Histological grading

组织学分级
  • 文章类型: Journal Article
    目的:探讨MRI表现与组织学特征的相关性,以术前预测肺泡软组织肉瘤(ASPS)的组织学分级和Ki-67表达水平。
    方法:对63例ASPS患者(2017年1月至2023年5月)进行回顾性分析。所有患者均行3.0TMRI检查,包括常规序列,动态对比增强扫描与时间-强度曲线分析,和具有表观扩散系数(ADC)测量的扩散加权成像。根据病理将患者分为低级别(组织学I级)和高级别(组织学II/III级)组。免疫组织化学用于评估ASPS中Ki-67的表达水平。统计分析包括卡方检验,Wilcoxon秩和检验,二元逻辑回归分析,Spearman相关分析,和各种观测数据的接收器工作特性曲线分析。
    结果:有29名低年级和34名高级别患者(男性26名,女性37名),年龄范围很广(5-68岁)。远处转移,肿瘤增强特征,和ADC值是高级ASPS的独立预测因子。高级ASPS具有较低的ADC值(p=0.002),曲线下面积(AUC),灵敏度,特异性为0.723,79.4%,和58.6%,分别,用于高等级预测。ADC值与Ki-67表达呈负相关(r=-0.526;p<0.001)。当ADC的截止值为0.997×10-3mm²/s时,AUC,灵敏度,预测Ki-67高表达的特异性分别为0.805、65.6%,和83.9%,分别。
    结论:定性和定量MRI参数对于预测ASPS的组织学分级和Ki-67表达水平是有价值的。
    这项研究将有助于提供对ASPS的更细致入微的理解,并指导个性化的治疗策略。
    结论:通过MRI评估ASPS预后的研究有限。转移,增强,ADC与组织学分级相关;ADC与Ki-67表达相关。MRI为临床医生提供关于ASPS分级和增殖活性的有价值的信息。
    OBJECTIVE: To investigate the correlation between MRI findings and histological features for preoperative prediction of histological grading and Ki-67 expression level in alveolar soft part sarcoma (ASPS).
    METHODS: A retrospective analysis was conducted on 63 ASPS patients (Jan 2017-May 2023). All patients underwent 3.0-T MRI examinations, including conventional sequences, dynamic contrast-enhanced scans with time-intensity curve analysis, and diffusion-weighted imaging with apparent diffusion coefficient (ADC) measurements. Patients were divided into low-grade (histological Grade I) and high-grade (histological Grade II/III) groups based on pathology. Immunohistochemistry was used to assess Ki-67 expression levels in ASPS. Statistical analysis included chi-square tests, Wilcoxon rank-sum test, binary logistic regression analysis, Spearman correlation analysis, and receiver operating characteristic curve analysis of various observational data.
    RESULTS: There were 29 low-grade and 34 high-grade patients (26 males and 37 females) and a wide age range (5-68 years). Distant metastasis, tumor enhancement characteristics, and ADC values were independent predictors of high-grade ASPS. High-grade ASPS had lower ADC values (p = 0.002), with an area under the curve (AUC), sensitivity, and specificity of 0.723, 79.4%, and 58.6%, respectively, for high-grade prediction. There was a negative correlation between ADC values and Ki-67 expression (r = -0.526; p < 0.001). When the cut-off value of ADC was 0.997 × 10-3 mm²/s, the AUC, sensitivity, and specificity for predicting high Ki-67 expression were 0.805, 65.6%, and 83.9%, respectively.
    CONCLUSIONS: Qualitative and quantitative MRI parameters are valuable for predicting histological grading and Ki-67 expression levels in ASPS.
    UNASSIGNED: This study will help provide a more nuanced understanding of ASPS and guide personalized treatment strategies.
    CONCLUSIONS: There is limited research on assessing ASPS prognosis through MRI. Metastasis, enhancement, and ADC correlated with histological grade; ADC related to Ki-67 expression. MRI provides clinicians with valuable information on ASPS grading and proliferation activity.
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  • 文章类型: Journal Article
    目的:这篇综述旨在全面概述当前在管理和预防口腔潜在恶性疾病(OPMDs)进展方面的进展,关注其组织学和临床病理特征,和管理。
    结果:最近的研究,包括多中心横断面研究,已经确定口腔白斑是OPMD的最常见形式,包括超过一半的病例。组织学分级的进展,特别是世界卫生组织的三层系统(轻度,中度,和严重的发育不良),显著提高了恶性转化风险评估的准确性。此外,治疗,如手术干预,光动力疗法,和化学预防和分子靶向药物正在评估其安全性和有效性以及,免疫检查点抑制剂被评估为阻止OPMDs进展的潜在预防策略。由于缺乏标准化的筛查方案和各种临床管理方法,OPMD的管理仍然具有挑战性。尽管如此,诊断分级和治疗干预措施的最新进展为改善治疗结局提供了框架.对推动OPMD发展和进展的分子和细胞机制的持续研究和创新治疗试验对于优化预防恶性进展的策略至关重要,从而减轻口腔癌的全球健康负担。
    OBJECTIVE: This review aims to provide a comprehensive overview of the current advances in managing and preventing progression of oral potentially malignant disorders (OPMDs), focusing on their histological and clinicopathological features, and management.
    RESULTS: Recent studies, including a multicenter cross-sectional study, have identified oral leukoplakia as the most prevalent form of OPMD, comprising over half of the cases examined. Advances in histological grading, specifically the World Health Organization\'s three-tier system (mild, moderate, and severe dysplasia), have significantly enhanced the accuracy of risk assessment for malignant transformation. Additionally, treatments such as surgical interventions, photodynamic therapy, and chemopreventive and molecularly targeted agents are being evaluated for their safety and efficacy as well as, immune checkpoint inhibitors being evaluated as potential preventive strategies to halt the progression of OPMDs. The management of OPMDs remains challenging due to the lack of standardized screening protocols and varied clinical management approaches. Despite this, recent advancements in diagnostic grading and therapeutic interventions provide a framework for improved treatment outcomes. Continued research into the molecular and cellular mechanisms driving development and progression of OPMDs and innovative treatment trials are essential to optimize strategies that prevent malignant progression and thereby reduce the global health burden of oral cancer.
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  • 文章类型: Journal Article
    评估临床磁共振波谱(MRS)和弥散加权成像(DWI)在区分成人弥漫性神经胶质瘤的组织学分级和异柠檬酸脱氢酶(IDH)分类中的诊断实用性。
    对247例成人弥漫性胶质瘤患者进行回顾性分析。经验丰富的放射科医生评估了DWI和MRS图像。Kruskal-Wallis检验检查了不同组织学等级的DWI和MRS相关参数的差异,而Mann-WhitneyU检验评估了分子分类。接收器工作特性(ROC)曲线评估参数有效性。生存曲线,按组织学分级和IDH分类分层,是使用Kaplan-Meier检验构建的。
    该队列包括141名男性和106名女性,年龄从19岁到85岁不等。Kruskal-Wallis检验显示ADC平均值存在显着差异,Cho/NAA,Cho/Cr与胶质瘤组织学分级有关(P<0.01)。随后应用Dunn's检验显示各组织学分级之间ADC平均值的显著差异(P<.01)。值得注意的是,Cho/NAA在2级和3/4级胶质瘤之间表现出明显的区别(P<0.01)。Mann-WhitneyU检验表明,只有ADC平均值显示出IDH分子分类的统计学意义(P<0.01)。构建ROC曲线以证明指定参数的有效性。还描绘了生存曲线以描绘按组织学分级和IDH分类分类的生存结果。结论:临床MRS在胶质瘤组织学分级中显示出有效性,但在IDH分类中面临挑战。临床DWI的ADC平均参数在组织学分级和IDH分类中显示出显着差异。
    UNASSIGNED: To assess the diagnostic utility of clinical magnetic resonance spectroscopy (MRS) and diffusion-weighted imaging (DWI) in distinguishing between histological grading and isocitrate dehydrogenase (IDH) classification in adult diffuse gliomas.
    UNASSIGNED: A retrospective analysis was conducted on 247 patients diagnosed with adult diffuse glioma. Experienced radiologists evaluated DWI and MRS images. The Kruskal-Wallis test examined differences in DWI and MRS-related parameters across histological grades, while the Mann-Whitney U test assessed molecular classification. Receiver Operating Characteristic (ROC) curves evaluated parameter effectiveness. Survival curves, stratified by histological grade and IDH classification, were constructed using the Kaplan-Meier test.
    UNASSIGNED: The cohort comprised 141 males and 106 females, with ages ranging from 19 to 85 years. The Kruskal-Wallis test revealed significant differences in ADC mean, Cho/NAA, and Cho/Cr concerning glioma histological grade (P < .01). Subsequent application of Dunn\'s test showed significant differences in ADC mean among each histological grade (P < .01). Notably, Cho/NAA exhibited a marked distinction between grade 2 and grade 3/4 gliomas (P < .01). The Mann-Whitney U test indicated that only ADC mean showed statistical significance for IDH molecular classification (P < .01). ROC curves were constructed to demonstrate the effectiveness of the specified parameters. Survival curves were also delineated to portray survival outcomes categorized by histological grade and IDH classification. Conclusions: Clinical MRS demonstrates efficacy in glioma histological grading but faces challenges in IDH classification. Clinical DWI\'s ADC mean parameter shows significant distinctions in both histological grade and IDH classification.
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  • 文章类型: Journal Article
    口腔癌是一个普遍的全球健康问题,具有显著的发病率和死亡率。尽管有预防措施,它仍然是最常见的癌症之一,强调需要改进的诊断和预后工具。这篇综述的重点是口腔潜在恶性疾病(OPMD),口腔癌的前体,特别强调口腔上皮发育不良(OED)。世界卫生组织(WHO)为OED提供了一个三级分级系统,和最近的更新扩大了标准,以提高诊断精度。在OED的预后评估中,组织学分级目前被认为是黄金标准;然而,它在预测恶性转化或复发方面的主观性和不可靠性造成了显著的局限性。主要目的是研究特定的免疫组织化学生物标志物是否可以根据WHO分类增强OED分级评估。生物标志物在全面的癌症风险评估中表现出巨大的潜力,早期发现,诊断,预后,和治疗优化。技术进步,包括测序和纳米技术,具有扩展的检测能力。一些分析的生物标志物是最常见的选择,如p53,Ki-67,钙黏着蛋白/连环蛋白,和其他用于区分OED等级的蛋白质。然而,需要进一步的研究来证实这些发现,并发现新的潜在生物标志物,用于精确的发育不良分级和对恶性转化风险的微创评估.
    Oral cancer is a prevalent global health issue, with significant morbidity and mortality rates. Despite available preventive measures, it remains one of the most common cancers, emphasising the need for improved diagnostic and prognostic tools. This review focuses on oral potentially malignant disorders (OPMDs), precursors to oral cancer, specifically emphasising oral epithelial dysplasia (OED). The World Health Organisation (WHO) provides a three-tier grading system for OED, and recent updates have expanded the criteria to enhance diagnostic precision. In the prognostic evaluation of OED, histological grading is presently regarded as the gold standard; however, its subjectivity and unreliability in anticipating malignant transformation or recurrence pose notable limitations. The primary objective is to investigate whether specific immunohistochemical biomarkers can enhance OED grading assessment according to the WHO classification. Biomarkers exhibit significant potential for comprehensive cancer risk evaluation, early detection, diagnosis, prognosis, and treatment optimisation. Technological advancements, including sequencing and nanotechnology, have expanded detection capabilities. Some analysed biomarkers are most frequently chosen, such as p53, Ki-67, cadherins/catenins, and other proteins used to differentiate OED grades. However, further research is needed to confirm these findings and discover new potential biomarkers for precise dysplasia grading and minimally invasive assessment of the risk of malignant transformation.
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  • 文章类型: Journal Article
    目的:口腔鳞状细胞癌(OSCC)是头颈部最常见的恶性肿瘤之一。特别是,在南亚和东南亚观察到高发病率,归因于致癌槟榔的广泛使用。本研究旨在探讨临床,流行病学,和OSCC的组织病理学特征,确定影响无病生存的预后因素,并确定OSCC患者的诊断后无病生存时间。
    方法:采用描述性横截面设计,这项研究对临床进行了彻底的检查,流行病学,在三级医疗机构寻求治疗的患者中OSCC的组织病理学方面。参与者亲自面试,如果有的话,虽然无法联系或死亡的人的信息是从口腔颌面外科的存档患者记录中提取的,BakhtawarAmin医学和牙科学院,木尔坦,巴基斯坦。在p≤0.05的显著性水平下进行数据分析。
    结果:患者平均年龄为54.16±11.1,41岁及以上年龄组明显集中,表明OSCC在该人群中的显著患病率。数据揭示了对男性的性别偏见,相当比例的病人,特别是41岁及以上的人,不幸去世了。使用Fisher精确检验的统计学分析显示年龄组与患者当前生存状态之间存在显著关联(p值<0.05)。
    结论:组织病理学,中度分化OSCC是最常遇到的级别,手术成为主要的治疗方式。研究的大多数患者的生存期为三年或更短,强调需要进一步探索影响OSCC预后和治疗结果的因素。
    OBJECTIVE: Oral squamous cell carcinoma (OSCC) is one of the most common malignancies in the head and neck region. Particularly, high incidence rates are observed in South and Southeast Asia, attributed to the widespread use of the carcinogenic areca nut. This study aimed to investigate the clinical, epidemiological, and histopathological features of OSCC, identify prognostic factors impacting disease-free survival, and determine a post-diagnosis disease-free survival time of OSCC patients.
    METHODS: Employing a descriptive cross-sectional design, the study conducted a thorough examination of the clinical, epidemiological, and histopathological aspects of OSCC among patients seeking care at a tertiary healthcare facility. Participants were personally interviewed if available, while information for unreachable or deceased individuals was extracted from archival patient records in the Oral and Maxillofacial Surgery Department, Bakhtawar Amin Medical and Dental College, Multan, Pakistan. Data analysis was performed with a significance level set at p ≤ 0.05.
    RESULTS: The mean age of the patients was 54.16 ± 11.1, with a notable concentration in the 41 years and above age group, indicating a significant prevalence of OSCC in this population. The data revealed a gender bias toward males, and a substantial proportion of patients, particularly those aged 41 years and above, had unfortunately passed away. Statistical analysis using the Fisher exact test showed a significant association between age groups and patients\' current living status (p-value < 0.05).
    CONCLUSIONS: Histopathologically, moderately differentiated OSCC was the most frequently encountered grade, and surgery emerged as the predominant treatment modality. The majority of patients studied had a survival period of three years or less, emphasizing the need for further exploration of factors influencing prognosis and treatment outcomes in OSCC.
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  • 文章类型: Journal Article
    乳腺癌在所有癌症中死亡率第二高,主要发生在女性中。
    探讨磁共振成像(MRI)影像组学特征与乳腺浸润性导管癌(IDC)组织学分级之间的关系,并评估其诊断效能。
    两种常规MRI定量指标,即表观扩散系数(ADC)和初始增强率,收集了112例乳腺癌患者。在动态对比增强MRI(DCE-MRI)和ADC图像中手动分割乳腺癌病灶,I级之间的影像组学功能差异,比较II型和III型IDCs并评价其诊断效能。
    ADC值(0.77±0.22vs0.91±0.22vs0.92±0.20,F=4.204,p<0.01),以及B_sum_variance(188.51±67.803vs265.37±77.86vs263.74±82.58,F=6.040,p<0.01),III级IDC患者的L_能量(0.03±0.02vs0.13±0.11vs0.12±0.14,F=7.118,p<0.01)和L_sum_平均值(0.78±0.32vs16.34±4.23vs015.45±3.74,F=21.860,p<0.001)明显低于I和II级IDC患者。III级IDC患者的B_均匀值(0.15±0.12vs0.11±0.04vs0.12±0.03,F=3.797,p<0.01)和L_SRE(0.85±0.07vs0.78±0.03vs0.79±0.32,F=3.024,p<0.01)明显高于I和II级IDC患者。所有差异均有统计学意义(p<0.05)。与ADC值模型和DCE影像组学签名模型相比,ADC影像组学签名模型在识别不同级别的IDC方面具有更高的曲线下面积值(0.869vs0.711vs0.682)。精度(0.812对0.647对0.710),特异性(0.731vs0.435vs0.342),ADC影像组学签名模型的阳性预测值(0.815vs0.663vs0.669)和阴性预测值(0.753vs0.570vs0.718)均显著优于ADC值模型和DCE影像组学签名模型.
    ADC值和乳腺MRI影像组学特征在确定IDC的组织学分级方面具有重要意义,ADC影像组学签名具有更大的价值。
    UNASSIGNED: Breast cancer has the second highest mortality rate of all cancers and occurs mainly in women.
    UNASSIGNED: To investigate the relationship between magnetic resonance imaging (MRI) radiomics features and histological grade of invasive ductal carcinoma (IDC) of the breast and to evaluate its diagnostic efficacy.
    UNASSIGNED: The two conventional MRI quantitative indicators, i.e. the apparent diffusion coefficient (ADC) and the initial enhancement rate, were collected from 112 patients with breast cancer. The breast cancer lesions were manually segmented in dynamic contrast-enhanced MRI (DCE-MRI) and ADC images, the differences in radiomics features between Grades I, II and III IDCs were compared and the diagnostic efficacy was evaluated.
    UNASSIGNED: The ADC values (0.77 ± 0.22 vs 0.91 ± 0.22 vs 0.92 ± 0.20, F= 4.204, p< 0.01), as well as the B_sum_variance (188.51 ± 67.803 vs 265.37 ± 77.86 vs 263.74 ± 82.58, F= 6.040, p< 0.01), L_energy (0.03 ± 0.02 vs 0.13 ± 0.11 vs 0.12 ± 0.14, F= 7.118, p< 0.01) and L_sum_average (0.78 ± 0.32 vs 16.34 ± 4.23 vs 015.45 ± 3.74, F= 21.860, p< 0.001) values of patients with Grade III IDC were significantly lower than those of patients with Grades I and II IDC. The B_uniform (0.15 ± 0.12 vs 0.11 ± 0.04 vs 0.12 ± 0.03, F= 3.797, p< 0.01) and L_SRE (0.85 ± 0.07 vs 0.78 ± 0.03 vs 0.79 ± 0.32, F= 3.024, p< 0.01) values of patients with Grade III IDC were significantly higher than those of patients with Grades I and II IDC. All differences were statistically significant (p< 0.05). The ADC radiomics signature model had a higher area-under-the-curve value in identifying different grades of IDC than the ADC value model and the DCE radiomics signature model (0.869 vs 0.711 vs 0.682). The accuracy (0.812 vs 0.647 vs 0.710), specificity (0.731 vs 0.435 vs 0.342), positive predictive value (0.815 vs 0.663 vs 0.669) and negative predictive value (0.753 vs 0.570 vs 0.718) of the ADC radiomics signature model were all significantly better than the ADC value model and the DCE radiomics signature model.
    UNASSIGNED: ADC values and breast MRI radiomics signatures are significant in identifying the histological grades of IDC, with the ADC radiomics signatures having greater value.
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  • 文章类型: Journal Article
    口腔上皮异型增生是一种组织学诊断为口腔粘膜的潜在癌前病变,有恶性转化为鳞状细胞癌的风险。口腔上皮发育不良的诊断和分级具有挑战性,病例经常转诊至专业口腔颌面病理中心进行第二意见。即使在诊断中仍然存在较差的检查者之间和检查者之间的协议。在世界卫生组织第5版头颈部肿瘤分类中,共有28种口腔上皮异型增生特征。这些特征中的每一个在其解释中都定义不清和主观。此外,这些特征对发育不良分级和风险分层的贡献甚至更不明确.本文通过实例讨论了口腔上皮异型增生的每个特征,并概述了常见的模仿,包括口腔粘膜的正常组织学特征,可能模拟异型。本文还强调了在提供建议的定义时定义这些特征的证据的缺乏。理想情况下,这些定义将被完善,和最重要的特征确定,以简化诊断口腔上皮异型增生。本文中数字的数字整个幻灯片图像可以在以下网址找到:https://www。发病机制。co.uk/r/去神秘-发育不良-组织学-数据集。
    Oral epithelial dysplasia is a histologically diagnosed potentially premalignant disorder of the oral mucosa, which carries a risk of malignant transformation to squamous cell carcinoma. The diagnosis and grading of oral epithelial dysplasia is challenging, with cases often referred to specialist oral and maxillofacial pathology centres for second opinion. Even still there is poor inter-examiner and intra-examiner agreement in a diagnosis. There are a total of 28 features of oral epithelial dysplasia listed in the 5th edition of World Health Organization classification of tumours of the head and neck. Each of these features is poorly defined and subjective in its interpretation. Moreover, how these features contribute to dysplasia grading and risk stratification is even less well defined. This article discusses each of the features of oral epithelial dysplasia with examples and provides an overview of the common mimics, including the normal histological features of the oral mucosa which may mimic atypia. This article also highlights the paucity of evidence defining these features while offering suggested definitions. Ideally, these definitions will be refined, and the most important features identified to simplify the diagnosis of oral epithelial dysplasia. Digital whole slide images of the figures in this paper can be found at: https://www.pathogenesis.co.uk/r/demystifying-dysplasia-histology-dataset.
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  • 文章类型: Meta-Analysis
    背景:椎间盘退变是下腰痛的主要原因,一些研究已经评估了细胞外囊泡在治疗椎间盘退变中的功效。
    方法:数据库Pubmed,Embase,和Cochrane库从开始到2022年底进行了系统搜索,以确定研究细胞衍生的细胞外囊泡在椎间盘退变(IDD)治疗中的治疗潜力的研究。使用了以下结果测量:MRIPfirrmann分级系统,光盘高度指数(DHI),组织学分级,和凋亡率。
    结果:进行了全面的荟萃分析,包括总共13篇文章,包括涉及218只实验动物的19项研究。正常细胞来源的细胞外囊泡和安慰剂之间的比较分析显示,MRI等级显着降低,DHI值增加,降低髓核细胞凋亡率,和改善组织等级。
    结论:这些发现共同证明了通过应用源自细胞的细胞外囊泡有效抑制椎间盘退变。总之,这项研究提供了最新的证据合成支持细胞外囊泡作为IVDD治疗的一种有前景的治疗方法的有效性.
    Intervertebral disc degeneration (IVDD) is a major cause of low back pain, and several studies have evaluated the efficacy of extracellular vesicles (EVs) in the treatment of IVDD. The databases PubMed, Embase, and Cochrane Library were systematically searched from inception to the end of 2022 to identify studies investigating the therapeutic potential of cell-derived EVs for IVDD treatment. The following outcome measures were utilized: magnetic resonance imaging (MRI) Pfirrmann grading system, disc height index (DHI), histological grading, and apoptosis rate. A comprehensive meta-analysis was conducted, including a total of 13 articles comprising 19 studies involving 218 experimental animals. Comparative analysis between normal cell-derived EVs and placebo revealed significant reductions in MRI grade, increased DHI values, decreased nucleus pulposus cell apoptosis rates, and improved tissue grades. These findings collectively demonstrate the effective inhibition of IVDD through the application of EVs derived from cells. In conclusion, this study provides an updated synthesis of evidence supporting the efficacy of EVs as a promising therapeutic approach for IVDD treatment.
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  • 文章类型: Journal Article
    目的:准确的成人弥漫性神经胶质瘤术前影像学分期对于有效的预后分层和选择适当的治疗干预措施至关重要。这项研究的目的是比较从超高b值扩散加权成像(DWI)生成的表观扩散系数(ADC)图对分子分级的有效性和对成人型弥漫性神经胶质瘤的组织学分级的有效性。并评估这些ADC图与分子和组织学生物标志物之间的相关性。
    方法:本研究回顾性纳入了40例成人型弥漫性神经胶质瘤患者,使用2021年WHO分类标准诊断。术前影像数据,包括多b值DWI和常规磁共振成像,被收集。使用组织学和分子标准对肿瘤进行分级。进行直方图分析以产生每个肿瘤的14个参数。受试者工作特征曲线和曲线下面积(AUC)用于评估肿瘤分级和分子状态分化。通过计算连续变量和分层变量的Pearson和Spearman相关系数来分析组织学生物标志物,分别。
    结果:对于WHO4级(WHO4)成人型弥漫性神经胶质瘤的鉴定,分子分级的强度相关参数优于组织学分级。两种分级系统的AUC随着b值的增加而增加,基于ADC8000的直方图参数显示最佳结果(分子分级,平方根:AUC=0.897;组织学分级,中位数:AUC=0.737)。强度相关参数还可以区分分子WHO4胶质瘤与组织学上较低级别的胶质瘤(基于ADC8000的平方根:AUC=0.919),在分子和组织学WHO4胶质瘤之间观察到基于ADC8000的峰度不同(AUC=0.833)。Ki-67指数与IDH的分子状态预测之间存在显著相关性,CDKN2A,和EGFR也被证明。
    结论:发现从高b值ADC图得出的直方图参数对于区分WHO4成人型弥漫性神经胶质瘤的分子等级比区分组织学等级更有效。
    OBJECTIVE: Accurate preoperative radiological staging of adult-type diffuse glioma is crucial for effective prognostic stratification and selection of appropriate therapeutic interventions. The purpose of this study was to compare the effectiveness of apparent diffusion coefficient (ADC) maps generated from ultrahigh b-value diffusion-weighted imaging (DWI) for molecular grading with that for histological grading of adult-type diffuse glioma, and to evaluate the correlation between these ADC maps and molecular and histological biomarkers.
    METHODS: This study retrospectively enrolled forty adult-type diffuse glioma patients, diagnosed using the 2021 WHO classification criteria. Preoperative imaging data, including multiple b-value DWI and conventional magnetic resonance imaging, were collected. Tumors were graded using both histological and molecular criteria. Histogram analysis was conducted to generate 14 parameters for each tumor. Receiver operating characteristic curves and the area under the curve (AUC) were used to evaluate tumor grading and molecular status differentiation. Analysis of histological biomarkers was performed by calculating the Pearson and Spearman correlation coefficients of continuous and hierarchical variables, respectively.
    RESULTS: The intensity-related parameters for molecular grading were found to be superior to those for histological grading for the identification of WHO grade 4 (WHO4) adult-type diffuse glioma. The AUC of both grading systems increased with increasing b-values, with ADC8000-based histogram parameters showing the best results (molecular grading, square root: AUC = 0.897; histological grading, median: AUC = 0.737). The intensity-related parameters could also differentiate molecular WHO4 gliomas from histologically lower-grade gliomas (ADC8000-based square root: AUC = 0.919), and different ADC8000-based kurtosis was observed between molecular and histological WHO4 gliomas (AUC = 0.833). Significant correlations between the Ki-67 index and molecular status prediction for IDH, CDKN2A, and EGFR were also demonstrated.
    CONCLUSIONS: The histogram parameters derived from high b-value ADC maps were found to be more effective for differentiating molecular grades of WHO4 adult-type diffuse glioma than for differentiating histological grades.
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  • 文章类型: Journal Article
    目的:组织学分级和分子亚型在将个性化或精准医学作为表征浸润性乳腺癌(IBC)生物学行为的重要预后指标方面提供了有价值的参考。使用DCE-MRI评估结合分子亚型(MS)信息的IBC分级的两阶段深度学习框架。
    方法:在第一阶段,开发了一种名为IOS2-DA的创新神经网络,其中包括具有池化层(DA)的致密的非空间金字塔池化块和具有双内核挤压和激发(IOS2)的起始八锥块。该方法着重于IBC等级的成像表现,并使用新颖的F1类得分损失函数进行初步预测。在第二阶段,引入了MS注意力分支,通过Kullback-Leibler散度对IOS2-DA的整合深度向量进行微调。用初步结果对MS引导的信息进行加权,以获得分类值,通过集成学习对三个MRI对比后系列的肿瘤等级预测进行分析。客观评估通过受试者工作特征曲线分析进行定量评估。DeLong检验用于测量统计学意义(P<0.05)。
    结果:分子亚型引导的IOS2-DA在准确性方面(0.927)明显优于单个IOS2-DA,精度(0.942),AUC(0.927,95%CI:[0.908,0.946]),和F1分数(0.930)。梯度加权类激活图显示从IOS2-DA提取的特征表示与肿瘤区域一致。
    结论:IOS2-DA阐明了其在非侵入性肿瘤分级预测中的潜力。关于MS和组织学分级之间的相关性,在应用相关临床生物标志物提高IBC分级诊断效能方面具有显著的临床应用前景。因此,DCE-MRI往往是一种可行的成像方式,用于彻底的术前评估乳腺生物学行为和癌症预后。
    OBJECTIVE: Histological grade and molecular subtype have presented valuable references in assigning personalized or precision medicine as the significant prognostic indicators representing biological behaviors of invasive breast cancer (IBC). To evaluate a two-stage deep learning framework for IBC grading that incorporates with molecular-subtype (MS) information using DCE-MRI.
    METHODS: In Stage I, an innovative neural network called IOS2-DA is developed, which includes a dense atrous-spatial pyramid pooling block with a pooling layer (DA) and inception-octconved blocks with double kernel squeeze-and-excitations (IOS2). This method focuses on the imaging manifestation of IBC grades and performs preliminary prediction using a novel class F1-score loss function. In Stage II, a MS attention branch is introduced to fine-tune the integrated deep vectors from IOS2-DA via Kullback-Leibler divergence. The MS-guided information is weighted with preliminary results to obtain classification values, which are analyzed by ensemble learning for tumor grade prediction on three MRI post-contrast series. Objective assessment is quantitatively evaluated by receiver operating characteristic curve analysis. DeLong test is applied to measure statistical significance (P < 0.05).
    RESULTS: The molecular-subtype guided IOS2-DA performs significantly better than the single IOS2-DA in terms of accuracy (0.927), precision (0.942), AUC (0.927, 95% CI: [0.908, 0.946]), and F1-score (0.930). The gradient-weighted class activation maps show that the feature representations extracted from IOS2-DA are consistent with tumor areas.
    CONCLUSIONS: IOS2-DA elucidates its potential in non-invasive tumor grade prediction. With respect to the correlation between MS and histological grade, it exhibits remarkable clinical prospects in the application of relevant clinical biomarkers to enhance the diagnostic effectiveness of IBC grading. Therefore, DCE-MRI tends to be a feasible imaging modality for the thorough preoperative assessment of breast biological behavior and carcinoma prognosis.
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