fine-needle aspiration

细针抽吸
  • 文章类型: Journal Article
    目的:本研究旨在分析甲状腺结节不确定细胞学诊断的恶性概率,包括意义不明确的非典型性或意义不明确的卵泡病变(AUS/FLUS),并探讨在此分类中结合BRAFV600E基因检测的诊断价值。
    方法:回顾性分析2021年10月至2022年11月在北京海淀医院行甲状腺结节细针穿刺(FNA)检查及手术治疗的126例患者。其中,有22名男性和104名女性患者,年龄在18至75岁之间。手术病理结果被认为是诊断甲状腺结节性质的金标准。评估分类为AUS/FLUS的细胞学结果的恶性发生率。采用Fisher精确检验和诊断检验评价方法,分析术前FNA联合BRAFV600E基因检测对甲状腺乳头状癌(PTC)的鉴别诊断效能。采用SPSS22.0软件进行统计学分析。
    结果:在PTC患者中,BRAFV600E基因突变率为87.93%(102/116)。在AUS/FLUS的FNA结果类别中,PTC的比例为60.00%(15/25)。特异性,灵敏度,正预测值,BRAFV600E基因突变在诊断AUS/FLUS类别PTC中的阴性预测值分别为10/10、6/15、6/6和10/19。BRAFV600E基因突变显著提高了根据该细胞学分类的患者的PTC检出率(P=0.028,<0.05)。
    结论:术前FNA联合BRAFV600E基因突变检测可显著提高经细胞学诊断为AUS/FLUS的甲状腺结节的恶性检出率。这种组合方法提供了一种有效的工具来提高这种不确定分类中的诊断准确性。
    OBJECTIVE: This study aimed to analyze the malignant probability of thyroid nodules diagnosed as indeterminate cytology, including atypia of undetermined significance or follicular lesion of undetermined significance (AUS/FLUS), and investigate the diagnostic value of combining BRAF V600E gene testing within this classification.
    METHODS: We conducted a retrospective analysis of 126 patients who underwent fine-needle aspiration (FNA) examination of thyroid nodules and subsequent surgical treatment at Beijing Haidian Hospital between October 2021 and November 2022. Among them, there were 22 male and 104 female patients, aged between 18 and 75 years old. Surgical pathology results were considered the gold standard for diagnosing the nature of thyroid nodules, evaluating the malignant incidence of cytological results categorized as AUS/FLUS. Fisher\'s exact test and diagnostic test evaluation methods were used to analyze the discriminatory diagnostic efficacy of preoperative FNA combined with BRAF V600E gene testing for papillary thyroid carcinoma (PTC). Statistical analysis was performed using SPSS 22.0 software.
    RESULTS: In PTC patients, the BRAF V600E gene mutation rate was 87.93% (102/116). Within the category of FNA results as AUS/FLUS, the proportion of PTC was 60.00% (15/25). The specificity, sensitivity, positive predictive value, and negative predictive value of the BRAF V600E gene mutation in diagnosing PTC within the AUS/FLUS category were 10/10, 6/15, 6/6, and 10/19, respectively. The BRAF V600E gene mutation significantly increased the detection rate of PTC in patients classified under this cytology (P = 0.028, <0.05).
    CONCLUSIONS: Preoperative FNA combined with BRAF V600E gene mutation testing significantly enhances the malignant detection rate of thyroid nodules diagnosed cytologically as AUS/FLUS. This combined approach provides a potent tool to improve diagnostic accuracy in this indeterminate classification.
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  • 文章类型: Journal Article
    口腔黑素瘤是狗中最常见的口腔恶性肿瘤,具有侵袭性。侵入性,预后不良。与人类口腔黑素瘤具有生物学和遗传相似性,它们是一种有价值的自发比较模型。原代细胞培养广泛用于人类医学和,最近,在兽医学中研究肿瘤发生,癌症进展,和创新的治疗方法。本研究旨在使用细针抽吸作为微创采样方法,从口腔犬黑色素瘤中建立二维和三维原代细胞系。对于这项研究,样本是从六只狗收集的,以四个原发性口腔黑色素瘤和五个淋巴结转移为代表。将细胞消化以获得单细胞悬浮液,在烧瓶中播种,或用Matrigel®处理以形成类器官。使用针对Melan-A的抗体通过流式细胞术对细胞培养物进行表征,PNL2和Sox-10。这种技术提供了一种微创手段来获得细胞样本,对不适合手术的患者特别有益,并能够建立对粘膜黑色素瘤肿瘤学比较研究至关重要的体外模型。据我们所知,这是在犬中通过细针抽吸建立肿瘤原代细胞培养物的第一项工作。
    Oral melanomas are the most common oral malignancies in dogs and are characterized by an aggressive nature, invasiveness, and poor prognosis. With biological and genetic similarities to human oral melanomas, they serve as a valuable spontaneous comparative model. Primary cell cultures are widely used in human medicine and, more recently, in veterinary medicine to study tumorigenesis, cancer progression, and innovative therapeutic approaches. This study aims to establish two- and three-dimensional primary cell lines from oral canine melanomas using fine-needle aspiration as a minimally invasive sampling method. For this study, samples were collected from six dogs, represented by four primary oral melanomas and five lymph nodal metastases. The cells were digested to obtain single-cell suspensions, seeded in flasks, or processed with Matrigel® to form organoids. The cell cultures were characterized through flow cytometry using antibodies against Melan-A, PNL2, and Sox-10. This technique offers a minimally invasive means to obtain cell samples, particularly beneficial for patients that are ineligible for surgical procedures, and enables the establishment of in vitro models crucial for comparative studies in mucosal melanoma oncology. To the best of our knowledge, this is the first work establishing neoplastic primary cell cultures via fine-needle aspiration in dogs.
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  • 文章类型: Case Reports
    沿岸细胞血管瘤(LCA)是一种罕见的脾脏血管肿瘤,由于非特异性影像学特征,通常需要进行组织病理学分析才能诊断。目前的方法是脾切除术或图像引导的经皮穿刺活检,其发病率与手术相关且准确性有限。我们提出了一个新的病例,通过内窥镜超声细针穿刺活检(EUS-FNAB)成功诊断LCA,证明了其降低与传统经皮活检方法相关的发病率的潜力。该病例突出了EUS-FNAB在减少并发症方面的优势及其在诊断脾脏血管肿瘤方面的有效性,支持将其纳入脾病变的诊断算法。鼓励更多病例探索EUS-FNAB在诊断罕见血管肿瘤如LCA中的作用,以确定其疗效和安全性。
    Littoral cell angioma (LCA) is a rare vascular tumor of the spleen that often requires histopathological analysis for diagnosis due to non-specific imaging features. The current approach is either splenectomy or image-guided percutaneous biopsy which carries notable procedure-associated morbidity and limited accuracy. We present a novel case of LCA successfully diagnosed with endoscopic ultrasound fine-needle aspiration biopsy (EUS-FNAB), demonstrating its potential to reduce the morbidity associated with traditional percutaneous biopsy methods. This case highlights EUS-FNAB\'s advantage in minimizing complications and its effectiveness in diagnosing vascular tumors of the spleen, supporting its inclusion in the diagnostic algorithm for splenic lesions. Further cases are encouraged to explore EUS-FNAB\'s role in diagnosing rare vascular tumors such as LCA to establish its efficacy and safety profile.
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  • 文章类型: Journal Article
    EUS引导的细针活检(EUS-FNB)优于细针穿刺活检(FNA)仍存在争议。本研究旨在比较FNB和FNA在免疫组织化学(IHC)所需病变中的疗效,包括,1型自身免疫性胰腺炎(AIP),神经内分泌肿瘤(NET),间充质肿瘤,和淋巴瘤。
    在这项多中心研究中,我们对所有接受EUS-FNB/FNA治疗的患者标本进行前瞻性评估.人口统计,IHC标本的充分性,诊断准确性,并对组织的完整性进行了分析。还进行了亚组分析和多变量逻辑回归以控制混杂因素。
    共纳入439例患者进行分析。大多数病变类型为1型AIP(41.69%),其次是NET,间充质肿瘤,和淋巴瘤。FNB产生的标本对IHC具有更好的充分性(82.41%vs.66.67%,P<0.001)和更高的诊断准确性(74.37%vs.55.42%,P<0.001)。FNB在IHC充分性方面优于FNA(赔率比,2.786[1.515-5.291])和诊断准确性(赔率比,2.793[1.645-4.808])在控制包括针头大小在内的混杂因素后仍然显著,病变部位,病变大小,和内窥镜师。在亚组分析中,FNB在AIP和间充质肿瘤中显示出更高的诊断准确性,而在NET和淋巴瘤中没有观察到统计学上的显著差异。
    FNB在获得具有更好充分性和完整性的组织方面优于FNA针。这些结果表明,FNB应被认为是诊断需要IHC的病变的一线模式。尤其是AIP和间充质肿瘤。然而,我们需要一个更大样本量的随机对照试验来进一步证实我们的发现.
    UNASSIGNED: The superiority of EUS-guided fine-needle biopsy (EUS-FNB) over fine-needle aspiration (FNA) remains controversial. This study aimed to compare the efficacy of FNB and FNA in immunohistochemistry (IHC)-required lesions, including, type 1 autoimmune pancreatitis (AIP), neuroendocrine tumor (NET), mesenchymal tumor, and lymphoma.
    UNASSIGNED: In this multicenter study, specimens from all eligible patients who underwent EUS-FNB/FNA with these specific lesions were prospectively evaluated. Demographics, adequacy of specimens for IHC, diagnostic accuracy, and integrity of tissue were analyzed. Subgroup analysis and multivariate logistic regression were also performed to control confounders.
    UNASSIGNED: A total of 439 patients were included for analysis. Most lesion types were type 1 AIP (41.69%), followed by NET, mesenchymal tumor, and lymphoma. FNB yielded specimens with better adequacy for IHC (82.41% vs. 66.67%, P < 0.001) and higher diagnostic accuracy (74.37% vs. 55.42%, P < 0.001). The superiority of FNB over FNA in adequacy for IHC (odds ratio, 2.786 [1.515-5.291]) and diagnostic accuracy (odds ratio, 2.793 [1.645-4.808]) remained significant after control of confounders including needle size, lesion site, lesion size, and endoscopists. In subgroup analysis, FNB showed higher diagnostic accuracy in AIP and mesenchymal tumor, whereas no statistically significant difference was observed in NET and lymphoma.
    UNASSIGNED: FNB was superior to FNA needles in obtaining tissues with better adequacy and integrity. These results suggest that FNB should be considered a first-line modality in the diagnosis of IHC-required lesions, especially AIP and mesenchymal tumor. However, a randomized controlled trial with larger sample size is needed to further confirm our findings.
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  • 文章类型: Case Reports
    支气管裂隙囊肿是在胎儿发育过程中形成的先天性异常,起源于第二个支气管裂隙。它们通常表现为颈部一侧的无痛肿块,并且在感染时可能会出现症状。这些囊肿可以形成一个可能促进感染的空腔,在极少数情况下,促进原发性肿瘤的扩散。在肱囊肿中发现异位甲状腺组织是不寻常的,并且从该组织发展而来的乳头状甲状腺癌甚至很少见。每当医生发现一例包含甲状腺肿瘤的颈外侧囊肿,而甲状腺中没有已知的原发性,对于它是否是具有未检测到的原发性肿瘤的转移性疾病,总是存在困惑,或者是起源于异位甲状腺组织的癌。这是一例甲状腺乳头状癌的病例报告,该乳头状癌是在分支囊肿内无意中发现的。到目前为止,只有五个类似的案例被记录在案。患者进行了完整的甲状腺切除术和选择性的颈淋巴结清扫术后,没有潜在的原发性甲状腺肿瘤的迹象。综合评价。本文触及分支囊肿内甲状腺组织的发育,并研讨颈侧肿瘤的病因。囊肿切除术和甲状腺全切除术后,此类患者的预后似乎良好。本文还强调了对手术切除的良性样本进行常规组织病理学检查的重要性。
    Branchial cleft cysts are congenital anomalies that form during fetal development and originate from the second branchial cleft. They typically manifest as painless masses on the side of the neck and can become symptomatic when infected. These cysts can create a cavity that may foster infection and, in rare instances, facilitate the spread of primary tumors. It is unusual to find ectopic thyroid tissue within a brachial cyst and it is even rarer to see papillary thyroid carcinoma developing from this tissue. Whenever physicians find a case of lateral neck cyst containing thyroid neoplasm without a known primary in the thyroid, there is always a confusion about whether it is a case of metastatic disease with an undetected primary tumor, or is a carcinoma originating from ectopic thyroid tissue. This is a case report of a papillary thyroid cancer that was unintentionally discovered inside a branchial cyst. So far, only five cases akin to this have been documented. There was no sign of an underlying primary thyroid tumor after the patient had a complete thyroidectomy and selected neck dissection, according to a comprehensive evaluation. This article touches on the development of thyroid tissue within branchial cysts and discusses the etiology of lateral neck tumors. The outcome for such patients appears to be favorable after cyst excision and total thyroidectomy. This article also emphasizes the importance of doing routine histopathological examinations on surgically removed samples that look benign.
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  • 文章类型: Journal Article
    自身免疫性胰腺炎(AIP)是慢性胰腺炎的一种独特形式,具有多因素的发病机理。历史上,根据其临床和组织学特征,已将其分为1型和2型。AIP的诊断具有挑战性,并且依赖于临床,组织病理学,血清学,和成像特性。在可用的指南中,AIP的影像学标志基于横断面成像和胰胆管造影术逆行内镜发现.内窥镜超声(EUS)通常用于胰腺组织采集,以排除胰腺癌并以有限的准确性诊断AIP。几篇论文报道了EUS提供AIP信息形态特征的可靠性。如今,EUS常规图像分辨率的提高和新辅助技术的发展进一步提高了EUS的诊断率:对比增强EUS和EUS弹性成像是非侵入性和实时技术,有力地支持胰腺疾病的诊断和管理.在这篇评论文章中,我们将介绍常规EUS和辅助诊断技术在AIP诊断中的作用,以支持临床医师和腔内超声医师管理这种情况.
    Autoimmune pancreatitis (AIP) is a unique form of chronic pancreatitis with a multifactorial pathogenesis. Historically, it has been classified as type 1 and type 2, according to its clinical and histological features. The diagnosis of AIP is challenging and relies on a combination of clinical, histopathologic, serologic, and imaging characteristics. In the available guidelines, the imaging hallmarks of AIP are based on cross-sectional imaging and cholangiopancreatography retrograde endoscopic findings. Endoscopic ultrasound (EUS) is generally used for pancreatic tissue acquisition to rule out pancreatic cancer and diagnose AIP with limited accuracy. Several papers reported the reliability of EUS for providing informative morphologic features of AIP. Nowadays, the improvement in the resolution of EUS conventional images and the development of new ancillary technologies have further increased the diagnostic yield of EUS: contrast-enhanced EUS and EUS elastography are non-invasive and real-time techniques that strongly support the diagnosis and management of pancreatic diseases. In this review article, we will present the role of conventional EUS and ancillary diagnostic techniques in the diagnosis of AIP to support clinicians and endosonographers in managing this condition.
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  • 文章类型: Journal Article
    目的:卵巢囊肿液的细针穿刺(FNA)在某些临床情况下仍然有用,尽管敏感性低和潜在的安全性问题。本研究旨在使用单机构队列,按照美国妇产科医师学会指南重新评估卵巢囊肿液细胞学的表现。
    方法:回顾性分析2013-2023年507例卵巢囊肿FNA病例。通过电子数据库收集患者的人口统计学以及临床和放射学信息。以相应的手术病理诊断为金标准计算表现。
    结果:总体而言,细胞学诊断为非诊断性(ND),恶性肿瘤(NFM)阴性,非典型(ATY),可疑恶性肿瘤(SFM),恶性(M)5(1.0%),478(94.3%),14(2.7%),2(0.4%),和8例(1.6%),分别。在349例(68.8%)有相应手术病理的标本中,在NFM中,恶性肿瘤(包括交界性肿瘤)的发生率为1.2%(325个中的4个),ATY中的72.7%(11个中的8个),在SFM(2个中的2个)和M(8个中的8个)标本中均为100%。将NFM和ATY视为负面结果,将SFM和M视为正面结果,总的来说,卵巢囊肿液细胞学检查的敏感性为45.4%,特异性为100%。
    结论:作为一种不常见的测试,卵巢囊性液细胞学检查具有中等敏感性和高特异性。尽管有局限性,卵巢囊性FNA细胞学在某些方面仍然是有价值的诊断工具.
    OBJECTIVE: Fine-needle aspiration (FNA) of ovarian cyst fluid remains useful for certain clinical circumstances despite low sensitivity and potential safety concerns. The current study aimed to reevaluate the performance of ovarian cystic fluid cytology following American College of Obstetricians and Gynecologists guidelines using a single-institution cohort.
    METHODS: A total of 507 ovarian cyst FNA cases from 2013 to 2023 were reviewed. Patients\' demographics and clinical and radiologic information were collected through the electronic database. The performance was calculated using corresponding surgical pathology diagnosis as the gold standard.
    RESULTS: Overall, cytologic diagnoses were nondiagnostic (ND), negative for malignancy (NFM), atypical (ATY), suspicious for malignancy (SFM), and malignant (M) in 5 (1.0%), 478 (94.3%), 14 (2.7%), 2 (0.4%), and 8 (1.6%) cases, respectively. Among 349 specimens (68.8%) that had a corresponding surgical pathology, the rate of malignancy (including borderline tumors) was 1.2% (4 of 325) in NFM, 72.7% in ATY (8 of 11), and 100% in both SFM (2 of 2) and M (8 of 8) specimens. Considering NFM and ATY as negative results and SFM and M as positive results, overall, the sensitivity of ovarian cystic fluid cytology was 45.4% and the specificity was 100%.
    CONCLUSIONS: As an uncommon test, ovarian cystic fluid cytology has moderate sensitivity and high specificity. Despite limitations, ovarian cystic FNA cytology remains a valuable diagnostic tool in certain aspects.
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  • 文章类型: Journal Article
    超声(US)引导的程序可用于颈部肿块的评估和治疗。然而,这些程序需要在对人类执行之前进行实践。这项研究的目的是评估使用明胶体模练习美国指导程序的培训计划的有效性。
    该计划包括用明胶幻影进行的讲座和练习。我们招募了来自不同医院的医生来实践美国指导的程序,包括细针抽吸术(FNA),芯针活检(CNB),经皮乙醇注射(PEI),射频消融(RFA)。我们使用5点量表的问卷来评估在明胶体模下实施US指导程序的有效性。
    44名医生参加了,其中37人完成了问卷。培训后,医生对这门课程的满意度的平均(SD)分数为4.68(0.47),\"4.54(0.61)for\"EaseinpracticeFNA&CNBusingthephantom,\"4.49(0.61)for\"EaseinpracticePEIusingthephantom,\"4.49(0.65)for\"在使用幻影练习RFA时轻松,\"和4.57(0.55)为\"该课程有效地使参与者熟悉美国指导的程序。“没有美国考试经验的参与者比以前有美国考试经验的参与者分数更高,但差异无统计学意义。
    使用明胶幻影的US指导程序的讲座和动手实践相结合,对于对头颈部US感兴趣的医生来说是一种有效的教育方法。培训计划结束后,医生对这些程序所需的必要步骤和技能有了更好的了解。他们可以正确地将器械插入目标病变并执行不同的US引导程序。
    UNASSIGNED: Ultrasound (US)-guided procedures can be used in the evaluation and treatment of neck masses. However, these procedures need to be practiced before being executed on humans. The aim of this study is to evaluate the efficacy of a training program using a gelatin phantom to practice US-guided procedures.
    UNASSIGNED: This program included a lecture and practice with a gelatin phantom. We recruited doctors from different hospitals to practice US-guided procedures, including fine-needle aspiration (FNA), core needle biopsy (CNB), percutaneous ethanol injection (PEI), and radiofrequency ablation (RFA). We used a questionnaire with a 5-point scale to evaluate the effectiveness of practicing US-guided procedures under a gelatin phantom.
    UNASSIGNED: Forty-four doctors participated, and 37 of them completed the questionnaires. After training, the mean (SD) scores of the doctors were 4.68 (0.47) for \"Satisfaction with this course,\" 4.54 (0.61) for \"Ease in practicing FNA&CNB using the phantom,\" 4.49 (0.61) for \"Ease in practicing PEI using the phantom,\" 4.49 (0.65) for \"Ease in practicing RFA using the phantom,\" and 4.57 (0.55) for \"The course effectively familiarizing participants with US-guided procedures.\" Participants without experience in US examination had higher scores than those with previous US experience, but the difference was not statistically significant.
    UNASSIGNED: A combination of lectures and hands-on practice of US-guided procedures using a gelatin phantom is an effective educational method for doctors interested in head and neck US. After the training program, doctors gained a better understanding of the necessary steps and skills required for these procedures. They can correctly insert the instruments into the target lesion and perform different US-guided procedures.
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  • 文章类型: Journal Article
    背景:甲状腺手术指南的发展反映了医学知识的进步,并减少了低风险甲状腺癌的过度诊断。我们的目标是分析甲状腺手术管理的变化以及对甲状腺癌诊断的影响。
    背景:甲状腺手术指南的发展反映了医学知识的进步,并减少了低风险甲状腺癌的过度诊断。我们的目标是研究进化,在很长一段时间内,术前和术后管理以及对组织学癌症诊断的影响,尤其是,微癌。
    方法:在这项回顾性队列研究中,我们纳入了2007年至2020年间接受甲状腺手术的891例连续患者.
    结果:在2007-2010年、2011-2015年和2016-2020年的3个时期内,分别有305、290和266例患者接受了手术。在所有三个时期,女性约占人口的70%,平均年龄为54岁(范围:67)。大多数手术(90%)涉及全甲状腺切除术。在学习期间,术前细针穿刺(FNA)的比例从13%增加到55%,p<0.01。共有116名患者发现癌症:2007年至2010年有35名(11%)患者,2011年至2015年有50名(17%)患者,2016年至2020年有32名(12%)患者(p=0.08)。对于所有三个时期,甲状腺乳头状癌(PTC)是最常见的,大约80%。甲状腺癌>T1a的比例从37%(2011-2015年)显着增加到81%(2016-2020年),p=0.001。用放射性碘治疗的患者保持相对稳定(约60%),但更频繁地用低剂量的放射性碘(p<0.01)和重组人TSH(p<0.01)治疗。除低危T1aPTC病例外,所有手术甲状腺重量均随时间下降。
    结论:在15年的时间里,根据建议的演变,甲状腺手术患者的护理随着术前FNA使用的增加而改变.这种变化伴随着低风险T1aPTC的减少。
    BACKGROUND: Guidelines for thyroid surgery have evolved to reflect advances in medical knowledge and decrease the overdiagnosis of low-risk thyroid cancer. Our goal was to analyze the change made in operative thyroid management and the impact on thyroid cancer diagnosis.
    BACKGROUND: Guidelines for thyroid surgery have evolved to reflect advances in medical knowledge and decrease overdiagnosis of low risk thyroid cancer. Our goal was to study the evolution, over a long period, of pre- and postoperative management and the influence on histological cancer diagnosis and, more particularly, microcancer.
    METHODS: In this retrospective cohort study, we included 891 consecutive patients who underwent thyroid surgery between 2007 and 2020.
    RESULTS: Respectively 305, 290 and 266 patients underwent surgery over the 3 periods of 2007-2010, 2011-2015 and 2016-2020. In all three periods, women represented approximately 70% of the population, and the mean age was 54 years old (range: 67). Most surgeries (90%) involved total thyroidectomies. Over the study period, the proportion of preoperative fine needle aspiration (FNA) increased from 13 to 55%, p < 0,01. Cancer was found in a total of 116 patients: 35 (11%) patients between 2007 and 2010, 50 (17%) between 2011 and 2015 and 32 (12%) between 2016 and 2020 (p = 0.08). For all 3 periods, papillary thyroid cancer (PTC) was the most prevalent, at approximately 80%. The proportion of thyroid cancer > T1a increased significantly from 37% (2011-2015 period) to 81% (2016-2020 period), p = 0.001. Patients treated with radioiodine remained relatively stable (approximately 60%) but were more frequently treated with a low dose of radioiodine (p < 0.01) and recombinant human TSH (p < 0.01). Operative thyroid weight decreased over time in all but the low-risk T1a PTC cases.
    CONCLUSIONS: Over a period of 15 years and according to the evolution of recommendations, the care of patients who underwent thyroid surgery changed with the increased use of preoperative FNA. This change came with a decrease in low-risk T1a PTC.
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  • 文章类型: Journal Article
    背景:人工智能(AI)越来越多地应用于病理学和细胞学,显示出有希望的结果。我们收集了甲状腺细针穿刺细胞学(FNA)的整个幻灯片图像的大数据集,结合z-堆叠,从全国各地的机构开发人工智能模型。
    方法:我们使用来自OpenAIDatasetProject的甲状腺FNA数据集进行了一项多中心回顾性诊断准确性研究,该数据集包括从三家大学医院和215个韩国机构收集的数字化图像样本,在病例选择过程中进行了广泛的质量检查。扫描,标签,和审查过程。使用三种不同的扫描仪捕获多个z层图像,并从整个幻灯片图像中提取图像块,并在聚焦融合和颜色归一化后调整大小。我们预先测试了六个人工智能模型,使用数据集的子集确定InceptionResNetv2为最佳模型,并随后使用总数据集测试最终模型。此外,我们使用随机选择的1,031个图像块比较了AI和细胞病理学家的表现,并在参考AI结果后重新评估了细胞病理学家的表现.
    结果:来自306个甲状腺FNA的总共10,332个图像块,来自86个机构的78个恶性肿瘤(甲状腺乳头状癌)和228个良性患者用于AI培训。InceptionResNetv2实现了99.7%的最高准确率,97.7%,94.9%用于培训,验证,和测试数据集,分别(灵敏度99.9%,99.6%,100%和特异性99.6%,96.4%,90.4%用于培训,验证,和测试数据集,分别)。在AI和人类之间的比较中,AI模型显示出比平均专家细胞病理学家更高的准确性和特异性,超过两个标准偏差(准确性99.71%(95%CI,99.38-100.00%)与88.91%(95%CI,86.99-90.83%),灵敏度99.81%(95%CI,99.54-100.00%)与87.26%(95%CI,85.22-89.30%),和特异性99.61%(95%CI,99.23-99.99%)与90.58%(95%CI,88.80-92.36%)。此外,在参考了人工智能结果之后,专家的所有表现都提高了(准确度96%,95%,96%,分别)以及诊断协议(从0.64到0.84)。
    结论:这些结果表明,将AI技术应用于甲状腺FNA细胞学可以提高诊断的准确性以及病理学家之间观察者内部和观察者之间的差异。需要进一步的验证性研究。
    Background: Artificial intelligence (AI) is increasingly being applied in pathology and cytology, showing promising results. We collected a large dataset of whole slide images (WSIs) of thyroid fine-needle aspiration cytology (FNA), incorporating z-stacking, from institutions across the nation to develop an AI model. Methods: We conducted a multicenter retrospective diagnostic accuracy study using thyroid FNA dataset from the Open AI Dataset Project that consists of digitalized images samples collected from 3 university hospitals and 215 Korean institutions through extensive quality check during the case selection, scanning, labeling, and reviewing process. Multiple z-layer images were captured using three different scanners and image patches were extracted from WSIs and resized after focus fusion and color normalization. We pretested six AI models, determining Inception ResNet v2 as the best model using a subset of dataset, and subsequently tested the final model with total datasets. Additionally, we compared the performance of AI and cytopathologists using randomly selected 1031 image patches and reevaluated the cytopathologists\' performance after reference to AI results. Results: A total of 10,332 image patches from 306 thyroid FNAs, comprising 78 malignant (papillary thyroid carcinoma) and 228 benign from 86 institutions were used for the AI training. Inception ResNet v2 achieved highest accuracy of 99.7%, 97.7%, and 94.9% for training, validation, and test dataset, respectively (sensitivity 99.9%, 99.6%, and 100% and specificity 99.6%, 96.4%, and 90.4% for training, validation, and test dataset, respectively). In the comparison between AI and human, AI model showed higher accuracy and specificity than the average expert cytopathologists beyond the two-standard deviation (accuracy 99.71% [95% confidence interval (CI), 99.38-100.00%] vs. 88.91% [95% CI, 86.99-90.83%], sensitivity 99.81% [95% CI, 99.54-100.00%] vs. 87.26% [95% CI, 85.22-89.30%], and specificity 99.61% [95% CI, 99.23-99.99%] vs. 90.58% [95% CI, 88.80-92.36%]). Moreover, after referring to the AI results, the performance of all the experts (accuracy 96%, 95%, and 96%, respectively) and the diagnostic agreement (from 0.64 to 0.84) increased. Conclusions: These results suggest that the application of AI technology to thyroid FNA cytology may improve the diagnostic accuracy as well as intra- and inter-observer variability among pathologists. Further confirmatory research is needed.
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