material and methods: </strong>A total of 432 temporal bones of 216 individuals aged 1-18 years with well-pneumatized mastoid antra on both sides were included in this retrospective work. We created 18 age groups, each with six boys and six girls. Surface rendering of air density was performed using -290 HU to obtain TBP. Statistical analysis employed SPSS version 24.0 software (IBM Corp., Armonk, NY, USA).</p><p><strong>Results: </strong>The linear regression equations that considered age and volume for all cases (y<sub>a</sub>), male (y<sub>m</sub>) and female (y<sub>f</sub>) were y<sub>a </sub>= 384.42x + 1790.40, R<sup>2 </sup>= 0.425; y<sub>m </sub>= 431.54x + 1440.9, R<sup>2 </sup>= 0.501; and y<sub>f </sub>= 337.26 x + 2140.5, R<sup>2 </sup>= 0.355. Both male and female individuals showed an increase in the average value of pneumatization until the age of 17, and the values of pneumatization at specific ages for boys and girls showed differences. The mean male and female TBP levels differed significantly at 3, 11, and 18 years of age (<i>P</i> < 0.05).</p><p><strong>Conclusion: </strong>TBP in boys was greater than that of girls at adolescence. It was possible to identify the specific periods of significant variation in the degree of pneumatization of temporal bone.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1341-1346"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142339124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-01DOI: 10.1177/02841851241279896
Yuan Wan, Lei Miao, HuanHuan Zhang, YanMei Wang, Xiao Li, Meng Li, Li Zhang
{"title":"Machine learning models based on CT radiomics features for distinguishing benign and malignant vertebral compression fractures in patients with malignant tumors.","authors":"Yuan Wan, Lei Miao, HuanHuan Zhang, YanMei Wang, Xiao Li, Meng Li, Li Zhang","doi":"10.1177/02841851241279896","DOIUrl":"10.1177/02841851241279896","url":null,"abstract":"<p><strong>Background: </strong>Radiomics has become an important tool for distinguishing benign and malignant vertebral compression fractures (VCFs). It is more clinically significant to concentrate on patients who have malignant tumors and differentiate between benign and malignant VCFs.</p><p><strong>Purpose: </strong>To explore the value of multiple machine learning (ML) models based on CT radiomics features for differentiating benign and malignant VCFs in patients with malignant tumors.</p><p><strong>Material and methods: </strong>This study retrospectively analyzed 78 patients with malignant tumors accompanied by VCFs, 45 patients with benign VCFs, and 33 patients with malignant VCFs. A total of 140 lesions (86 benign lesions, 54 malignant lesions) were ultimately included in this study. All patients were divided into training sets (n = 98) and validation sets (n = 42) according to the 7:3 ratio. The radiomics features were screened and dimensioned, and multiple radiomics ML models were constructed. The receiver operating characteristic (ROC) curve was performed to assess the diagnostic performance.</p><p><strong>Results: </strong>Five radiomics features were included in the model. All the ML models built have good diagnostic efficiency, among which the support vector machine (SVM) model performs better. The area under the curve (AUC), sensitivity, specificity, and accuracy in the training set were 0.908, 0.816, 0.883, and 0.857, respectively, while those in the validation set were 0.911, 0.647, 0.92, and 0.81, respectively.</p><p><strong>Conclusion: </strong>A variety of ML models built based on CT radiomics features have good value for differentiating benign and malignant VCFs in malignant tumor patients, and the SVM model has a better performance.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1359-1367"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142339127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acta radiologicaPub Date : 2024-11-01Epub Date: 2024-10-15DOI: 10.1177/02841851241284812
Jingyi Liu, Tingting Zhang, Lei Sheng
{"title":"A controlled study of MR DWI, FS-PDW, and CE-T1W imaging for the evaluation of the internal opening of anal fistulas.","authors":"Jingyi Liu, Tingting Zhang, Lei Sheng","doi":"10.1177/02841851241284812","DOIUrl":"10.1177/02841851241284812","url":null,"abstract":"<p><strong>Background: </strong>Anal fistula (AF) is an abnormal tunnel under the skin connecting the anal canal in the colon to the skin of buttocks. Fat-suppressed (FS) proton density-weighted (PDW) imaging is mainly used for the diagnosis of diseases involving bones and joints. Until now, its value in the diagnosis of anal fistula has been rarely reported.</p><p><strong>Purpose: </strong>To compare three magnetic resonance imaging (MRI) sequences - diffusion-weighted imaging (DWI), FS-PDW), and contrast-enhanced (CE) T1-weighted (T1W) imaging - for the diagnostic value of the internal opening of AF.</p><p><strong>Material and methods: </strong>MRI scans of 132 patients suspected of having AF between December 2021 and April 2023 were retrospectively analyzed. In total, 65 patients who underwent preoperative MRI and were treated surgically were included. The lesion conspicuity and accuracy for featuring AF were calculated by evaluating the three imaging datasets DWI, FS-PDW, and CE-T1W imaging, with surgical findings serving as the reference standard for the presence of fistulas. The statistical analysis included the application of the chi-square test and Kruskal-Wallis test.</p><p><strong>Results: </strong>In 65 patients with AF, 87 internal openings of AF were confirmed. In terms of the diagnostic accuracy of the internal openings, both FS-PDW and CE-T1W imaging sequences were significantly better than DWI sequences, and the difference was statistically significant (<i>P</i> < 0.05).</p><p><strong>Conclusion: </strong>The FS-PDW imaging sequence showed comparable diagnostic performance of the internal opening of AF to CE-T1W imaging, which can provide an important diagnostic basis for clinical procedures.</p>","PeriodicalId":7143,"journal":{"name":"Acta radiologica","volume":" ","pages":"1319-1324"},"PeriodicalIF":1.1,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142455560","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}