Quantitative Imaging in Medicine and Surgery最新文献

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Prenatal diagnosis of umbilical cord true knot using high-definition flow (HD-flow) render mode and spatio-temporal image correlation: a case series. 使用高清流(HD-flow)渲染模式和时空图像相关的产前脐带真结诊断:一个病例系列。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-29 DOI: 10.21037/qims-24-2421
Ping-An Qi, Tian-Gang Li, Qing-Yun Zhou
{"title":"Prenatal diagnosis of umbilical cord true knot using high-definition flow (HD-flow) render mode and spatio-temporal image correlation: a case series.","authors":"Ping-An Qi, Tian-Gang Li, Qing-Yun Zhou","doi":"10.21037/qims-24-2421","DOIUrl":"10.21037/qims-24-2421","url":null,"abstract":"","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5933-5939"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209646/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of fast and standard segmented techniques for detection of late gadolinium enhancement in acute myocardial infarction: a prospective clinical cardiovascular magnetic resonance trial. 快速和标准分割技术检测急性心肌梗死晚期钆增强的比较:一项前瞻性临床心血管磁共振试验。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-06-03 DOI: 10.21037/qims-24-2308
Jinshui Li, Huihui Kong, Zhaozhao Wang, Ying Yuan, Jing An, Yi He
{"title":"Comparison of fast and standard segmented techniques for detection of late gadolinium enhancement in acute myocardial infarction: a prospective clinical cardiovascular magnetic resonance trial.","authors":"Jinshui Li, Huihui Kong, Zhaozhao Wang, Ying Yuan, Jing An, Yi He","doi":"10.21037/qims-24-2308","DOIUrl":"10.21037/qims-24-2308","url":null,"abstract":"<p><strong>Background: </strong>Segmented phase-sensitive inversion recovery (PSIR) turbo fast low-angle shot (FLASH) has become the reference standard sequence for late gadolinium enhancement (LGE) cardiac magnetic resonance (CMR) imaging. However, it has a long scanning time, requires multiple breath holds, and is prone to motion artifacts. This study aimed to compare the accuracy of two fast LGE sequences with FLASH PSIR in acute myocardial infarction (AMI) detection and quantification of LGE.</p><p><strong>Methods: </strong>We prospectively recruited consecutive AMI patients who underwent clinical contrast-enhanced CMR with three different LGE sequences at Beijing Friendship Hospital. The overall image quality (IQ) score and contrast-to-noise ratio (CNR) were used to comprehensively evaluate IQ. LGE and microvascular obstruction (MVO) were qualitatively and quantitatively assessed.</p><p><strong>Results: </strong>A total of 110 AMI patients (90 males, 58.61±10.9 years) were included in our analyses. Of these, 100 patients (84 males, 58.6±10.9 years) presented LGE (+), and 60 patients developed MVO. Participants were divided into three groups according to the LGE results, namely LGE (-), LGE (+) without MVO, and LGE (+) with MVO. The overall IQ score and CNR for the two fast sequences [single-shot true fast imaging with steady-state precession (TrueFISP PSIR), PSIR motion-corrected, free-breathing single-shot balanced steady-state free precession (moco bSSFP)] were significantly higher than those for the FLASH PSIR (P<0.001). On visual assessment, the number of layers (P=0.20 and 0.22, respectively) and segments (P=0.09 and 0.32, respectively) for LGE displayed no difference and showed excellent matching with those of FLASH PSIR. There were no significant differences in LGE mass (P=0.61 and 0.83, respectively) and MVO mass (P=0.15 and 0.55, respectively) between the FLASH PSIR and the two fast sequences.</p><p><strong>Conclusions: </strong>In clinical practice, these two rapid sequences can achieve good IQ, as well as accurate localization and quantification of LGE when acquired during a single breath hold or in a free-breathing state. We recommend them as the preferred LGE CMR sequence for AMI patients.</p>","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5769-5780"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209636/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reassessing the role of cervical magnetic resonance imaging in diagnosing demyelinating disorders: a case misclassified as medullary infarction. 重新评估宫颈磁共振成像在诊断脱髓鞘疾病中的作用:一例误诊为髓质梗死。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-28 DOI: 10.21037/qims-2024-2896
Bing Liu, Chao Nie, Shi-Ming Zhao, Guang-Cheng Ji
{"title":"Reassessing the role of cervical magnetic resonance imaging in diagnosing demyelinating disorders: a case misclassified as medullary infarction.","authors":"Bing Liu, Chao Nie, Shi-Ming Zhao, Guang-Cheng Ji","doi":"10.21037/qims-2024-2896","DOIUrl":"10.21037/qims-2024-2896","url":null,"abstract":"","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5910-5915"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209671/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sparse-view spectral CT reconstruction via a coupled subspace representation and score-based generative model. 基于子空间表示和基于分数的生成模型的稀疏视图光谱CT重建。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-28 DOI: 10.21037/qims-24-2226
Jie Guo, Yizhong Wang, Shaoyu Wang, Zhizhong Zheng, Lei Li, Ailong Cai, Bin Yan
{"title":"Sparse-view spectral CT reconstruction via a coupled subspace representation and score-based generative model.","authors":"Jie Guo, Yizhong Wang, Shaoyu Wang, Zhizhong Zheng, Lei Li, Ailong Cai, Bin Yan","doi":"10.21037/qims-24-2226","DOIUrl":"10.21037/qims-24-2226","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Spectral computed tomography (CT) demonstrates significant potential for clinical application by providing rich structural and compositional information about scanned objects. However, sparse-view scanning introduces streak artifacts during image reconstruction, severely degrading image quality. Conventional regularization-based methods exhibit inherent limitations in preserving fine details and edge structures. To address this challenge, this study aimed to enhance reconstruction quality by developing a novel framework that synergistically integrates subspace decomposition with deep generative priors, effectively leveraging both low-rank properties and data-driven representations inherent to spectral CT images.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;To address these challenges, we proposed an unsupervised reconstruction framework for sparse-view imaging that synergistically integrates subspace representation with a score-based generative model (SGM), which exploits intrinsic information in the measurement signals. This framework leverages the low-rank prior of the subspace representation to guide the SGM in generating images that highly coincide with the ground truth. Specifically, high-dimensional spectral CT images are first decomposed into orthogonal subspace basis components and corresponding eigen-images, effectively reducing dimensionality while preserving spectral correlations. Subsequently, we employed a data-driven SGM to learn the statistical distribution of the image. This deep prior knowledge effectively supplements the limitations of low-rank regularization in capturing complex probability distribution of image. Afterward, we integrated an efficient alternating optimization algorithm that alternately updates subspace coefficients, enforcing consistency between physical measurements and learned priors. This integration results in a synergetic effect between model-driven low-rank priors and the data-driven distribution learning, significantly enhancing the accuracy of image and the model's generalization across diverse datasets.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;In the simulation experiment, compared with the optimal comparison algorithm (Wavelet-SGM), the proposed algorithm has increased the peak signal-to-noise ratio (PSNR) by at least 3dB, and the structural similarity index measure (SSIM) by 2.54%. In the real data experiment, the results of this paper were the closest to the ground truth, with minimum error. Both qualitative and quantitative analysis demonstrated the promising and competitive performance of the proposed method in preserving details and reducing streaking artifacts.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Our framework established a new paradigm for spectral CT reconstruction through the synthesis of the model-driven low-rank prior with a data-driven deep prior, which yielded mutual enhancement and complementarity, collectively improving the overall quality of the reconstructed images. This dual","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5474-5495"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209656/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555833","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tumor-induced osteomalacia secondary to phosphaturic mesenchymal tumor: a case description and literature analysis. 继发于磷化间充质肿瘤的肿瘤诱导骨软化:1例描述及文献分析。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-30 DOI: 10.21037/qims-24-2278
Weicheng Wang, Weina Hou, Xianghua Cong, Mingyuan Pang, Yujing Chu, Qi Wang, Huimin Sun, Li Zhang
{"title":"Tumor-induced osteomalacia secondary to phosphaturic mesenchymal tumor: a case description and literature analysis.","authors":"Weicheng Wang, Weina Hou, Xianghua Cong, Mingyuan Pang, Yujing Chu, Qi Wang, Huimin Sun, Li Zhang","doi":"10.21037/qims-24-2278","DOIUrl":"10.21037/qims-24-2278","url":null,"abstract":"","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5900-5909"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209658/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Endovascular coiling versus microsurgical clipping for extremely small intracranial aneurysms: a comparative analysis of treatment strategies, complications, and clinical outcomes. 血管内盘绕与显微外科夹闭治疗颅内极小动脉瘤:治疗策略、并发症和临床结果的比较分析
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-20 DOI: 10.21037/qims-2024-2848
Qingqing Xu, Qi Tian, Wenrui Han, Chengli Liu, Jianming Liao, Mingchang Li
{"title":"Endovascular coiling versus microsurgical clipping for extremely small intracranial aneurysms: a comparative analysis of treatment strategies, complications, and clinical outcomes.","authors":"Qingqing Xu, Qi Tian, Wenrui Han, Chengli Liu, Jianming Liao, Mingchang Li","doi":"10.21037/qims-2024-2848","DOIUrl":"10.21037/qims-2024-2848","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Generally, extremely small intracranial aneurysms (ESIAs) are defined as having a maximum diameter of less than 2 mm. Despite technological improvement, treating ESIAs remains challenging for neurosurgery specialists. ESIA treatment has long been controversial owing to the high risk of complications associated with both endovascular coiling (EC) and microsurgical clipping (MC). This retrospective cohort study assessed postoperative complications, angiographic outcomes, and long-term clinical efficacy in ESIAs patients receiving EC or MC interventions. The objective was to evaluate the effectiveness of different surgical interventions for patients diagnosed with ESIAs.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Patients who underwent EC or MC between February 2013 and December 2023 were retrospectively analyzed. A total of 153 patients were included in this study, encompassing both ruptured and unruptured cases of ESIAs. Notably, unruptured cases were associated with larger ipsilateral aneurysms, which were either ruptured or at a significant risk of rupture. Imaging follow-up evaluations were conducted using computed tomography angiography (CTA) or digital subtraction angiography (DSA), whereas patient recovery outcomes were assessed using the Glasgow Outcome Scale (GOS). The primary outcome measure was the GOS score recorded 6 months post-treatment. Secondary outcomes included the GOS score at discharge, the embolization rate 6 months after treatment, and postoperative complications such as cerebral infarction, hydrocephalus, and postoperative rebleeding.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;This study included 153 patients, 84 of whom were treated with EC and 69 with MC. In the EC group, 28 cases of unruptured aneurysms were identified, whereas the MC group had 20 cases of unruptured aneurysms. EC treatment demonstrated slight benefits in clinical outcomes at discharge, with statistically significant differences 6 months after treatment. The EC group had a shorter hospital stay compared with the MC group (14.40±6.57 &lt;i&gt;vs.&lt;/i&gt; 20.17±7.38 days, P&lt;0.0001), but there was no significant difference in special complications (16.67% &lt;i&gt;vs.&lt;/i&gt; 27.54%, P=0.1038). Postoperative angiography revealed a lower occlusion rate in the EC group at discharge (84.52% &lt;i&gt;vs.&lt;/i&gt; 100%) and 6 months after treatment (88.10% &lt;i&gt;vs.&lt;/i&gt; 89.86%). Subgroup analysis for a favorable outcome revealed a sex-related difference between the EC and MC groups at follow-up. Specifically, female patients treated with EC demonstrated a better long-term prognosis compared with those treated with MC.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Both EC and MC treatments are suitable for patients with ESIAs. However, the EC group exhibited fewer hospitalization days than the MC group, whereas the latter demonstrated a higher occlusion rate. Female patients may have better long-term outcomes with EC treatment. Further confirmation through large-sample, multi-center trials is need","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5604-5620"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209622/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Huge trichobezoar resulting in gastrointestinal obstruction: a case description of Rapunzel syndrome. 巨大毛粪导致胃肠梗阻:长发公主综合征一例描述。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-12 DOI: 10.21037/qims-2024-2702
Na Duan, Tao Zhou, Zhongqiu Wang
{"title":"Huge trichobezoar resulting in gastrointestinal obstruction: a case description of Rapunzel syndrome.","authors":"Na Duan, Tao Zhou, Zhongqiu Wang","doi":"10.21037/qims-2024-2702","DOIUrl":"10.21037/qims-2024-2702","url":null,"abstract":"","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5916-5920"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209651/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metabolic abnormalities in the insula of patients with interictal migraine without aura: a prospective cross-sectional study. 无先兆期偏头痛患者脑岛代谢异常:一项前瞻性横断面研究。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-06-03 DOI: 10.21037/qims-2024-2553
Liping Wang, Huaxia Pu, Jingyuan Zhou, Xintong Wu, Wenyu Liu, Shujiang Zhang, Dong Zhou, Qiang Yue, Qiyong Gong
{"title":"Metabolic abnormalities in the insula of patients with interictal migraine without aura: a prospective cross-sectional study.","authors":"Liping Wang, Huaxia Pu, Jingyuan Zhou, Xintong Wu, Wenyu Liu, Shujiang Zhang, Dong Zhou, Qiang Yue, Qiyong Gong","doi":"10.21037/qims-2024-2553","DOIUrl":"10.21037/qims-2024-2553","url":null,"abstract":"<p><strong>Background: </strong>The insula plays a crucial role in the pathophysiology of patients with migraine without aura (MWoA), but the exact neurometabolic mechanisms are still unclear. This study aimed to explore possible neurometabolic mechanisms in the insula during the interictal period in MWoA patients, and neurometabolic differences between high frequency (HF) and law frequency (LF) headache patients via proton magnetic resonance spectroscopy (<sup>1</sup>H-MRS).</p><p><strong>Methods: </strong>A total of 22 MWoA patients and 22 age-, gender-, and education-matched healthy controls (HCs) were included in this prospective cross-sectional study. The subjects underwent routine T1-weighted imaging (T1WI) and single-voxel <sup>1</sup>H-MRS scans, with the region of interest fixed in the left insula. Metabolites, including myo-inositol (Ins), N-acetyl aspartate (NAA), choline-containing compound (Cho), creatine and phosphocreatine (Cr), glutamate and glutamine (Glx), were quantified via the linear combination model (LCModel) software, and then corrected for the partial volume effect of cerebrospinal fluid (CSF). The MWoA patients were categorized into LF and HF headache groups according to their headache frequency. Metabolic differences between the groups were tested by an analysis of covariance (ANCOVA), and the clinical relevance of these metabolites was analyzed by Pearson or Spearman correlation analyses.</p><p><strong>Results: </strong>During the interictal period of headache, the Ins (MWoA <i>vs</i>. HCs: 5.16±1.14 <i>vs</i>. 6.21±1.14, P=0.017), NAA (MWoA <i>vs</i>. HCs: 5.70±1.23 <i>vs</i>. 6.59±1.12, P=0.015), and Glx (MWoA <i>vs</i>. HCs: 12.88±1.63 <i>vs</i>. 14.36±2.17, P=0.020) concentrations were significantly decreased in the insula of the MWoA patients compared to the HCs. Further, the HF headache patients had obviously higher Cr levels than the LF headache patients (HF <i>vs</i>. LF: 6.16±0.67 <i>vs</i>. 6.01±0.91, P=0.037). The headache frequency of the MWoA patients was positively correlated with the headache-attributed lost time-90 days (HALT-90) scale (r=0.560, P=0.010) and Hamilton Depression Rating Scale (HAMD) (r=0.529, P=0.017) scores. In addition, a higher HALT-90 score was associated with a higher Cho level in the MWoA patients (r=0.654, P=0.002).</p><p><strong>Conclusions: </strong>The dysfunction or loss of neurons and glial cells, and excitatory neurotransmitter conversion imbalance may be the key changes in the insula of interictal MWoA patients. HF headaches are characterized by hypometabolism, which may be caused by more serious mitochondrial dysfunction.</p>","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5436-5449"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209612/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic diagnosis of autism spectrum disorders in children through resting-state functional magnetic resonance imaging with machine vision. 静息态磁共振机器视觉自动诊断儿童自闭症谱系障碍。
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-27 DOI: 10.21037/qims-24-1402
Zahra Khandan Khadem-Reza, Reza Ahmadi Lashaki, Mohammad Amin Shahram, Hoda Zare
{"title":"Automatic diagnosis of autism spectrum disorders in children through resting-state functional magnetic resonance imaging with machine vision.","authors":"Zahra Khandan Khadem-Reza, Reza Ahmadi Lashaki, Mohammad Amin Shahram, Hoda Zare","doi":"10.21037/qims-24-1402","DOIUrl":"10.21037/qims-24-1402","url":null,"abstract":"<p><strong>Background: </strong>Autism spectrum disorders (ASDs) are neurodevelopmental disorders characterized by impairments in social interactions, communication, repetitive behaviors, and restricted interests. Magnetic resonance imaging (MRI) has been increasingly used to identify common patterns in individuals with autism for classification purposes. This study aims to develop an intelligent system for diagnosing ASD in children using resting-state functional magnetic resonance imaging (fMRI) and machine learning algorithms.</p><p><strong>Methods: </strong>This study proposes a method for classifying children with ASD versus healthy control (HC) using resting-state fMRI. This study used images from 26 autistic children and 26 controls, aged 5 to 10 years. Image features were extracted from both groups, and the children with ASD were classified from the HCs using support vector machine (SVM), random forest (RF), K-nearest neighbor (KNN), and artificial neural network (ANN) algorithms.</p><p><strong>Results: </strong>Our experimental results reveal that the proposed method accurately detects ASD using the ABIDE dataset and achieves accuracy of 88.46%, 73.07%, 82.69%, and 90.38% with SVM, RF, KNN and ANN algorithms, respectively.</p><p><strong>Conclusions: </strong>Diagnosing autism through clinical evaluations is time-consuming and relies on expert expertise, highlighting the importance of intelligent diagnosis for this disorder. In this study, we developed an intelligent system that demonstrated high accuracy in ASD diagnosis using resting-state fMRI and machine learning techniques.</p>","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"4935-4946"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209650/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555773","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Brain synthetic magnetic resonance imaging and quantitative susceptibility mapping in patients with hepatitis B virus-related decompensated cirrhosis. 乙型肝炎病毒相关失代偿性肝硬化患者的脑合成磁共振成像和定量易感性制图
IF 2.9 2区 医学
Quantitative Imaging in Medicine and Surgery Pub Date : 2025-06-06 Epub Date: 2025-05-22 DOI: 10.21037/qims-2024-2969
Hong Jin, Dongcui Wang, Ziyun Wang, Xun Ning, Wu Xing
{"title":"Brain synthetic magnetic resonance imaging and quantitative susceptibility mapping in patients with hepatitis B virus-related decompensated cirrhosis.","authors":"Hong Jin, Dongcui Wang, Ziyun Wang, Xun Ning, Wu Xing","doi":"10.21037/qims-2024-2969","DOIUrl":"10.21037/qims-2024-2969","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;The traditional diagnostic methods for early hepatic encephalopathy (HE) detection involve certain limitations, including subjectivity and low sensitivity. This study aimed to integrate synthetic magnetic resonance imaging (SyMRI) and quantitative susceptibility mapping (QSM) techniques to examine the changes in quantitative parameter values of patients with hepatitis B virus-related (HBV-related) decompensated cirrhosis, with the goal of providing imaging-based evidence for early neurological symptoms and disease monitoring in patients with cirrhosis.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Data from 41 patients with HBV-related decompensated cirrhosis and 40 healthy controls were prospectively collected. T1 values, T2 values, proton density (PD) values, and magnetic susceptibility values of the bilateral frontal white matter, parietal white matter, occipital white matter, caudate nuclei, putamen, globus pallidus, thalamus, substantia nigra, red nuclei, and dentate nuclei were measured. Analysis of covariance (ANCOVA) was used to compare these values between the two groups. P values obtained were then corrected via the false-discovery rate (FDR) method. Correlation analysis was used to determine the correlation between the brain quantitative parameter values of patients and their clinical indicators.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;In the SyMRI study, patients with cirrhosis had significantly lower T1 values in the right frontal white matter (RFWM) (P=0.030), left frontal white matter (LFWM) (P=0.043), right parietal white matter (RPWM) (P=0.038), left parietal white matter (LPWM) (P=0.043), right occipital white matter (ROWM) (P=0.016), right caudate nuclei (P&lt;0.001), left caudate nuclei (P=0.003), right putamen (RPUT) (P&lt;0.001), left putamen (P&lt;0.001), right globus pallidus (RGP) (P=0.007), right thalamus (RTHA) (P=0.044), right substantia nigra (RSN) (P=0.019), right dentate nuclei (P=0.033), and left dentate nuclei (P=0.016). Additionally, these patients had significantly lower T2 values in the RPUT (P=0.026), left putamen (P=0.043), RTHA (P=0.026), and left thalamus (LTHA) (P=0.016), along with significantly lower PD values in the RPWM (P=0.045), right caudate nuclei (P&lt;0.001), left caudate nuclei (P&lt;0.001), RPUT (P&lt;0.001), left putamen (P&lt;0.001), RTHA (P=0.016), right red nucleus (RRN) (P=0.016), and left red nucleus (LRN) (P=0.016). Moreover, the platelet count of patients was positively correlated with the T1 and PD values in the caudate nuclei (T1 right: r=0.451, P=0.030; T1 left: r=0.397, P=0.042; PD right: r=0.443, P=0.030; PD left: r=0.476 P=0.030) and putamen (T1 right: r=0.453, P=0.030; T1 left: r=0.400, P=0.042; PD right: r=0.463, P=0.030; PD left: r=0.510, P=0.026). In the QSM study, patients tended to exhibit an increase in magnetic susceptibility value in the ROWM and LTHA.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;The measurement of T1 values, T2 values, PD values, and magnetic susceptibility values in deep g","PeriodicalId":54267,"journal":{"name":"Quantitative Imaging in Medicine and Surgery","volume":"15 6","pages":"5312-5322"},"PeriodicalIF":2.9,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12209631/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144555774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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