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Oteri V, Piane S, Cocci E. The use of telecytology for the evaluation of thyroid nodules fine-needle aspiration biopsy specimens: a systematic review. J Endocrinol Invest 2024:10.1007/s40618-024-02378-3. [PMID: 38704449 DOI: 10.1007/s40618-024-02378-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 04/18/2024] [Indexed: 05/06/2024]
Abstract
PURPOSE Fine needle aspiration biopsy (FNAB) is currently the gold standard for diagnosis and treatment of thyroid nodules, but the growing need for anatomic pathology services in small communities is becoming a challenge. Telecytology (TC) is defined as the electronic transmission of cytological digital images, and allows for the collection of samples, primary diagnosis, and other applications without the physical presence of a pathologist. Our aim is to systematically report, summarize, and critically analyze the most up to date applications of TC to thyroid nodules FNAB evaluation. METHODS We performed a systematic literature review by searching PubMed, Embase, and Cochrane Library databases. Only studies published in peer-reviewed scientific journals were included. Data were extracted using the PICO framework and critically analyzed. PRISMA guidelines were applied, and the risk of bias in the included studies was assessed using the ROBINS-I tools. The methodological quality was assessed following GRADE criteria. RESULTS We included 13 observational studies, resulting in a total of 3856 evaluated FNAB specimens. The majority of studies (63.6%) showed an excellent concordance rate of diagnosis via TC and conventional cytology. TC can be used to perform preliminary assessment of samples with a concordance rate ranging from 74 and 100%, showing a significant reduction of the non-diagnostic rate. Image quality was referred to as perfect or nearly perfect in most cases, regardless of telecytology technique. CONCLUSION Telecytology could be a valuable implementation for thyroid FNAB evaluation both for primary diagnosis and preliminary assessment of samples.
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Affiliation(s)
- V Oteri
- Endocrine Unit, Department of Clinical and Experimental Medicine, University of Catania, Garibaldi-Nesima Hospital, Catania, Italy.
| | - S Piane
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - E Cocci
- Department of Clinical and Experimental Medicine, Marche Polytechnic University, Ancona, Italy
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2
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Miguel R, Gregorio B, Santos C, Andriotti C, Valle L, Saieg M. Validation of cytopathology specimens for digital pathology. Cytopathology 2023; 34:302-307. [PMID: 36974500 DOI: 10.1111/cyt.13234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Revised: 03/02/2023] [Accepted: 03/05/2023] [Indexed: 03/29/2023]
Abstract
INTRODUCTION Digital cytopathology is being progressively implemented in centres worldwide, but impediments such as the three-dimensionality of specimens and the size of scanned images have prevented its use from becoming widespread. This study aimed to validate the use of digital whole slide image scanning of cytopathology samples for routine sign-out. METHODS Specimens were scanned using the Leica Aperio GT 450 System. The following sample types were used: liquid-based cytology, direct conventional smears from fine needle aspirates and cytospins. Cases were validated by the same pathologist who originally rendered the conventional diagnosis, with a washout of at least 3 months. Final digital diagnoses were compared to the original analogical diagnoses, and cases were considered concordant up to a one-degree difference between the original and digital diagnoses. Reasons for the unsuccessful scanning of slides were also noted. The technical procedures followed the College of American Pathologists' guidelines for digital pathology validation. RESULTS A total of 730 slides from 383 cases (337 female, 51 male; median age 42) were successfully scanned. These cases consisted of the following sample types: 81 (21.1%) conventional smears, 240 (62.7%) liquid-based cytology samples and 62 (16.2%) cytospins. There were only five discordant cases, with a 98.7% agreement between original and digital diagnoses using the difference rate of up to one degree. Seventy-seven slides (10.5%) had to be rescanned due to technical problems. The main reasons for unsuccessful scanning were paucicellular samples (44; 57.1%), the thickness of the smears (18; 23.4%) and issues with the coverslip (15; 19.5%). CONCLUSION Cytological specimens can be successfully scanned and used for digital pathology, with excellent agreement with the original diagnoses.
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Affiliation(s)
| | | | | | | | | | - Mauro Saieg
- Fleury Group, São Paulo, Brazil
- Santa Casa Medical School, São Paulo, Brazil
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3
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Antonini P, Santonicco N, Pantanowitz L, Girolami I, Rizzo PC, Brunelli M, Bellevicine C, Vigliar E, Negri G, Troncone G, Fadda G, Parwani A, Marletta S, Eccher A. Relevance of the College of American Pathologists guideline for validating whole slide imaging for diagnostic purposes to cytopathology. Cytopathology 2023; 34:5-14. [PMID: 36082410 PMCID: PMC10087327 DOI: 10.1111/cyt.13178] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 08/17/2022] [Accepted: 08/31/2022] [Indexed: 12/14/2022]
Abstract
Whole slide imaging (WSI) allows pathologists to view virtual versions of slides on computer monitors. With increasing adoption of digital pathology, laboratories have begun to validate their WSI systems for diagnostic purposes according to reference guidelines. Among these the College of American Pathologists (CAP) guideline includes three strong recommendations (SRs) and nine good practice statements (GPSs). To date, the application of WSI to cytopathology has been beyond the scope of the CAP guideline due to limited evidence. Herein we systematically reviewed the published literature on WSI validation studies in cytology. A systematic search was carried out in PubMed-MEDLINE and Embase databases up to November 2021 to identify all publications regarding validation of WSI in cytology. Each article was reviewed to determine if SRs and/or GPSs recommended by the CAP guideline were adequately satisfied. Of 3963 retrieved articles, 25 were included. Only 4/25 studies (16%) satisfied all three SRs, with only one publication (1/25, 4%) fulfilling all three SRs and nine GPSs. Lack of a suitable validation dataset was the main missing SR (16/25, 64%) and less than a third of the studies reported intra-observer variability data (7/25, 28%). Whilst the CAP guideline for WSI validation in clinical practice helped the widespread adoption of digital pathology, more evidence is required to routinely employ WSI for diagnostic purposes in cytopathology practice. More dedicated validation studies satisfying all SRs and/or GPSs recommended by the CAP are needed to help expedite the use of WSI for primary diagnosis in cytopathology.
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Affiliation(s)
- Pietro Antonini
- Section of Pathology, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Nicola Santonicco
- Section of Pathology, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Liron Pantanowitz
- Department of Pathology, University of Michigan, Ann Arbor, Michigan, USA
| | - Ilaria Girolami
- Department of Pathology, Provincial Hospital of Bolzano (SABES-ASDAA), Bolzano-Bozen, Italy
| | - Paola Chiara Rizzo
- Section of Pathology, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Matteo Brunelli
- Section of Pathology, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | | | - Elena Vigliar
- Public Health, University of Naples Federico II, Naples, Italy
| | - Giovanni Negri
- Department of Pathology, Provincial Hospital of Bolzano (SABES-ASDAA), Bolzano-Bozen, Italy
| | | | - Guido Fadda
- Section of Pathological Anatomy, Department of Human Pathology in Adulthood and Childhood "G. Barresi", University Hospital G. Martino, University of Messina, Messina, Italy
| | - Anil Parwani
- Department of Pathology, The Ohio State University, Columbus, Ohio, USA
| | - Stefano Marletta
- Section of Pathology, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Albino Eccher
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
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Ahmad A, Sala F, Paiè P, Candeo A, D'Annunzio S, Zippo A, Frindel C, Osellame R, Bragheri F, Bassi A, Rousseau D. On the robustness of machine learning algorithms toward microfluidic distortions for cell classification via on-chip fluorescence microscopy. LAB ON A CHIP 2022; 22:3453-3463. [PMID: 35946995 DOI: 10.1039/d2lc00482h] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Single-cell imaging and sorting are critical technologies in biology and clinical applications. The power of these technologies is increased when combined with microfluidics, fluorescence markers, and machine learning. However, this quest faces several challenges. One of these is the effect of the sample flow velocity on the classification performances. Indeed, cell flow speed affects the quality of image acquisition by increasing motion blur and decreasing the number of acquired frames per sample. We investigate how these visual distortions impact the final classification task in a real-world use-case of cancer cell screening, using a microfluidic platform in combination with light sheet fluorescence microscopy. We demonstrate, by analyzing both simulated and experimental data, that it is possible to achieve high flow speed and high accuracy in single-cell classification. We prove that it is possible to overcome the 3D slice variability of the acquired 3D volumes, by relying on their 2D sum z-projection transformation, to reach an efficient real time classification with an accuracy of 99.4% using a convolutional neural network with transfer learning from simulated data. Beyond this specific use-case, we provide a web platform to generate a synthetic dataset and to investigate the effect of flow speed on cell classification for any biological samples and a large variety of fluorescence microscopes (https://www.creatis.insa-lyon.fr/site7/en/MicroVIP).
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Affiliation(s)
- Ali Ahmad
- Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS), UMR INRAE IRHS, Université d'Angers, 62 Avenue Notre Dame du Lac, 49000 Angers, France.
- Centre de Recherche en Acquisition et Traitement de l'Image pour la Santé (CREATIS), CNRS UMR 5220 - INSERM U1206, Université Lyon 1, Insa de Lyon, Lyon, France
| | - Federico Sala
- Department of Physics, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
- Istituto di Fotonica e Nanotecnologie, CNR, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Petra Paiè
- Istituto di Fotonica e Nanotecnologie, CNR, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Alessia Candeo
- Department of Physics, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | | | | | - Carole Frindel
- Centre de Recherche en Acquisition et Traitement de l'Image pour la Santé (CREATIS), CNRS UMR 5220 - INSERM U1206, Université Lyon 1, Insa de Lyon, Lyon, France
| | - Roberto Osellame
- Department of Physics, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
- Istituto di Fotonica e Nanotecnologie, CNR, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Francesca Bragheri
- Istituto di Fotonica e Nanotecnologie, CNR, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - Andrea Bassi
- Department of Physics, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
- Istituto di Fotonica e Nanotecnologie, CNR, Piazza Leonardo da Vinci 32, 20133 Milano, Italy
| | - David Rousseau
- Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS), UMR INRAE IRHS, Université d'Angers, 62 Avenue Notre Dame du Lac, 49000 Angers, France.
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McAlpine E, Michelow P, Liebenberg E, Celik T. Is it real or not? Toward artificial intelligence-based realistic synthetic cytology image generation to augment teaching and quality assurance in pathology. J Am Soc Cytopathol 2022; 11:123-132. [PMID: 35249862 DOI: 10.1016/j.jasc.2022.02.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Revised: 01/20/2022] [Accepted: 02/03/2022] [Indexed: 06/14/2023]
Abstract
INTRODUCTION Urine cytology offers a rapid and relatively inexpensive method to diagnose urothelial neoplasia. In our setting of a public sector laboratory in South Africa, urothelial neoplasia is rare, compromising pathology training in this specific aspect of cytology. Artificial intelligence-based synthetic image generation-specifically the use of generative adversarial networks (GANs)-offers a solution to this problem. MATERIALS AND METHODS A limited, but morphologically diverse, dataset of 1000 malignant urothelial cytology images was used to train a StyleGAN3 model to create completely novel, synthetic examples of malignant urine cytology using computer resources within reach of most pathology departments worldwide. RESULTS We have presented the results of our trained GAN model, which was able to generate realistic, morphologically diverse examples of malignant urine cytology images when trained using a modest dataset. Although the trained model is capable of generating realistic images, we have also presented examples for which unrealistic and artifactual images were generated-illustrating the need for manual curation when using this technology in a training context. CONCLUSIONS We have presented a proof-of-concept illustration of creating synthetic malignant urine cytology images using machine learning technology to augment cytology training when real-world examples are sparse. We have shown that despite significant morphologic diversity in terms of staining variations, slide background, variations in the diagnostic malignant cellular elements, the presence of other nondiagnostic cellular elements, and artifacts, visually acceptable and varied results are achievable using limited data and computing resources.
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Affiliation(s)
- Ewen McAlpine
- Department of Anatomical Pathology, National Health Laboratory Service, Johannesburg, South Africa; Division of Anatomical Pathology, School of Pathology, University of the Witwatersrand, Johannesburg, South Africa.
| | - Pamela Michelow
- Department of Anatomical Pathology, National Health Laboratory Service, Johannesburg, South Africa; Division of Anatomical Pathology, School of Pathology, University of the Witwatersrand, Johannesburg, South Africa
| | - Eric Liebenberg
- Division of Anatomical Pathology, School of Pathology, University of the Witwatersrand, Johannesburg, South Africa
| | - Turgay Celik
- School of Electrical and Information Engineering and Wits Institute of Data Science, University of the Witwatersrand, Johannesburg, South Africa
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6
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Gupta S, Dey P. Diagnostic challenges in the gray-zone lesions of fine-needle aspiration cytology. Cytojournal 2021; 18:23. [PMID: 34754322 PMCID: PMC8571265 DOI: 10.25259/cytojournal_66_2020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Accepted: 05/31/2021] [Indexed: 11/10/2022] Open
Abstract
Fine-needle aspiration cytology (FNAC) is an excellent technique for rapid diagnosis due to its speed, accuracy, and cost-effectiveness. However, there are many gray-zone areas in cytology that needs attention. These lesions in the aspiration cytology can be overcome by applying the selective use of the series of tests. This review discusses the diagnostic challenges in the gray-zone areas in FNAC. It emphasizes the use of selective ancillary techniques to solve the problems in this area.
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Affiliation(s)
- Shruti Gupta
- Department of Cytology and Gynaecological Pathology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Pranab Dey
- Department of Cytology and Gynaecological Pathology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
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7
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Santonicco N, Marletta S, Pantanowitz L, Fadda G, Troncone G, Brunelli M, Ghimenton C, Antonini P, Paolino G, Girolami I, Eccher A. Impact of mobile devices on cancer diagnosis in cytology. Diagn Cytopathol 2021; 50:34-45. [PMID: 34677909 DOI: 10.1002/dc.24890] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 10/06/2021] [Accepted: 10/14/2021] [Indexed: 11/05/2022]
Abstract
BACKGROUND Digital pathology has widened pathologists' opportunities to examine both surgical and cytological samples. Recently, portable mobile devices like tablets and smartphones have been tested for application with digital technologies including static, dynamic, and more recently whole slide imaging. This study aimed to review the published literature on the impact of mobile devices on cancer diagnoses in cytology. This analysis focused on their diagnostic potential, technical details, critical issues and pitfalls, and economical aspects. METHODS A systematic search was carried out in the electronic databases Embase and PubMed. Studies dealing with the application of mobile devices for diagnosing cancer on cytological specimens were included. The quality of studies was assessed with the QUADAS-2 tool. The main themes addressed were the comparison of manual examination with light microscopy and the use of mobile tools for primary diagnosis. The technical features of different models of smartphones and tablets, software, and adapters were also studied in terms of feasibility and costs-analysis. RESULTS Of 2458 retrieved articles, 18 were included. Concordance with light microscopy was good and diagnostic performance comparable with an expert pathologist's diagnosis. The mobile devices studied differed, sometimes significantly, in terms of speed and cost. The utility was improved by employing specifically designed adapters. Image acquisition and transmission represent the main critical points in almost all studies. CONCLUSION The use of mobile devices demonstrated promising results regarding the digital evaluation of cytological samples. Widespread adoption even in underserved areas is anticipated following validation studies, technology improvements, and reduction in the costs.
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Affiliation(s)
- Nicola Santonicco
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Stefano Marletta
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Liron Pantanowitz
- Department of Pathology & Clinical Labs, University of Michigan, Ann Arbor, Michigan, USA
| | - Guido Fadda
- Department of Human Pathology of the Adulthood and of the Developing Age "Gaetano Barresi", University of Messina Faculty of Medicine and Surgery, Messina, Italy
| | - Giancarlo Troncone
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Matteo Brunelli
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Claudio Ghimenton
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - Pietro Antonini
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Gaetano Paolino
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Ilaria Girolami
- Division of Pathology, Central Hospital Bolzano, Bolzano, Italy
| | - Albino Eccher
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
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He X, Wang L, Wang L, Gao J, Cui F, Ma Q, Zhang W, Wang L, Zhai Y, Zhao J. Effectiveness of a Cloud-Based Telepathology System in China: Large-Sample Observational Study. J Med Internet Res 2021; 23:e23799. [PMID: 34326037 PMCID: PMC8367172 DOI: 10.2196/23799] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 12/18/2020] [Accepted: 05/24/2021] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Whole-slide imaging allows the entire slide to be viewed in a manner that simulates microscopy; therefore, it is widely used in telepathology. However, managing the large digital files needed for whole-slide imaging is difficult. To solve this problem, we set up the Chinese National Cloud-Based Telepathology System (CNCTPS). CNCTPS has been running for more than 4 years and has accumulated a large amount of data. OBJECTIVE The main purpose of this study was to comprehensively evaluate the effectiveness of the CNCTPS based on a large sample. The evaluation indicators included service volume, turnaround time, diagnosis accuracy, and economic benefits. METHODS Details of 23,167 cases submitted to the CNCTPS from January 2016 to December 2019 were collected to analyze the service volume, turnaround time, and economic benefits. A total of 564 patients who visited the First Affiliated Hospital of Zhengzhou University and obtained final diagnoses were followed up to analyze the diagnostic accuracy of the CNCTPS. RESULTS From 2016 to 2019, the service volume of the CNCTPS increased from 2335 to 9240, and the number of participating hospitals increased from 60 to 74. Consultation requests from county-level hospitals accounted for 86.57% (20,287/23,167). A total of 17,495 of 23,167 cases (75.52%) were confirmed, including 12,088 benign lesions, 5217 malignant lesions, and 190 borderline lesions. Of the cases, 3.85% (893/23,167) failed to be diagnosed for reasons such as poor slice quality and incomplete sampling. The median turnaround time was 16.93 hours and was shortened yearly (between 2018 and 2019: adjusted P=.01; other groups: adjusted P<.001); 82.88% cases were diagnosed in 48 hours. There was a discrepancy between the diagnosis and final diagnosis for 11 cases, including 4 false-positive cases and 7 false-negative cases. The sensitivity and specificity were 97.66% and 98.49%, respectively. The diagnostic accuracy of the system was 98.05%, with no statistical difference from the final diagnosis in the hospital (P=.55). By using this system, a total of US $300,000 was saved for patients every year. CONCLUSIONS The novel cloud-based telepathology system has the potential to relieve the shortage of pathologists in primary hospitals. It can also simultaneously reduce medical costs for patients in China. It should, therefore, be further promoted to enhance the efficiency, quantity, and quality of telepathology diagnoses.
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Affiliation(s)
- Xianying He
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Linlin Wang
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Li Wang
- Department of Pathology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Jinghong Gao
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.,National Engineering Laboratory for Internet Medical Systems and Applications, Zhengzhou, China
| | - Fangfang Cui
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Qianqian Ma
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wenjie Zhang
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.,National Engineering Laboratory for Internet Medical Systems and Applications, Zhengzhou, China
| | - Lin Wang
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yunkai Zhai
- School of Management Engineering, Zhengzhou University, Zhengzhou, China
| | - Jie Zhao
- National Telemedicine Center of China, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.,National Engineering Laboratory for Internet Medical Systems and Applications, Zhengzhou, China
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Ke J, Shen Y, Lu Y, Deng J, Wright JD, Zhang Y, Huang Q, Wang D, Jing N, Liang X, Jiang F. Quantitative analysis of abnormalities in gynecologic cytopathology with deep learning. J Transl Med 2021; 101:513-524. [PMID: 33526806 DOI: 10.1038/s41374-021-00537-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 12/21/2020] [Accepted: 01/04/2021] [Indexed: 12/19/2022] Open
Abstract
Cervical cancer is one of the most frequent cancers in women worldwide, yet the early detection and treatment of lesions via regular cervical screening have led to a drastic reduction in the mortality rate. However, the routine examination of screening as a regular health checkup of women is characterized as time-consuming and labor-intensive, while there is lack of characteristic phenotypic profile and quantitative analysis. In this research, over the analysis of a privately collected and manually annotated dataset of 130 cytological whole-slide images, the authors proposed a deep-learning diagnostic system to localize, grade, and quantify squamous cell abnormalities. The system can distinguish abnormalities at the morphology level, namely atypical squamous cells of undetermined significance, low-grade squamous intraepithelial lesion, high-grade squamous intraepithelial lesion, and squamous cell carcinoma, as well as differential phenotypes of normal cells. The case study covered 51 positive and 79 negative digital gynecologic cytology slides collected from 2016 to 2018. Our automatic diagnostic system demonstrated its sensitivity of 100% at slide-level abnormality prediction, with the confirmation with three pathologists who performed slide-level diagnosis and training sample annotations. In the cellular-level classification, we yielded an accuracy of 94.5% in the binary classification between normality and abnormality, and the AUC was above 85% for each subtype of epithelial abnormality. Although the final confirmation from pathologists is often a must, empirically, computer-aided methods are capable of the effective extraction, interpretation, and quantification of morphological features, while also making it more objective and reproducible.
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Affiliation(s)
- Jing Ke
- Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China.
- School of Computer Science and Engineering, University of New South Wales, Sydney, NSW, Australia.
| | - Yiqing Shen
- School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China
| | - Yizhou Lu
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Junwei Deng
- School of Information, University of Michigan, Ann Arbor, MI, USA
| | - Jason D Wright
- Department of Obstetrics and Gynecology, Columbia University, New York, NY, USA
| | - Yan Zhang
- Department of Pathology, Shanghai Tongshu Medical Laboratory Co.Ltd, Shanghai, China
| | - Qin Huang
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai Clinical Center for Diabetes, Shanghai, China
| | - Dadong Wang
- Quantitative Imaging, Data61 CSIRO, Sydney, NSW, Australia
| | - Naifeng Jing
- Department of Micro-Nano Electronics, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaoyao Liang
- Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
- Biren Research, Shanghai, China, Shanghai, China
| | - Fusong Jiang
- Department of Endocrinology and Metabolism, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai Clinical Center for Diabetes, Shanghai, China
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Satturwar S, Pantanowitz L. Architectural aspects of cell-blocks as small biopsies. Cytojournal 2021; 18:5. [PMID: 33880128 PMCID: PMC8053489 DOI: 10.25259/cytojournal_4_2021] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Accepted: 01/21/2021] [Indexed: 01/01/2023] Open
Abstract
Cell-block preparations have become an essential part of integrated cytology diagnosis. They are essentially microbiopsies that are formalin fixed and embedded in paraffin. This has become more prevalent with greater sample procurement due to the advent of newer biopsy techniques and needles. Cell-blocks allow retrieval of small tissue fragments from cytology specimens that sometimes cannot be processed by alternate cytologic techniques. They represent concentrated, cell-enriched preparations that provide cytologists with the opportunity to evaluate cellular architecture, as well as to perform ancillary testing. A cell-block compatible sample may thus obviate the need for a more invasive procedure such as a tissue biopsy. Microscopic examination of cell-blocks is quick, avoids obscuring material, permits cells to be evaluated in one focal plane, and allows the histologic architecture such as glandular differentiation, papillary formations, and sometimes invasion to be easily identified. This new era of “cytohistology” accordingly requires practicing cytologists to become more familiar with histopathology. This review article discusses the benefit of various architectural patterns identifiable in cell-blocks employed as an adjunct to Pap tests, exfoliative fluid specimens, and fine-needle aspirations.
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Affiliation(s)
- Swati Satturwar
- Department of Pathology, University of Pittsburgh Medical Center, Pennsylvania, United States
| | - Liron Pantanowitz
- Department of Pathology, University of Michigan, Michigan, United States
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11
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van der Graaff L, van Leenders GJLH, Boyaval F, Stallinga S. Computational imaging modalities for multi-focal whole-slide imaging systems. APPLIED OPTICS 2020; 59:5967-5982. [PMID: 32672740 DOI: 10.1364/ao.394290] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Accepted: 06/08/2020] [Indexed: 06/11/2023]
Abstract
Whole-slide imaging systems can generate full-color image data of tissue slides efficiently, which are needed for digital pathology applications. This paper focuses on a scanner architecture that is based on a multi-line image sensor that is tilted with respect to the optical axis, such that every line of the sensor scans the tissue slide at a different focus level. This scanner platform is designed for imaging with continuous autofocus and inherent color registration at a throughput of the order of 400 MPx/s. Here, single-scan multi-focal whole-slide imaging, enabled by this platform, is explored. In particular, two computational imaging modalities based on multi-focal image data are studied. First, 3D imaging of thick absorption stained slides (∼60µm) is demonstrated in combination with deconvolution to ameliorate the inherently weak contrast in thick-tissue imaging. Second, quantitative phase tomography is demonstrated on unstained tissue slides and on fluorescently stained slides, revealing morphological features complementary to features made visible with conventional absorption or fluorescence stains. For both computational approaches simplified algorithms are proposed, targeted for straightforward parallel processing implementation at ∼GPx/s throughputs.
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Girolami I, Pantanowitz L, Marletta S, Brunelli M, Mescoli C, Parisi A, Barresi V, Parwani A, Neil D, Scarpa A, Rossi ED, Eccher A. Diagnostic concordance between whole slide imaging and conventional light microscopy in cytopathology: A systematic review. Cancer Cytopathol 2020; 128:17-28. [DOI: 10.1002/cncy.22195] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2019] [Accepted: 09/23/2019] [Indexed: 08/29/2023]
Affiliation(s)
- Ilaria Girolami
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Liron Pantanowitz
- Department of Pathology UPMC Shadyside Hospital University of Pittsburgh Pittsburgh Pennsylvania
| | - Stefano Marletta
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Matteo Brunelli
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Claudia Mescoli
- Surgical Pathology and Cytopathology Unit Department of Medicine University and Hospital Trust of Padua Padua Italy
| | - Alice Parisi
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Valeria Barresi
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Anil Parwani
- Department of Pathology Ohio State University Columbus Ohio
| | - Desley Neil
- Department of Histopathology University Hospital Birmingham National Health Service Foundation Trust Birmingham United Kingdom
| | - Aldo Scarpa
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
| | - Esther Diana Rossi
- Division of Anatomic Pathology and Histology Catholic University of Sacred Heart Agostino Gemelli School of Medicine Rome Italy
| | - Albino Eccher
- Department of Pathology and Diagnostics University and Hospital Trust of Verona Verona Italy
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Bongaerts O, Clevers C, Debets M, Paffen D, Senden L, Rijks K, Ruiten L, Sie-Go D, van Diest PJ, Nap M. Conventional Microscopical versus Digital Whole-Slide Imaging-Based Diagnosis of Thin-Layer Cervical Specimens: A Validation Study. J Pathol Inform 2018; 9:29. [PMID: 30197818 PMCID: PMC6120269 DOI: 10.4103/jpi.jpi_28_18] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2018] [Accepted: 06/29/2018] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Whole-slide imaging (WSI) has been implemented in many areas of pathology, but primary diagnostics of cytological specimens are lagging behind. One of the objectives of viewing scanned whole-slide images from histological or cytological specimens is remote exchange of knowledge and expertise of professionals to increase diagnostic accuracy. We compared the scoring results of our team obtained in double readings of two different data sets: conventional light microscopy (CLM) versus CLM and CLM versus WSI. We hypothesized that WSI is noninferior to CLM for primary diagnostics of thin-layer cervical slides. MATERIALS AND METHODS First, we determined the concordance rate at different thresholds of the participating cytotechnicians by double reading with CLM of 500 thin-layer cervical slides (Cohort 1). Next, CLM was compared with WSI examination of another 505 thin-layer cervical slides (Cohort 2) scanned at ×20 in single focus plane. Finally, all major discordant cases of Cohort 1 were evaluated by an external expert in the field of gynecological cytology and of Cohort 2 in the weekly case meetings. RESULTS The overall concordance rate of Cohort 1 (CLM vs. CLM) was 97.8% (95% confidence interval [CI]: 96.0%-98.7%) and of Cohort 2 was 95.3% (95% CI: 93.0%-96.9%). CONCLUSION Concordance rates of WSI versus CLM were comparable with those of CLM versus CLM. We have made a step forward paving the road to implementation of WSI also in routine diagnostic cytology.
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Affiliation(s)
- Odille Bongaerts
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
- Address for correspondence: Mrs. Odille Bongaerts, Department of Pathology, Zuyderland Hospital, PO Box 6446, 6401 CX Heerlen, The Netherlands. E-mail:
| | - Carla Clevers
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Marij Debets
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Daniëlle Paffen
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Lisanne Senden
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Kim Rijks
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Linda Ruiten
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
| | - Daisy Sie-Go
- Department of Pathology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Paul J van Diest
- Department of Pathology, Zuyderland Hospital, Heerlen, The Netherlands
- Department of Oncology, Johns Hopkins Oncology Center, Baltimore, MD, USA
| | - Marius Nap
- Nap Pathology Consultance bv, Numansdorp, The Netherlands
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Chantziantoniou N, Mukherjee M, Donnelly AD, Pantanowitz L, Austin RM. Digital Applications in Cytopathology: Problems, Rationalizations, and Alternative Approaches. Acta Cytol 2017; 62:68-76. [PMID: 29183021 DOI: 10.1159/000484434] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 10/19/2017] [Indexed: 11/19/2022]
Abstract
OBJECTIVE The aim of this work was to raise awareness of problems using digital applications for examining, teaching, and applying telecytology at King Abdulaziz Medical City (KAMC), Riyadh, Saudi Arabia; University of Nebraska Medical Center (UNMC), Omaha, NE, USA; and University of Pittsburgh Medical Center (UPMC), Pittsburgh, PA, USA. The objective was to rationalize problems and propose alternative digital approaches. STUDY DESIGN We sought to identify solutions to improve the following: (a) interpretive examination scores at KAMC for complex cytological templates (i.e., high-grade squamous intraepithelial lesions [HSIL]) when using static digital images (SDI) of cells in regions of interest (ROI); (b) visualization of cells in 3D clusters when teaching at UNMC using 2D and 3D whole-slide imaging (WSI); and (c) visualization of cells through streaming telecytology at UPMC. RESULTS Composite SDI (CSDI) improved test scores for complex interpretations (i.e., HSIL) by converging diagnostic criteria from multiple ROI. Multiplane focusing through z-stacked WSI facilitated the teaching of cytological entities characterized by 3D cell clusters and consultative telecytology through robotic cell analysis. CONCLUSIONS Adequately visualized cytomorphology and multiplane focusing are essential for virtual cytopathology examinations, teaching, or consultative telecytology. Visualization of diagnostic criteria through 2D or 3D imaging is critical. Panoptiq panoramic WSI with integrated z-stacked video clips enables optimal applied telecytology.
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Groen R, Abe K, Yoon HS, Li Z, Shen R, Yoshikawa A, Nitanda T, Shimizu Y, Otsuka I, Fukuoka J. Application of microscope-based scanning software (Panoptiq) for the interpretation of cervicovaginal cytology specimens. Cancer Cytopathol 2017; 125:918-925. [DOI: 10.1002/cncy.21921] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Revised: 08/08/2017] [Accepted: 08/15/2017] [Indexed: 11/10/2022]
Affiliation(s)
- Ruben Groen
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
- Department of Pathology; Kameda Medical Center; Kamogawa Chiba Japan
| | - Kuniko Abe
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
| | - Han-Seung Yoon
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
| | - Zaibo Li
- The Ohio State University Wexner Medical Center; Columbus Ohio
| | - Rulong Shen
- The Ohio State University Wexner Medical Center; Columbus Ohio
| | - Akira Yoshikawa
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
| | - Takao Nitanda
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
| | - Yukiko Shimizu
- Department of Obstetrics and Gynecology; Kameda Medical Center; Kamogawa Chiba Japan
| | - Isao Otsuka
- Department of Pathology; Kameda Medical Center; Kamogawa Chiba Japan
| | - Junya Fukuoka
- Nagasaki Educational and Diagnostic Center of Pathology; Nagasaki University Hospital; Nagasaki Japan
- Department of Pathology; Kameda Medical Center; Kamogawa Chiba Japan
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Sirintrapun SJ, Rudomina D, Mazzella A, Feratovic R, Alago W, Siegelbaum R, Lin O. Robotic Telecytology for Remote Cytologic Evaluation without an On-site Cytotechnologist or Cytopathologist: An Active Quality Assessment and Experience of Over 400 Cases. J Pathol Inform 2017; 8:35. [PMID: 28966835 PMCID: PMC5609392 DOI: 10.4103/jpi.jpi_25_17] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2017] [Accepted: 05/08/2017] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND The first satellite center to offer interventional radiology procedures at Memorial Sloan Kettering Cancer Center opened in October 2014. Two of the procedures offered, fine needle aspirations and core biopsies, required a rapid on-site cytologic evaluation of smears and biopsy touch imprints for cellular content and adequacy. The volume and frequency of such evaluations did not justify hiring on-site cytotechnologists, and therefore, a dynamic robotic telecytology (TC) solution was created. In this article, we provide data on our experience with this active implementation. Sakura VisionTek was selected as our robotic TC solution. METHODS A retrospective analysis of all TC evaluations from this satellite site was performed. Information was collected on demographics, lesion location, imaging modality; a comparison of TC-assisted adequacy with final adequacy was also conducted. RESULTS An analysis of 439 cases was performed over a period of 23 months with perfect correlation in 92.7% (407/439) of the cases. An adequacy upgrade (inadequate specimen becomes adequate) in 6.6% (29/439) of the cases. An adequacy downgrade (adequate specimen becomes inadequate), is near zero at 0.7% (3/439) of the cases. CONCLUSIONS Dynamic robotic TC is effective for immediate evaluations performed without on-site cytotechnology staff. The overall intent of this article is to present data and concordance rates as outcome metrics. Thus far, such outcome metrics have exceeded our expectations. Our TC implementation shows high, perfect concordance. Adequacy upgrades are minor but more relevant and impressive is a near zero adequacy downgrade. Our full implementation has been so successful that plans are in place for configurations at future satellite sites.
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Affiliation(s)
| | - Dorota Rudomina
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Allix Mazzella
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rusmir Feratovic
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - William Alago
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Robert Siegelbaum
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Oscar Lin
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Abstract
The advancements in the fields of technology and networking have revolutionized the world including the fields of medicine and dentistry. Telemedicine and its various branches provide a broad platform to medical professionals for consultations and investigations and can also act as a valuable educational aid. This review highlights the components, methods employed, clinical applications, advantages, disadvantages of telepathology and telecytology.
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Affiliation(s)
- Roquaiya Nishat
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Sujatha Ramachandra
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Shyam Sundar Behura
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Harish Kumar
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
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Saha M, Mukherjee R, Chakraborty C. Computer-aided diagnosis of breast cancer using cytological images: A systematic review. Tissue Cell 2016; 48:461-74. [DOI: 10.1016/j.tice.2016.07.006] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2016] [Revised: 06/16/2016] [Accepted: 07/27/2016] [Indexed: 12/13/2022]
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Saco A, Bombi JA, Garcia A, Ramírez J, Ordi J. Current Status of Whole-Slide Imaging in Education. Pathobiology 2016; 83:79-88. [DOI: 10.1159/000442391] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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Mukherjee MS, Donnelly AD, DeAgano VJ, Lyden ER, Radio SJ. Utilization of virtual microscopy in cytotechnology educational programs in the United States. J Pathol Inform 2016; 7:8. [PMID: 27076986 PMCID: PMC4809110 DOI: 10.4103/2153-3539.177682] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2016] [Accepted: 02/02/2016] [Indexed: 11/12/2022] Open
Abstract
Background: Our cytotechnology (CT) program has been utilizing virtual microscopy (VM) as an adjunct educational resource since 2011. Aims: The aim of this study was to identify the utilization of VM in other CT programs across the United States (US). Subjects and Methods: A cover letter was sent to the program directors of all accredited CT programs in the US (excluding our program), requesting their participation in an online survey. After 2 days, the participants were sent an online link to the survey. The survey results were analyzed using descriptive statistics. Results: There were a total of 25 respondents to the survey. Among the 25, three CT programs use VM. Two of the three programs have been using VM for <2 years while another program for “2–4” years. The respondents found that VM's side-by-side comparison feature helped to demonstrate differences between diagnoses and preparation methods, and VM helped to preserve the important slides by digitizing them. Respondents believed that teaching with glass slides was very important. The reasons for not using VM were that VM is expensive and time-consuming to incorporate into the program, and lack of manpower resources to create digitized teaching files. Conclusions: The CT programs that use VM found it to be a valuable educational tool. Even though many were not using VM, responses from the survey indicated they will likely use it in the future.
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Affiliation(s)
- Maheswari S Mukherjee
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA
| | - Amber D Donnelly
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA
| | | | - Elizabeth R Lyden
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Stanley J Radio
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA; Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
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Evered A, Walker D, Watt A, Perham N. Visual distraction in cytopathology: should we be concerned? Cytopathology 2016; 27:351-8. [PMID: 26799385 DOI: 10.1111/cyt.12304] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/11/2015] [Indexed: 11/28/2022]
Abstract
OBJECTIVE Visual distraction in cytopathology has not been investigated previously as a source of diagnostic error, presumably because the viewing field of a conventional light microscope is considered to be large enough to minimise interference from peripheral visual stimuli. Virtual microscopy, which involves the examination of digitised images of pathology specimens on computer screens, is beginning to challenge the central role of light microscopy as a diagnostic tool in cytopathology. The relatively narrow visual angle offered by virtual microscopy makes it conceivable that users of these systems will be more vulnerable to visual interference. Using a variant of a visual distraction paradigm (the Eriksen flanker task), the aim of this study was to determine whether the accuracy and speed of the interpretation of cells on a central target screen are affected by images of cells and text displayed on neighbouring monitors under realistic reading room conditions. METHODS Following a brief period of training, 31 cytology novices undertook four cell interpretation tests under different conditions of visual distraction. Error rates were measured under each condition. RESULTS There was no effect of visual distraction on diagnostic accuracy. CONCLUSIONS To the extent that the results from cytology novices extend to experienced practitioners, visual distraction is an unlikely source of error in virtual microscopy. Efficient visual selection and spatial attention, coupled with the high perceptual load of target images and the peripheral location of distractors, provide plausible explanations for the observed results.
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Affiliation(s)
- A Evered
- Cervical Screening Wales, Cardiff, UK. .,Department of Applied Psychology, Cardiff Metropolitan University, Cardiff, UK.
| | - D Walker
- Department of Applied Psychology, Cardiff Metropolitan University, Cardiff, UK
| | - A Watt
- Department of Applied Psychology, Cardiff Metropolitan University, Cardiff, UK
| | - N Perham
- Department of Applied Psychology, Cardiff Metropolitan University, Cardiff, UK
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Van Es SL, Pryor WM, Belinson Z, Salisbury EL, Velan GM. Cytopathology whole slide images and virtual microscopy adaptive tutorials: A software pilot. J Pathol Inform 2015; 6:54. [PMID: 26605119 PMCID: PMC4629310 DOI: 10.4103/2153-3539.166016] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2015] [Accepted: 08/12/2015] [Indexed: 12/01/2022] Open
Abstract
Background: The constant growth in the body of knowledge in medicine requires pathologists and pathology trainees to engage in continuing education. Providing them with equitable access to efficient and effective forms of education in pathology (especially in remote and rural settings) is important, but challenging. Methods: We developed three pilot cytopathology virtual microscopy adaptive tutorials (VMATs) to explore a novel adaptive E-learning platform (AeLP) which can incorporate whole slide images for pathology education. We collected user feedback to further develop this educational material and to subsequently deploy randomized trials in both pathology specialist trainee and also medical student cohorts. Cytopathology whole slide images were first acquired then novel VMATs teaching cytopathology were created using the AeLP, an intelligent tutoring system developed by Smart Sparrow. The pilot was run for Australian pathologists and trainees through the education section of Royal College of Pathologists of Australasia website over a period of 9 months. Feedback on the usability, impact on learning and any technical issues was obtained using 5-point Likert scale items and open-ended feedback in online questionnaires. Results: A total of 181 pathologists and pathology trainees anonymously attempted the three adaptive tutorials, a smaller proportion of whom went on to provide feedback at the end of each tutorial. VMATs were perceived as effective and efficient E-learning tools for pathology education. User feedback was positive. There were no significant technical issues. Conclusion: During this pilot, the user feedback on the educational content and interface and the lack of technical issues were helpful. Large scale trials of similar online cytopathology adaptive tutorials were planned for the future.
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Affiliation(s)
- Simone L Van Es
- Department of Pathology, School of Medical Sciences, The University of New South Wales, Sydney, NSW 2052, Australia
| | - Wendy M Pryor
- Royal College of Pathologists of Australasia, Durham Hall, Albion St, Surry Hills, NSW 2010, Australia
| | - Zack Belinson
- Smart Sparrow, 116-122 Kippax St, Surry Hills, Sydney, NSW 2010, Australia
| | - Elizabeth L Salisbury
- Department of Anatomical Pathology, Prince of Wales Hospital, Barker St, Randwick, NSW 2031, Australia
| | - Gary M Velan
- Department of Pathology, School of Medical Sciences, The University of New South Wales, Sydney, NSW 2052, Australia
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Mukherjee MS, Donnelly AD, Lyden ER, Wedel WR, McGaughey MF, Baker JJ, Radio SJ. Investigation of scanning parameters for thyroid fine needle aspiration cytology specimens: A pilot study. J Pathol Inform 2015; 6:43. [PMID: 26284154 PMCID: PMC4530505 DOI: 10.4103/2153-3539.161610] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2015] [Accepted: 05/21/2015] [Indexed: 11/12/2022] Open
Abstract
Background: Interest in developing more feasible and affordable applications of virtual microscopy in the field of cytology continues to grow. Aims: The aim of this study was to investigate the scanning parameters for the thyroid fine needle aspiration (FNA) cytology specimens. Subjects and Methods: A total of twelve glass slides from thyroid FNA cytology specimens were digitized at ×40 with 1 micron (μ) interval using seven focal plane (FP) levels (Group 1), five FP levels (Group 2), and three FP levels (Group 3) using iScan Coreo Au scanner (Ventana, AZ, USA) producing 36 virtual images (VI). With an average wash out period of 2 days, three participants diagnosed the preannotated cells of Groups 1, 2, and 3 using BioImagene's Image Viewer (version 3.1) (Ventana, Inc., Tucson, AZ, USA), and the corresponding 12 glass slides (Group 4) using conventional light microscopy. Results: All three raters correctly identified and showed complete agreement on the glass and VI for: 86% of the cases at FP Level 3, 83% of the cases at both the FP Levels 5 and 7. The intra-observer concordance between the glass slides and VI for all three raters was highest (97%) for Level 3 and glass, same (94%) for Level 5 and glass; and Level 7 and glass. The inter-rater reliability was found to be highest for the glass slides, and three FP levels (77%), followed by five FP levels (69.5%), and seven FP levels (69.1%). Conclusions: This pilot study found that among the three different FP levels, the VI digitized using three FP levels had slightly higher concordance, intra-observer concordance, and inter-rater reliability. Scanning additional levels above three FP levels did not improve concordance. We believe that there is no added benefit of acquiring five FP levels or more especially when considering the file size, and storage costs. Hence, this study reports that FP level three and 1 μ could be the potential scanning parameters for the thyroid FNA cytology specimens.
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Affiliation(s)
- Maheswari S Mukherjee
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA
| | - Amber D Donnelly
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA
| | - Elizabeth R Lyden
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Whitney R Wedel
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Mary F McGaughey
- Department of Anatomic Pathology, Nebraska Medicine, Omaha, NE, USA
| | - John J Baker
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Stanley J Radio
- Cytotechnology Education, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA ; Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
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Hang JF, Liang WY, Hsu CY, Lai CR. Integrating a Web-Based Whole-Slide Imaging System and Online Questionnaires in a National Cytopathology Peer Comparison Educational Program in Taiwan. Acta Cytol 2015; 59:278-83. [PMID: 26043912 DOI: 10.1159/000430901] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2015] [Accepted: 04/23/2015] [Indexed: 11/19/2022]
Abstract
OBJECTIVE In a peer comparison educational program, transferring glass slides between laboratories and collecting responses are time- and cost-consuming. Integrating a web-based whole-slide imaging (WSI) system and online questionnaires may serve as a promising solution. STUDY DESIGN Five gynecologic Papanicolaou-stained smears and 5 nongynecologic slides were selected. The 10 whole-slide images were acquired by a Leica SCN-400 system and released via an Aperio eSlide Manager. Online questionnaires generated by Google Forms with access to the 10 whole-slide images were released to all the practitioners in Taiwan by e-mail. After closing the program, an online posttest feedback survey was conducted. RESULTS A total of 302 participants joined the gynecologic test, and 291 joined the nongynecologic test. The correct interpretation rates were 81.8-93.7% in the former and 28.5-93.1% in the latter. In the posttest feedback survey, there were 63.2% of the participants reporting first-time WSI experience, and 97.9% of them said they would like to participate in a similar program again. CONCLUSION Integrating a web-based WSI system and online questionnaires is an easy method to access nationwide practitioners. Participants can make interpretations using WSI even without prior experience. The model is valuable for those who want to initiate a large-scale cytopathology peer comparison educational program.
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Affiliation(s)
- Jen-Fan Hang
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, and School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
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Khurana KK, Xu W, Wang D, Swarnkar A. Rapid on-site evaluation with dynamic telecytopathology for ultrasound-guided fine-needle aspiration of head and neck nonthyroid lesions. J Pathol Inform 2015; 6:19. [PMID: 26110087 PMCID: PMC4466783 DOI: 10.4103/2153-3539.157781] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2015] [Accepted: 03/17/2015] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Rapid on-site evaluation (ROSE) at the time of ultrasound-guided fine-needle aspiration (USGFNA) of head and neck lesion is essential for obtaining adequate samples and providing the preliminary diagnosis. We summarize our experience with ROSE of USGFNA on head and neck nonthyroid lesions using telecytopathology. MATERIALS AND METHODS Real-time images of Diff-Quik stained cytology smears were obtained at ultrasound suite with an Olympus DP-70 digital camera attached to an Olympus CX41 microscope, and transmitted via ethernet by a cytotechnologist to a cytopathologist in cytopathology laboratory who rendered a preliminary diagnosis. Live communication was conducted with Vocera voice communication system. The ultrasound suite was located on different floor from the cytopathology laboratory. Accuracy of ROSE via telecytopathology was compared with an equal number of cases that received ROSE, prior to introduction of telecytopathology, via conventional microscopy. RESULTS Rapid on-site evaluation was performed on a total of 116 USGFNA of head and neck nonthyroid lesions. The telecytopathology system and conventional microscopy was used to evaluate equal number of cases (58 each). Preliminary diagnoses of benign, atypical/suspicious for malignancy, and positive for malignancy were 72.4%, 17.2% and 10.3% for telecytopathology, and 69.0%, 10.3% and 20.7% for conventional microscopy. None of the cases were deemed unsatisfactory. The overall concordance between the preliminary and final diagnoses was 94.8% for telecytopathology and 98.3% for conventional microscopy and was not statistically significant (P = 0.309). The causes of discordant preliminary and final diagnoses were mainly attributed to availability of cell block and Papanicolaou-stained slides for review or flow cytometry results for lymphoma cases at the time of final sign out. CONCLUSIONS Telecytopathology is comparable with conventional microscopy in ROSE of USGFNA of head and neck nonthyroid lesions.
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Affiliation(s)
- Kamal K Khurana
- Department of Pathology, State University of New York, Syracuse, New York, USA
| | - Weisheng Xu
- Department of Pathology, State University of New York, Syracuse, New York, USA
| | - Dongliang Wang
- Department of Public Health and Preventive Medicine, State University of New York, Syracuse, New York, USA
| | - Amar Swarnkar
- Department of Radiology, State University of New York, Syracuse, New York, USA
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Van Es SL, Kumar RK, Pryor WM, Salisbury EL, Velan GM. Cytopathology whole slide images and adaptive tutorials for postgraduate pathology trainees: a randomized crossover trial. Hum Pathol 2015; 46:1297-305. [PMID: 26093936 DOI: 10.1016/j.humpath.2015.05.009] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Revised: 04/29/2015] [Accepted: 05/07/2015] [Indexed: 11/28/2022]
Abstract
To determine whether cytopathology whole slide images and virtual microscopy adaptive tutorials aid learning by postgraduate trainees, we designed a randomized crossover trial to evaluate the quantitative and qualitative impact of whole slide images and virtual microscopy adaptive tutorials compared with traditional glass slide and textbook methods of learning cytopathology. Forty-three anatomical pathology registrars were recruited from Australia, New Zealand, and Malaysia. Online assessments were used to determine efficacy, whereas user experience and perceptions of efficiency were evaluated using online Likert scales and open-ended questions. Outcomes of online assessments indicated that, with respect to performance, learning with whole slide images and virtual microscopy adaptive tutorials was equivalent to using traditional methods. High-impact learning, efficiency, and equity of learning from virtual microscopy adaptive tutorials were strong themes identified in open-ended responses. Participants raised concern about the lack of z-axis capability in the cytopathology whole slide images, suggesting that delivery of z-stacked whole slide images online may be important for future educational development. In this trial, learning cytopathology with whole slide images and virtual microscopy adaptive tutorials was found to be as effective as and perceived as more efficient than learning from glass slides and textbooks. The use of whole slide images and virtual microscopy adaptive tutorials has the potential to provide equitable access to effective learning from teaching material of consistently high quality. It also has broader implications for continuing professional development and maintenance of competence and quality assurance in specialist practice.
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Affiliation(s)
- Simone L Van Es
- Department of Pathology, School of Medical Sciences, The University of New South Wales, Sydney NSW 2052, Australia.
| | - Rakesh K Kumar
- Department of Pathology, School of Medical Sciences, The University of New South Wales, Sydney NSW 2052, Australia.
| | - Wendy M Pryor
- Royal College of Pathologists of Australasia, Surry Hills 2010, Australia.
| | - Elizabeth L Salisbury
- Department of Anatomical Pathology, Prince of Wales Hospital, Randwick 2031, Australia.
| | - Gary M Velan
- Department of Pathology, School of Medical Sciences, The University of New South Wales, Sydney NSW 2052, Australia.
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Abstract
Virtual microscopy is a method for digitizing images of tissue on glass slides and using a computer to view, navigate, change magnification, focus and mark areas of interest. Virtual microscope systems (also called digital pathology or whole slide imaging systems) offer several advantages for biological scientists who use slides as part of their general, pharmaceutical, biotechnology or clinical research. The systems usually are based on one of two methodologies: area scanning or line scanning. Virtual microscope systems enable automatic sample detection, virtual-Z acquisition and creation of focal maps. Virtual slides are layered with multiple resolutions at each location, including the highest resolution needed to allow more detailed review of specific regions of interest. Scans may be acquired at 2, 10, 20, 40, 60 and 100 × or a combination of magnifications to highlight important detail. Digital microscopy starts when a slide collection is put into an automated or manual scanning system. The original slides are archived, then a server allows users to review multilayer digital images of the captured slides either by a closed network or by the internet. One challenge for adopting the technology is the lack of a universally accepted file format for virtual slides. Additional challenges include maintaining focus in an uneven sample, detecting specimens accurately, maximizing color fidelity with optimal brightness and contrast, optimizing resolution and keeping the images artifact-free. There are several manufacturers in the field and each has not only its own approach to these issues, but also its own image analysis software, which provides many options for users to enhance the speed, quality and accuracy of their process through virtual microscopy. Virtual microscope systems are widely used and are trusted to provide high quality solutions for teleconsultation, education, quality control, archiving, veterinary medicine, research and other fields.
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Affiliation(s)
- C Higgins
- Olympus Corporation of the Americas , Center Valley, Pennsylvania
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Tawfik O, Davis M, Dillon S, Tawfik L, Diaz FJ, Amin K, Fan F. Whole-Slide Imaging of Pap Cellblock Preparations Is a Potentially Valid Screening Method. Acta Cytol 2015; 59:187-200. [PMID: 25967603 DOI: 10.1159/000430082] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Accepted: 04/08/2015] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To date, the impact of digital imaging on routine cytology remains far from perfect. Cellblock (CB) preparations from Pap samples have been shown to be diagnostically valuable. We evaluated the validity of utilizing whole-slide imaging (WSI) prepared from Pap CBs as a screening tool. STUDY DESIGN A total of 1,110 CB slides prepared from residual Pap samples were analyzed - 563 normal, 282 atypical squamous cells of undetermined significance (ASCUS), 12 atypical squamous cells-cannot exclude high-grade squamous intraepithelial lesion, 188 low-grade squamous intraepithelial lesions (LSIL), 36 high-grade squamous intraepithelial lesions (HSIL), 25 atypical glandular cells of undetermined significance, 1 adenocarcinoma in situ, 2 invasive adenocarcinomas, and 1 squamous cell carcinoma. Virtual slides were obtained using the Aperio system. Test performance characteristics of liquid-based samples and WSI from CB samples were compared. RESULTS Average sensitivity and specificity of the five WSI reviewers was 58.3 and 85.1% for ASCUS, respectively, 54.1 and 93.9% for LSIL, and 51.8 and 98.8% for HSIL. Overall WSI sensitivity and specificity for detecting lesions was 82.1 and 86.2%, respectively. Agreement (kappa values) between WSI reviewers was 0.56 for ASCUS, 0.69 for LSIL, 0.67 for HSIL, and 0.74 for negative samples. CONCLUSIONS WSI of CB preparations is a feasible method to achieve high-quality specimen preparations. It is as sensitive as liquid-based methods and appears to be highly specific for the detection of LSIL and HSIL.
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Affiliation(s)
- Ossama Tawfik
- Department of Pathology and Laboratory Medicine, Kansas University Medical Center, Kansas City, Kans., USA
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Tawfik O, Davis M, Dillon S, Tawfik L, Diaz FJ, Fan F. Whole Slide Imaging of Pap Cell Block Preparations versus Liquid-Based Thin-Layer Cervical Cytology: A Comparative Study Evaluating the Detection of Organisms and Nonneoplastic Findings. Acta Cytol 2014; 58:388-97. [PMID: 25033897 DOI: 10.1159/000365046] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2014] [Accepted: 06/02/2014] [Indexed: 11/19/2022]
Abstract
OBJECTIVE Cervical cancer is one of the most common malignancies worldwide, yet it is preventable by population screening. In a previous study, we confirmed the feasibility of utilizing whole slide imaging (WSI) of cell block (CB) preparations to overcome the limitations of digitizing cytologic samples. In this study, we evaluated the accuracy of WSI in identifying various organisms and nonneoplastic findings. STUDY DESIGN A total of 335 WS images from Pap CB preparations were analyzed using the Aperio system. The test performance characteristics of ThinPrep (TP) and WSI samples were compared for adequacy, for the presence of bacterial vaginosis (BV), fungi, Trichomonas vaginalis (TV) and herpes simplex virus (HSV) and for nonneoplastic findings. RESULTS The WSI samples contained optimal material from all preparations. BV was diagnosed in 33 WSI versus 36 TP samples. Budding yeasts and/or pseudohyphal forms were noted in 18 WSI versus 19 TP samples. TV organisms (10 of 11 samples) and 1 HSV case were accurately identified in the WSI and TP samples. Squamous metaplasia, keratosis and reactive/reparative and inflammatory changes were easily identified by WSI. CONCLUSIONS The concept of WSI from Pap CB preparations is potentially feasible for adoption. Digital remote web-based technology eliminates the need for an individual on site, saving time and resources.
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Affiliation(s)
- Ossama Tawfik
- Department of Pathology and Laboratory Medicine, Kansas University Medical Center, Kansas City, Kans., USA
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Donnelly AD, Mukherjee MS, Lyden ER, Bridge JA, Lele SM, Wright N, McGaughey MF, Culberson AM, Horn AJ, Wedel WR, Radio SJ. Optimal z-axis scanning parameters for gynecologic cytology specimens. J Pathol Inform 2013; 4:38. [PMID: 24524004 PMCID: PMC3908726 DOI: 10.4103/2153-3539.124015] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Accepted: 11/20/2013] [Indexed: 11/19/2022] Open
Abstract
Background: The use of virtual microscopy (VM) in clinical cytology has been limited due to the inability to focus through three dimensional (3D) cell clusters with a single focal plane (2D images). Limited information exists regarding the optimal scanning parameters for 3D scanning. Aims: The purpose of this study was to determine the optimal number of the focal plane levels and the optimal scanning interval to digitize gynecological (GYN) specimens prepared on SurePath™ glass slides while maintaining a manageable file size. Subjects and Methods: The iScanCoreo Au scanner (Ventana, AZ, USA) was used to digitize 192 SurePath™ glass slides at three focal plane levels at 1 μ interval. The digitized virtual images (VI) were annotated using BioImagene's Image Viewer. Five participants interpreted the VI and recorded the focal plane level at which they felt confident and later interpreted the corresponding glass slide specimens using light microscopy (LM). The participants completed a survey about their experiences. Inter-rater agreement and concordance between the VI and the glass slide specimens were evaluated. Results: This study determined an overall high intra-rater diagnostic concordance between glass and VI (89-97%), however, the inter-rater agreement for all cases was higher for LM (94%) compared with VM (82%). Survey results indicate participants found low grade dysplasia and koilocytes easy to diagnose using three focal plane levels, the image enhancement tool was useful and focusing through the cells helped with interpretation; however, the participants found VI with hyperchromatic crowded groups challenging to interpret. Participants reported they prefer using LM over VM. This study supports using three focal plane levels and 1 μ interval to expand the use of VM in GYN cytology. Conclusion: Future improvements in technology and appropriate training should make this format a more preferable and practical option in clinical cytology.
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Affiliation(s)
- Amber D Donnelly
- Cytotechnology Education, School of Allied Health Professions, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Maheswari S Mukherjee
- Cytotechnology Education, School of Allied Health Professions, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Elizabeth R Lyden
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Julia A Bridge
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Subodh M Lele
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Najia Wright
- Department of Cytology, Alegent-Creighton Health, Omaha, NE, USA
| | - Mary F McGaughey
- Department of Cytology, The Nebraska Medical Center, Omaha, NE, USA
| | | | - Adam J Horn
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Whitney R Wedel
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
| | - Stanley J Radio
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
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Bui M, Stephenson C. What is new in the evaluation of diagnostic digital cytopathology in cervicovaginal smears? J Pathol Inform 2013; 4:18. [PMID: 23967386 PMCID: PMC3746412 DOI: 10.4103/2153-3539.115874] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2013] [Accepted: 06/06/2013] [Indexed: 11/05/2022] Open
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Raghunath V, Braxton MO, Gagnon SA, Brunyé TT, Allison KH, Reisch LM, Weaver DL, Elmore JG, Shapiro LG. Mouse cursor movement and eye tracking data as an indicator of pathologists' attention when viewing digital whole slide images. J Pathol Inform 2012; 3:43. [PMID: 23372984 PMCID: PMC3551530 DOI: 10.4103/2153-3539.104905] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2012] [Accepted: 11/13/2012] [Indexed: 11/05/2022] Open
Abstract
CONTEXT Digital pathology has the potential to dramatically alter the way pathologists work, yet little is known about pathologists' viewing behavior while interpreting digital whole slide images. While tracking pathologist eye movements when viewing digital slides may be the most direct method of capturing pathologists' viewing strategies, this technique is cumbersome and technically challenging to use in remote settings. Tracking pathologist mouse cursor movements may serve as a practical method of studying digital slide interpretation, and mouse cursor data may illuminate pathologists' viewing strategies and time expenditures in their interpretive workflow. AIMS To evaluate the utility of mouse cursor movement data, in addition to eye-tracking data, in studying pathologists' attention and viewing behavior. SETTINGS AND DESIGN Pathologists (N = 7) viewed 10 digital whole slide images of breast tissue that were selected using a random stratified sampling technique to include a range of breast pathology diagnoses (benign/atypia, carcinoma in situ, and invasive breast cancer). A panel of three expert breast pathologists established a consensus diagnosis for each case using a modified Delphi approach. MATERIALS AND METHODS Participants' foveal vision was tracked using SensoMotoric Instruments RED 60 Hz eye-tracking system. Mouse cursor movement was tracked using a custom MATLAB script. STATISTICAL ANALYSIS USED Data on eye-gaze and mouse cursor position were gathered at fixed intervals and analyzed using distance comparisons and regression analyses by slide diagnosis and pathologist expertise. Pathologists' accuracy (defined as percent agreement with the expert consensus diagnoses) and efficiency (accuracy and speed) were also analyzed. RESULTS Mean viewing time per slide was 75.2 seconds (SD = 38.42). Accuracy (percent agreement with expert consensus) by diagnosis type was: 83% (benign/atypia); 48% (carcinoma in situ); and 93% (invasive). Spatial coupling was close between eye-gaze and mouse cursor positions (highest frequency ∆x was 4.00px (SD = 16.10), and ∆y was 37.50px (SD = 28.08)). Mouse cursor position moderately predicted eye gaze patterns (Rx = 0.33 and Ry = 0.21). CONCLUSIONS Data detailing mouse cursor movements may be a useful addition to future studies of pathologists' accuracy and efficiency when using digital pathology.
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Affiliation(s)
- Vignesh Raghunath
- Department of General Internal Medicine, University of Washington, USA
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Pantanowitz L, Szymas J, Yagi Y, Wilbur D. Whole slide imaging for educational purposes. J Pathol Inform 2012; 3:46. [PMID: 23372987 PMCID: PMC3551531 DOI: 10.4103/2153-3539.104908] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2012] [Accepted: 10/22/2012] [Indexed: 11/26/2022] Open
Abstract
Digitized slides produced by whole slide image scanners can be easily shared over a network or by transferring image files to optical or other data storage devices. Navigation of digitized slides is interactive and intended to simulate viewing glass slides with a microscope (virtual microscopy). Image viewing software permits users to edit, annotate, analyze, and easily share whole slide images (WSI). As a result, WSI have begun to replace the traditional light microscope, offering a myriad of opportunities for education. This article focuses on current applications of WSI in education and proficiency testing. WSI has been successfully explored for graduate education (medical, dental, and veterinary schools), training of pathology residents, as an educational tool in allied pathology schools (e.g., cytotechnology), for virtual tracking and tutoring, tele-education (tele-conferencing), e-learning, virtual workshops, at tumor boards, with interactive publications, and on examinations. WSI supports flexible and cost-effective distant learning and augments problem-oriented teaching, competency evaluation, and proficiency testing. WSI viewed on touchscreen displays and with tablet technology are especially beneficial for education. Further investigation is necessary to develop superior WSI applications that better support education and to design viewing stations with ergonomic tools that improve the WSI-human interface and navigation of virtual slides. Studies to determine the impact of training pathologists without exposure to actual glass slides are also needed.
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Affiliation(s)
- Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, USA
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Wright AM, Smith D, Dhurandhar B, Fairley T, Scheiber-Pacht M, Chakraborty S, Gorman BK, Mody D, Coffey DM. Digital slide imaging in cervicovaginal cytology: a pilot study. Arch Pathol Lab Med 2012; 137:618-24. [PMID: 22970841 DOI: 10.5858/arpa.2012-0430-oa] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT Digital whole slide imaging is the anticipated future of anatomic pathology, where sign-out of glass slides will be replaced by scanned images. Whole slide imaging has been successfully used in surgical pathology, but its usefulness and clinical application have been limited in cytology for several reasons, including lack of availability of z-axis depth focusing and large file size. Recently, several systems have become available in the United States for whole slide imaging with z-axis technology. OBJECTIVE To determine the accuracy and efficiency of whole slide imaging, as compared with traditional glass slides, for use in cervicovaginal diagnostic cytology. DESIGN Eleven cervicovaginal cytology cases (ThinPrep and SurePath) scanned at ×20, ×40, and ×40 z-stack magnifications using the BioImagene iScan Coreo Au 3.0 scanner were evaluated by 4 cytotechnologists and 3 pathologists in a blinded study. Different magnification scans were recorded as separate cases and presented in a randomized sequence. Corresponding glass slides were also reviewed. For each case, the diagnoses and total time to reach each diagnosis were recorded. RESULTS Diagnostic accuracy was higher and average time per case was lower with glass slides as compared with all digital images. Among the digital images, the ×40 or ×40 z-stack had the highest diagnostic accuracy and lowest interpretation time. CONCLUSIONS Whole slide imaging is a viable option for the purposes of teaching and consultations, and as a means of archiving cases. However, considering the large file size and total time to reach diagnosis on digital images, whole slide imaging is not yet ready for daily cervicovaginal diagnostic cytology screening use.
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Affiliation(s)
- Angela M Wright
- Department of Pathology and Genomic Medicine, The Methodist Hospital, Houston, TX 77030, USA
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Camparo P, Egevad L, Algaba F, Berney DM, Boccon-Gibod L, Compérat E, Evans AJ, Grobholz R, Kristiansen G, Langner C, Lopez-Beltran A, Montironi R, Oliveira P, Vainer B, Varma M. Utility of whole slide imaging and virtual microscopy in prostate pathology. APMIS 2012; 120:298-304. [PMID: 22429212 DOI: 10.1111/j.1600-0463.2011.02872.x] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Whole slide imaging (WSI) has been used in conjunction with virtual microscopy (VM) for training or proficiency testing purposes, multicentre research, remote frozen section diagnosis and to seek specialist second opinion in a number of organ systems. The feasibility of using WSI/VM for routine surgical pathology reporting has also been explored. In this review, we discuss the utility and limitations of WSI/VM technology in the histological assessment of specimens from the prostate. Features of WSI/VM that are particularly well suited to assessment of prostate pathology include the ability to examine images at different magnifications as well as to view histology and immunohistochemistry side-by-side on the screen. Use of WSI/VM would also solve the difficulty in obtaining multiple identical copies of small lesions in prostate biopsies for teaching and proficiency testing. It would also permit annotation of the virtual slides, and has been used in a study of inter-observer variation of Gleason grading to facilitate precise identification of the foci on which grading decisions had been based. However, the large number of sections examined from each set of prostate biopsies would greatly increase time required for scanning as well as the size of the digital file, and would also be an issue if digital archiving of prostate biopsies is contemplated. Z-scanning of glass slides, a process that increases scanning time and file size would be required to permit focusing a virtual slide up and down to assess subtle nuclear features such as nucleolar prominence. The common use of large blocks to process prostatectomy specimens would also be an issue, as few currently available scanners can scan such blocks. A major component of proficiency testing of prostate biopsy assessment involves screening of the cores to detect small atypical foci. However, screening virtual slides of wavy fragmented prostate cores using a computer mouse aided by an overview image is very different from screening glass slides using a microscope stage. Hence, it may be more appropriate in this setting to mark the lesional area and focus only on the interpretation component of competency testing. Other issues limiting the use of digital pathology in prostate pathology include the cost of high quality slide scanners for WSI and high resolution monitors for VM as well as the requirement for fast Internet connection as even a subtle delay in presentation of images on the screen may be very disturbing for a pathologist used to the rapid viewing of glass slides under a microscope. However, these problems are likely to be overcome by technological advances in the future.
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Donnelly AD, Mukherjee MS, Lyden ER, Radio SJ. Virtual microscopy in cytotechnology education: Application of knowledge from virtual to glass. Cytojournal 2012; 9:12. [PMID: 22675395 PMCID: PMC3352673 DOI: 10.4103/1742-6413.95827] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2012] [Accepted: 03/12/2012] [Indexed: 11/25/2022] Open
Abstract
Background: Virtual microscopy (VM) is a technology in which the glass slides are converted into digital images. The main objective of this study is to determine if cellular morphology, learned through virtual microscopy, can be applied to glass slide screening. Materials and Methods: A total of 142 glass slides (61 teaching and 81 practice) of breast, thyroid, and lymph node fine needle aspiration body sites were scanned with a single focal plane (at 40X) using iScanCoreo Au (Ventana, Tuscan, AZ, USA, formerly known as BioImagene, California, USA). Six students including one distant student used these digital images to learn cellular morphology and conduct daily screening. Subsequently, all the students were tested on 10 glass slides using light microscopy (LM). At the end of the study, the students were asked to respond to an online survey on their virtual microscopy experience. The glass slide screening test scores of the participating students who were taught through VM and tested on glass slides (VMLM group) were compared with the last three classes of students who were taught through LM and tested on glass slides (LMLM group). Results: A non-parametric statistical analysis indicated no difference (P = 0.20) in the glass screening test scores between VMLM (median = 93.5) and LMLM groups (median = 87). The survey indicated that the annotated teaching slides and access to the VM, off campus, were well appreciated by the students. Conclusions: Although the students preferred LM, they were able to apply the cytological criteria learned through VM to glass slide screening. Overall, VM was considered a great teaching tool.
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Affiliation(s)
- Amber D Donnelly
- Division of Cytotechnology Education, School of Allied Health Professions, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA
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