Granular cell tumours (GCT) are rare neoplasms and were first described in 1926 by Abrikossoff. These tumours occur in adults and are reported mainly in oral mucosae, skin and subcutaneous tissue. Herein, we present a case of GCT in the submandibular region in a 10 year old girl. Fine needle aspiration cytology (FNAC) can be challenging, as there can be many overlapping features with other entities, especially if located in an unusual location. We present an atypical presentation with cytohistological correlation.
{"title":"Granular Cell Tumour, Intramuscular Submandibular Location in a 10 Year Old Child.","authors":"Neelam Sood, Varshney Nidhi","doi":"10.1111/cyt.70051","DOIUrl":"https://doi.org/10.1111/cyt.70051","url":null,"abstract":"<p><p>Granular cell tumours (GCT) are rare neoplasms and were first described in 1926 by Abrikossoff. These tumours occur in adults and are reported mainly in oral mucosae, skin and subcutaneous tissue. Herein, we present a case of GCT in the submandibular region in a 10 year old girl. Fine needle aspiration cytology (FNAC) can be challenging, as there can be many overlapping features with other entities, especially if located in an unusual location. We present an atypical presentation with cytohistological correlation.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145960793","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Norton Stephen, Ananya Palanisamy, A Balasubramanian, Prabakar Gunasekaran, M Balamurugan
Atypical spindle cell/pleomorphic lipomatous tumour (AS/PLT) is a novel entity described under the benign lipomatous neoplasm recognised by the recent WHO classification of soft tissue tumours (fifth edition). In this report, we present a case of a 44-year-old male who with a swelling on dorsum of the hand measuring 8 × 8 cm. A Fine needle aspiration cytology (FNA) was performed which revealed adipocytic fragments with individual cells exhibiting mild to moderate nuclear atypia with floret like cells, multinucleated giant cells along with few pseudo-lipoblast-like cells. Based on cytomorphological findings a possibility of an Atypical spindle cell/Pleomorphic lipomatous tumour [AS/PLT] was given. An excision was performed which revealed features confirmed the diagnosis of an AS/PLT. MDM-2 Immunohistochemistry was performed and was negative ruling out a well differentiated Liposarcoma. Hence, the diagnosis was confirmed on histopathological examination. AS/PLT is a unique novel benign neoplasm with a slightly higher recurrence rate than a Pleomorphic lipoma. Here, we discussed the characteristic cyto-morphological features of an AS/PLT that help in the diagnosis and guide further surgical management.
{"title":"Atypical Spindle Cell/Pleomorphic Lipomatous Tumour (AS/PLT) - An Emerging Entity Diagnosed on Fine Needle Aspiration Cytology.","authors":"Norton Stephen, Ananya Palanisamy, A Balasubramanian, Prabakar Gunasekaran, M Balamurugan","doi":"10.1111/cyt.70049","DOIUrl":"https://doi.org/10.1111/cyt.70049","url":null,"abstract":"<p><p>Atypical spindle cell/pleomorphic lipomatous tumour (AS/PLT) is a novel entity described under the benign lipomatous neoplasm recognised by the recent WHO classification of soft tissue tumours (fifth edition). In this report, we present a case of a 44-year-old male who with a swelling on dorsum of the hand measuring 8 × 8 cm. A Fine needle aspiration cytology (FNA) was performed which revealed adipocytic fragments with individual cells exhibiting mild to moderate nuclear atypia with floret like cells, multinucleated giant cells along with few pseudo-lipoblast-like cells. Based on cytomorphological findings a possibility of an Atypical spindle cell/Pleomorphic lipomatous tumour [AS/PLT] was given. An excision was performed which revealed features confirmed the diagnosis of an AS/PLT. MDM-2 Immunohistochemistry was performed and was negative ruling out a well differentiated Liposarcoma. Hence, the diagnosis was confirmed on histopathological examination. AS/PLT is a unique novel benign neoplasm with a slightly higher recurrence rate than a Pleomorphic lipoma. Here, we discussed the characteristic cyto-morphological features of an AS/PLT that help in the diagnosis and guide further surgical management.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145936467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Introduction: Medullary thyroid carcinoma (MTC) is a rare malignant tumour of the thyroid gland that originates from parafollicular cells. Although rare, MTC is aggressive, so early detection is important for improving prognosis. The accuracy of fine-needle aspiration cytology (FNAC) for diagnosing MTC is still controversial.
Methods: The data of 20 patients who underwent thyroid FNAC with histological follow-up to diagnose MTC between 2016 and 2024 were retrospectively collected from The First Affiliated Hospital of Soochow University. Cytological findings, histological features, and serological testing were reviewed, and causes of misdiagnosis were evaluated.
Results: The diagnostic accuracy of FNAC was 90% (18/20). Two patients were initially misdiagnosed with suspected papillary thyroid carcinoma, while eighteen patients were accurately diagnosed in the first instance with suspected MTC. Cytopathological analysis revealed plasmacytoid and spindle-like characteristics with 'salt and pepper' chromatin distributed in the nuclei, with occasional giant tumour cells and frequent deposition of pink-stained amyloid in the background. In addition, serum calcitonin and carcinoembryonic antigen were elevated to varying degrees.
Conclusion: Fine-needle aspiration is a highly valuable method for the preoperative diagnosis of MTC.
{"title":"Evaluation of Diagnostic Accuracy of Medullary Thyroid Carcinoma Using Fine-Needle Aspiration Cytology-Based on a Single Tertiary Centre Experience.","authors":"Si-Yi Chen, Dong-Mei Gu","doi":"10.1111/cyt.70048","DOIUrl":"https://doi.org/10.1111/cyt.70048","url":null,"abstract":"<p><strong>Introduction: </strong>Medullary thyroid carcinoma (MTC) is a rare malignant tumour of the thyroid gland that originates from parafollicular cells. Although rare, MTC is aggressive, so early detection is important for improving prognosis. The accuracy of fine-needle aspiration cytology (FNAC) for diagnosing MTC is still controversial.</p><p><strong>Methods: </strong>The data of 20 patients who underwent thyroid FNAC with histological follow-up to diagnose MTC between 2016 and 2024 were retrospectively collected from The First Affiliated Hospital of Soochow University. Cytological findings, histological features, and serological testing were reviewed, and causes of misdiagnosis were evaluated.</p><p><strong>Results: </strong>The diagnostic accuracy of FNAC was 90% (18/20). Two patients were initially misdiagnosed with suspected papillary thyroid carcinoma, while eighteen patients were accurately diagnosed in the first instance with suspected MTC. Cytopathological analysis revealed plasmacytoid and spindle-like characteristics with 'salt and pepper' chromatin distributed in the nuclei, with occasional giant tumour cells and frequent deposition of pink-stained amyloid in the background. In addition, serum calcitonin and carcinoembryonic antigen were elevated to varying degrees.</p><p><strong>Conclusion: </strong>Fine-needle aspiration is a highly valuable method for the preoperative diagnosis of MTC.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145897074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Endoscopic ultrasonography-guided fine needle aspiration (EUS-FNA) is widely used for diagnosing pancreatic neoplasms, contributing to improved therapeutic strategies for pancreatic cancer. This aim of this study is to evaluate the diagnostic utility, sample adequacy, and limitations of EUS-FNA cytology for pancreatic lesions. These were further confirmed after surgical resection and histopathological evaluation.
Methods: We retrospectively included patients referred to two Teaching Hospitals in southern Iran for EUS-FNA due to suspected pancreatic cancer, who later underwent surgical resection or biopsy and eventually had a histopathological confirmed diagnosis. The cytological smears from EUS-FNA were compared with the final histology reports to assess diagnostic performance.
Results: Thirty patients were included in the final analysis. EUS-FNA cytology showed sensitivity of 90.00% [95% CI: 68.30, 98.77], specificity of 80.00% [95% CI: 44.39, 97.48], negative predictive value (NPV) of 80.00% [95% CI: 50.89, 93.92], positive predictive value (PPV) of 90.00% [95% CI: 72.09, 96.91], and overall accuracy of 86.67% [95% CI: 69.28, 96.24]. Two false-positive diagnoses (hydatid cyst and chronic pancreatitis) and two false-negative diagnoses (malignancies attributed to sampling errors) were observed. Immunohistochemical tests confirmed 8 out of 9 diagnoses made by cytology. Notably, all EUS-FNA samples provided adequate material for conclusive diagnosis.
Conclusion: These results support the high importance of the diagnostic performance of EUS-FNA on solid pancreatic lesions, even without Rapid On Site Evaluation (ROSE), given that the sample is of adequate size for testing. Despite a few false negative and false positive diagnoses, EUS-FNA should be considered the first-line diagnostic tool for pancreatic lesions assessment.
{"title":"Diagnostic Performance of EUS-FNA for Pancreatic Lesions at Tertiary Centers in Iran Without Rapid On-Site Evaluation.","authors":"Maryam Bazmandegan, Gholam Reza Sivandzadeh, Kamran Bagheri Lankarani, Zahra Beyzaei, Bita Geramizadeh","doi":"10.1111/cyt.70047","DOIUrl":"https://doi.org/10.1111/cyt.70047","url":null,"abstract":"<p><strong>Background: </strong>Endoscopic ultrasonography-guided fine needle aspiration (EUS-FNA) is widely used for diagnosing pancreatic neoplasms, contributing to improved therapeutic strategies for pancreatic cancer. This aim of this study is to evaluate the diagnostic utility, sample adequacy, and limitations of EUS-FNA cytology for pancreatic lesions. These were further confirmed after surgical resection and histopathological evaluation.</p><p><strong>Methods: </strong>We retrospectively included patients referred to two Teaching Hospitals in southern Iran for EUS-FNA due to suspected pancreatic cancer, who later underwent surgical resection or biopsy and eventually had a histopathological confirmed diagnosis. The cytological smears from EUS-FNA were compared with the final histology reports to assess diagnostic performance.</p><p><strong>Results: </strong>Thirty patients were included in the final analysis. EUS-FNA cytology showed sensitivity of 90.00% [95% CI: 68.30, 98.77], specificity of 80.00% [95% CI: 44.39, 97.48], negative predictive value (NPV) of 80.00% [95% CI: 50.89, 93.92], positive predictive value (PPV) of 90.00% [95% CI: 72.09, 96.91], and overall accuracy of 86.67% [95% CI: 69.28, 96.24]. Two false-positive diagnoses (hydatid cyst and chronic pancreatitis) and two false-negative diagnoses (malignancies attributed to sampling errors) were observed. Immunohistochemical tests confirmed 8 out of 9 diagnoses made by cytology. Notably, all EUS-FNA samples provided adequate material for conclusive diagnosis.</p><p><strong>Conclusion: </strong>These results support the high importance of the diagnostic performance of EUS-FNA on solid pancreatic lesions, even without Rapid On Site Evaluation (ROSE), given that the sample is of adequate size for testing. Despite a few false negative and false positive diagnoses, EUS-FNA should be considered the first-line diagnostic tool for pancreatic lesions assessment.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145859372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Introduction: Fine needle aspiration cytology (FNAC) is widely used in the investigation of lymphadenopathy. FNAC in conjunction with flow cytometry (FCM) immunophenotyping has proven to be a fundamental tool in the diagnosis and subtyping of non-Hodgkin lymphoma (NHL). FCM is objective and offers multiparametric quantitative results and is very useful in assessing the clonality.
Aim: To evaluate the diagnostic efficiencyof FNAC-FCM immunophenotyping in the definite diagnosis and classification of non-Hodgkin lymphoma.
Material and method: This study retro-prospectively assessed 119 suspected cases of NHL which were diagnosed using FNAC-FCM. The FNAC-FCM diagnoses were correlated with the respective histopathology diagnoses (HPE) and sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) were calculated.
Result: Of the 119 cases, FNAC/FCM provided a definite diagnosis of NHL in 89 cases and 15 cases were reported as "highly suggestive of NHL" (sNHL). 11 cases were reported as reactive lymphoid hyperplasia and 4 as lymphocytic thyroiditis. HPE was available in 48/89 cases of NHL, 13/15 of sNHL and 6/11 cases of reactive lymphoid hyperplasia (RLH). The sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were found as follows: 78.6%, 100%, 100% and 31.5% respectively.
Conclusion: The combination of FNAC-FCM is effective in the cytological diagnosis and classification of NHL and generates reproducible results the majority of the time. However, interpretation of FCM should be performed by a trained cytopathologist only because the graphs ought to be assessed in the light of morphology.
{"title":"Flow Cytometry as an Adjunct to Fine Needle Aspiration Cytology in the Diagnosis and Subtyping of Non-Hodgkin Lymphoma.","authors":"Pritika Kushwaha, Shyam Lata Jain, Richa Gupta, Meeta Singh, Nimisha Dhankar, Nita Khurana, Anubhav Vindal, Anurag Agarwal","doi":"10.1111/cyt.70046","DOIUrl":"https://doi.org/10.1111/cyt.70046","url":null,"abstract":"<p><strong>Introduction: </strong>Fine needle aspiration cytology (FNAC) is widely used in the investigation of lymphadenopathy. FNAC in conjunction with flow cytometry (FCM) immunophenotyping has proven to be a fundamental tool in the diagnosis and subtyping of non-Hodgkin lymphoma (NHL). FCM is objective and offers multiparametric quantitative results and is very useful in assessing the clonality.</p><p><strong>Aim: </strong>To evaluate the diagnostic efficiencyof FNAC-FCM immunophenotyping in the definite diagnosis and classification of non-Hodgkin lymphoma.</p><p><strong>Material and method: </strong>This study retro-prospectively assessed 119 suspected cases of NHL which were diagnosed using FNAC-FCM. The FNAC-FCM diagnoses were correlated with the respective histopathology diagnoses (HPE) and sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) were calculated.</p><p><strong>Result: </strong>Of the 119 cases, FNAC/FCM provided a definite diagnosis of NHL in 89 cases and 15 cases were reported as \"highly suggestive of NHL\" (sNHL). 11 cases were reported as reactive lymphoid hyperplasia and 4 as lymphocytic thyroiditis. HPE was available in 48/89 cases of NHL, 13/15 of sNHL and 6/11 cases of reactive lymphoid hyperplasia (RLH). The sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were found as follows: 78.6%, 100%, 100% and 31.5% respectively.</p><p><strong>Conclusion: </strong>The combination of FNAC-FCM is effective in the cytological diagnosis and classification of NHL and generates reproducible results the majority of the time. However, interpretation of FCM should be performed by a trained cytopathologist only because the graphs ought to be assessed in the light of morphology.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145828705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Objective: The Paris System for Reporting Urinary Cytology (TPS) has clearly and simply identified the criteria for the accurate diagnosis of high-grade urothelial carcinoma (HGUC); however, the urine cytological findings of secondary tumours have not been fully assessed. Therefore, we evaluated the urine cytological features of colorectal adenocarcinoma cells that invaded the urinary tract.
Methods: Thirty urine cytology specimens with cells considered colorectal adenocarcinoma were retrieved by clinicopathological review, subject to the following criteria: no urothelial carcinoma history, diagnosed as HGUC by TPS and supported by CDX-2 immunocytochemistry. Cases were morphologically re-evaluated.
Results: CDX-2 immunostaining, performed in four available cases, showed nuclear positivity in all cases. Tall columnar carcinoma cells were identified in 12/30 cases, tumour cells with pale or vacuolated cytoplasm in 4/30, large and eosinophilic nucleoli in most atypical cells in 4/30, large cells simulating HGUC cells in 27/30 and small cells with irregularly shaped or crescentic nuclei in 27/30. A histological review of transurethral or colorectal resection specimens revealed morphologically identical small cells on the surface of all well-to-moderately differentiated adenocarcinomas, demonstrating desquamated and degenerated adenocarcinoma cells. One cytological specimen from a poorly differentiated adenocarcinoma showed dispersed isolated tumour cells with uniform and round nuclei containing finely granular chromatin and prominent nucleoli.
Conclusions: Colorectal adenocarcinoma cells in the urine may not only be large and tall columnar or vacuolated, but can also simulate HGUC cells or have small round or crescentic nuclei. Recognising this morphological diversity is important for accurate diagnosis.
{"title":"Cytological Appearances of Colorectal Adenocarcinoma Cells in Urine.","authors":"Atsuji Matsuyama, Sayaka Ochi, Hiroshi Yamada, Aya Nawata, Junji Nishiyama, Ryuji Nakano","doi":"10.1111/cyt.70042","DOIUrl":"https://doi.org/10.1111/cyt.70042","url":null,"abstract":"<p><strong>Objective: </strong>The Paris System for Reporting Urinary Cytology (TPS) has clearly and simply identified the criteria for the accurate diagnosis of high-grade urothelial carcinoma (HGUC); however, the urine cytological findings of secondary tumours have not been fully assessed. Therefore, we evaluated the urine cytological features of colorectal adenocarcinoma cells that invaded the urinary tract.</p><p><strong>Methods: </strong>Thirty urine cytology specimens with cells considered colorectal adenocarcinoma were retrieved by clinicopathological review, subject to the following criteria: no urothelial carcinoma history, diagnosed as HGUC by TPS and supported by CDX-2 immunocytochemistry. Cases were morphologically re-evaluated.</p><p><strong>Results: </strong>CDX-2 immunostaining, performed in four available cases, showed nuclear positivity in all cases. Tall columnar carcinoma cells were identified in 12/30 cases, tumour cells with pale or vacuolated cytoplasm in 4/30, large and eosinophilic nucleoli in most atypical cells in 4/30, large cells simulating HGUC cells in 27/30 and small cells with irregularly shaped or crescentic nuclei in 27/30. A histological review of transurethral or colorectal resection specimens revealed morphologically identical small cells on the surface of all well-to-moderately differentiated adenocarcinomas, demonstrating desquamated and degenerated adenocarcinoma cells. One cytological specimen from a poorly differentiated adenocarcinoma showed dispersed isolated tumour cells with uniform and round nuclei containing finely granular chromatin and prominent nucleoli.</p><p><strong>Conclusions: </strong>Colorectal adenocarcinoma cells in the urine may not only be large and tall columnar or vacuolated, but can also simulate HGUC cells or have small round or crescentic nuclei. Recognising this morphological diversity is important for accurate diagnosis.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145716800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kimura disease is uncommon in children below 10 years of age. Fine needle aspiration cytology (FNAC) can give suggestive features, serving as soft pointers towards the diagnosis. The diagnosis can further be supported by relevant blood investigations, such as eosinophilia and elevated serum IgE levels.
{"title":"Beyond the Usual Suspects: Bilateral Postauricular Swelling in a Child.","authors":"Sudha Sharma, Pawan Kumar, Shailendra Kaushik","doi":"10.1111/cyt.70041","DOIUrl":"https://doi.org/10.1111/cyt.70041","url":null,"abstract":"<p><p>Kimura disease is uncommon in children below 10 years of age. Fine needle aspiration cytology (FNAC) can give suggestive features, serving as soft pointers towards the diagnosis. The diagnosis can further be supported by relevant blood investigations, such as eosinophilia and elevated serum IgE levels.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145710190","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: The Bethesda System for Reporting Thyroid Cytopathology (TBSRTC) provides a standardised framework for thyroid fine needle aspiration cytology (FNAC). Deep learning approaches, particularly transfer learning, have shown potential for cytology but are rarely applied to TBSRTC categorisation.
Aims and objectives: To evaluate the performance of an ensemble soft voting transfer learning model in categorising thyroid cytology smears according to TBSRTC.
Materials and methods: A retrospective study of 94 thyroid FNAC cases with 949 representative images was conducted. Six transfer learning models (Xception, ResNet50V2, DenseNet121, MobileNetV2, InceptionV3, EfficientNetB3) were combined using ensemble soft voting with a weighted average. Model performance was assessed using sensitivity, specificity, precision (PPV), negative predictive value (NPV), F1 score and area under the receiver operating characteristic curve (AUCROC).
Results: DenseNet121 achieved the highest overall sensitivity (0.91) and specificity (0.98) among all single models. The weighted ensemble model achieved an F1 score of 0.867, marginally below DenseNet121 but with superior precision (0.882) and NPV (0.968). AUCROC was highest in DenseNet 121 (0.99) followed by the weighted ensemble (0.98).
Conclusion: This is the first study to apply ensemble transfer learning to TBSRTC categorisation. The approach demonstrated strong predictive accuracy, particularly for benign and malignant categories. Larger datasets, ideally with whole-slide imaging, are needed to further validate these findings.
{"title":"Application of Artificial Intelligence-Based Transfer Learning Models to the Bethesda System for Thyroid Cytopathology.","authors":"Pranab Dey, Rajiv Savala, Uma Nahar Saikia","doi":"10.1111/cyt.70045","DOIUrl":"https://doi.org/10.1111/cyt.70045","url":null,"abstract":"<p><strong>Background: </strong>The Bethesda System for Reporting Thyroid Cytopathology (TBSRTC) provides a standardised framework for thyroid fine needle aspiration cytology (FNAC). Deep learning approaches, particularly transfer learning, have shown potential for cytology but are rarely applied to TBSRTC categorisation.</p><p><strong>Aims and objectives: </strong>To evaluate the performance of an ensemble soft voting transfer learning model in categorising thyroid cytology smears according to TBSRTC.</p><p><strong>Materials and methods: </strong>A retrospective study of 94 thyroid FNAC cases with 949 representative images was conducted. Six transfer learning models (Xception, ResNet50V2, DenseNet121, MobileNetV2, InceptionV3, EfficientNetB3) were combined using ensemble soft voting with a weighted average. Model performance was assessed using sensitivity, specificity, precision (PPV), negative predictive value (NPV), F1 score and area under the receiver operating characteristic curve (AUCROC).</p><p><strong>Results: </strong>DenseNet121 achieved the highest overall sensitivity (0.91) and specificity (0.98) among all single models. The weighted ensemble model achieved an F1 score of 0.867, marginally below DenseNet121 but with superior precision (0.882) and NPV (0.968). AUCROC was highest in DenseNet 121 (0.99) followed by the weighted ensemble (0.98).</p><p><strong>Conclusion: </strong>This is the first study to apply ensemble transfer learning to TBSRTC categorisation. The approach demonstrated strong predictive accuracy, particularly for benign and malignant categories. Larger datasets, ideally with whole-slide imaging, are needed to further validate these findings.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145710181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Introduction: Anaplastic large cell lymphoma (ALCL) is a high-grade non-Hodgkin lymphoma, accounting for approximately 3% of all non-Hodgkin lymphomas in adults and 15% of NHL in children. Around 70% of ALCLs show conventional morphology; however, several subtypes exist, such as the lympho-histiocytic, small cell, sarcomatous, giant cell-rich and signet-ring subtypes. The small cell variant of ALCL often presents as a diagnostic challenge due to its distinctive morphology, which differs significantly from the conventional ALCL.
Case presentation: A 9-year-old female presented with a history of chest and back pain for the last month. On examination, she had a gradually progressive anterior chest wall mass, which was fixed, globular and firm in consistency. Radiology revealed a mass measuring 4.9 × 3.3 × 4 cm with a lytic lesion involving the sternum along with generalised lymphadenopathy and bilateral kidney lesions. FNAC performed from the anterior chest mass demonstrated discretely scattered atypical lymphoid cells with eccentrically placed round to irregular nuclei, variably conspicuous nucleoli and scant cytoplasm. The background showed occasional lymphoglandular bodies. Immunocytochemistry on the cell block showed diffuse CD30 and ALK positivity. Flow cytometry revealed CD30-positive atypical lymphoid cells. Fluorescence in situ hybridization on the cytologic smears confirmed ALK gene rearrangement, thereby confirming a diagnosis of small cell variant of ALCL.
Conclusion: The index case report highlights the diagnostic complexities of the small cell variant of ALCL and emphasises the utility of various ancillary techniques like immunophenotyping and FISH, in conjunction with cytomorphology, in confirming such a challenging diagnosis.
{"title":"Comprehensive Cytopathologic, Flow Cytometric and Immunocytochemical Analysis of a Challenging Case of Small Cell Variant of Anaplastic Large T-Cell Lymphoma in a Child.","authors":"Bhawana Dhiman, Ajmeera Azeez, Richa Jain, Parikshaa Gupta","doi":"10.1111/cyt.70043","DOIUrl":"https://doi.org/10.1111/cyt.70043","url":null,"abstract":"<p><strong>Introduction: </strong>Anaplastic large cell lymphoma (ALCL) is a high-grade non-Hodgkin lymphoma, accounting for approximately 3% of all non-Hodgkin lymphomas in adults and 15% of NHL in children. Around 70% of ALCLs show conventional morphology; however, several subtypes exist, such as the lympho-histiocytic, small cell, sarcomatous, giant cell-rich and signet-ring subtypes. The small cell variant of ALCL often presents as a diagnostic challenge due to its distinctive morphology, which differs significantly from the conventional ALCL.</p><p><strong>Case presentation: </strong>A 9-year-old female presented with a history of chest and back pain for the last month. On examination, she had a gradually progressive anterior chest wall mass, which was fixed, globular and firm in consistency. Radiology revealed a mass measuring 4.9 × 3.3 × 4 cm with a lytic lesion involving the sternum along with generalised lymphadenopathy and bilateral kidney lesions. FNAC performed from the anterior chest mass demonstrated discretely scattered atypical lymphoid cells with eccentrically placed round to irregular nuclei, variably conspicuous nucleoli and scant cytoplasm. The background showed occasional lymphoglandular bodies. Immunocytochemistry on the cell block showed diffuse CD30 and ALK positivity. Flow cytometry revealed CD30-positive atypical lymphoid cells. Fluorescence in situ hybridization on the cytologic smears confirmed ALK gene rearrangement, thereby confirming a diagnosis of small cell variant of ALCL.</p><p><strong>Conclusion: </strong>The index case report highlights the diagnostic complexities of the small cell variant of ALCL and emphasises the utility of various ancillary techniques like immunophenotyping and FISH, in conjunction with cytomorphology, in confirming such a challenging diagnosis.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145710237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A 59-year-old male presented with left upper abdominal pain and weight loss for 3 months. Cytomorphology of a pancreatic neoplasm has been highlighted.
男,59岁,左上腹部疼痛,体重下降3个月。胰腺肿瘤的细胞形态学已被强调。
{"title":"Whispers From the Pancreatic Bed: Cytology Unmasks the Vacuolated Villain.","authors":"Nupur Pradhan, Nalini Gupta, Joobin Jose, Surinder Rana","doi":"10.1111/cyt.70044","DOIUrl":"https://doi.org/10.1111/cyt.70044","url":null,"abstract":"<p><p>A 59-year-old male presented with left upper abdominal pain and weight loss for 3 months. Cytomorphology of a pancreatic neoplasm has been highlighted.</p>","PeriodicalId":55187,"journal":{"name":"Cytopathology","volume":" ","pages":""},"PeriodicalIF":1.1,"publicationDate":"2025-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145703094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}