NeuroradiologyPub Date : 2024-10-18DOI: 10.1007/s00234-024-03490-0
Danielle Golub, Joshua D McBriar, Brianna M Donnelly, Miriam M Shao, Tarika-Deep Virdi, Justin Turpin, Timothy G White, Rebecca Ronnen, Kyriakos Papadimitriou, Roberto Kutcher-Diaz, Amir R Dehdashti, Henry H Woo, Athos Patsalides, Thomas W Link
{"title":"Internal hematoma architecture predicts subdural hematoma responsiveness to standalone middle meningeal artery embolization.","authors":"Danielle Golub, Joshua D McBriar, Brianna M Donnelly, Miriam M Shao, Tarika-Deep Virdi, Justin Turpin, Timothy G White, Rebecca Ronnen, Kyriakos Papadimitriou, Roberto Kutcher-Diaz, Amir R Dehdashti, Henry H Woo, Athos Patsalides, Thomas W Link","doi":"10.1007/s00234-024-03490-0","DOIUrl":"https://doi.org/10.1007/s00234-024-03490-0","url":null,"abstract":"<p><strong>Purpose: </strong>Subdural hematoma (SDH) is quickly becoming the most common neurosurgical pathology due to the aging population. Middle meningeal artery embolization (MMAE) has recently emerged as an effective adjunct to surgical SDH evacuation by decreasing recurrence risk. MMAE has also shown promise as a standalone SDH intervention, but clinical and radiographic predictors of successful MMAE remain ill-defined.</p><p><strong>Methods: </strong>Retrospective chart review from 2020 to 2023 at a single center identified all MMAE cases performed as primary SDH treatment. Cases were classified by hematoma internal architecture as homogeneous, separated, laminar, or trabecular. SDH maximal thickness was assessed on all follow-up imaging and any recurrences or expansions requiring surgery were denoted as treatment failures.</p><p><strong>Results: </strong>164 standalone MMAE cases were reviewed. Most cases were in male patients (75.0%) with a mean age of 73.2 years. The overall MMAE treatment failure rate was 6.7% with a 4.9% periprocedural complication rate. The cases with trabecular and laminar collections were slightly larger than those with homogeneous and separated collections (16.2 mm vs. 14.2 mm, p = 0.008*), but other baseline characteristics were similar. The MMAE failure rate was significantly lower in the laminar and trabecular subgroup (1.2%) compared to the homogeneous and separated subgroup (12.4%) (p = 0.005*). Homogeneous and separated internal hematoma architecture was the only predictor of MMAE failure in multivariate analysis (OR 10.5, p = 0.027*) and was also associated with delayed SDH resorption (ANOVA: F = 4.8, p = 0.0025*).</p><p><strong>Conclusions: </strong>Standalone MMAE is an effective, safe, and durable treatment for non-acute SDHs, and is especially effective for SDHs with more membranous internal architecture.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142471188","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}
NeuroradiologyPub Date : 2024-10-18DOI: 10.1007/s00234-024-03482-0
Elisabeth S Lindland, Martin S Røvang, Anne Marit Solheim, Silje Andreassen, Ingerid Skarstein, Nazeer Dareez, Bradley J MacIntosh, Randi Eikeland, Unn Ljøstad, Åse Mygland, Steffan D Bos, Elling Ulvestad, Harald Reiso, Åslaug R Lorentzen, Hanne F Harbo, Atle Bjørnerud, Mona K Beyer
{"title":"Are white matter hyperintensities associated with neuroborreliosis? The answer is twofold.","authors":"Elisabeth S Lindland, Martin S Røvang, Anne Marit Solheim, Silje Andreassen, Ingerid Skarstein, Nazeer Dareez, Bradley J MacIntosh, Randi Eikeland, Unn Ljøstad, Åse Mygland, Steffan D Bos, Elling Ulvestad, Harald Reiso, Åslaug R Lorentzen, Hanne F Harbo, Atle Bjørnerud, Mona K Beyer","doi":"10.1007/s00234-024-03482-0","DOIUrl":"https://doi.org/10.1007/s00234-024-03482-0","url":null,"abstract":"<p><strong>Purpose: </strong>Many consider white matter hyperintensities (WMHs) to be important imaging findings in neuroborreliosis. However, evidence regarding association with WMHs is of low quality. The objective was to investigate WMHs in neuroborreliosis visually and quantitatively.</p><p><strong>Materials and methods: </strong>Patients underwent brain MRI within one month of diagnosis and six months after treatment. Healthy controls were recruited. WMHs were counted by visual rating and the volume was calculated from automatic segmentation. Biochemical markers and scores for clinical symptoms and findings were used to explore association with longitudinal volume change of WMHs.</p><p><strong>Results: </strong>The study included 74 patients (37 males) with early neuroborreliosis and 65 controls (30 males). Mean age (standard deviation) was 57.4 (13.5) and 57.7 (12.9) years, respectively. Baseline WMH lesion count was zero in 14 patients/16 controls, < 10 in 36/31, 10-20 in 9/7 and > 20 in 13/11, with no difference between groups (p = 0.90). However, from baseline to follow-up the patients had a small reduction in WMH volume and the controls a small increase, median difference 0.136 (95% confidence interval 0.051-0.251) ml. In patients, volume change was not associated with biochemical or clinical markers, but with degree of WMHs (p values 0.002-0.01).</p><p><strong>Conclusion: </strong>WMH lesions were not more numerous in patients with neuroborreliosis compared to healthy controls. However, there was a small reduction of WMH volume from baseline to follow-up among patients, which was associated with higher baseline WMH severity, but not with disease burden or outcome. Overall, non-specific WMHs should not be considered suggestive of neuroborreliosis.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142471183","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}
{"title":"Classification, angioarchitecture and treatment outcomes of medullary bridging vein-draining dural arteriovenous fistulas in the foramen magnum region: a multicenter study.","authors":"Tomohiko Ozaki, Masafumi Hiramatsu, Hajime Nakamura, Yasunari Niimi, Shuichi Tanoue, Katsuhiro Mizutani, Ichiro Nakahara, Yuji Matsumaru, Yasushi Matsumoto, Timo Krings, Toshiyuki Fujinaka","doi":"10.1007/s00234-024-03478-w","DOIUrl":"https://doi.org/10.1007/s00234-024-03478-w","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to classify medullary bridging vein-draining dural arteriovenous fistulas (MBV-DAVFs) located around the foramen magnum (FM) according to their location and characterize their angioarchitecture and treatment outcomes.</p><p><strong>Methods: </strong>Patients with MBV-DAVFs diagnosed between January 2013 and October 2022 were included. MBV-DAVFs were classified into four groups. Jugular vein-bridging vein (JV-BV) DAVF: located in proximity to jugular fossa, Anterior condylar vein (ACV)-BV DAVF: proximity to anterior condylar canal, Marginal sinus (MS)-BV DAVF: lateral surface of FM and Suboccipital cavernous sinus (SCS)-BV DAVF: proximity to dural penetration of vertebral artery.</p><p><strong>Results: </strong>Twenty patients were included, three JV-BV, four ACV-BV, three MS-BV and ten SCS-BV DAVFs, respectively. All groups showed male predominance. There were significant differences in main feeders between JV (jugular branch of ascending pharyngeal artery) and SCS group (C1 dural branch). Pial feeders from anterior spinal artery (ASA) or lateral spinal artery (LSA) were visualized in four SCS and one MS group. Drainage pattern did not differ between groups. Transarterial embolization (TAE) was performed in three, two, one and two cases and complete obliteration was obtained in 100%, 50%, 100% and 0% in JV, ACS, MS and SCS group, respectively. Successful interventions without major complications were finally obtained in 100%, 75%, 100%, and 40% in JV, ACS, MS and SCS group, respectively.</p><p><strong>Conclusion: </strong>JV-BV DAVFs were successfully treated using TAE alone. SCS-BV DAVFs were mainly fed by small C1 dural branches of vertebral artery often with pial feeders from ASA or LSA, and difficultly treated by TAE alone.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142471184","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}
NeuroradiologyPub Date : 2024-10-12DOI: 10.1007/s00234-024-03483-z
Hayden Naizer, Harold Kohl Iii, Trudy Krause, Randa Hamden, Joseph Wozny, Odelin Charron, Leorah Freeman
{"title":"Correlation between MRI utilization and therapy switches in disease-modifying treatments for multiple sclerosis.","authors":"Hayden Naizer, Harold Kohl Iii, Trudy Krause, Randa Hamden, Joseph Wozny, Odelin Charron, Leorah Freeman","doi":"10.1007/s00234-024-03483-z","DOIUrl":"https://doi.org/10.1007/s00234-024-03483-z","url":null,"abstract":"<p><strong>Background and objectives: </strong>Studies measuring the role of magnetic resonance imaging (MRI) in therapeutic decision-making are rare in people with multiple sclerosis (pwMS). This study aimed to measure the association between MRI utilization and disease-modifying therapy (DMT) switches in pwMS.</p><p><strong>Methods: </strong>This retrospective cohort study identified pwMS in 2018 from a de-identified national claims database. PwMS who received MRI in 2018 were compared to pwMS not receiving MRI in 2018. PwMS were observed for six months to assess the incidence of DMT switches.</p><p><strong>Results: </strong>The study sample consisted of 11,972 pwMS. 3,931 (32.8%) pwMS received at least one MRI in 2018. Overall, MRI utilization increased the odds of switching DMT (OR = 1.49, 1.79, and 3.01 for 1, 2, and ≥ 3 CNS locations imaged). For those on injectable or platform DMT, any MRI utilization increased the odds of switching DMT (OR = 1.54, 2.00, and 3.48 for 1, 2, and ≥ 3 locations imaged). For those on oral DMT, only receiving MRI of 2 or ≥ 3 locations increased the odds of a DMT switch (OR = 1.36, 1.89, and 2.40 for 1, 2, and ≥ 3 locations). Finally, for pwMS on infusible therapies, there was little evidence that MRI changed the odds of a DMT switch.</p><p><strong>Discussion: </strong>Among pwMS on injectable or oral DMT, imaging more CNS locations increased the odds of switching DMT after adjusting for age and relapse incidence. For pwMS on high-efficacy infusible DMTs, MRI did not change the odds of switching DMT but remains essential for safety monitoring.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142471186","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}
NeuroradiologyPub Date : 2024-10-10DOI: 10.1007/s00234-024-03480-2
Stefan Mausbach, Lamya Ahmad Abdallah, Eliel Ben-David, Michael Teitcher, Natan M Bornstein, Roni Eichel
{"title":"CT Perfusion imaging as prognostic factor for outcome of lacunar stroke.","authors":"Stefan Mausbach, Lamya Ahmad Abdallah, Eliel Ben-David, Michael Teitcher, Natan M Bornstein, Roni Eichel","doi":"10.1007/s00234-024-03480-2","DOIUrl":"https://doi.org/10.1007/s00234-024-03480-2","url":null,"abstract":"<p><strong>Background: </strong>Early neurological deterioration (END) affects 20-30% of patients with lacunar stroke within 48 h despite optimal treatment. Previously established markers included infection and infarct location on imaging. We studied the utility of measuring global cerebral blood flow (gCBF) measured by CT-Perfusion (CTP) as an early predictor of END in patients with lacunar strokes.</p><p><strong>Methods: </strong>162 patients with lacunar stroke were measured for gCBF including both cerebral hemispheres and cerebellum. We stratified patients by normal gCBF (> 40 ml/100 mg/min) vs. low gCBF (< 40 ml/100 mg/min). Stroke location, vascular risk factors, age and gender were assessed. The primary outcome was the change in the NIHSS score after 48 h from index stroke.</p><p><strong>Results: </strong>Mean gCBF of the overall cohort was 37.72 ml/100 mg/min. Both groups had a baseline NIHSS score of 4.2 with similar standard deviations. The NIHSS score decreased by 1.3 points in normal gCBF group and increased by 1.1 points in the low gCBF group. All stroke sites deteriorated in the low gCBF group, particularly the capsula interna, corona radiata, and lateral pontine area. END occurred in 37.8% in low gCBF compared to 3.1% in the normal gCBF patients. In contrast, clinical improvement after 48 h occurred in 64.2% of patients with normal gCBF but only 6.1% with low gCBF.</p><p><strong>Conclusion: </strong>Our study supports measurement of gCBF by CTP as a potential imaging biomarker for END. Additionally, it adds evidence to the body of supporting the vulnerability of capsula interna and pontine infarctions to END.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142400885","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}
NeuroradiologyPub Date : 2024-10-09DOI: 10.1007/s00234-024-03476-y
Catalin George Iacoban, Antonia Ramaglia, Mariasavina Severino, Domenico Tortora, Martina Resaz, Costanza Parodi, Arnoldo Piccardo, Andrea Rossi
{"title":"Advanced imaging techniques and non-invasive biomarkers in pediatric brain tumors: state of the art.","authors":"Catalin George Iacoban, Antonia Ramaglia, Mariasavina Severino, Domenico Tortora, Martina Resaz, Costanza Parodi, Arnoldo Piccardo, Andrea Rossi","doi":"10.1007/s00234-024-03476-y","DOIUrl":"https://doi.org/10.1007/s00234-024-03476-y","url":null,"abstract":"<p><p>In the pediatric age group, brain neoplasms are the second most common tumor category after leukemia, with an annual incidence of 6.13 per 100,000. Conventional MRI sequences, complemented by CT whenever necessary, are fundamental for the initial diagnosis and surgical planning as well as for post-operative evaluations, assessment of response to treatment, and surveillance; however, they have limitations, especially concerning histopathologic or biomolecular phenotyping and grading. In recent years, several advanced MRI sequences, including diffusion-weighted imaging, diffusion tensor imaging, arterial spin labelling (ASL) perfusion, and MR spectroscopy, have emerged as a powerful aid to diagnosis as well as prognostication; furthermore, other techniques such as diffusion kurtosis, amide proton transfer imaging, and MR elastography are being translated from the research environment to clinical practice. Molecular imaging, especially PET with amino-acid tracers, complement MRI in several aspects, including biopsy targeting and outcome prediction. Finally, radiomics with radiogenomics are opening entirely new perspectives for a quantitative approach aiming at identifying biomarkers that can be used for personalized, precision management strategies.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142392195","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}
NeuroradiologyPub Date : 2024-10-08DOI: 10.1007/s00234-024-03475-z
Nicholas S Cho, Francesco Sanvito, Viên Lam Le, Sonoko Oshima, Ashley Teraishi, Jingwen Yao, Donatello Telesca, Catalina Raymond, Whitney B Pope, Phioanh L Nghiemphu, Albert Lai, Noriko Salamon, Timothy F Cloughesy, Benjamin M Ellingson
{"title":"Diffusion MRI is superior to quantitative T2-FLAIR mismatch in predicting molecular subtypes of human non-enhancing gliomas.","authors":"Nicholas S Cho, Francesco Sanvito, Viên Lam Le, Sonoko Oshima, Ashley Teraishi, Jingwen Yao, Donatello Telesca, Catalina Raymond, Whitney B Pope, Phioanh L Nghiemphu, Albert Lai, Noriko Salamon, Timothy F Cloughesy, Benjamin M Ellingson","doi":"10.1007/s00234-024-03475-z","DOIUrl":"https://doi.org/10.1007/s00234-024-03475-z","url":null,"abstract":"<p><strong>Purpose: </strong>This study compared the classification performance of normalized apparent diffusion coefficient (nADC) with percentage T2-FLAIR mismatch-volume (%T2FM-volume) for differentiating between IDH-mutant astrocytoma (IDHm-A) and other glioma molecular subtypes.</p><p><strong>Methods: </strong>A total of 105 non-enhancing gliomas were studied. T2-FLAIR digital subtraction maps were used to identify T2FM and T2-FLAIR non-mismatch (T2FNM) subregions within tumor volumes of interest (VOIs). Median nADC from the whole tumor, T2FM, and T2NFM subregions and %T2FM-volume were obtained. IDHm-A classification analyses using receiver-operating characteristic curves and multiple logistic regression were performed in addition to exploratory survival analyses.</p><p><strong>Results: </strong>T2FM subregions had significantly higher nADC than T2FNM subregions within IDHm-A with ≥ 25% T2FM-volume (P < 0.0001). IDHm-A with ≥ 25% T2FM-volume demonstrated significantly higher whole tumor nADC compared to IDHm-A with < 25% T2FM-volume (P < 0.0001), and both IDHm-A subgroups demonstrated significantly higher nADC compared to IDH-mutant oligodendroglioma and IDH-wild-type gliomas (P < 0.05). For classification of IDHm-A vs. other gliomas, the area under curve (AUC) of nADC was significantly greater compared to the AUC of %T2FM-volume (P = 0.01, nADC AUC = 0.848, %T2FM-volume AUC = 0.714) along with greater sensitivity. In exploratory survival analyses within IDHm-A, %T2FM-volume was not associated with overall survival (P = 0.2), but there were non-significant trends for nADC (P = 0.07) and tumor volume (P = 0.051).</p><p><strong>Conclusion: </strong>T2-FLAIR subtraction maps are useful for characterizing IDHm-A imaging characteristics. nADC outperforms %T2FM-volume for classifying IDHm-A amongst non-enhancing gliomas with preserved high specificity and increased sensitivity, which may be related to inherent diffusivity differences regardless of T2FM. In line with previous findings on visual T2FM-sign, quantitative %T2FM-volume may not be prognostic.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142392197","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}
NeuroradiologyPub Date : 2024-10-08DOI: 10.1007/s00234-024-03472-2
Mena Samaan, Arevik Abramyan, Srihari Sundararajan, Emad Nourollah-Zadeh, Hai Sun, Anil Nanda, Sudipta Roychowdhury, Gaurav Gupta
{"title":"Cerebrovascular implications of takayasu arteritis: a review.","authors":"Mena Samaan, Arevik Abramyan, Srihari Sundararajan, Emad Nourollah-Zadeh, Hai Sun, Anil Nanda, Sudipta Roychowdhury, Gaurav Gupta","doi":"10.1007/s00234-024-03472-2","DOIUrl":"https://doi.org/10.1007/s00234-024-03472-2","url":null,"abstract":"<p><strong>Purpose: </strong>Takayasu arteritis (TA) is a rare, chronic, inflammatory large-vessel vasculitis that affects the aorta and its main branches, including the cerebrovascular system. This review analyzes current knowledge and patient outcomes concerning the cerebrovascular implications of TA.</p><p><strong>Methods: </strong>A literature search, with publications from 1994 to 2024, identified pertinent studies through PubMed. An illustrative case report details a 19-year-old female with Type 1 TA, illustrating the complex decision required in the absence of surgical or endovascular options.</p><p><strong>Results: </strong>Our results offer a demographic analysis of 1,698 TA patients, highlighting a female predominance of 89.99% and a mean symptom onset at 33 years. The clinical spectrum of cerebrovascular involvement presented varied symptoms, most notably dizziness, with significant incidences of ischemic events and bilateral stenosis primarily affecting the carotid and subclavian arteries. The most common type of TA was Type V, affecting 40% of patients studied. Endovascular treatment had a 95% initial success rate, with a 67% restenosis rate. Surgical treatment was successful in 84% of cases, but 21% had notable post-operative complications. Similar to the endovascular population, those treated with stand-alone conservative therapy saw a 93% initial remission rate with 52% having relapsed.</p><p><strong>Conclusion: </strong>Assessing the disease activity of TA is crucial when planning vascular intervention due to its significant impact on treatment outcomes. Despite its greater initial invasiveness, surgical interventions showed lower restenosis rates compared to either endovascular interventions or standalone conservative management. We emphasize advancements in TA management and the pressing need for continued research into diagnostic and treatment protocols for improved patient outcomes.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142392196","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}
{"title":"Machine learning based classification of spontaneous intracranial hemorrhages using radiomics features.","authors":"Phattanun Thabarsa, Papangkorn Inkeaw, Chakri Madla, Withawat Vuthiwong, Kittisak Unsrisong, Natipat Jitmahawong, Thanwa Sudsang, Chaisiri Angkurawaranon, Salita Angkurawaranon","doi":"10.1007/s00234-024-03481-1","DOIUrl":"https://doi.org/10.1007/s00234-024-03481-1","url":null,"abstract":"<p><strong>Purpose: </strong>To assess the efficacy of radiomics features extracted from non-contrast computed tomography (NCCT) scans in differentiating multiple etiologies of spontaneous intracerebral hemorrhage (ICH).</p><p><strong>Methods: </strong>CT images and clinical data from 141 ICH patients from 2010 to 2022 were collected. The cohort comprised primary (n = 57), tumorous (n = 46), and vascular malformation-related ICH (n = 38). Radiomics features were extracted from the initial brain NCCT scans and identified potential features using mutual information. A hierarchical classification with AdaBoost classifiers was employed to classify the multiple etiologies of ICH. Age of the patient and ICH's location were examined alongside radiomics features. The accuracy, area under the curve (AUC), sensitivity, and specificity were used to evaluate classification performance.</p><p><strong>Results: </strong>The proposed method achieved an accuracy of 0.79. For identifying primary ICH, the model achieved a sensitivity of 0.86 and specificity of 0.87. Meanwhile, the sensitivity and specificity for identifying tumoral causes were 0.78 and 0.93, respectively. For vascular malformation, the model reached a sensitivity and specificity of 0.72 and 0.89, respectively. The AUCs for primary, tumorous, and vascular malformation were 0.86, 0.85, and 0.82, respectively. The findings further highlight the importance of texture-based variables in ICH classification. The age and location of the ICH can enhance the classification performance.</p><p><strong>Conclusion: </strong>The use of a machine learning model with radiomics features has the potential in classifying the three types of non-traumatic ICH. It may help the radiologist decide on an appropriate further examination plan to arrive at a correct diagnosis.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142378047","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}
{"title":"Pineal gland ADC values in children aged 0 to 4 years: normative data and usefulness in the differential diagnosis with trilateral retinoblastoma.","authors":"Inês Freire, Lydia Viviana Falsitta, Chetan Sharma, Ulrike Löbel, Sniya Sudhakar, Asthik Biswas, Jessica Cooper, Kshitij Mankad, Kiran Hilal, Catriona Duncan, Felice D'Arco","doi":"10.1007/s00234-024-03479-9","DOIUrl":"https://doi.org/10.1007/s00234-024-03479-9","url":null,"abstract":"<p><strong>Purpose: </strong>Normative ADC values of the pineal gland in young children are currently lacking, however, these are potentially useful in the differential diagnosis of pineal involvement in trilateral retinoblastoma, which is challenging when the size of the tumor is less than 10-15 mm. The main objective of this study was to establish ADC reference values of the normal pineal gland in a large cohort of children between 0 and 4 years.</p><p><strong>Methods: </strong>This retrospective study was conducted in a tertiary pediatric hospital. We collected 64 patients with normal MRI examination (between 2017 and 2024) and clinical indication unrelated to the pineal gland, and divided them into 5 age groups (0 to 4 years). Gland size and mean ADC values were calculated, using the ellipsoid formula and ROI/histogram analysis, respectively. The established values were tested in three cases of trilateral retinoblastoma (10 to 20 months).</p><p><strong>Results: </strong>Mean ADC values were always above 1000 × 10<sup>- 6</sup> mm<sup>2</sup>/s, while in patients with trilateral retinoblastoma they were around 800 × 10<sup>- 6</sup> mm<sup>2</sup>/s. Pineal ADC values were identical in both genders. The volume of the pineal gland showed a tendency to increase with age.</p><p><strong>Conclusions: </strong>We present ADC reference data for the pineal gland in children under 4 years of age. The distribution of mean ADC values of trilateral retinoblastoma was significantly different from the normative values, hence, the use DWI/ADC may help to identify small trilateral retinoblastoma in children with ocular pathology.</p>","PeriodicalId":19422,"journal":{"name":"Neuroradiology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142372443","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}