Follicular thyroid carcinoma

滤泡性甲状腺癌
  • 文章类型: Case Reports
    卵巢Struma是一种高度特化的畸胎瘤,主要由成熟的甲状腺组织组成。然而,恶性卵巢甲状腺肿与甲状腺癌并存,更不用说自身免疫性疾病了,是不常见的。恶性卵巢甲状腺肿合并甲状腺乳头状癌,桥本氏甲状腺炎和多囊卵巢综合征从未见文献报道。
    一名32岁女性因过去半年的腹胀和月经不调病史入院。体格检查触及6×6厘米的肿块,边界清晰,正常运动,右附件区域没有压迫性疼痛,影像学显示右侧卵巢囊性实性肿块6×7cm,肿瘤标志物水平包括CA125,CA199,CA153,CEA,AFP正常,但是TSH低和TPOAb增加,TGAb,TRAb.腹腔镜右卵巢肿瘤切除术,其次是全面的分期手术,以及病理诊断后的甲状腺切除术。该患者被诊断为卵巢甲状腺肿合并滤泡性甲状腺癌,甲状腺乳头状癌和桥本氏甲状腺炎,还有多囊卵巢综合征.免疫组织化学染色显示Ag阳性,CK-Pan,正确卵巢肿块中的CK7,PAX8和TTF-1,左侧甲状腺BRAFV600E突变阳性。
    患者术后接受甲状腺素抑制治疗和放射性碘131I治疗。血清甲状腺球蛋白检测不到,随访2年,影像学检查未发现复发或转移迹象。
    恶性卵巢甲状腺肿与甲状腺癌并存罕见。罕见的恶性卵巢甲状腺肿与甲状腺癌并存的文献综述未见报道。桥本氏甲状腺炎和多囊卵巢综合征。我们的病例可以在一定程度上为此类罕见病例提供诊断和治疗经验。因此,必须考虑卵巢肿瘤与内分泌系统之间的关联.这种情况对于理解这种异常复杂疾病的诊断和管理很有价值。
    UNASSIGNED: Struma ovarii is a highly specialized teratoma consisting primarily of mature thyroid tissue. However, malignant struma ovarii coexisting with thyroid carcinoma, not to mention autoimmune disease, is uncommon. Malignant struma ovarii complicated with papillary thyroid carcinoma, Hashimoto\'s thyroiditis and polycystic ovarian syndrome has never been reported in literature.
    UNASSIGNED: A 32-year-old female was admitted to our hospital due to a history of abdominal distension and menolipsis over the past half a year. Physical examination touched a 6 × 6 cm mass with a clear boundary, normal movement, and no pressing pain in the right adnexal area, Imaging revealed a cystic solid mass of 6 × 7 cm in the right ovary and the level of tumor markers including CA125, CA199, CA153, CEA, AFP were normal, but with low TSH and increased TPOAb, TGAb, TRAb. Laparoscopic right ovary tumor resection was performed, followed by comprehensive staging surgery, as well as thyroidectomy after pathologic diagnosis. The patient was diagnosed with a combination of follicular thyroid cancer from struma ovarii, papillary thyroid carcinoma and Hashimoto\'s thyroiditis, along with polycystic ovarian syndrome. Immunohistochemical staining showed positivity for Ag, CK-pan, CK7, PAX8 and TTF-1 in the right ovarian mass, and the left thyroid was positive for the BRAF V600E mutation.
    UNASSIGNED: The patient underwent thyroxine suppression therapy and radioactive iodine 131I therapy after operation. Serum thyroglobulin was undetectable, and no signs of recurrence or metastasis were detected in the imaging examination at the 2-year follow-up.
    UNASSIGNED: Malignant struma ovarii coexisting with thyroid carcinoma is rare. No report has been identified in literature review on the rare malignant struma ovarii coexisting with thyroid carcinoma, Hashimoto\'s thyroiditis and polycystic ovarian syndrome. Our case can offer experience of diagnosis and treatment to some extent for such rare case. Therefore, it is essential to consider the association between ovarian tumors and the endocrine system. This case is valuable in understanding the diagnosis and management of such an unusual complicated disease.
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  • 文章类型: Journal Article
    端粒酶逆转录酶(TERT)启动子突变与肿瘤侵袭性相关.这项研究旨在证明TERT启动子突变的滤泡性甲状腺癌(FTC)的超声(US)特征并评估其预测性能。在1995年8月至2021年4月期间,共纳入63例经手术证实的FTC患者。所有数据均可用于分析术前US结果和TERT启动子突变结果。从存档的手术标本中提取基因组DNA以鉴定TERT启动子突变。进行Logistic回归分析以比较TERT启动子突变和野生型FTC之间的US发现。在63名FTC患者中,10例(15.9%)有TERT启动子突变。TERT启动子突变的FTC与野生型FTC相比,美国怀疑类别显着不同(K-TIRADS的Ps=0.0054,ACR-TIRADS的Ps=0.0208),高度怀疑类别的患病率呈上升趋势(K-TIRADS和ACR-TIRADS均为40.0%;趋势的Ps=K-TIRADS为0.0030,ACR-TIRADS为0.0032)。微叶边缘和点状回声灶是与FTCTERT启动子突变相关的独立危险因素(优势比=9.693,95%置信区间=1.666-56.401,边缘p=0.0115;优势比=8.033,95%置信区间=1.424-45.309,点状回声灶p=0.0182)。TERT启动子突变和野生型FTC的组成和回声没有显着差异。TERT启动子突变的FTC被K-TIRADS和ACR-TIRADS更频繁地归类为高度怀疑。根据美国的调查结果,FTC中TERT启动子突变的独立危险因素是微叶边缘和点状回声灶.
    Telomerase reverse transcriptase (TERT) promoter mutations are associated with tumor aggressiveness. This study aimed to demonstrate the ultrasonographic (US) features of TERT promoter-mutated follicular thyroid cancer (FTC) and evaluate their predictive performance. A total of 63 patients with surgically confirmed FTC between August 1995 and April 2021 were included. All data were available for analysis of preoperative US findings and TERT promoter mutation results. Genomic DNA was extracted from the archived surgical specimens to identify TERT promoter mutations. Logistic regression analysis was performed to compare US findings between TERT promoter-mutated and wild-type FTCs. Of the 63 patients with FTC, 10 (15.9%) had TERT promoter mutations. TERT promoter-mutated FTCs demonstrated significantly different US suspicion categories compared to wild-type FTCs (Ps = 0.0054 for K-TIRADS and 0.0208 for ACR-TIRADS), with a trend toward an increasing prevalence of the high suspicion category (40.0% for both K-TIRADS and ACR-TIRADS; Ps for trend = 0.0030 for K-TIRADS and 0.0032 for ACR-TIRADS). Microlobulated margins and punctate echogenic foci were independent risk factors associated with TERT promoter mutation in FTC (odds ratio = 9.693, 95% confidence interval = 1.666-56.401, p = 0.0115 for margins; odds ratio = 8.033, 95% confidence interval = 1.424-45.309, p = 0.0182 for punctate echogenic foci). There were no significant differences in the composition and echogenicity of the TERT promoter-mutated and wild-type FTCs. TERT promoter-mutated FTCs were categorized more frequently as high suspicion by the K-TIRADS and ACR-TIRADS. Based on US findings, the independent risk factors for TERT promoter mutations in FTC are microlobulated margins and punctate echogenic foci.
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  • 文章类型: Case Reports
    皮下植入是甲状腺手术的意外并发症。我们的研究旨在分析甲状腺手术后植入的临床特征和结果。我们在2023年8月之前从我们的数据库中回顾性搜索了手术后植入甲状腺肿瘤的患者。回顾性分析临床及病理资料。本研究招募了6名平均年龄为33.6±13.3岁的女性患者。有一例罕见的粘液腺癌,三种滤泡性甲状腺癌,和两个甲状腺乳头状癌。首次报道原发性甲状腺肠腺癌皮下植入的病例。黏液腺癌患者接受了6个疗程的TP方案化疗。5例接受放射性碘治疗。经过平均69.5个月的随访,一例在侧区复发,其余5例均无转移或复发。尽管甲状腺手术后的植入并不常见,这些病例提醒我们要更加小心,避免植入。
    Subcutaneous implantation is an unexpected complication of thyroid surgery. Our study aimed to analyze the clinical features and outcomes of implantation after thyroid surgery. We retrospectively searched for the patients with implants of thyroid tumor after surgery from our database prior to August 2023. The clinical and pathological data were reviewed. Six female patients with a mean age of 33.6 ± 13.3 years were enrolled in this study. There was a rare case with mucinous adenocarcinoma, three follicular thyroid carcinoma, and two papillary thyroid carcinoma. The case with primary enteric adenocarcinoma of thyroid with subcutaneous implantation was first reported. The patient with mucinous adenocarcinoma received six courses of TP regimen chemotherapy. Five cases received radioactive iodine therapy. After a mean of 69.5 months of follow-up, one case recurred in the lateral region, and no metastasis or recurrence happened in the other five cases. Although the implantation after thyroid surgery is uncommon, the cases serve as a reminder to take greater care to avoid implantation.
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  • 文章类型: Journal Article
    甲状腺结节的分类,特别是那些有卵泡生长模式的人,有显著的进化。这些肿瘤,富含RAS或RAS样突变,由于核异型等变量,病理学家仍然具有挑战性,入侵,有丝分裂活性,和肿瘤坏死。这篇综述讨论了良性的组织学相关性,低风险,和恶性RAS突变甲状腺肿瘤,以及一些难以分类的滤泡结节,其特征令人担忧。一个典型的RAS突变结节是具有乳头状样细胞核特征(NIFTP)的非侵入性滤泡性甲状腺肿瘤。对包封/界限明确的非侵入性RAS突变滤泡型肿瘤的核特征的评估有助于区分滤泡性甲状腺腺瘤(FTA)和NIFTP。尽管这个简单的概念,关于NIFTP诊断所需的核异型性程度的问题在临床实践中很常见.滤泡结节的命名法缺乏明确的侵袭性特征,有丝分裂活动增加,肿瘤坏死,和/或高风险突变(例如,TERT启动子或TP53)仍然存在争议。入侵,特别是血管浸润,是RAS突变的滤泡样肿瘤中恶性肿瘤的当前标志,以滤泡性甲状腺癌(FTC)为模子。评估肿瘤界面至关重要,虽然完整的胶囊评估可能是具有挑战性的。多水平和NRASQ61R特异性免疫组织化学可以帮助识别侵袭。围绕血管浸润的争议持续存在,带有辅助污渍,如CD31,ERG,和CD61协助其评估。此外,该综述强调浸润性囊化滤泡型乳头状甲状腺癌(IEFVPTC)与FTC密切相关,这表明需要更好的命名法。“高级别分化癌”的概念,适用于具有坏死和/或高有丝分裂活性的FTC或IEFVPTC,也讨论了。
    The classification of thyroid nodules, particularly those with a follicular growth pattern, has significantly evolved. These tumors, enriched with RAS or RAS-like mutations, remain challenging for pathologists due to variables such as nuclear atypia, invasion, mitotic activity, and tumor necrosis. This review addresses the histological correlates of benign, low-risk, and malignant RAS-mutant thyroid tumors, as well as some difficult-to-classify follicular nodules with worrisome features. One prototypical RAS-mutant nodule is non-invasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP). The assessment of nuclear characteristics in encapsulated/well-demarcated non-invasive RAS-mutant follicular-patterned tumors helps distinguish between follicular thyroid adenoma (FTA) and NIFTP. Despite this straightforward concept, questions about the degree of nuclear atypia necessary for the diagnosis of NIFTP are common in clinical practice. The nomenclature of follicular nodules lacking clear invasive features with increased mitotic activity, tumor necrosis, and/or high-risk mutations (e.g., TERT promoter or TP53) remains debated. Invasion, particularly angioinvasion, is the current hallmark of malignancy in RAS-mutant follicular-patterned neoplasms, with follicular thyroid carcinoma (FTC) as the model. Assessing the tumor interface is critical, though full capsule evaluation can be challenging. Multiple levels and NRASQ61R-specific immunohistochemistry can aid in identifying invasion. Controversies around vascular invasion persist, with ancillary stains like CD31, ERG, and CD61 aiding in its evaluation. Moreover, the review highlights that invasive encapsulated follicular variant papillary thyroid carcinoma (IEFVPTC) is closely associated with FTC, suggesting the need for better nomenclature. The concept of \"high-grade\" differentiated carcinomas, applicable to FTC or IEFVPTC with necrosis and/or high mitotic activity, is also discussed.
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  • 文章类型: Case Reports
    背景:间变性甲状腺癌(ATC)是甲状腺恶性肿瘤的一种罕见病理类型。原发性甲状腺鳞状细胞癌(PSCCT)现在被认为是ATC的一种亚型,以下简称ATC-SCC亚型。ATC-SCC亚型合并滤泡性甲状腺癌极为罕见,报告的病例较少。ATC-SCC亚型是一种高侵袭性肿瘤,转移后患者预后差,目前这种类型的肿瘤的治疗是棘手的。
    方法:一名68岁女性患者表现为右宫颈区域逐渐肿胀。综合辅助检查和术后病理证实ATC-SCC亚型诊断为甲状腺滤泡状癌,右颈淋巴结转移鳞状细胞癌起源于ATC-SCC亚型。患者术后接受放化疗。然而,姑息性切除术后,残留的颈淋巴结转移伴鳞状细胞癌仍广泛浸润颈部周围结构。患者术后7个月死亡。
    结论:我们的病例强调颈淋巴结转移可能是ATC-SCC亚型预后不良的重要因素。这种恶性肿瘤应及早发现和治疗。
    BACKGROUND: Anaplastic thyroid carcinoma(ATC) is a rare pathological type of thyroid malignancy. Primary squamous cell carcinoma of thyroid(PSCCT) is now considered as a subtype of ATC, hereinafter referred to as ATC-SCC subtype. ATC-SCC subtype combined with follicular thyroid carcinoma is exceedingly rare, with fewer cases reported. The ATC-SCC subtype is a highly invasive tumor with a poor prognosis for patients after metastasis occurs, and current treatment of this type of tumor is tricky.
    METHODS: A 68-year-old female patient presented with a gradually growing swelling of right cervical region. Comprehensive auxiliary examinations and postoperative pathology confirmed the diagnosis of ATC-SCC subtype with follicular thyroid carcinoma, and the metastasis squamous cell carcinoma of the right cervical lymph nodes originates from ATC-SCC subtype. The patient received chemoradiotherapy postoperative. However, the residual cervical lymph nodes metastasis with squamous cell carcinoma still infiltrated surrounding structures in the neck extensively after palliative resection. The patient died 7 months after surgery.
    CONCLUSIONS: Our case highlights that cervical lymph node metastasis may be a significant factor in the poor prognosis of ATC-SCC subtype. This malignancy should be detected and treated early.
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  • 文章类型: Journal Article
    甲状腺癌(TC)是内分泌系统中最常见的恶性肿瘤,也是头颈部肿瘤之一。滤泡性甲状腺癌(FTC)在甲状腺癌的病理分类中起着重要作用。本研究旨在开发一种创新的预测工具,一个列线图,预测中年FTC患者的癌症特异性生存率(CSS)。
    我们从监测中收集了患者数据,流行病学,和结束结果(SEER)数据库。2004年至2015年患者的数据被用作训练集,2016年至2018年患者的数据被用作验证集.确定影响患者生存的独立危险因素,进行单因素和多因素Cox回归分析.基于此,我们建立了一个列线图模型,用于预测中年FTC患者的CSS.一致性指数(C指数),接受者工作特征曲线(ROC)下面积(AUC),和校准曲线用于评估模型的准确性和置信度。
    本研究共纳入2470名患者,其中2004年至2015年的患者被随机分配到训练队列(N=1437)和验证队列(N=598),2016年至2018年的患者按时间分配到外部验证队列(N=435).单因素和多因素Cox回归分析显示,组织学分级和TNM分期是生存的独立危险因素。训练队列的C指数为0.866(95%CI:0.805-0.927),对于验证队列,它是0.944(95%CI:0.903-0.985),对于外部验证队列,达到0.999(95%CI:0.997-1.001)。校准曲线和AUC表明该模型具有良好的准确性。
    我们开发了一种创新的列线图来预测FTC中年患者的CSS。我们的模型经过严格的内部验证和外部验证过程,基于时间证明了其高水平的准确性和可靠性。该工具可帮助医疗保健专业人员和患者做出明智的临床决策。
    UNASSIGNED: Thyroid cancer (TC) is the most common malignant tumor in the endocrine system, is also one of the head and neck tumor. Follicular Thyroid Carcinoma (FTC) plays an important role in the pathological classification of thyroid cancer. This study aimed to develop an innovative predictive tool, a nomogram, for predicting cancer specific survival (CSS) in middle-aged FTC patients.
    UNASSIGNED: We collected patient data from the Surveillance, Epidemiology, and End Results (SEER) database. The data from patients between 2004 and 2015 were used as the training set, and the data from patients between 2016 and 2018 were used as the validation set. To identify independent risk factors affecting patient survival, univariate and multivariate Cox regression analyses were performed. Based on this, we developed a nomogram model aimed at predicting CSS in middle-aged patients with FTC. The consistency index (C-index), the area under the receiver operating characteristic (ROC) curve (AUC), and the calibration curve were used to evaluate the accuracy and confidence of the model.
    UNASSIGNED: A total of 2470 patients were enrolled in this study, in which patients from 2004 to 2015 were randomly assigned to the training cohort (N = 1437) and validation cohort (N = 598), and patients from 2016 to 2018 were assigned to the external validation cohort (N = 435) in terms of time. Univariate and multivariate Cox regression analysis showed that marriage, histological grade and TNM stage were independent risk factors for survival. The C-index for the training cohort was 0.866 (95 % CI: 0.805-0.927), for the validation cohort it was 0.944 (95 % CI: 0.903-0.985), and for the external validation cohort, it reached 0.999 (95 % CI: 0.997-1.001). Calibration curves and AUC suggest that the model has good accuracy.
    UNASSIGNED: We developed an innovative nomogram to predict CSS in middle-aged patients with FTC. Our model after a rigorous internal validation and external validation process, based on the time proved that the high level of accuracy and reliability. This tool helps healthcare professionals and patients make informed clinical decisions.
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  • 文章类型: Case Reports
    超声引导下穿刺活检结合免疫组织化学和分子检测可以提高滤泡性甲状腺癌骨转移的诊断准确性,有助于预测远处转移和预后。
    转移性甲状腺滤泡癌最初伴有骨病变并不常见,它的主要症状是逐渐发作,局部疼痛。在甲状腺切除术前诊断为骨转移的患者死亡率较高,临床医生应谨慎寻找中年人群的临床病史和这种隐匿的症状,进行进一步检查。我们提供两个滤泡性甲状腺癌骨转移的病例报告,我们的临床团队进行了超声引导下穿刺活检结合免疫组织化学(IHC)以确定肿瘤的来源和性质,回顾了相关文献,讨论了分子测试,我们认为粗针活检结合IHC和分子检测可提高甲状腺滤泡癌骨转移的诊断准确性.
    UNASSIGNED: Ultrasound-guided core needle biopsy combined with immunohistochemistry and molecular testing could improve the diagnostic accuracy of bone metastases from follicular thyroid carcinoma, help to predict distant metastasis and prognosis.
    UNASSIGNED: Metastatic thyroid follicular carcinoma presenting initially with bone lesion is uncommon, its prime symptom is gradual onset, localized pain. Patient with bone metastasis who were diagnosed before thyroidectomy had a higher rate of mortality, clinician should be cautious in eliciting the clinical history and this insidious symptom in middle age group, carry out further examination. We are presenting two case reports of a follicular thyroid carcinoma with bone metastasis, ultrasound-guided core needle biopsy combined with immunohistochemistry (IHC) were carried out by our clinical team to determine the source and nature of the tumor, relevant literature was reviewed, molecular testing was discussed, we believe core needle biopsy combined with IHC and molecular testing improve the diagnostic accuracy of bone metastases from follicular thyroid carcinoma.
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  • 文章类型: Journal Article
    目的:这项研究的目的是创建一个深度学习网络,该网络利用多尺度图像通过术前US对滤泡性甲状腺癌(FTC)和滤泡性甲状腺腺瘤(FTA)进行分类。
    方法:这项回顾性研究涉及收集来自两家三级医院的279名患者的超声图像。针对小结节引起的假阳性问题,我们引入了一种多尺度融合网络(MRF-Net)。四种不同的深度学习模式,即MobileNetV3、ResNet50、DenseNet121和MRF-Net,基于从超声图像中提取的特征信息进行研究。使用各种指标评估每个模型的性能,包括灵敏度,特异性,阳性预测值(PPV),负预测值(NPV),准确度,F1值,接收器工作曲线(ROC),曲线下面积(AUC),决策曲线分析(DCA),和混乱矩阵。
    结果:在检查的所有结节中,193个被确定为FTA,86个被确认为FTC。在评估的深度学习模型中,MRF-Net表现出最高的准确度和曲线下面积(AUC),分别为85.3%和84.8%,分别。此外,与其他模型相比,MRF-Net表现出优越的敏感性和特异性。值得注意的是,MRF-Net实现了令人印象深刻的83.08%的F1值。DCA曲线显示MRF-Net的性能始终优于其他模型,在各种决策阈值上产生更高的净收益。
    结论:使用MRF-Net可以利用术前US更精确地区分良性和恶性甲状腺滤泡性肿瘤。
    OBJECTIVE: The objective of this research was to create a deep learning network that utilizes multiscale images for the classification of follicular thyroid carcinoma (FTC) and follicular thyroid adenoma (FTA) through preoperative US.
    METHODS: This retrospective study involved the collection of ultrasound images from 279 patients at two tertiary level hospitals. To address the issue of false positives caused by small nodules, we introduced a multi-rescale fusion network (MRF-Net). Four different deep learning models, namely MobileNet V3, ResNet50, DenseNet121 and MRF-Net, were studied based on the feature information extracted from ultrasound images. The performance of each model was evaluated using various metrics, including sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), accuracy, F1 value, receiver operating curve (ROC), area under the curve (AUC), decision curve analysis (DCA), and confusion matrix.
    RESULTS: Out of the total nodules examined, 193 were identified as FTA and 86 were confirmed as FTC. Among the deep learning models evaluated, MRF-Net exhibited the highest accuracy and area under the curve (AUC) with values of 85.3% and 84.8%, respectively. Additionally, MRF-Net demonstrated superior sensitivity and specificity compared to other models. Notably, MRF-Net achieved an impressive F1 value of 83.08%. The curve of DCA revealed that MRF-Net consistently outperformed the other models, yielding higher net benefits across various decision thresholds.
    CONCLUSIONS: The utilization of MRF-Net enables more precise discrimination between benign and malignant thyroid follicular tumors utilizing preoperative US.
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  • 文章类型: Case Reports
    放射性碘治疗和治疗后扫描是分化型甲状腺癌治疗和转移性疾病检测的重要组成部分。假阳性结果可以在I-131扫描中看到,这对于临床医生来说很重要。这里,我们介绍了1例33岁女性甲状腺滤泡癌患者,该患者在I-131的30mCi(1.11GBq)残余消融后进行全身扫描,胸部有一个中等吸收区域,原因是转移性肺门淋巴结.根据手术病理确定为纵隔支气管囊肿。先前已经提出,碘化钠转运体在某些支气管囊肿中的表达可能是在其中观察到碘吸收的机制。我们能够证明在囊肿样本中,钠碘转运体和相关的配对盒基因8转录因子的免疫组织化学染色阳性。这支持了所提出的理论。
    Radioactive iodine therapy and posttreatment scanning are essential components of differentiated thyroid carcinoma treatment and detection of metastatic disease. False-positive results can be seen on an I-131 scan and are important for clinicians to be aware of. Here, we present a case of a 33-year-old female with follicular thyroid carcinoma who was noted to have an area of moderate uptake in the chest on a whole-body scan following remnant ablation with 30 mCi of I-131 (1.11GBq) concerning for a metastatic hilar lymph node. This was determined to be a mediastinal bronchogenic cyst on surgical pathology. It has been previously proposed that the expression of sodium iodide symporters in some bronchogenic cysts could be the mechanism by which iodine uptake is seen within them. We were able to demonstrate positive immunohistochemical staining for both sodium iodide symporter and the associated paired box gene 8 transcription factor in the cyst sample, which supports the proposed theory.
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  • 文章类型: Journal Article
    加速样品辨别的测量,如细胞表型的分类,当面临巨大的时间和成本限制时,这是至关重要的。自发拉曼显微镜提供无标签,丰富的化学信息,但由于散射截面极小,采集时间长。加速测量的一种可能的方法是通过用合适数量的照明点测量必要的部分。然而,如何在测量过程中设计这些点仍然是一个挑战。为了解决这个问题,我们开发了一种基于机器学习(ML)强化学习的成像技术。这种ML方法在测量期间自适应地反馈“最佳”照明模式,以检测感兴趣的特定特征的存在,允许更快的测量,同时保证鉴别的准确性。使用一组人类滤泡性甲状腺和滤泡性甲状腺癌细胞的拉曼图像,我们表明,我们的技术需要3,333至31,683倍的照明数量来区分表型比光栅扫描。根据必要的辨别精度定量评估照明的数量,我们制备了一组聚合物珠混合物样品来模拟异常和正常组织。然后,我们应用了配备我们算法的家用可编程照明显微镜,并证实该系统可以区分样品条件,与标准点照明拉曼显微镜相比,照明次数少104到4,350倍。所提出的算法可以应用于其他类型的显微镜,可以在飞行中控制测量条件,提供了一种方法,用于加速包括医疗诊断在内的各种应用中的精确测量。
    Accelerating the measurement for discrimination of samples, such as classification of cell phenotype, is crucial when faced with significant time and cost constraints. Spontaneous Raman microscopy offers label-free, rich chemical information but suffers from long acquisition time due to extremely small scattering cross-sections. One possible approach to accelerate the measurement is by measuring necessary parts with a suitable number of illumination points. However, how to design these points during measurement remains a challenge. To address this, we developed an imaging technique based on a reinforcement learning in machine learning (ML). This ML approach adaptively feeds back \"optimal\" illumination pattern during the measurement to detect the existence of specific characteristics of interest, allowing faster measurements while guaranteeing discrimination accuracy. Using a set of Raman images of human follicular thyroid and follicular thyroid carcinoma cells, we showed that our technique requires 3,333 to 31,683 times smaller number of illuminations for discriminating the phenotypes than raster scanning. To quantitatively evaluate the number of illuminations depending on the requisite discrimination accuracy, we prepared a set of polymer bead mixture samples to model anomalous and normal tissues. We then applied a home-built programmable-illumination microscope equipped with our algorithm, and confirmed that the system can discriminate the sample conditions with 104 to 4,350 times smaller number of illuminations compared to standard point illumination Raman microscopy. The proposed algorithm can be applied to other types of microscopy that can control measurement condition on the fly, offering an approach for the acceleration of accurate measurements in various applications including medical diagnosis.
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