首页 > 最新文献

Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine最新文献

英文 中文
Changes to Dorsal Thalamic Metabolites and Thalamocortical Tract Fiber Injury in Patients with Cervical Spondylotic Myelopathy. 脊髓型颈椎病患者丘脑背侧代谢物和丘脑皮质束纤维损伤的变化。
Li Zhang, Yu-Jin Zhang, Ning Wang, Yong Wang, Xiao-Nan Tian

Purpose: This study aims to assess thalamocortical tract fiber injury using diffusion-tensor imaging (DTI) and to characterize metabolic alterations in the dorsal thalamus with proton magnetic resonance spectroscopy (MRS) in patients with cervical spondylotic myelopathy (CSM).

Methods: A prospective study involved 98 CSM patients and 66 age-matched controls without neurological disease, recruited from May 2021 to December 2021. Neurological function was evaluated using the modified Japanese Orthopaedic Association (mJOA) score. DTI and MRS were analyzed by 2 experienced radiologists, with statistical analysis performed via SPSS (v.26), including t-tests, chi-square tests, and Pearson's correlation.

Results: DTI revealed significantly lower fractional anisotropy (FA) and higher radial and axial diffusivity in the bilateral postcentral gyrus of CSM patients compared to controls (P < 0.001). MRS showed decreased ratios of N-acetylaspartate (NAA)/creatinine (Cr), choline (Cho)/Cr, and myo-inositol (mI)/Cr in the dorsal thalamus of CSM patients (P < 0.001). Correlation analysis indicated a moderate association between mJOA scores and NAA/Cr and mI/Cr ratios, and a weaker correlation with FA and Cho/Cr.

Conclusion: CSM patients exhibit significant thalamocortical disruptions and metabolic changes in the dorsal thalamus, correlating with clinical severity. These findings suggest that DTI and MRS could provide valuable insights into the extent of neural damage in CSM.

目的:本研究旨在利用弥散张量成像(DTI)评估丘脑皮质束纤维损伤,并利用质子磁共振波谱(MRS)表征脊髓型颈椎病(CSM)患者丘脑背侧的代谢改变。方法:在2021年5月至2021年12月期间招募了98名CSM患者和66名年龄匹配的无神经系统疾病的对照组。采用改良的日本骨科协会(mJOA)评分评估神经功能。DTI和MRS由2名经验丰富的放射科医师进行分析,采用SPSS (v.26)软件进行统计分析,包括t检验、卡方检验和Pearson相关检验。结果:与对照组相比,DTI显示CSM患者双侧中央后回的分数各向异性(FA)明显降低,径向和轴向弥散性更高(P结论:CSM患者表现出明显的丘脑皮质破坏和丘脑背侧代谢改变,与临床严重程度相关。这些发现表明,DTI和MRS可以为CSM的神经损伤程度提供有价值的见解。
{"title":"Changes to Dorsal Thalamic Metabolites and Thalamocortical Tract Fiber Injury in Patients with Cervical Spondylotic Myelopathy.","authors":"Li Zhang, Yu-Jin Zhang, Ning Wang, Yong Wang, Xiao-Nan Tian","doi":"10.2463/mrms.mp.2024-0079","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0079","url":null,"abstract":"<p><strong>Purpose: </strong>This study aims to assess thalamocortical tract fiber injury using diffusion-tensor imaging (DTI) and to characterize metabolic alterations in the dorsal thalamus with proton magnetic resonance spectroscopy (MRS) in patients with cervical spondylotic myelopathy (CSM).</p><p><strong>Methods: </strong>A prospective study involved 98 CSM patients and 66 age-matched controls without neurological disease, recruited from May 2021 to December 2021. Neurological function was evaluated using the modified Japanese Orthopaedic Association (mJOA) score. DTI and MRS were analyzed by 2 experienced radiologists, with statistical analysis performed via SPSS (v.26), including t-tests, chi-square tests, and Pearson's correlation.</p><p><strong>Results: </strong>DTI revealed significantly lower fractional anisotropy (FA) and higher radial and axial diffusivity in the bilateral postcentral gyrus of CSM patients compared to controls (P < 0.001). MRS showed decreased ratios of N-acetylaspartate (NAA)/creatinine (Cr), choline (Cho)/Cr, and myo-inositol (mI)/Cr in the dorsal thalamus of CSM patients (P < 0.001). Correlation analysis indicated a moderate association between mJOA scores and NAA/Cr and mI/Cr ratios, and a weaker correlation with FA and Cho/Cr.</p><p><strong>Conclusion: </strong>CSM patients exhibit significant thalamocortical disruptions and metabolic changes in the dorsal thalamus, correlating with clinical severity. These findings suggest that DTI and MRS could provide valuable insights into the extent of neural damage in CSM.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142782321","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of Renal Perfusion: A Comparative Study between Intravoxel Incoherent Motion (IVIM) Imaging and Arterial Spin Labeling (ASL) to Assess Renal Blood Flow in Rodents. 肾血流评估:体素内非相干运动(IVIM)成像与动脉自旋标记(ASL)评估啮齿动物肾血流的比较研究。
Keisuke Ishimatsu, Kazufumi Kikuchi, Orson W Moe, Koichi Oshio, Kousei Ishigami, Masaya Takahashi

Purpose: To compare diagnostic reliability between an intravoxel incoherent motion (IVIM) imaging and an arterial spin labeling (ASL) in assessment of renal blood flow in rodents.

Methods: We first evaluated 3 different fitting methods on 5 datasets of diffusion-weighted imaging (DWI) with 10 b-values (0-1000 s/mm2) for bi-exponential analysis in IVIM imaging to calculate pseudo-diffusion parameters. Coefficient of variation (CV) for each parameter and correlation among the parameters was assessed to test the robustness of the 3 fitting methods. Subsequently, DWI and ASL methods were performed before and 14 days after onset of acute kidney injury (AKI) in a rat model. Temporal change before and after AKI onset in the pseudo-diffusion parameters in 3 fitting methods was compared with that in the renal blood flow (RBF) derived in the ASL method.

Results: The CVs in all IVIM parameters were the lowest in the fitting method that estimated pseudo-diffusion parameters after a fixed true-diffusion was determined where the pseudo- and true-diffusion coefficients had no correlation. The RBF substantially reduced (~50%, P < 0.001) due to the AKI onset; however, no pseudo-diffusion parameters in any of 3 fitting methods could not detect the change. Further, any pseudo-diffusion parameters showed no correlation with the RBF.

Conclusion: Pseudo-diffusion parameters in the IVIM concept were not reliable to estimate RBF in the study. Since the kidney has a unique profile in the "tissue flow", our data indicate that study design and interpretation of results needs to be carefully considered when IVIM imaging is used for evaluation of blood flow in tissue, especially in the kidney.

目的:比较体素内非相干运动成像(IVIM)和动脉自旋标记(ASL)在评估啮齿动物肾血流中的诊断可靠性。方法:首先对5组弥散加权成像(DWI)的10个b值(0-1000 s/mm2)数据集进行3种不同的拟合方法,用于IVIM成像的双指数分析,计算伪弥散参数。评估每个参数的变异系数(CV)和参数之间的相关性,以检验3种拟合方法的稳健性。随后,在大鼠急性肾损伤(AKI)模型发生前和发生后14天分别行DWI和ASL方法。比较3种拟合方法获得的伪扩散参数与ASL法获得的肾血流量(RBF)在AKI发病前后的时间变化。结果:在伪扩散系数与真扩散系数不相关的情况下,确定固定的真扩散系数后估计伪扩散参数的拟合方法中,所有IVIM参数的cv值最低。结论:IVIM概念中的伪扩散参数在本研究中对RBF的估计不可靠。由于肾脏在“组织血流”中具有独特的特征,我们的数据表明,当IVIM成像用于评估组织中的血流,特别是肾脏中的血流时,需要仔细考虑研究设计和结果解释。
{"title":"Evaluation of Renal Perfusion: A Comparative Study between Intravoxel Incoherent Motion (IVIM) Imaging and Arterial Spin Labeling (ASL) to Assess Renal Blood Flow in Rodents.","authors":"Keisuke Ishimatsu, Kazufumi Kikuchi, Orson W Moe, Koichi Oshio, Kousei Ishigami, Masaya Takahashi","doi":"10.2463/mrms.mp.2023-0169","DOIUrl":"https://doi.org/10.2463/mrms.mp.2023-0169","url":null,"abstract":"<p><strong>Purpose: </strong>To compare diagnostic reliability between an intravoxel incoherent motion (IVIM) imaging and an arterial spin labeling (ASL) in assessment of renal blood flow in rodents.</p><p><strong>Methods: </strong>We first evaluated 3 different fitting methods on 5 datasets of diffusion-weighted imaging (DWI) with 10 b-values (0-1000 s/mm<sup>2</sup>) for bi-exponential analysis in IVIM imaging to calculate pseudo-diffusion parameters. Coefficient of variation (CV) for each parameter and correlation among the parameters was assessed to test the robustness of the 3 fitting methods. Subsequently, DWI and ASL methods were performed before and 14 days after onset of acute kidney injury (AKI) in a rat model. Temporal change before and after AKI onset in the pseudo-diffusion parameters in 3 fitting methods was compared with that in the renal blood flow (RBF) derived in the ASL method.</p><p><strong>Results: </strong>The CVs in all IVIM parameters were the lowest in the fitting method that estimated pseudo-diffusion parameters after a fixed true-diffusion was determined where the pseudo- and true-diffusion coefficients had no correlation. The RBF substantially reduced (~50%, P < 0.001) due to the AKI onset; however, no pseudo-diffusion parameters in any of 3 fitting methods could not detect the change. Further, any pseudo-diffusion parameters showed no correlation with the RBF.</p><p><strong>Conclusion: </strong>Pseudo-diffusion parameters in the IVIM concept were not reliable to estimate RBF in the study. Since the kidney has a unique profile in the \"tissue flow\", our data indicate that study design and interpretation of results needs to be carefully considered when IVIM imaging is used for evaluation of blood flow in tissue, especially in the kidney.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142782294","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association between the Presence of the Parasagittal Cyst-like Structures and Cognitive Function. 椎旁囊样结构的存在与认知功能之间的关系
Toshio Ohashi, Rintaro Ito, Ryo Yamamoto, Katsuyuki Ukai, Shinji Naganawa

Purpose: A cyst-like structure near superior sagittal sinus (Arachnoid Cuff Exit Site cysts: ACES cysts) has been reported in MRI. The purpose of this study was to investigate the association between presence of ACES cysts and cognitive function, as assessed using mini-mental state examination (MMSE) scores.

Methods: We retrospectively analyzed patients who underwent head MRI for dementia screening. Differences in patient ages and MMSE scores between patients with and without ACES cysts were examined using the Mann-Whitney U test. Correlations between patient ages and MMSE scores were examined for patients with and without ACES cysts using Spearman's rank correlation coefficient. Multivariate logistic regression analysis was performed to examine the influence of presence or absence of ACES cysts on MMSE score.

Results: A total of 112 patients (male: 28, female: 84) were included for the analysis. The patient ages ranged from 66 to 94 years (median: 83 years). MMSE scores ranged from 6 to 30 (median: 24). ACES cysts were detected in 57 patients (50.9%). There was no significant difference in patient ages between the patients with and without ACES cysts (P = 0.058). The patients with ACES cysts showed significantly lower MMSE scores compared to the patients without ACES cysts (P < 0.001). In the patients with ACES cysts, there was no significant correlation between patient ages and MMSE scores (ρ = -0.178, P = 0.185), whereas a significant negative correlation was observed in the patients without ACES cysts (ρ = -0.347, P = 0.001). The presence of ACES cysts was determined as an independent predictor for the lower MMSE score (odds ratio = 15.2, 95% confidence interval = 5.59-41.4, P < 0.001).

Conclusion: The presence of the ACES cysts showed significant association with lower MMSE score. ACES cysts might be involved in the pathological processes affecting cognitive function.

目的:磁共振成像中曾报道过上矢状窦附近的囊样结构(蛛网膜袖带出口处囊肿:ACES囊肿)。本研究的目的是调查 ACES 囊肿的存在与认知功能之间的关系,认知功能由迷你精神状态检查(MMSE)评分来评估:我们对接受头部核磁共振成像进行痴呆筛查的患者进行了回顾性分析。采用 Mann-Whitney U 检验法检验了有无 ACES 囊肿的患者在年龄和 MMSE 评分方面的差异。使用斯皮尔曼等级相关系数检验了ACES囊肿患者和非ACES囊肿患者的年龄和MMSE评分之间的相关性。进行多变量逻辑回归分析,以研究有无 ACES 囊肿对 MMSE 评分的影响:共有 112 名患者(男性 28 人,女性 84 人)被纳入分析。患者年龄从 66 岁到 94 岁不等(中位数:83 岁)。MMSE评分从6分到30分不等(中位数:24分)。57名患者(50.9%)检测出ACES囊肿。有和没有 ACES 囊肿的患者在年龄上没有明显差异(P = 0.058)。与无 ACES 囊肿的患者相比,有 ACES 囊肿的患者的 MMSE 评分明显较低(P 结论:ACES 囊肿的存在与患者的年龄无明显差异(P = 0.058):ACES 囊肿的存在与 MMSE 评分较低有显著关联。ACES 囊肿可能与影响认知功能的病理过程有关。
{"title":"Association between the Presence of the Parasagittal Cyst-like Structures and Cognitive Function.","authors":"Toshio Ohashi, Rintaro Ito, Ryo Yamamoto, Katsuyuki Ukai, Shinji Naganawa","doi":"10.2463/mrms.mp.2024-0138","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0138","url":null,"abstract":"<p><strong>Purpose: </strong>A cyst-like structure near superior sagittal sinus (Arachnoid Cuff Exit Site cysts: ACES cysts) has been reported in MRI. The purpose of this study was to investigate the association between presence of ACES cysts and cognitive function, as assessed using mini-mental state examination (MMSE) scores.</p><p><strong>Methods: </strong>We retrospectively analyzed patients who underwent head MRI for dementia screening. Differences in patient ages and MMSE scores between patients with and without ACES cysts were examined using the Mann-Whitney U test. Correlations between patient ages and MMSE scores were examined for patients with and without ACES cysts using Spearman's rank correlation coefficient. Multivariate logistic regression analysis was performed to examine the influence of presence or absence of ACES cysts on MMSE score.</p><p><strong>Results: </strong>A total of 112 patients (male: 28, female: 84) were included for the analysis. The patient ages ranged from 66 to 94 years (median: 83 years). MMSE scores ranged from 6 to 30 (median: 24). ACES cysts were detected in 57 patients (50.9%). There was no significant difference in patient ages between the patients with and without ACES cysts (P = 0.058). The patients with ACES cysts showed significantly lower MMSE scores compared to the patients without ACES cysts (P < 0.001). In the patients with ACES cysts, there was no significant correlation between patient ages and MMSE scores (ρ = -0.178, P = 0.185), whereas a significant negative correlation was observed in the patients without ACES cysts (ρ = -0.347, P = 0.001). The presence of ACES cysts was determined as an independent predictor for the lower MMSE score (odds ratio = 15.2, 95% confidence interval = 5.59-41.4, P < 0.001).</p><p><strong>Conclusion: </strong>The presence of the ACES cysts showed significant association with lower MMSE score. ACES cysts might be involved in the pathological processes affecting cognitive function.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142712338","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Image-based Re-evaluation of the JCOG0911 Study Focusing on Tumor Volume and Survival, Disease Progression Diagnosis, and Radiomic Prognostication for Newly Diagnosed Glioblastoma. 基于图像的 JCOG0911 研究再评估,重点关注新诊断胶质母细胞瘤的肿瘤体积和存活率、疾病进展诊断和放射诊断。
Manabu Kinoshita, Yasutaka Fushimi, Tomohiko Masumoto, Keita Sasaki, Tetsuya Sekita, Atsushi Natsume, Toshihiko Wakabashi, Takashi Komori, Shunsuke Tsuzuki, Yoshihiro Muragaki, Kazuya Motomura, Ryuta Saito, Kenichi Sato, Takaaki Beppu, Masamichi Takahashi, Jun-Ichiro Kuroda, Yukihiko Sonoda, Keiichi Kobayashi, Kazuhiko Mishima, Koichi Mitsuya, Fumiyuki Yamasaki, Akihiro Inoue, Tomoo Matsutani, Hideo Nakamura, Shigeru Yamaguchi, Eiichi Ishikawa, Masato Nakaya, Shota Tanaka, Kenta Ujifuku, Hiroyuki Uchida, Masayuki Kanamori, Ryohei Otani, Noriyuki Kijima, Namiko Nishida, Atsuo Yoshino, Yohei Mineharu, Yoshiki Arakawa, Haruhiko Fukuda, Yoshitaka Narita

Purpose: To re-evaluate images recovered from JCOG0911, a randomized phase 2 trial for newly diagnosed glioblastoma (nGBM) conducted by the Japan Clinical Oncology Group (JCOG) Brain Tumor Study Group.

Methods: The correlation between tumor volumes and survival was evaluated, followed by progression-free survival (PFS) analysis by independent central review based on Response Assessment in Neuro-Oncology (RANO) criteria using MRI recovered from 118 nGBM patients enrolled in the JCOG0911 trial. A radiomic analysis was also performed to identify radiomic features predictive of nGBM prognosis.

Results: The distribution of the Gd-enhancing and T2-weighted image/fluid attenuated inversion recovery-high intensity lesions mainly occupied white matter. JCOG0911 consisted of more subjects with right-sided lesions. The median extent of resection of the Gd-enhancing lesions was 99%. The overall survival showed a nonsignificant negative trend with postoperative Gd-enhancing lesion volume (P = 0.22), with the hazard ratio increasing in parallel with its volume. The median PFS after registration was 302 and 308 days for local Response Evaluation Criteria in Solid Tumors (RECIST)-based and central RANO-based diagnoses. However, an apparent discrepancy was observed between the two in the early phase, presumably due to the misdiagnosis of pseudoprogression by local RECIST-based diagnosis. Radiomic analysis identified 28 radiomic features predictive of nGBM prognosis, 5 of which were those previously identified in a separate cohort. The constructed radiomics-based prognostic model stratified the cohort into high- and low-risk groups (P = 0.028).

Conclusion: Novel analytical methods that could be incorporated into future clinical trials were successfully tested. RANO and RECIST may not differ in progression calls if pseudoprogression is appropriately handled.

目的:重新评估日本临床肿瘤学小组(JCOG)脑肿瘤研究小组开展的新诊断胶质母细胞瘤(nGBM)随机2期试验JCOG0911的图像:根据神经肿瘤学反应评估(RANO)标准,通过独立的中央审查,使用参加 JCOG0911 试验的 118 名 nGBM 患者的 MRI 恢复数据,评估肿瘤体积与生存期之间的相关性,然后进行无进展生存期(PFS)分析。此外还进行了放射学分析,以确定可预测 nGBM 预后的放射学特征:结果:Gd增强和T2加权成像/流体衰减反转恢复高强度病变的分布主要占据白质。JCOG0911 中右侧病变的受试者较多。钆增强病灶的中位切除率为 99%。总生存率与术后钆增强病灶体积呈不显著的负相关趋势(P = 0.22),危险比随着病灶体积的增加而增加。基于实体瘤反应评估标准(RECIST)的局部诊断和基于中心RANO诊断的登记后中位生存期分别为302天和308天。然而,在早期阶段,两者之间出现了明显的差异,这可能是由于基于局部RECIST诊断的假性进展被误诊所致。放射组学分析发现了 28 个可预测 nGBM 预后的放射组学特征,其中 5 个是之前在另一个队列中发现的。构建的基于放射组学的预后模型将队列分为高风险组和低风险组(P = 0.028):结论:可用于未来临床试验的新型分析方法已成功通过测试。如果假性进展处理得当,RANO和RECIST在进展调用方面可能没有差异。
{"title":"Image-based Re-evaluation of the JCOG0911 Study Focusing on Tumor Volume and Survival, Disease Progression Diagnosis, and Radiomic Prognostication for Newly Diagnosed Glioblastoma.","authors":"Manabu Kinoshita, Yasutaka Fushimi, Tomohiko Masumoto, Keita Sasaki, Tetsuya Sekita, Atsushi Natsume, Toshihiko Wakabashi, Takashi Komori, Shunsuke Tsuzuki, Yoshihiro Muragaki, Kazuya Motomura, Ryuta Saito, Kenichi Sato, Takaaki Beppu, Masamichi Takahashi, Jun-Ichiro Kuroda, Yukihiko Sonoda, Keiichi Kobayashi, Kazuhiko Mishima, Koichi Mitsuya, Fumiyuki Yamasaki, Akihiro Inoue, Tomoo Matsutani, Hideo Nakamura, Shigeru Yamaguchi, Eiichi Ishikawa, Masato Nakaya, Shota Tanaka, Kenta Ujifuku, Hiroyuki Uchida, Masayuki Kanamori, Ryohei Otani, Noriyuki Kijima, Namiko Nishida, Atsuo Yoshino, Yohei Mineharu, Yoshiki Arakawa, Haruhiko Fukuda, Yoshitaka Narita","doi":"10.2463/mrms.mp.2024-0103","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0103","url":null,"abstract":"<p><strong>Purpose: </strong>To re-evaluate images recovered from JCOG0911, a randomized phase 2 trial for newly diagnosed glioblastoma (nGBM) conducted by the Japan Clinical Oncology Group (JCOG) Brain Tumor Study Group.</p><p><strong>Methods: </strong>The correlation between tumor volumes and survival was evaluated, followed by progression-free survival (PFS) analysis by independent central review based on Response Assessment in Neuro-Oncology (RANO) criteria using MRI recovered from 118 nGBM patients enrolled in the JCOG0911 trial. A radiomic analysis was also performed to identify radiomic features predictive of nGBM prognosis.</p><p><strong>Results: </strong>The distribution of the Gd-enhancing and T2-weighted image/fluid attenuated inversion recovery-high intensity lesions mainly occupied white matter. JCOG0911 consisted of more subjects with right-sided lesions. The median extent of resection of the Gd-enhancing lesions was 99%. The overall survival showed a nonsignificant negative trend with postoperative Gd-enhancing lesion volume (P = 0.22), with the hazard ratio increasing in parallel with its volume. The median PFS after registration was 302 and 308 days for local Response Evaluation Criteria in Solid Tumors (RECIST)-based and central RANO-based diagnoses. However, an apparent discrepancy was observed between the two in the early phase, presumably due to the misdiagnosis of pseudoprogression by local RECIST-based diagnosis. Radiomic analysis identified 28 radiomic features predictive of nGBM prognosis, 5 of which were those previously identified in a separate cohort. The constructed radiomics-based prognostic model stratified the cohort into high- and low-risk groups (P = 0.028).</p><p><strong>Conclusion: </strong>Novel analytical methods that could be incorporated into future clinical trials were successfully tested. RANO and RECIST may not differ in progression calls if pseudoprogression is appropriately handled.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving Vessel Visibility and Applying Artificial Intelligence to Autodetect Brain Metastasis for a 3D MR Imaging Sequence Capable of Simultaneous Images with and without Blood Vessel Suppression. 提高血管可见度并应用人工智能自动检测脑转移,使三维磁共振成像序列能够在有血管抑制和无血管抑制的情况下同时成像。
Kazufumi Kikuchi, Makoto Obara, Yoshitomo Kikuchi, Koji Yamashita, Tatsuhiro Wada, Akio Hiwatashi, Kousei Ishigami, Osamu Togao

Purpose: The purposes of this study were 1) to improve vessel visibility of our MR sequence by modifying k-space filling and 2) to verify the usefulness of applying artificial intelligence (AI) for volume isotropic simultaneous interleaved bright- and black-blood examination (VISIBLE) with compressed sensitivity encoding (CS) in autodetecting brain metastases.

Methods: We modified 3 sequences of VISIBLE (Centric, Reversed Centric, and Startup Echo 30). The Centric sequence is a prototype. The Reversed Centric filled the k-space in a reversed centric manner to improve vessel visibility. The Startup Echo 30 implemented dummy echoes to further improve vessel visibility. Vessel visibility was evaluated in one slice at the level of the centrum semiovale. The sensitivity, specificity, the area under the curve (AUC), and false positives of detecting brain metastases using AI were evaluated among 3 sequences. Statistical comparisons were performed using a one-way analysis of variance, followed by Friedman and Dunn's multiple comparison tests.

Results: The number of visualized vessels was significantly lower in the Centric (39.3 ± 9.7, P < 0.05) and Reversed Centric (44.2 ± 9.8, P < 0.05) methods than in the magnetization-prepared rapid gradient echo (49.3 ± 9.1) but comparable in the Startup Echo 30 method (44.9 ± 8.8, P > 0.05). No significant differences existed in sensitivity, specificity, and AUC among the 3 methods. False positives achieved using the Reversed Centric method were significantly fewer (54 false positives) than those achieved using the Centric (85 false positives) and Startup Echo 30 (68 false positives) methods (P = 0.0092).

Conclusion: Vessel visibility was improved by modifying the k-space filling, which may reduce false positives. The AI model for VISIBLE with CS achieved good performance in autodetection of brain metastases. The AI model for VISIBLE with CS can help radiologists diagnose brain metastases in clinical practice.

目的:本研究的目的是:1)通过修改 k 空间填充来提高磁共振序列的血管可见度;2)验证应用人工智能(AI)进行容积各向同性同步交错亮血和黑血检查(VISIBLE)以及压缩灵敏度编码(CS)在自动检测脑转移瘤方面的实用性:我们修改了 VISIBLE 的 3 个序列(Centric、Reverced Centric 和 Startup Echo 30)。中心序列是一个原型。反向居中序列以反向居中的方式填充 k 空间,以提高血管可见度。Startup Echo 30 采用了虚拟回波,以进一步提高血管可见度。在半卵圆中心水平的一张切片上对血管可见度进行了评估。对 3 种序列检测脑转移瘤的灵敏度、特异性、曲线下面积(AUC)和假阳性进行了评估。统计比较采用单因素方差分析,然后进行弗里德曼和邓恩多重比较检验:结果:Centric 的可视化血管数量明显较少(39.3 ± 9.7,P 0.05)。三种方法的灵敏度、特异性和 AUC 均无明显差异。使用反向中心法得出的假阳性结果(54 个假阳性)明显少于使用中心法(85 个假阳性)和 Startup Echo 30 法(68 个假阳性)得出的假阳性结果(P = 0.0092):结论:通过修改 k 空间填充可改善血管可见度,从而减少假阳性。带有 CS 的 VISIBLE 人工智能模型在自动检测脑转移方面表现良好。带CS的VISIBLE人工智能模型可以帮助放射医师在临床实践中诊断脑转移瘤。
{"title":"Improving Vessel Visibility and Applying Artificial Intelligence to Autodetect Brain Metastasis for a 3D MR Imaging Sequence Capable of Simultaneous Images with and without Blood Vessel Suppression.","authors":"Kazufumi Kikuchi, Makoto Obara, Yoshitomo Kikuchi, Koji Yamashita, Tatsuhiro Wada, Akio Hiwatashi, Kousei Ishigami, Osamu Togao","doi":"10.2463/mrms.mp.2024-0082","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0082","url":null,"abstract":"<p><strong>Purpose: </strong>The purposes of this study were 1) to improve vessel visibility of our MR sequence by modifying k-space filling and 2) to verify the usefulness of applying artificial intelligence (AI) for volume isotropic simultaneous interleaved bright- and black-blood examination (VISIBLE) with compressed sensitivity encoding (CS) in autodetecting brain metastases.</p><p><strong>Methods: </strong>We modified 3 sequences of VISIBLE (Centric, Reversed Centric, and Startup Echo 30). The Centric sequence is a prototype. The Reversed Centric filled the k-space in a reversed centric manner to improve vessel visibility. The Startup Echo 30 implemented dummy echoes to further improve vessel visibility. Vessel visibility was evaluated in one slice at the level of the centrum semiovale. The sensitivity, specificity, the area under the curve (AUC), and false positives of detecting brain metastases using AI were evaluated among 3 sequences. Statistical comparisons were performed using a one-way analysis of variance, followed by Friedman and Dunn's multiple comparison tests.</p><p><strong>Results: </strong>The number of visualized vessels was significantly lower in the Centric (39.3 ± 9.7, P < 0.05) and Reversed Centric (44.2 ± 9.8, P < 0.05) methods than in the magnetization-prepared rapid gradient echo (49.3 ± 9.1) but comparable in the Startup Echo 30 method (44.9 ± 8.8, P > 0.05). No significant differences existed in sensitivity, specificity, and AUC among the 3 methods. False positives achieved using the Reversed Centric method were significantly fewer (54 false positives) than those achieved using the Centric (85 false positives) and Startup Echo 30 (68 false positives) methods (P = 0.0092).</p><p><strong>Conclusion: </strong>Vessel visibility was improved by modifying the k-space filling, which may reduce false positives. The AI model for VISIBLE with CS achieved good performance in autodetection of brain metastases. The AI model for VISIBLE with CS can help radiologists diagnose brain metastases in clinical practice.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
In-vitro Detection of Intramammary-like Macrocalcifications Using Susceptibility-weighted MR Imaging Techniques at 1.5T. 利用 1.5T 的感知加权磁共振成像技术体外检测乳腺内类巨钙化
Annett Lebenatus, Josephine Kuster, Sina Straub, Hendrik Naujokat, Karolin Tesch, Olav Jansen, Mona Salehi Ravesh
<p><strong>Purpose: </strong>The aim of our study was to investigate the technical accuracy of susceptibility-weighted imaging (SWI) and quantitative susceptibility mapping (QSM) created to detect intramammary-like calcifications depending on different TEs, volume, and type of calcification samples at 1.5T.</p><p><strong>Methods: </strong>Jello-embedded particles of blackboard chalk and ostrich eggshell ranging in size from 4 to 25 mm<sup>2</sup> were used to simulate intramammary calcifications after testing different base substances and calcifications for their suitability to be used in breast phantoms. Breast phantoms were systematically examined using CT and an optimized 3D multi-echo gradient echo pulse sequence with following parameters: TR/TE, 22/1.88-15.52 ms in 1.24 ms increments; reconstructed voxel, 0.5 × 0.5 × 1.1 mm<sup>3</sup>; receiver bandwidth, 1120 Hz/Px; flip angle, 15°; integrated parallel imaging technique with a GeneRalized Autocalibrating Partial Parallel Acquisition (GRAPPA) factor of 2/24; and a total acquisition time of 3:00 min. A qualitative evaluation of the dependence of the visualization of calcification samples on volume and TE value was followed by a calculation of the SNR, the contrast-to-noise ratio (CNR) and the creation of SWI and QSM in the sense of a (semi)-quantitative analysis of the images.</p><p><strong>Results: </strong>Jello proved to be a suitable base substance for preparing breast phantoms for SW MRI. Blackboard chalk and ostrich eggshell proved to be suitable for mimicking intramammary-like calcifications. The decrease in the median SNR of the blackboard chalk samples was significantly higher than the corresponding value of the ostrich eggshell samples over the entire TE range (47.5 to 17.0 vs. 16.0 to 6.56, P < 0.0001). The increase in the median CNR of the blackboard chalk samples was significantly higher than the corresponding value of the ostrich eggshell samples over the entire TE range (2.46 to 35.0 vs. 20.2 to 36.8, P = 0.007). With increasing TE value, the signal void volume of the calcification particle increases in the magnitude images as well as in SWI and QSM. Due to the blooming effect, the median gradients of the TE-based changes in signal void volumes were higher in SWI than in magnitude images and in QSM, regardless of the type of calcification particle examined. The maximum magnetic susceptibility of ostrich eggshell samples varied in a TE range of 1.88 to 15.52 ms from -7.2 to -2.51 ppm and that of blackboard chalk from -2.0 to -1.7 ppm. Compared to the manually measured volumes of the calcification particles, both MR-based measurements and CT examinations overestimated the actual sample size. The (non)-significant overestimation in the MRI-data is dependent on the set TE. The CT-based hyperdense volumes were overestimated compared to the corresponding manually measured sample volumes in a range of 109.8%-315.2% for ostrich eggshell samples (P = 0.016) and in a range of 39.9%-156.
目的:我们的研究旨在探讨在 1.5T 下,根据不同的 TE、体积和钙化样本类型,创建的感度加权成像(SWI)和定量感度绘图(QSM)检测乳腺内钙化的技术准确性:方法:在测试了不同的基础物质和钙化物是否适合用于乳房模型后,使用果冻包裹的黑板粉笔和鸵鸟蛋壳颗粒来模拟乳腺内钙化,颗粒大小从 4 到 25 平方毫米不等。使用 CT 和优化的三维多回波梯度回波脉冲序列(参数如下)对乳房模型进行了系统检查:TR/TE,22/1.88-15.52 ms,增量为 1.24 ms;重建体素,0.5 × 0.5 × 1.1 mm3;接收器带宽,1120 Hz/Px;翻转角,15°;集成平行成像技术,基因校准自校准部分平行采集(GRAPPA)因子为 2/24;总采集时间为 3:00 min。对钙化样本的可视化与体积和 TE 值的关系进行定性评估,然后计算 SNR、对比度与噪声比 (CNR),并在图像(半)定量分析的意义上创建 SWI 和 QSM:结果:果冻被证明是制备 SW MRI 乳房模型的合适基质。黑板粉笔和鸵鸟蛋壳被证明适用于模拟乳腺内钙化。在整个 TE 范围内,黑板粉笔样本信噪比中位数的下降幅度明显高于鸵鸟蛋壳样本的相应值(47.5 至 17.0 vs. 16.0 至 6.56,P):我们对幅值图像、SWI 和 QSM 进行的系统体外研究表明,不同的设定 TE 值、不同的体积和钙化的组成对乳腺内(类)钙化的可视化有重大影响。
{"title":"In-vitro Detection of Intramammary-like Macrocalcifications Using Susceptibility-weighted MR Imaging Techniques at 1.5T.","authors":"Annett Lebenatus, Josephine Kuster, Sina Straub, Hendrik Naujokat, Karolin Tesch, Olav Jansen, Mona Salehi Ravesh","doi":"10.2463/mrms.mp.2024-0075","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0075","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Purpose: &lt;/strong&gt;The aim of our study was to investigate the technical accuracy of susceptibility-weighted imaging (SWI) and quantitative susceptibility mapping (QSM) created to detect intramammary-like calcifications depending on different TEs, volume, and type of calcification samples at 1.5T.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Jello-embedded particles of blackboard chalk and ostrich eggshell ranging in size from 4 to 25 mm&lt;sup&gt;2&lt;/sup&gt; were used to simulate intramammary calcifications after testing different base substances and calcifications for their suitability to be used in breast phantoms. Breast phantoms were systematically examined using CT and an optimized 3D multi-echo gradient echo pulse sequence with following parameters: TR/TE, 22/1.88-15.52 ms in 1.24 ms increments; reconstructed voxel, 0.5 × 0.5 × 1.1 mm&lt;sup&gt;3&lt;/sup&gt;; receiver bandwidth, 1120 Hz/Px; flip angle, 15°; integrated parallel imaging technique with a GeneRalized Autocalibrating Partial Parallel Acquisition (GRAPPA) factor of 2/24; and a total acquisition time of 3:00 min. A qualitative evaluation of the dependence of the visualization of calcification samples on volume and TE value was followed by a calculation of the SNR, the contrast-to-noise ratio (CNR) and the creation of SWI and QSM in the sense of a (semi)-quantitative analysis of the images.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Jello proved to be a suitable base substance for preparing breast phantoms for SW MRI. Blackboard chalk and ostrich eggshell proved to be suitable for mimicking intramammary-like calcifications. The decrease in the median SNR of the blackboard chalk samples was significantly higher than the corresponding value of the ostrich eggshell samples over the entire TE range (47.5 to 17.0 vs. 16.0 to 6.56, P &lt; 0.0001). The increase in the median CNR of the blackboard chalk samples was significantly higher than the corresponding value of the ostrich eggshell samples over the entire TE range (2.46 to 35.0 vs. 20.2 to 36.8, P = 0.007). With increasing TE value, the signal void volume of the calcification particle increases in the magnitude images as well as in SWI and QSM. Due to the blooming effect, the median gradients of the TE-based changes in signal void volumes were higher in SWI than in magnitude images and in QSM, regardless of the type of calcification particle examined. The maximum magnetic susceptibility of ostrich eggshell samples varied in a TE range of 1.88 to 15.52 ms from -7.2 to -2.51 ppm and that of blackboard chalk from -2.0 to -1.7 ppm. Compared to the manually measured volumes of the calcification particles, both MR-based measurements and CT examinations overestimated the actual sample size. The (non)-significant overestimation in the MRI-data is dependent on the set TE. The CT-based hyperdense volumes were overestimated compared to the corresponding manually measured sample volumes in a range of 109.8%-315.2% for ostrich eggshell samples (P = 0.016) and in a range of 39.9%-156.","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of the Distal Dural Ring Using Three-dimensional Motion-sensitized Driven-equilibrium Prepared T1-weighted Fast Spin Echo Imaging: Application to Paraclinoid Aneurysms. 利用三维运动敏化驱动平衡预处理 T1 加权快速自旋回波成像识别硬膜远端环:应用于副棘动脉瘤。
Maya Oki, Tatsuya Oki, Ryuta Ito, Neil Roberts, Yoshiyuki Watanabe

Purpose: This study investigated the ability of three-dimentional motion-sensitized driven-equilibrium prepared T1-weighted fast spin echo (3D MSDE-FSE) imaging to identify distal dural rings (DDRs) and paraclinoid aneurysms (ParaC-ANs) and differentiate between intradural and extradural ParaC-ANs and compared it with that of established MR cisternography-based techniques.

Methods: 3D MSDE-FSE images were acquired along with fast imaging employing steady state acquisition (FIESTA), and time-of-flight magnetic resonance angiography (TOF-MRA) on a 3T MRI system in 53 patients with unruptured and untreated ParaC-ANs. Two radiologists applied a 3-point scale to rate the clarity with which the DDR (53 left and 53 right) and ParaC-ANs (total of 55) were depicted in the 3D MSDE-FSE and FIESTA images. The clarity scores, which were determined by averaging the scores of the 2 assessors, on the 3D MSDE-FSE and FIESTA images were compared using the Wilcoxon signed-rank test. Furthermore, the same radiologists classified the ParaC-ANs as intradural, extradural, or transitional on 3D MSDE-FSE images. A third radiologist independently classified the ParaC-ANs as intradural, extradural, or transitional based on the FIESTA and MRA fusion images. The kappa coefficient was used to compare this classification with that based on 3D MSDE-FSE images.

Results: The Wilcoxon signed-rank test revealed no significant difference between 3D MSDE-FSE images and FIESTA images in the scores for the clarity of depiction of the DDRs (P = 0.119). However, the scores for the clarity of the depiction of the ParaC-ANs were significantly greater for the 3D MSDE-FSE images than for the FIESTA images (P < 0.001). The kappa coefficient for comparison of classification based on 3D MSDE-FSE images and FIESTA and MRA fusion images was 0.82.

Conclusion: 3D MSDE-FSE imaging has the potential to differentiate between intradural and extradural ParaC-ANs by directly recognizing the DDR.

目的:本研究探讨了三维运动敏化驱动平衡制备的 T1 加权快速自旋回波(3D MSDE-FSE)成像识别硬膜远端环(DDRs)和硬膜旁动脉瘤(ParaC-ANs)以及区分硬膜内和硬膜外 ParaC-ANs 的能力,并将其与基于磁共振蝶形图的成熟技术进行了比较。方法:在 3T 磁共振成像系统上对 53 名未破裂和未治疗的 ParaC-AN 患者采集了三维 MSDE-FSE 图像、稳态采集快速成像(FIESTA)和飞行时间磁共振血管成像(TOF-MRA)。两名放射科医生采用 3 级评分法对三维 MSDE-FSE 和 FIESTA 图像中描绘的 DDR(左侧 53 个,右侧 53 个)和 ParaC-ANs(共 55 个)的清晰度进行评分。两位评估者对三维 MSDE-FSE 和 FIESTA 图像的清晰度评分取平均值,通过 Wilcoxon 符号秩检验进行比较。此外,同几位放射科医生在三维 MSDE-FSE 图像上将 ParaC-AN 划分为硬膜内、硬膜外或过渡性。第三位放射科医生根据 FIESTA 和 MRA 融合图像独立将 ParaC-ANs 分为硬膜内、硬膜外或过渡性。用卡帕系数将这一分类与基于三维 MSDE-FSE 图像的分类进行比较:Wilcoxon符号秩检验显示,三维 MSDE-FSE 图像和 FIESTA 图像在 DDR 的清晰度评分方面无明显差异(P = 0.119)。然而,三维 MSDE-FSE 图像的 ParaC-ANs 清晰度评分明显高于 FIESTA 图像(P 结论:三维 MSDE-FSE 图像通过直接识别 DDR 有可能区分硬膜内和硬膜外 ParaC-AN。
{"title":"Identification of the Distal Dural Ring Using Three-dimensional Motion-sensitized Driven-equilibrium Prepared T<sub>1</sub>-weighted Fast Spin Echo Imaging: Application to Paraclinoid Aneurysms.","authors":"Maya Oki, Tatsuya Oki, Ryuta Ito, Neil Roberts, Yoshiyuki Watanabe","doi":"10.2463/mrms.mp.2024-0084","DOIUrl":"https://doi.org/10.2463/mrms.mp.2024-0084","url":null,"abstract":"<p><strong>Purpose: </strong>This study investigated the ability of three-dimentional motion-sensitized driven-equilibrium prepared T<sub>1</sub>-weighted fast spin echo (3D MSDE-FSE) imaging to identify distal dural rings (DDRs) and paraclinoid aneurysms (ParaC-ANs) and differentiate between intradural and extradural ParaC-ANs and compared it with that of established MR cisternography-based techniques.</p><p><strong>Methods: </strong>3D MSDE-FSE images were acquired along with fast imaging employing steady state acquisition (FIESTA), and time-of-flight magnetic resonance angiography (TOF-MRA) on a 3T MRI system in 53 patients with unruptured and untreated ParaC-ANs. Two radiologists applied a 3-point scale to rate the clarity with which the DDR (53 left and 53 right) and ParaC-ANs (total of 55) were depicted in the 3D MSDE-FSE and FIESTA images. The clarity scores, which were determined by averaging the scores of the 2 assessors, on the 3D MSDE-FSE and FIESTA images were compared using the Wilcoxon signed-rank test. Furthermore, the same radiologists classified the ParaC-ANs as intradural, extradural, or transitional on 3D MSDE-FSE images. A third radiologist independently classified the ParaC-ANs as intradural, extradural, or transitional based on the FIESTA and MRA fusion images. The kappa coefficient was used to compare this classification with that based on 3D MSDE-FSE images.</p><p><strong>Results: </strong>The Wilcoxon signed-rank test revealed no significant difference between 3D MSDE-FSE images and FIESTA images in the scores for the clarity of depiction of the DDRs (P = 0.119). However, the scores for the clarity of the depiction of the ParaC-ANs were significantly greater for the 3D MSDE-FSE images than for the FIESTA images (P < 0.001). The kappa coefficient for comparison of classification based on 3D MSDE-FSE images and FIESTA and MRA fusion images was 0.82.</p><p><strong>Conclusion: </strong>3D MSDE-FSE imaging has the potential to differentiate between intradural and extradural ParaC-ANs by directly recognizing the DDR.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635446","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Evolution and Clinical Impact of Deep Learning Technologies in Breast MRI. 深度学习技术在乳腺 MRI 中的发展和临床影响。
Tomoyuki Fujioka, Shohei Fujita, Daiju Ueda, Rintaro Ito, Mariko Kawamura, Yasutaka Fushimi, Takahiro Tsuboyama, Masahiro Yanagawa, Akira Yamada, Fuminari Tatsugami, Koji Kamagata, Taiki Nozaki, Yusuke Matsui, Noriyuki Fujima, Kenji Hirata, Takeshi Nakaura, Ukihide Tateishi, Shinji Naganawa

The integration of deep learning (DL) in breast MRI has revolutionized the field of medical imaging, notably enhancing diagnostic accuracy and efficiency. This review discusses the substantial influence of DL technologies across various facets of breast MRI, including image reconstruction, classification, object detection, segmentation, and prediction of clinical outcomes such as response to neoadjuvant chemotherapy and recurrence of breast cancer. Utilizing sophisticated models such as convolutional neural networks, recurrent neural networks, and generative adversarial networks, DL has improved image quality and precision, enabling more accurate differentiation between benign and malignant lesions and providing deeper insights into disease behavior and treatment responses. DL's predictive capabilities for patient-specific outcomes also suggest potential for more personalized treatment strategies. The advancements in DL are pioneering a new era in breast cancer diagnostics, promising more personalized and effective healthcare solutions. Nonetheless, the integration of this technology into clinical practice faces challenges, necessitating further research, validation, and development of legal and ethical frameworks to fully leverage its potential.

深度学习(DL)在乳腺核磁共振成像中的应用为医学成像领域带来了革命性的变化,显著提高了诊断的准确性和效率。本综述讨论了深度学习技术对乳腺核磁共振成像各方面的重大影响,包括图像重建、分类、对象检测、分割以及临床结果预测(如对新辅助化疗的反应和乳腺癌复发)。利用卷积神经网络、递归神经网络和生成对抗网络等复杂模型,DL 提高了图像质量和精确度,能够更准确地区分良性和恶性病变,更深入地了解疾病行为和治疗反应。DL 对患者特定结果的预测能力也为更个性化的治疗策略提供了可能。DL 的进步开创了乳腺癌诊断的新时代,有望提供更加个性化和有效的医疗解决方案。然而,将这项技术融入临床实践还面临着挑战,需要进一步的研究、验证以及制定法律和伦理框架,以充分发挥其潜力。
{"title":"The Evolution and Clinical Impact of Deep Learning Technologies in Breast MRI.","authors":"Tomoyuki Fujioka, Shohei Fujita, Daiju Ueda, Rintaro Ito, Mariko Kawamura, Yasutaka Fushimi, Takahiro Tsuboyama, Masahiro Yanagawa, Akira Yamada, Fuminari Tatsugami, Koji Kamagata, Taiki Nozaki, Yusuke Matsui, Noriyuki Fujima, Kenji Hirata, Takeshi Nakaura, Ukihide Tateishi, Shinji Naganawa","doi":"10.2463/mrms.rev.2024-0056","DOIUrl":"https://doi.org/10.2463/mrms.rev.2024-0056","url":null,"abstract":"<p><p>The integration of deep learning (DL) in breast MRI has revolutionized the field of medical imaging, notably enhancing diagnostic accuracy and efficiency. This review discusses the substantial influence of DL technologies across various facets of breast MRI, including image reconstruction, classification, object detection, segmentation, and prediction of clinical outcomes such as response to neoadjuvant chemotherapy and recurrence of breast cancer. Utilizing sophisticated models such as convolutional neural networks, recurrent neural networks, and generative adversarial networks, DL has improved image quality and precision, enabling more accurate differentiation between benign and malignant lesions and providing deeper insights into disease behavior and treatment responses. DL's predictive capabilities for patient-specific outcomes also suggest potential for more personalized treatment strategies. The advancements in DL are pioneering a new era in breast cancer diagnostics, promising more personalized and effective healthcare solutions. Nonetheless, the integration of this technology into clinical practice faces challenges, necessitating further research, validation, and development of legal and ethical frameworks to fully leverage its potential.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142549860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Artificial Intelligence in Obstetric and Gynecological MR Imaging. 人工智能在妇产科磁共振成像中的应用。
Tsukasa Saida, Wenchao Gu, Sodai Hoshiai, Toshitaka Ishiguro, Masafumi Sakai, Taishi Amano, Yuta Nakahashi, Ayumi Shikama, Toyomi Satoh, Takahito Nakajima

This review explores the significant progress and applications of artificial intelligence (AI) in obstetrics and gynecological MRI, charting its development from foundational algorithmic techniques to deep learning strategies and advanced radiomics. This review features research published over the last few years that has used AI with MRI to identify specific conditions such as uterine leiomyosarcoma, endometrial cancer, cervical cancer, ovarian tumors, and placenta accreta. In addition, it covers studies on the application of AI for segmentation and quality improvement in obstetrics and gynecology MRI. The review also outlines the existing challenges and envisions future directions for AI research in this domain. The growing accessibility of extensive datasets across various institutions and the application of multiparametric MRI are significantly enhancing the accuracy and adaptability of AI. This progress has the potential to enable more accurate and efficient diagnosis, offering opportunities for personalized medicine in the field of obstetrics and gynecology.

这篇综述探讨了人工智能(AI)在妇产科磁共振成像中的重大进展和应用,描绘了其从基础算法技术到深度学习策略和高级放射组学的发展历程。这篇综述介绍了过去几年发表的研究成果,这些研究将人工智能与核磁共振成像相结合,用于识别特定病症,如子宫肌层肉瘤、子宫内膜癌、宫颈癌、卵巢肿瘤和胎盘早剥。此外,它还涵盖了将人工智能应用于妇产科磁共振成像的分割和质量改进的研究。综述还概述了该领域人工智能研究的现有挑战和未来发展方向。不同机构间广泛数据集的日益普及以及多参数核磁共振成像的应用,大大提高了人工智能的准确性和适应性。这一进步有可能实现更准确、更高效的诊断,为妇产科领域的个性化医疗提供机会。
{"title":"Artificial Intelligence in Obstetric and Gynecological MR Imaging.","authors":"Tsukasa Saida, Wenchao Gu, Sodai Hoshiai, Toshitaka Ishiguro, Masafumi Sakai, Taishi Amano, Yuta Nakahashi, Ayumi Shikama, Toyomi Satoh, Takahito Nakajima","doi":"10.2463/mrms.rev.2024-0077","DOIUrl":"https://doi.org/10.2463/mrms.rev.2024-0077","url":null,"abstract":"<p><p>This review explores the significant progress and applications of artificial intelligence (AI) in obstetrics and gynecological MRI, charting its development from foundational algorithmic techniques to deep learning strategies and advanced radiomics. This review features research published over the last few years that has used AI with MRI to identify specific conditions such as uterine leiomyosarcoma, endometrial cancer, cervical cancer, ovarian tumors, and placenta accreta. In addition, it covers studies on the application of AI for segmentation and quality improvement in obstetrics and gynecology MRI. The review also outlines the existing challenges and envisions future directions for AI research in this domain. The growing accessibility of extensive datasets across various institutions and the application of multiparametric MRI are significantly enhancing the accuracy and adaptability of AI. This progress has the potential to enable more accurate and efficient diagnosis, offering opportunities for personalized medicine in the field of obstetrics and gynecology.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142549859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of Early Renal Changes in Type 2 Diabetes Mellitus Using Multiparametric MR Imaging. 利用多参数磁共振成像评估 2 型糖尿病早期肾脏变化
Xinyi Chen, Chao Ge, Yuling Zhang, Yajie Ma, Yuling Zhang, Bei Li, Zhiqiang Chu, Qian Ji

Purpose: To evaluate the clinical value of early renal changes in type 2 diabetes mellitus (T2DM) using multiparameter MRI.

Methods: The study included 41 diabetics (normoalbuminuria: n = 23; microalbuminuria: n = 18) and 30 healthy controls. All subjects underwent intravoxel incoherent motion diffusion-weighted imaging (IVIM), blood oxygen level dependent (BOLD) and arterial spin labeling (ASL) examinations. One-way analysis of variance was used to compare MRI parameters among the three groups. Pearson correlation analysis was used to evaluate the relationship between MRI parameters and estimated glomerular filtration rate (eGFR) and albumin-creatinine ratio (ACR). Receiver operating characteristic analysis was performed to assess the diagnostic performance.

Results: There were statistical differences in cortical D, D*, f, renal blood flow (RBF) and medulla D, D*, f, R2* among the three groups (P < 0.05). The cortical or medullary D, cortical f, and RBF were significantly positively correlated with eGFR (all P < 0.01). The cortical or medullary D, D*, f, cortical RBF were negatively correlated with ACR (all P < 0.05).To evaluate early kidney changes and degree of diabetes, cortical combined D and RBF (AUC [area under the curve]  = 0.796 and 0.947, respectively) was better than single D or RBF (all P > 0.05); medullary combined D and R2* (AUC = 0.899 and 0.923, respectively) was better than single D or R2* (all P > 0.05), except single D (P = 0.005) in differentiating normoalbuminuria group from control group.

Conclusion: The early changes of renal diffusion and perfusion, oxygenation level, and blood flow in T2DM could be evaluated noninvasively and quantitatively using IVIM, BOLD and ASL. Renal medullary combined IVIM-derived D and BOLD-derived R2* and cortical combined IVIM-derived D and ASL-derived RBF were better for evaluating early renal changes in T2DM.

目的:使用多参数磁共振成像评估 2 型糖尿病(T2DM)早期肾脏变化的临床价值:研究对象包括 41 名糖尿病患者(正常白蛋白尿:23 人;微量白蛋白尿:18 人)和 30 名健康对照者。所有受试者均接受了体细胞内不连贯运动扩散加权成像(IVIM)、血氧水平依赖性(BOLD)和动脉自旋标记(ASL)检查。单因素方差分析用于比较三组患者的磁共振成像参数。采用皮尔逊相关分析评估核磁共振成像参数与估计肾小球滤过率(eGFR)和白蛋白-肌酐比值(ACR)之间的关系。为评估诊断效果,还进行了受试者操作特征分析:三组间皮质D、D*、f、肾血流量(RBF)和髓质D、D*、f、R2*存在统计学差异(P 0.05);在区分正常白蛋白尿组和对照组方面,髓质联合D和R2*(AUC分别为0.899和0.923)优于单一D或R2*(均P > 0.05),但单一D除外(P = 0.005):结论:IVIM、BOLD 和 ASL 可以无创定量评估 T2DM 早期肾脏弥散和灌注、氧饱和度和血流量的变化。肾髓质联合 IVIM 导出 D 和 BOLD 导出 R2* 以及皮质联合 IVIM 导出 D 和 ASL 导出 RBF 更适合评估 T2DM 早期肾脏变化。
{"title":"Evaluation of Early Renal Changes in Type 2 Diabetes Mellitus Using Multiparametric MR Imaging.","authors":"Xinyi Chen, Chao Ge, Yuling Zhang, Yajie Ma, Yuling Zhang, Bei Li, Zhiqiang Chu, Qian Ji","doi":"10.2463/mrms.mp.2023-0148","DOIUrl":"https://doi.org/10.2463/mrms.mp.2023-0148","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the clinical value of early renal changes in type 2 diabetes mellitus (T2DM) using multiparameter MRI.</p><p><strong>Methods: </strong>The study included 41 diabetics (normoalbuminuria: n = 23; microalbuminuria: n = 18) and 30 healthy controls. All subjects underwent intravoxel incoherent motion diffusion-weighted imaging (IVIM), blood oxygen level dependent (BOLD) and arterial spin labeling (ASL) examinations. One-way analysis of variance was used to compare MRI parameters among the three groups. Pearson correlation analysis was used to evaluate the relationship between MRI parameters and estimated glomerular filtration rate (eGFR) and albumin-creatinine ratio (ACR). Receiver operating characteristic analysis was performed to assess the diagnostic performance.</p><p><strong>Results: </strong>There were statistical differences in cortical D, D*, f, renal blood flow (RBF) and medulla D, D*, f, R2* among the three groups (P < 0.05). The cortical or medullary D, cortical f, and RBF were significantly positively correlated with eGFR (all P < 0.01). The cortical or medullary D, D*, f, cortical RBF were negatively correlated with ACR (all P < 0.05).To evaluate early kidney changes and degree of diabetes, cortical combined D and RBF (AUC [area under the curve]  = 0.796 and 0.947, respectively) was better than single D or RBF (all P > 0.05); medullary combined D and R2* (AUC = 0.899 and 0.923, respectively) was better than single D or R2* (all P > 0.05), except single D (P = 0.005) in differentiating normoalbuminuria group from control group.</p><p><strong>Conclusion: </strong>The early changes of renal diffusion and perfusion, oxygenation level, and blood flow in T2DM could be evaluated noninvasively and quantitatively using IVIM, BOLD and ASL. Renal medullary combined IVIM-derived D and BOLD-derived R2* and cortical combined IVIM-derived D and ASL-derived RBF were better for evaluating early renal changes in T2DM.</p>","PeriodicalId":94126,"journal":{"name":"Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142383049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1