Neoplasm Grading

肿瘤分级
  • 文章类型: Journal Article
    膀胱癌是全球第九大死亡原因,在巴基斯坦是第14大死亡原因。这项研究的目的是确定不同年龄段的尿路上皮癌的发生率,它的性别分布,和成绩。共131例尿路上皮癌,在病理学系收到的,白沙瓦医学院,白沙瓦,在2017年1月至2022年12月期间,纳入研究;其中107人(81.6%)为男性,24人(18.3%)为女性,平均年龄62±13岁.最常见的组织学亚型为乳头状尿路上皮癌117例(89.3%),其次是鳞状和腺体5例(3.8%)。大多数高级别尿路上皮癌与肌肉浸润38有统计学意义(50.66%)。男性患尿路上皮癌的可能性是男性的四倍,而年龄较大的人群患高级别尿路上皮癌的可能性更高。
    Bladder cancer is the ninth leading cause of death worldwide and 14th leading cause of death in Pakistan. The objective of this study was to determine the frequency of urothelial carcinoma in various age groups, its gender distribution, and grades. A total of 131 cases of urothelial carcinoma, received at Department of Pathology, Peshawar Medical College, Peshawar, between January 2017 to December 2022, were included in the study; of them 107 (81.6%) were males while 24 (18.3%) were females with a mean age of 62±13 years. The most common histological subtype was papillary urothelial carcinoma in 117(89.3%) cases, followed by Squamous and Glandular in 5(3.8%) cases. Majority of the urothelial carcinoma with high grade showed a statistically significant relation with muscle invasion 38 (50.66%). Males were four times more likely to have urothelial carcinoma while older age groups were more likely to have high grade urothelial carcinoma.
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  • 文章类型: Journal Article
    尽管手术和治疗方法取得了进展,高级别浆液性卵巢癌(HGSOC)预后仍然较差。手术是治疗方案不可或缺的组成部分,因为去除所有可见的肿瘤病变(细胞减少)极大地改善了总体生存率。用于评估细胞减少的增强的预测工具对于优化治疗精度至关重要。患者的免疫状态大致反映了肿瘤细胞的生物学行为以及患者对疾病和治疗的反应。血清细胞因子谱是免疫适应和偏差的敏感测量,然而,它与治疗范式的整合还没有得到充分的探索。这项研究是IMPACT试验(NCT03378297)的一部分,旨在表征HGSOC初级治疗之前和期间的免疫反应,以确定治疗选择和预后的生物标志物。从诊断直到反应评估收集来自22名患者的纵向血清样品。患者接受基于腹腔镜评分的原发性细胞减灭术或新辅助化疗(NACT)。Bio-Plex200分析的27种血清细胞因子在诊断时揭示了两种免疫表型:免疫高,血清细胞因子水平明显高于免疫低。免疫表型反映了腹腔镜的评分和手术治疗的分配。接受原发性细胞减灭术的五名免疫高患者表现出免疫动员和延长的无进展生存期,与接受相同治疗的免疫低下患者相比。腹腔镜和细胞减灭术均可引起血清细胞因子的实质性和一过性变化,随着炎症细胞因子IL-6的上调和多功能细胞因子IP-10,Eotaxin的下调,IL-4和IL-7。在学习期间,所有患者的细胞因子水平均下降,导致消除初始免疫表型,无论治疗选择如何。这项研究揭示了HGSOC患者治疗前不同的免疫表型,可能为治疗分层和预后提供信息。这种潜在的新型生物标志物有望作为改善HGSOC患者治疗反应评估的基础。ClinicalTrials.gov标识符:NCT03378297。
    Despite advances in surgical and therapeutic approaches, high-grade serous ovarian carcinoma (HGSOC) prognosis remains poor. Surgery is an indispensable component of therapeutic protocols, as removal of all visible tumor lesions (cytoreduction) profoundly improves the overall survival. Enhanced predictive tools for assessing cytoreduction are essential to optimize therapeutic precision. Patients\' immune status broadly reflects the tumor cell biological behavior and the patient responses to disease and treatment. Serum cytokine profiling is a sensitive measure of immune adaption and deviation, yet its integration into treatment paradigms is underexplored. This study is part of the IMPACT trial (NCT03378297) and aimed to characterize immune responses before and during primary treatment for HGSOC to identify biomarkers for treatment selection and prognosis. Longitudinal serum samples from 22 patients were collected from diagnosis until response evaluation. Patients underwent primary cytoreductive surgery or neoadjuvant chemotherapy (NACT) based on laparoscopy scoring. Twenty-seven serum cytokines analyzed by Bio-Plex 200, revealed two immune phenotypes at diagnosis: Immune High with marked higher serum cytokine levels than Immune Low. The immune phenotypes reflected the laparoscopy scoring and allocation to surgical treatment. The five Immune High patients undergoing primary cytoreductive surgery exhibited immune mobilization and extended progression-free survival, compared to the Immune Low patients undergoing the same treatment. Both laparoscopy and cytoreductive surgery induced substantial and transient changes in serum cytokines, with upregulation of the inflammatory cytokine IL-6 and downregulation of the multifunctional cytokines IP-10, Eotaxin, IL-4, and IL-7. Over the study period, cytokine levels uniformly decreased in all patients, leading to the elimination of the initial immune phenotypes regardless of treatment choice. This study reveals distinct pre-treatment immune phenotypes in HGSOC patients that might be informative for treatment stratification and prognosis. This potential novel biomarker holds promise as a foundation for improved assessment of treatment responses in patients with HGSOC. ClinicalTrials.gov Identifier: NCT03378297.
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  • 文章类型: Journal Article
    滤泡细胞起源的甲状腺癌存在于组织病理学和临床谱中。作者专注于介于非常有利的高分化甲状腺癌和非常不利的间变性甲状腺癌之间的肿瘤类别。这些中等侵袭性肿瘤包括低分化甲状腺癌和新定义的分化高级甲状腺癌。两种诊断都需要满足某些组织病理学要求,以便在术后准确识别这些肿瘤。管理仍然主要是手术,虽然辅助治疗,如分子靶向治疗(如,酪氨酸激酶抑制剂)和分化治疗(以恢复肿瘤对放射性碘的反应)也变得可用。
    Thyroid carcinoma of follicular cell origin exists on a histopathologic and clinical spectrum. The authors focus on the category of tumors that fall between the very favorable well-differentiated thyroid carcinomas and the very unfavorable anaplastic thyroid carcinomas. These intermediately aggressive tumors include poorly differentiated thyroid carcinoma and the newly defined differentiated high-grade thyroid carcinoma. Both diagnoses require certain histopathologic requirements be met in order to accurately identify these tumors post-operatively. Management remains primarily surgical though adjunctive treatments such as molecular targeted therapies (eg, tyrosine kinase inhibitors) and differentiation therapy (to restore tumor response to radioactive iodine) are also becoming available.
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  • 文章类型: Journal Article
    背景:本研究旨在评估神经胶质瘤中的T2W低信号环和T2-FLAIR错配征象,并利用这些征象构建神经胶质瘤分级和异柠檬酸脱氢酶(IDH)突变状态的预测模型。
    方法:两名独立放射科医师回顾性评估了207例神经胶质瘤患者,以评估T2W低信号环和T2-FLAIR不匹配征象的存在。使用科恩的卡帕统计量计算评估者间的可靠性。构建了两个logistic回归模型来区分胶质瘤分级和非侵入性预测IDH基因型,分别。接收器工作特性(ROC)分析用于评估开发的模型。
    结果:在207名患者中(男119名,女88名,平均年龄51.6±14.8岁),45例低级别胶质瘤(LGGs),162例高级别胶质瘤(HGG),55例患者有IDH突变,和116是IDH野生型。与LGG相比,HGG中T2W低信号环征的数量较高(p<0.001),而IDH野生型组的T2W低信号环征的数量高于IDH突变体组(p<0.001)。HGGs和LGGs之间的T2-FLAIR不匹配症状也存在显着差异,以及IDH突变体和野生型组之间(p<0.001)。两个包含T2W低信号环的预测模型,没有T2-FLAIR不匹配,和年龄被建造。ROC曲线下面积(AUROC)为0.940预测HGG(95%CI=0.907-0.972)和0.830区分IDH野生型(95%CI=0.757-0.904)。
    结论:T2W低信号环的组合,没有T2-FLAIR不匹配,和年龄对HGG和IDH野生型具有良好的预测能力。这些结果表明,MRI可以用于非侵入性地预测胶质瘤分级和IDH突变状态。这可能对患者管理和治疗计划具有重要意义。
    BACKGROUND: This study aimed to evaluate the T2W hypointense ring and T2-FLAIR mismatch signs in gliomas and use these signs to construct prediction models for glioma grading and isocitrate dehydrogenase (IDH) mutation status.
    METHODS: Two independent radiologists retrospectively evaluated 207 glioma patients to assess the presence of T2W hypointense ring and T2-FLAIR mismatch signs. The inter-rater reliability was calculated using the Cohen\'s kappa statistic. Two logistic regression models were constructed to differentiate glioma grade and predict IDH genotype noninvasively, respectively. Receiver operating characteristic (ROC) analysis was used to evaluate the developed models.
    RESULTS: Of the 207 patients enrolled (119 males and 88 females, mean age 51.6 ± 14.8 years), 45 cases were low-grade gliomas (LGGs), 162 were high-grade gliomas (HGGs), 55 patients had IDH mutations, and 116 were IDH wild-type. The number of T2W hypointense ring signs was higher in HGGs compared to LGGs (p < 0.001) and higher in the IDH wild-type group than in the IDH mutant group (p < 0.001). There were also significant differences in T2-FLAIR mismatch signs between HGGs and LGGs, as well as between IDH mutant and wild-type groups (p < 0.001). Two predictive models incorporating T2W hypointense ring, absence of T2-FLAIR mismatch, and age were constructed. The area under the ROC curve (AUROC) was 0.940 for predicting HGGs (95% CI = 0.907-0.972) and 0.830 for differentiating IDH wild-type (95% CI = 0.757-0.904).
    CONCLUSIONS: The combination of T2W hypointense ring, absence of T2-FLAIR mismatch, and age demonstrate good predictive capability for HGGs and IDH wild-type. These findings suggest that MRI can be used noninvasively to predict glioma grading and IDH mutation status, which may have important implications for patient management and treatment planning.
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  • 文章类型: Journal Article
    包括前列腺导管内癌(IDC-P)在内的非常规组织学(UH)亚型的预后意义,导管腺癌,和筛状模式已被研究用于前列腺癌(PCa)。然而,关于磁共振成像(MRI)特征和肿瘤定位对局部PCa合并UH的肿瘤学影响知之甚少.回顾了211例腺泡腺癌(常规组织学[CH])和82例接受机器人辅助前列腺癌根治术(RARP)的UH患者的临床资料。患有UH的患者更有可能年龄较大,Gleason等级较高,较高的前列腺成像报告和数据系统(PI-RADS)v2.1分,肿瘤体积(TV)大于CH。多变量分析确定UH的存在是无进展生存期(PFS)的独立预后因素(危险比(HR)2.41,95%置信区间(CI)0.22-0.79,P=0.0073)。关于UH患者的肿瘤定位(过渡区[TZ]或外周区[PZ]),PFS没有显着差异(P=0.8949),而PZ癌患者的PFS较短(P=0.0174)。在切除边缘(RM)阴性的病例中,UH的PCa比CH的PCa的进展更高(P<0.0001)。Further,增加的PI-RADSv2.1得分与UH中较大的TV无关(P=0.991),而在CH中观察到TV的显着差异(P<0.0001)。UH肿瘤的预后意义独立于肿瘤的定位,即使在RM阴性病例中也观察到较短的PFS,表明具有微转移潜力的侵袭性亚型。此外,尽管PI-RADSv2.1评分≤3,但UH肿瘤更可能存在大电视。这些发现将有助于优化PCa伴UH的围手术期管理。
    The prognostic significance of unconventional histology (UH) subtypes including intraductal carcinoma of the prostate (IDC-P), ductal adenocarcinoma, and cribriform pattern has been investigated for prostate cancer (PCa). However, little is known about magnetic resonance imaging (MRI) features and the oncological impact of tumor localization in localized PCa with UH. Clinical data of 211 patients with acinar adenocarcinoma (conventional histology [CH]) and 82 patients with UH who underwent robotic-assisted radical prostatectomy (RARP) were reviewed. Patients with UH are more likely to be older and have higher Gleason grade group, higher Prostate Imaging-Reporting and Data System (PI-RADS) v2.1 score, and larger tumor volume (TV) than those with CH. Multivariate analysis identified the presence of UH as an independent prognostic factor for progression-free survival (PFS) (hazard ration (HR) 2.41, 95% confidence interval (CI) 0.22-0.79, P = 0.0073). No significant difference in PFS was seen regarding tumor localization (transition zone [TZ] or peripheral zone [PZ]) in patients with UH (P = 0.8949), whereas PZ cancer showed shorter PFS in patients with CH (P = 0.0174). PCa with UH was associated with higher progression than PCa with CH among resection margin (RM)-negative cases (P < 0.0001). Further, increased PI-RADS v2.1 score did not correlate with larger TV in UH (P = 0.991), whereas a significant difference in TV was observed in CH (P < 0.0001). The prognostic significance of UH tumor was independent of tumor localization, and shorter PFS was observed even in RM-negative cases, indicating an aggressive subtype with micro-metastatic potential. Furthermore, UH tumors are more likely to harbor a large TV despite PI-RADS v2.1 score ≤ 3. These findings will help optimal perioperative management for PCa with UH.
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  • 文章类型: Journal Article
    目的:胃癌及其癌前病变是一个重要的公共卫生问题。胃癌的一个子集表现出TP53基因的突变,通常伴随着独特的形态改变。本研究旨在评估p53免疫染色在现实世界临床环境中的诊断功效。
    方法:回顾性分析50例胃肿瘤和肿瘤样病变,其中p53免疫染色起着关键的诊断作用。结合临床病理参数检查p53的染色模式。
    结果:突变型p53染色模式显示与高级别核异型性显著相关(p<0.001),高度发育不良,和管状腺癌(p<0.001),以及微卫星不稳定状态(p=0.034)。此外,p53免疫染色的诊断效用在以下情况下很明显:1)活检标本含有很少的肿瘤细胞,2)切除边缘的病理评估受到烧灼伪影的限制,3)区分低度和高度胃发育不良具有挑战性。
    结论:P53免疫染色有助于胃肿瘤和肿瘤样病变的诊断,和准确的病理边缘评估,特别是在显示肠型分化和一定程度的核异型的病变中。
    OBJECTIVE: Gastric cancer and its precancerous lesions represent a significant public health concern. A subset of gastric cancers exhibits mutations in the TP53 gene, often accompanying distinctive morphologic alterations. This study aimed to assess the diagnostic efficacy of p53 immunostaining in real-world clinical settings.
    METHODS: A retrospective analysis was conducted on 50 cases of gastric tumors and tumor-like lesions, wherein p53 immunostaining played a pivotal diagnostic role. The staining pattern of p53 was examined in conjunction with clinicopathologic parameters.
    RESULTS: Mutant p53 staining pattern demonstrated a significant association with high-grade nuclear atypia (p<0.001), high-grade dysplasia, and tubular adenocarcinoma (p<0.001), as well as microsatellite instability status (p=0.034). Furthermore, the diagnostic utility of p53 immunostaining was evident in scenarios where: 1) biopsy specimens contained few tumor cells, 2) pathologic evaluation of resection margins was limited by cauterization artifacts, and 3) distinction between low-grade and high-grade gastric dysplasia was challenging.
    CONCLUSIONS: P53 immunostaining can be helpful for the diagnosis of gastric tumor and tumor-like lesions, and accurate pathologic margin evaluation, particularly in lesions demonstrating intestinal-type differentiation and some degree of nuclear atypia.
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  • 文章类型: Journal Article
    目的:对于患有低风险子宫内膜癌(EC)的生殖患者,可能会考虑保留生育力治疗(FST)。另一方面,低危EC患者术前评估和术后病理的匹配率不够高.我们旨在根据低危EC患者的术前肌层浸润(MI)和分级来预测术后病理,以帮助扩展FST的当前标准。
    方法:韩国妇科肿瘤组2015的辅助研究(KGOG2015S),前瞻性,多中心研究包括术前MRI检查无MI或MI<1/2、子宫内膜样腺癌和子宫内膜活检检查为1级或2级的患者。在符合条件的患者中,第1-4组分别定义为无MI和1级,无MI和2级,MI<1/2和1级,MI<1/2和2级。使用机器学习开发了新的预测模型。
    结果:在251名符合条件的患者中,第1-4组包括106、41、74和30名患者,分别。新的预测模型显示出优于常规分析的预测值。在新的预测模型中,最好的净现值,灵敏度,术前各组预测术后各组的AUC如下:87.2%,71.6%,和0.732(第1组);97.6%,78.6%,和0.656(第二组);71.3%,78.6%和0.588(第3组);91.8%,64.9%,和0.676%(第4组)。
    结论:在低风险EC患者中,术后病理预测无效,但是新的预测模型提供了更好的预测。
    OBJECTIVE: Fertility-sparing treatment (FST) might be considered an option for reproductive patients with low-risk endometrial cancer (EC). On the other hand, the matching rates between preoperative assessment and postoperative pathology in low-risk EC patients are not high enough. We aimed to predict the postoperative pathology depending on preoperative myometrial invasion (MI) and grade in low-risk EC patients to help extend the current criteria for FST.
    METHODS: This ancillary study (KGOG 2015S) of Korean Gynecologic Oncology Group 2015, a prospective, multicenter study included patients with no MI or MI <1/2 on preoperative MRI and endometrioid adenocarcinoma and grade 1 or 2 on endometrial biopsy. Among the eligible patients, Groups 1-4 were defined with no MI and grade 1, no MI and grade 2, MI <1/2 and grade 1, and MI <1/2 and grade 2, respectively. New prediction models using machine learning were developed.
    RESULTS: Among 251 eligible patients, Groups 1-4 included 106, 41, 74, and 30 patients, respectively. The new prediction models showed superior prediction values to those from conventional analysis. In the new prediction models, the best NPV, sensitivity, and AUC of preoperative each group to predict postoperative each group were as follows: 87.2%, 71.6%, and 0.732 (Group 1); 97.6%, 78.6%, and 0.656 (Group 2); 71.3%, 78.6% and 0.588 (Group 3); 91.8%, 64.9%, and 0.676% (Group 4).
    CONCLUSIONS: In low-risk EC patients, the prediction of postoperative pathology was ineffective, but the new prediction models provided a better prediction.
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  • 文章类型: Journal Article
    分化差与皮肤鳞状细胞癌(CSCC)的不良预后密切相关。此外,国家综合癌症网络(NCCN)指南将低分化肿瘤指定为“非常高风险”。尽管有明确的预后意义,目前普遍使用的CSCC分化没有标准化的分级系统。皮肤病理学家和Mohs外科医生的CSCC分化分级不一致,可靠性研究表明,这两组的评分者间和评分者内可靠性都不理想。缺乏标准化和可靠的分级系统阻碍了在CSCC分期中区分的使用,尽管它与疾病结局明显相关。我们对总结历史CSCC差异化分级系统的文献进行了全面回顾,以及非皮肤性头颈部SCC的分级系统作为参考点。相关文章是通过搜索Embase和PubMed确定的,以及通过查看其他文章和组织学教科书摘录的参考列表。识别和总结的CSCC分级系统包括历史Broders系统,世界卫生组织系统,美国病理学家学院系统,和2023年Delphi皮肤病理学家共识小组描述的系统。
    Poor differentiation is strongly associated with poor outcomes in cutaneous squamous cell carcinoma (CSCC). In addition, the National Comprehensive Cancer Network (NCCN) guidelines designate poorly differentiated tumors as \"very high risk\". Despite its clear prognostic implications, there is no standardized grading system for CSCC differentiation in common use today. CSCC differentiation is graded inconsistently by both dermatopathologists and Mohs surgeons, and reliability studies have demonstrated suboptimal inter- and intra-rater reliability in both of these groups. The absence of a standardized and reliable grading system has impeded the use of differentiation in CSCC staging, despite its apparent correlation with disease outcomes. We performed a comprehensive review of the literature summarizing historical CSCC differentiation grading systems, as well as grading systems in non-cutaneous head and neck SCC as a point of reference. Relevant articles were identified by searching Embase and PubMed, as well as by reviewing reference lists for additional articles and histology textbook excerpts. CSCC grading systems that were identified and summarized include the historical Broders system, the World Health Organization system, the College of American Pathologists\' system, and a system described by a 2023 Delphi consensus panel of dermatopathologists.
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  • 文章类型: Journal Article
    目的:围手术期化疗联合手术切除是局部进展期胃癌治疗的金标准。Mandard肿瘤消退评分(TRG)被广泛用于评估对新辅助治疗的病理反应。这项研究的目的是评估TRG在总体生存率(OS)和无病生存率(DFS)方面的预后价值。
    方法:回顾性分析2007年1月至2019年12月所有新辅助化疗后行肿瘤胃切除术的胃腺癌患者。根据其TRG状态,将其分为两组:良好反应者(TRG1-2)和不良反应者(TRG3-5)。随后进行多变量分析。
    结果:纳入74例患者,其中15(20.3%)为TRG1-2。TRG1-2的新辅助疗法与TRG3-5相似:MAGIC(53%vs.39%),FLOT(40%与36%),FOLFOX(7%vs.15%,p=0.462)。根据TRG1-2的Lauren分类的组织学类型与TRG3-5分别为:13%与29%的肠道,53%vs.44%扩散和34%与27%不确定(p=0.326)。TRG1-2组的ypT明显较低(46%vs.10%,p=0.001)和ypN阶段(66%与37%,p=0.008),同时复发率降低(20%vs.42%,p=0.111)。该组的3年DFS明显更好(81%vs.47%,p=0.041),而三年OS的差异(92%与55%,p=0.054)没有达到统计学意义。
    结论:与TRG3-5患者相比,TRG1-2患者的ypT和ypN分期较低,DFS较好,对操作系统没有重大影响。
    OBJECTIVE: Perioperative chemotherapy combined with surgical resection represent the gold standard in the treatment of locally advanced gastric cancer. The Mandard tumor regression score (TRG) is widely used to evaluate pathological response to neoadjuvant treatment. The aim of this study was to assess the prognostic value of TRG in terms of overall survival (OS) and disease-free (DFS).
    METHODS: Retrospective analysis of all consecutive patients who underwent oncological gastrectomy after neoadjuvant chemotherapy from January 2007 to December 2019 for gastric adenocarcinoma was performed. Based on their TRG status they were categorized into two groups: good responders (TRG 1-2) and poor responders (TRG 3-5). Subsequent multivariable analyses were conducted.
    RESULTS: Seventy-four patients were included, whereby 15 (20.3%) were TRG 1-2. Neoadjuvant regimens for TRG 1-2 vs. TRG 3-5 were similar: MAGIC (53% vs. 39%), FLOT (40% vs. 36%), FOLFOX (7% vs. 15%, p = 0.462). Histologic types according to Lauren classification for TRG 1-2 vs. TRG 3-5 were: 13% vs. 29% intestinal, 53% vs. 44% diffuse and 34% vs. 27% indeterminate (p = 0.326). TRG 1-2 group exhibited significantly less advanced ypT (46% vs. 10%, p = 0.001) and ypN stages (66% vs. 37%, p = 0.008), alongside a diminished recurrence rate (20% vs. 42%, p = 0.111). The 3-year DFS was significantly better in this group (81% vs. 47%, p = 0.041) whereas the disparity in three-year OS (92% vs. 55%, p = 0.054) did not attain statistical significance.
    CONCLUSIONS: TRG 1-2 was associated with less advanced ypT and ypN stage and better DFS compared to TRG 3-5 patients, without a significant impact on OS.
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  • 文章类型: Journal Article
    这项研究描述了一种对胶质瘤病理切片进行分级的新方法。我们自己的集成高光谱成像系统用于表征来自神经胶质瘤微阵列载玻片的270条带癌组织样本。然后根据世界卫生组织制定的指南对这些样本进行分类,定义了弥漫性神经胶质瘤的亚型和等级。我们使用不同恶性等级的脑胶质瘤的显微高光谱图像探索了一种称为SMLMER-ResNet的高光谱特征提取模型。该模型结合通道注意机制和多尺度图像特征,自动学习胶质瘤的病理组织,获得分层特征表示,有效去除冗余信息的干扰。它还完成了多模态,多尺度空间谱特征提取提高胶质瘤亚型的自动分类。所提出的分类方法具有较高的平均分类精度(>97.3%)和Kappa系数(0.954),表明其在提高高光谱胶质瘤自动分类方面的有效性。该方法很容易适用于广泛的临床环境。为减轻临床病理学家的工作量提供宝贵的帮助。此外,这项研究有助于制定更个性化和更精细的治疗计划,以及随后的随访和治疗调整,通过为医生提供对神经胶质瘤潜在病理组织的见解。
    This study describes a novel method for grading pathological sections of gliomas. Our own integrated hyperspectral imaging system was employed to characterize 270 bands of cancerous tissue samples from microarray slides of gliomas. These samples were then classified according to the guidelines developed by the World Health Organization, which define the subtypes and grades of diffuse gliomas. We explored a hyperspectral feature extraction model called SMLMER-ResNet using microscopic hyperspectral images of brain gliomas of different malignancy grades. The model combines the channel attention mechanism and multi-scale image features to automatically learn the pathological organization of gliomas and obtain hierarchical feature representations, effectively removing the interference of redundant information. It also completes multi-modal, multi-scale spatial-spectral feature extraction to improve the automatic classification of glioma subtypes. The proposed classification method demonstrated high average classification accuracy (>97.3%) and a Kappa coefficient (0.954), indicating its effectiveness in improving the automatic classification of hyperspectral gliomas. The method is readily applicable in a wide range of clinical settings, offering valuable assistance in alleviating the workload of clinical pathologists. Furthermore, the study contributes to the development of more personalized and refined treatment plans, as well as subsequent follow-up and treatment adjustment, by providing physicians with insights into the underlying pathological organization of gliomas.
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