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Ensemble Learning Model: A Novel Technique to Detect Malignancy in Effusion Cytology 集成学习模型:一种检测积液细胞学中恶性肿瘤的新技术。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-11-08 DOI: 10.1111/cyt.70036
Nupur Pradhan, Saumya Sahu, Pranab Dey

Aims and Objectives

This study applied an ensemble learning model combining six transfer learning architectures to detect malignancy in effusion cytology.

Materials and Methods

In this current study, we had a total of 110 cases of effusion cytology consisting of 59 benign and 51 malignant cases. We took a total of 755 representative microphotographs from the Papanicolaou's stained smear. The ensemble learning model consists of DenseNet121, Xception, ResNet50, MobileNetV2, InceptionV3, and VGG16 with a soft voting technique. After initial feature extraction, fine-tuning was performed by unfreezing the final layers of each backbone. The neural network was implemented in Jupyter Notebook.

Result

The model achieved sensitivity, specificity, accuracy, precision, negative predictive value, F1 score, and AUROC of 0.92, 0.89, 0.90, 0.89, 0.92, 0.91, and 0.96, respectively.

Conclusions

To our knowledge, this is the first study applying a six-model ensemble deep learning approach in effusion cytology. The combined transfer learning framework demonstrated excellent diagnostic performance and may serve as a future tool for carcinoma detection in effusion cytology.

目的和目的:本研究应用集成学习模型结合六种迁移学习架构来检测积液细胞学中的恶性肿瘤。材料与方法:本研究共收集了110例积液细胞学检查,其中良性59例,恶性51例。我们从Papanicolaou染色涂片中共拍摄了755张具有代表性的显微照片。集成学习模型由DenseNet121、Xception、ResNet50、MobileNetV2、InceptionV3和采用软投票技术的VGG16组成。在初始特征提取之后,通过解冻每个骨干的最后一层来进行微调。该神经网络在Jupyter Notebook中实现。结果:模型的敏感性、特异性、准确度、精密度、阴性预测值、F1评分和AUROC分别为0.92、0.89、0.90、0.89、0.92、0.91和0.96。结论:据我们所知,这是第一个在积液细胞学中应用六模型集成深度学习方法的研究。联合迁移学习框架表现出良好的诊断性能,并可能作为未来的工具,在积液细胞学癌症检测。
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引用次数: 0
Optimisation of a Standardised Automated Bleaching and Staining Protocol for Melanin-Rich Cytology Specimens 一个标准化的自动化漂白和染色方案的优化富黑色素细胞学标本。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-30 DOI: 10.1111/cyt.70033
Chia-Hsing Liu, Shu-Jyuan Chang, Shu-Han Chang, Sheau-Fang Yang, Chun-Chieh Wu, Min-Jan Tsai, Kun-Bow Tsai

Background

Melanin-rich cytologic specimens, particularly those from melanocytic lesions, present diagnostic challenges due to pigment-induced obscuration of cellular details and interference with immunocytochemistry (ICC) interpretation. These limitations are especially pronounced in cell transfer preparations, which differ significantly from tissue sections in cellular distribution and density. Existing bleaching protocols are inconsistent, often incomplete in pigment removal and can compromise cellular morphology. This study aimed to develop and evaluate an automated platform incorporating optimised melanin bleaching, ICC and cytomorphologic staining to enhance diagnostic accuracy in heavily pigmented cytologic samples.

Methods

Ten melanoma cell transfer smears were processed using an optimised protocol. Slides underwent melanin bleaching with 10% hydrogen peroxide at 60°C for 25 min, followed by automated ICC for Melan-A and SOX-10. Chromogenic detection was performed using either 3,3′-diaminobenzidine (DAB) or alkaline phosphatase (AP). In a parallel workflow, Papanicolaou (Pap) staining was performed after bleaching to assess cytomorphologic preservation.

Results

The integrated protocol completed bleaching and staining within 2 h, with bleaching effectively removing melanin pigment while enhancing nuclear and cytoplasmic visibility without compromising morphological detail. Post-bleaching Pap staining preserved cytologic features, enabling accurate morphological interpretation. Both markers exhibited strong, specific immunoreactivity with either chromogen; however, AP yielded superior contrast and clearer antigen localisation. In contrast, residual melanin occasionally masked DAB signals, limiting interpretability.

Conclusion

This automated protocol, combining melanin bleaching, Pap staining and ICC, improves visualisation and diagnostic interpretation of melanin-rich cytologic specimens. The bleaching step preserves cellular and antigenic integrity, while AP chromogen provides enhanced clarity in the presence of residual pigment. This reproducible and practical workflow facilitates more accurate cytopathologic evaluation of melanocytic lesions.

背景:富含黑色素的细胞学标本,特别是来自黑色素细胞病变的细胞学标本,由于色素引起的细胞细节模糊和免疫细胞化学(ICC)解释的干扰,目前存在诊断挑战。这些限制在细胞转移制备中尤其明显,细胞转移制备在细胞分布和密度上与组织切片有显著不同。现有的漂白方案是不一致的,往往不完整的色素去除和损害细胞形态。本研究旨在开发和评估一个自动化平台,该平台结合了优化的黑色素漂白、ICC和细胞形态学染色,以提高对重色素细胞学样本的诊断准确性。方法:采用优化方案对10例黑色素瘤细胞转移涂片进行处理。载玻片用10%过氧化氢在60°C下漂白25分钟,然后对melana和SOX-10进行自动ICC。用3,3′-二氨基联苯胺(DAB)或碱性磷酸酶(AP)进行显色检测。在平行的工作流程中,在漂白后进行巴氏染色以评估细胞形态学保存。结果:综合方案在2小时内完成漂白和染色,漂白有效去除黑色素,同时增强细胞核和细胞质的可见度,而不影响形态学细节。后漂白巴氏染色保存细胞学特征,使准确的形态学解释。两种标记物对任一种色素均表现出强烈的特异性免疫反应性;然而,AP造影效果更好,抗原定位更清晰。相反,残留的黑色素偶尔会掩盖DAB信号,限制了可解释性。结论:该自动化方案结合黑色素漂白、巴氏染色和ICC,提高了富黑色素细胞学标本的可视化和诊断解释。漂白步骤保留了细胞和抗原的完整性,而AP显色剂在残余色素存在时提供了增强的清晰度。这种可重复和实用的工作流程有助于更准确的黑色素细胞病变的细胞病理学评估。
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引用次数: 0
Beyond Tissue in the Era of Liquid Biopsy: Pathologists' Perspectives and Insights 液体活检时代的组织之外:病理学家的观点和见解。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-29 DOI: 10.1111/cyt.70031
Mario Urso, Davide Seminati, Daniela Pilla, Gabriele Casati, Fabio Pagni

Liquid biopsy is transforming cancer diagnostics and management by enabling minimally invasive molecular profiling through blood. Beyond plasma, cytology specimens such as pleural effusions, cerebrospinal fluid and urine offer valuable sources for molecular testing. In this narrative review, we highlight the central role of cytopathology in integrating liquid biopsy into clinical practice, discussing pre-analytical and analytical challenges across different samples and exploring the contribution of artificial intelligence in improving both morphological and molecular interpretation.

液体活检通过血液进行微创分子分析,正在改变癌症诊断和管理。除血浆外,细胞学标本,如胸腔积液、脑脊液和尿液,也为分子检测提供了宝贵的来源。在这篇叙述性综述中,我们强调了细胞病理学在将液体活检整合到临床实践中的核心作用,讨论了不同样本的分析前和分析挑战,并探讨了人工智能在改善形态和分子解释方面的贡献。
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引用次数: 0
A Case of Mistaken Identity: When All Mimics AML 一个身份错误的案例:当所有人都模仿AML。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-21 DOI: 10.1111/cyt.70030
Phoebé Hervet, Quentin Amiot, Sarah Bugier, Anne-Margaux Legland ép. Dejean, Johanna Konopacki, Pierre Arnautou, Jean-Valère Malfuson

A 39-year-old man was diagnosed with acute lymphoblastic leukaemia (B-ALL) with SYNRG::ZNF384 and P2RY8::CRLF2 gene fusions. He was treated according to the GRAALL 2014 and underwent an allogeneic transplantation, achieving complete remission. Twenty-five months later, he developed pancytopenia. The bone marrow examination showed blasts with an immunophenotype consistent with minimally differentiated acute myeloid leukaemia (AML M0). Although the P2RY8::CRLF2 fusion persisted, no molecular evidence of a lineage switch was detected. This rare presentation underlines the diagnostic challenges of acute leukaemias. The patient was finally treated with azacitidine and venetoclax.

一名39岁男性被诊断为急性淋巴细胞白血病(B-ALL),伴有SYNRG::ZNF384和P2RY8::CRLF2基因融合。他接受了GRAALL 2014的治疗,并接受了同种异体移植,完全缓解。25个月后,他患上了全血细胞减少症。骨髓检查显示母细胞免疫表型符合轻度分化急性髓性白血病(AML M0)。尽管P2RY8::CRLF2融合持续存在,但没有检测到谱系开关的分子证据。这种罕见的表现强调了急性白血病的诊断挑战。患者最终接受阿扎胞苷和维妥乐治疗。
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引用次数: 0
Pleural Fluid Homing by Anaplastic Large Cell Lymphoma–Cytopathologic Diagnosis of a Rare Presentation 间变性大细胞淋巴瘤引起的胸腔积液归巢——罕见的细胞病理学诊断。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-21 DOI: 10.1111/cyt.70029
Nithye Parvathy, Amanjit Bal, Pankaj Malhotra, Parikshaa Gupta

Background

Anaplastic large cell lymphoma (ALCL) is a rare and aggressive subtype of non-Hodgkin lymphoma characterised by large, anaplastic lymphoid cells with strong CD30 expression. Although ALCL commonly presents with nodal and extranodal involvement, pleural effusion as an initial manifestation is exceedingly uncommon. Pleural fluid involvement generally indicates advanced disease, often resulting from direct pleural infiltration or systemic dissemination, and is associated with a poor prognosis.

Case

We report the case of a 21-year-old female who presented with fever, abdominal pain, breathlessness, and significant weight loss. Clinical evaluation revealed generalized lymphadenopathy and a left-sided pleural effusion. Cytologic examination of the pleural fluid showed dispersed large atypical lymphoid cells with irregular nuclear contours, prominent nucleoli, and abundant vacuolated cytoplasm. Immunocytochemistry on the cell block demonstrated strong CD30 and ALK positivity, confirming the diagnosis of ALK-positive ALCL, which was subsequently corroborated by inguinal lymph node biopsy.

Outcome

The patient was promptly started on CHOP chemotherapy. Despite early initiation of treatment, her condition rapidly deteriorated, and she succumbed to the disease within 2 weeks of diagnosis, reflecting the fulminant nature of effusion-positive ALCL.

Key Message

This case highlights the diagnostic value of effusion cytology combined with cell block immunocytochemistry in establishing a definitive diagnosis of ALCL from pleural fluid, even in the absence of an overt mass lesion. Early recognition of this rare presentation is critical for timely management, as effusion-dominant ALCL may portend an aggressive clinical course.

背景:间变性大细胞淋巴瘤(ALCL)是一种罕见的侵袭性非霍奇金淋巴瘤亚型,其特征是大的间变性淋巴样细胞具有强烈的CD30表达。虽然ALCL通常表现为淋巴结和结外受累,但最初表现为胸腔积液是非常罕见的。胸膜积液累及通常提示疾病进展,通常由直接胸膜浸润或全身播散引起,并伴有不良预后。病例:我们报告一例21岁的女性,她表现为发烧、腹痛、呼吸困难和明显的体重减轻。临床评估显示全身性淋巴结病和左侧胸腔积液。胸水细胞学检查显示分散的大型非典型淋巴样细胞,核轮廓不规则,核仁突出,胞浆丰富。细胞块免疫细胞化学显示强烈的CD30和ALK阳性,证实ALK阳性ALCL的诊断,随后通过腹股沟淋巴结活检证实。结果:患者立即开始CHOP化疗。尽管早期开始治疗,但她的病情迅速恶化,并在诊断后2周内死亡,反映了积液阳性ALCL的暴发性。关键信息:本病例强调了积液细胞学结合细胞阻断免疫细胞化学的诊断价值,即使在没有明显肿块病变的情况下,也能确定胸膜液ALCL的诊断。早期发现这种罕见的表现对于及时治疗至关重要,因为以积液为主的ALCL可能预示着一个侵袭性的临床过程。
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引用次数: 0
Subcutaneous Fat Necrosis of the Newborn: An Uncommon Presentation With Typical Complications 新生儿皮下脂肪坏死:一种罕见的表现和典型的并发症。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-20 DOI: 10.1111/cyt.70032
Mukul Choudhary, Priti Singh, Smita Singh, Savneet Kaur, Vibhu Mendiratta

Subcutaneous fat necrosis of the newborn (SCFN) is an uncommon skin disorder seen in neonates, typically manifesting as subcutaneous nodules or plaques within the first few weeks after birth, often following a difficult delivery. The condition is associated with hypercalcaemia, which can present with symptoms such as lethargy, irritability, hypotonia and dehydration, sometimes resembling sepsis. Fine-needle aspiration cytology typically reveals adipocytes and needle-shaped crystals while showing little to no fat necrosis, inflammatory infiltrate or multinucleated giant cells. The diagnosis is confirmed by histopathology, which shows distinctive features of lobular panniculitis, mixed inflammatory cell infiltration and crystals arranged in a radial pattern. It is important to distinguish SCFN from other causes of lobular panniculitis, as early diagnosis and intervention are crucial to prevent potential long-term complications.

新生儿皮下脂肪坏死(SCFN)是一种罕见的新生儿皮肤病,通常在出生后几周内表现为皮下结节或斑块,通常是在难产之后。这种情况与高钙血症有关,可出现嗜睡、易怒、低张力和脱水等症状,有时类似败血症。细针穿刺细胞学通常显示脂肪细胞和针状晶体,而很少或没有脂肪坏死,炎症浸润或多核巨细胞。病理组织学表现为明显的小叶性泛膜炎,混合性炎症细胞浸润,呈放射状排列的晶体。将SCFN与其他原因的小叶性膜炎区分开来是很重要的,因为早期诊断和干预对于预防潜在的长期并发症至关重要。
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引用次数: 0
Distinguishing the Tall Cell From Classic Subtypes of Papillary Thyroid Carcinoma on FNA: A Cytological and Morphometric Study FNA鉴别甲状腺乳头状癌高细胞与典型亚型:细胞学和形态学研究。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-16 DOI: 10.1111/cyt.70027
Sanjana S James, Madhusmita Sethy, Suvendu Purkait, Pritinanda Mishra, Mukund Namdev Sable, Pavithra Ayyanar, Amit Kumar Adhya

Background

Tall cell subtypes of papillary carcinoma thyroid (T-PTC) are defined as tumour cells with a height: breadth ratio of > 3. The tall cell subtype of papillary thyroid carcinoma is known for its poor outcomes and aggressive nature. Its definitive preoperative recognition would be advantageous and would help the surgeon to plan a more effective treatment regimen. We aim to determine if the cytomorphological features are sufficiently characteristic to enable their distinction from classic subtypes of PTC on FNAC.

Methodology

We compared the cytological features of 20 cases of histologically proven T-PTC with 20 cases of the classic PTC (C-PTC). The presence of tall cells (Height: breadth ratio > 3) was confirmed by image morphometry. Thirty-six parameters, pertaining to architectural, cytological, nuclear and background characteristics, were analysed using a semi-quantitative scoring system. The statistical significance of the data was determined using Fisher's probability test and Chi-square test.

Results

Tall cells, spindle cells, tail-like cells, and isolated tumour cells were seen in a significantly higher number of cases of T-PTC than C-PTC (p value < 0.05). These features' sensitivity, specificity, PPV and NPV in identifying T-PTC range from 90% to 100% and approach 100% when all four features are present in a given case.

Discussion

The cytomorphological characteristics of T-PTC are distinct. Key features distinguishing T-PTC from C-PTC include tall cells, spindle-shaped cells and tail-like cells with irregular nuclear contours.

Conclusions

These distinctive cytomorphological attributes can aid cytopathologists in differentiating T-PTC from the classic subtype during preoperative FNAC.

背景:甲状腺乳头状癌(T-PTC)的高细胞亚型被定义为高:宽比为bb0.3的肿瘤细胞。甲状腺乳头状癌的高细胞亚型以其预后差和侵袭性而闻名。其明确的术前识别将是有利的,将有助于外科医生计划一个更有效的治疗方案。我们的目的是确定细胞形态学特征是否足以使其与FNAC上PTC的经典亚型区分开来。方法:我们比较了20例组织学证实的T-PTC与20例典型PTC (C-PTC)的细胞学特征。图像形态测定证实存在高细胞(高宽比bbbb3)。36个参数,有关建筑,细胞学,核和背景特征,分析使用半定量评分系统。数据的统计学显著性采用Fisher概率检验和卡方检验。结果:T-PTC的高细胞、梭形细胞、尾样细胞和分离肿瘤细胞明显多于C-PTC (p值)。区分T-PTC和C-PTC的关键特征包括高细胞、纺锤形细胞和细胞核轮廓不规则的尾状细胞。结论:这些独特的细胞形态学特征可以帮助细胞病理学家在术前FNAC期间区分T-PTC和经典亚型。
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引用次数: 0
Leukaemic Effusion or Extramedullary Haematopoiesis? 白血病积液还是髓外造血?
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-10-15 DOI: 10.1111/cyt.70028
Tran B. Nguyen, Luis F. Carrillo

We describe a case of leukaemic pleural effusion in a patient with acute myeloid leukaemia and marked marrow fibrosis. Cytologic evaluation of the pleural fluid revealed numerous large atypical cells, morphologically consistent with dysplastic megakaryocytes. This case underscores an important diagnostic pitfall, as such findings may be misinterpreted if the possibility of leukaemic infiltration is not considered. It highlights the critical importance of recognising key cytomorphologic features and integrating immunophenotyping, clinical history and radiologic findings to arrive at an accurate diagnosis. Awareness of this potential presentation is essential to avoid misclassification and ensure appropriate clinical management.

我们报告一例急性髓性白血病伴明显骨髓纤维化的白血病性胸腔积液。胸膜液的细胞学检查显示大量的非典型细胞,形态上与发育不良的巨核细胞一致。这个病例强调了一个重要的诊断缺陷,因为如果不考虑白血病浸润的可能性,这些发现可能会被误解。它强调了识别关键细胞形态学特征和整合免疫表型、临床病史和放射学发现以达到准确诊断的关键重要性。意识到这种潜在的表现是必不可少的,以避免误分类和确保适当的临床管理。
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引用次数: 0
Commercially Available Artificial Intelligence Solutions for Gynaecologic Cytology Screening and Their Integration Into Clinical Workflow 商用的妇科细胞学筛查人工智能解决方案及其与临床工作流程的整合。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-09-30 DOI: 10.1111/cyt.70023
Yosep Chong, Andrey Bychkov

Historically, gynaecologic cytology, particularly cervical screening through Pap smear tests, has been instrumental in early cancer detection, but not without its challenges. These include variability in interpretation and the labour-intensive nature of manual screening processes. The advent of artificial intelligence (AI) technologies, especially machine learning and deep learning, heralds a new era in cytology, offering enhanced accuracy, consistency, and efficiency. These advancements promise to mitigate traditional limitations by automating routine analyses, aiding early cancer detection, and reducing the workload of laboratory personnel. This review thoroughly examines the current status of commercial AI software in gynaecologic cytology screening. We critically assess the capabilities, performance, and impact of these AI tools in a clinical context. Additionally, the review addresses the integration challenges and potential of AI in clinical practice, including workflow integration, regulatory compliance, and ethical considerations. Through this comprehensive analysis, we aim to provide insights into how AI is reshaping gynaecologic cytology, paving the way for more effective disease management and enhanced patient care in women's health.

从历史上看,妇科细胞学检查,特别是通过巴氏涂片检查进行的子宫颈检查,有助于早期发现癌症,但并非没有挑战。这些因素包括解释的可变性和人工筛选过程的劳力密集性。人工智能(AI)技术的出现,特别是机器学习和深度学习,预示着细胞学的新时代,提供了更高的准确性、一致性和效率。这些进步有望通过自动化常规分析、帮助早期癌症检测和减少实验室人员的工作量来减轻传统的局限性。本文综述了商用人工智能软件在妇科细胞学筛查中的现状。我们在临床环境中批判性地评估这些人工智能工具的能力、性能和影响。此外,该综述还讨论了人工智能在临床实践中的集成挑战和潜力,包括工作流集成、法规遵从性和伦理考虑。通过这一全面的分析,我们的目标是提供人工智能如何重塑妇科细胞学的见解,为更有效的疾病管理和增强妇女健康方面的患者护理铺平道路。
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引用次数: 0
Performance of MammaTyper in Fine Needle Aspiration Cytology, Core Needle Biopsy and Surgical Breast Cancer Samples. MammaTyper在细针穿刺细胞学、核心针活检和手术乳腺癌样本中的表现。
IF 1.1 4区 医学 Q4 CELL BIOLOGY Pub Date : 2025-09-24 DOI: 10.1111/cyt.70026
Maurizio Pinamonti, Daniela Santon, Cristina Bottin, Elisa Ober, Clara Rizzardi, Claudia Di Lecce, Fabiola Giudici, Jerry Polesel, Fabrizio Zanconati

Objective: To evaluate the performance and concordance of the MammaTyper molecular test across cytological, biopsy and surgical samples from breast carcinomas, emphasising the applicability of cytology in molecular subtyping.

Methods: 29 breast carcinoma cases, each represented by cytological, biopsy and surgical samples, were retrospectively collected from 2021 to 2025 at the Pathology Unit of Trieste. Subtyping was performed using MammaTyper on all sample types. Concordance between MammaTyper results across different sample types was assessed using Lin's concordance correlation coefficient (CCC), overall concordance rate (OCR) and kappa statistics.

Results: A total of 84 samples from breast carcinoma were analysed, including FNAC, CNB and surgical resection specimens. Molecular subtyping was technically successful in all cases. When comparing IHC and MammaTyper results retrieved in CNBs, we found almost perfect agreement for ER, substantial agreement for PgR and HER2 and moderate agreement for Ki-67. Concordance rates between cytology and FFPE samples (respectively CNB and surgical specimens) showed excellent agreement for ER (CCC 0.81 and 0.835), good agreement for PgR (0.714 and 0.78), excellent agreement for HER2 (0.855 and 0.854) and moderate agreement for Ki-67 (0.626 and 0.643). In particular, discrepancies in HER2 and Ki-67 status between cytological and FFPE samples were observed in a relevant subset of cases, potentially affecting therapeutic stratification.

Conclusions: MammaTyper demonstrated high concordance and reliability on cytological and biopsy samples, supporting its use in minimally invasive diagnostics. Despite the discrepancies in some markers, cytology offers a cost-effective, less invasive alternative to biopsies for molecular subtyping, aligning with precision medicine goals.

目的:评价MammaTyper分子检测在乳腺癌细胞学、活检和手术样本中的表现和一致性,强调细胞学在分子分型中的适用性。方法:回顾性收集的里雅斯特病理科2021年至2025年29例乳腺癌病例,每例均有细胞学、活检和手术标本。使用MammaTyper对所有样本类型进行分型。采用Lin’s Concordance correlation coefficient (CCC)、overall Concordance rate (OCR)和kappa统计量评估MammaTyper结果在不同样本类型之间的一致性。结果:共分析84例乳腺癌标本,包括FNAC、CNB和手术切除标本。在所有病例中,分子分型在技术上都是成功的。当比较IHC和MammaTyper在CNBs中检索到的结果时,我们发现ER的结果几乎完全一致,PgR和HER2的结果基本一致,Ki-67的结果中等一致。细胞学和FFPE样本(分别为CNB和手术标本)的一致性率显示,ER的一致性很好(CCC 0.81和0.835),PgR的一致性很好(0.714和0.78),HER2的一致性很好(0.855和0.854),Ki-67的一致性中等(0.626和0.643)。特别是,在一些相关的病例中,细胞学和FFPE样本之间的HER2和Ki-67状态存在差异,这可能会影响治疗分层。结论:MammaTyper在细胞学和活检样本上显示出高度的一致性和可靠性,支持其在微创诊断中的应用。尽管在一些标记上存在差异,但细胞学为分子分型提供了一种成本效益高、侵入性较小的替代活检方法,与精准医学目标保持一致。
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引用次数: 0
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Cytopathology
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