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Das K. COVID and cytopathology training: Impact and innovations. Diagn Cytopathol 2024; 52:413-423. [PMID: 38323803 DOI: 10.1002/dc.25280] [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: 09/29/2023] [Revised: 01/02/2024] [Accepted: 01/18/2024] [Indexed: 02/08/2024]
Abstract
Graduate medical education and training in Cytopathology faced numerous unexpected challenges during the COVID-19 pandemic of 2020. It was caused by the SARS-Co-V2 coronavirus and transmitted by breathing droplets or aerosol particles containing the virus and less commonly by contact with infected surfaces and fomites. To mitigate the rapid spread of disease non-essential services were closed, surgical procedures were prioritized, and "social distancing" was implemented. These measures led to a marked decline in the volume of specimens, number of fine needle aspiration (FNA) and rapid on-site evaluation procedures performed. The trainees in Pathology were required to stay at home either entirely or partly during the early period of the pandemic. This led to re-designing of the cytopathology training program nationwide. Many innovative methods and protocols were put in place to overcome the challenges faced and adjustments made in creating the virtual training program in Cytopathology. On May 5th, 2023, the WHO declared that COVID-19 was no longer a global emergency. Regulations were lifted and healthcare services returned to pre-pandemic era. Graduate medical education and training returned to normal however many changes were incorporated into the training program moving forward. Herein the impacts and innovations that COVID-19 had on Cytopathology training are described.
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Affiliation(s)
- Kasturi Das
- Pathology and Laboratory Medicine, Donald and Barbara Zucker School of Medicine at Hofstra Northwell, Hempstead, New York, USA
- Division of Cytopathology, Northwell Health Laboratories, Greenvale, New York, USA
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Bai X, Wei J, Starr D, Zhang X, Wu X, Guo Y, Liu Y, Ma X, Wei Y, Li C, Zilla ML, Zhang W, Zeng X, Zhao C. Assessment of Efficacy and Accuracy of Cervical Cytology Screening With Artificial Intelligence Assistive System. Mod Pathol 2024; 37:100486. [PMID: 38588882 DOI: 10.1016/j.modpat.2024.100486] [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: 11/25/2023] [Revised: 03/02/2024] [Accepted: 03/15/2024] [Indexed: 04/10/2024]
Abstract
The role of artificial intelligence (AI) in pathology offers many exciting new possibilities for improving patient care. This study contributes to this development by identifying the viability of the AICyte assistive system for cervical screening, and investigating the utility of the system in assisting with workflow and diagnostic capability. In this study, a novel scanner was developed using a Ruiqian WSI-2400, trademarked AICyte assistive system, to create an AI-generated gallery of the most diagnostically relevant images, objects of interest (OOI), and provide categorical assessment, according to Bethesda category, for cervical ThinPrep Pap slides. For validation purposes, 2 pathologists reviewed OOIs from 32,451 cases of ThinPrep Paps independently, and their interpretations were correlated with the original ThinPrep interpretations (OTPI). The analysis was focused on the comparison of reporting rates, correlation between cytological results and histologic follow-up findings, and the assessment of independent AICyte screening utility. Pathologists using the AICyte system had a mean reading time of 55.14 seconds for the first 3000 cases trending down to 12.90 seconds in the last 6000 cases. Overall average reading time was 22.23 seconds per case compared with a manual reading time approximation of 180 seconds. Usage of AICyte compared with OTPI had similar sensitivity (97.89% vs 97.89%) and a statistically significant increase in specificity (16.19% vs 6.77%) for the detection of cervical intraepithelial neoplsia 2 and above lesions. When AICyte was run alone at a 50% negative cutoff value, it was able to read slides with a sensitivity of 99.30% and a specificity of 9.87%. When AICyte was run independently at this cutoff value, no sole case of high-grade squamous intraepithelial lesions/squamous cell carcinoma squamous lesion was missed. AICyte can provide a potential tool to help pathologists in both diagnostic capability and efficiency, which remained reliable compared with the baseline standard. Also unique for AICyte is the development of a negative cutoff value for which AICyte can categorize cases as "not needed for review" to triage cases and lower pathologist workload. This is the largest case number study that pathologists reviewed OOI with an AI-assistive system. The study demonstrates that AI-assistive system can be broadly applied for cervical cancer screening.
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Affiliation(s)
- Xinru Bai
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - Jingjing Wei
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - David Starr
- Department of Pathology, Magee-Womens Hospital, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Xin Zhang
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | | | - Yongzhen Guo
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - Yixuan Liu
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - Xiaotian Ma
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - Yuan Wei
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | | | - Megan L Zilla
- Department of Pathology, Magee-Womens Hospital, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Wei Zhang
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China
| | - Xianxu Zeng
- Department of Pathology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China; Zhengzhou Key Laboratory of Gynecological Disease's Early Diagnosis, Zhengzhou, China.
| | - Chengquan Zhao
- Department of Pathology, Magee-Womens Hospital, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania.
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Jain E, Patel A, Parwani AV, Shafi S, Brar Z, Sharma S, Mohanty SK. Whole Slide Imaging Technology and Its Applications: Current and Emerging Perspectives. Int J Surg Pathol 2024; 32:433-448. [PMID: 37437093 DOI: 10.1177/10668969231185089] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/14/2023]
Abstract
Background. Whole slide imaging (WSI) represents a paradigm shift in pathology, serving as a necessary first step for a wide array of digital tools to enter the field. It utilizes virtual microscopy wherein glass slides are converted into digital slides and are viewed by pathologists by automated image analysis. Its impact on pathology workflow, reproducibility, dissemination of educational material, expansion of service to underprivileged areas, and institutional collaboration exemplifies a significant innovative movement. The recent US Food and Drug Administration approval to WSI for its use in primary surgical pathology diagnosis has opened opportunities for wider application of this technology in routine practice. Main Text. The ongoing technological advances in digital scanners, image visualization methods, and the integration of artificial intelligence-derived algorithms with these systems provide avenues to exploit its applications. Its benefits are innumerable such as ease of access through the internet, avoidance of physical storage space, and no risk of deterioration of staining quality or breakage of slides to name a few. Although the benefits of WSI to pathology practices are many, the complexities of implementation remain an obstacle to widespread adoption. Some barriers including the high cost, technical glitches, and most importantly professional hesitation to adopt a new technology have hindered its use in routine pathology. Conclusions. In this review, we summarize the technical aspects of WSI, its applications in diagnostic pathology, training, and research along with future perspectives. It also highlights improved understanding of the current challenges to implementation, as well as the benefits and successes of the technology. WSI provides a golden opportunity for pathologists to guide its evolution, standardization, and implementation to better acquaint them with the key aspects of this technology and its judicial use. Also, implementation of routine digital pathology is an extra step requiring resources which (currently) does not usually result increased efficiency or payment.
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Affiliation(s)
- Ekta Jain
- Department of Pathology and Laboratory Medicine, CORE Diagnostics, Gurgaon, India
| | - Ankush Patel
- Department of Pathology, Wexner Medical Center, Columbus, OH, USA
| | - Anil V Parwani
- Department of Pathology, Wexner Medical Center, Columbus, OH, USA
| | - Saba Shafi
- Department of Pathology, Wexner Medical Center, Columbus, OH, USA
| | - Zoya Brar
- Department of Pathology and Laboratory Medicine, CORE Diagnostics, Gurgaon, India
| | - Shivani Sharma
- Department of Pathology and Laboratory Medicine, CORE Diagnostics, Gurgaon, India
| | - Sambit K Mohanty
- Department of Pathology and Laboratory Medicine, CORE Diagnostics, Gurgaon, India
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Kim D, Sundling KE, Virk R, Thrall MJ, Alperstein S, Bui MM, Chen-Yost H, Donnelly AD, Lin O, Liu X, Madrigal E, Michelow P, Schmitt FC, Vielh PR, Zakowski MF, Parwani AV, Jenkins E, Siddiqui MT, Pantanowitz L, Li Z. Digital cytology part 1: digital cytology implementation for practice: a concept paper with review and recommendations from the American Society of Cytopathology Digital Cytology Task Force. J Am Soc Cytopathol 2024; 13:86-96. [PMID: 38158316 DOI: 10.1016/j.jasc.2023.11.006] [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: 11/06/2023] [Revised: 11/28/2023] [Accepted: 11/29/2023] [Indexed: 01/03/2024]
Abstract
Digital cytology and artificial intelligence (AI) are gaining greater adoption in the cytopathology laboratory. However, peer-reviewed real-world data and literature are lacking regarding the current clinical landscape. The American Society of Cytopathology in conjunction with the International Academy of Cytology and the Digital Pathology Association established a special task force comprising 20 members with expertise and/or interest in digital cytology. The aim of the group was to investigate the feasibility of incorporating digital cytology, specifically cytology whole slide scanning and AI applications, into the workflow of the laboratory. In turn, the impact on cytopathologists, cytologists (cytotechnologists), and cytology departments were also assessed. The task force reviewed existing literature on digital cytology, conducted a worldwide survey, and held a virtual roundtable discussion on digital cytology and AI with multiple industry corporate representatives. This white paper, presented in 2 parts, summarizes the current state of digital cytology and AI practice in global cytology practice. Part 1 of the white paper presented herein is a review and offers best practice recommendations for incorporating digital cytology into practice. Part 2 of the white paper provides a comprehensive review of AI in cytology practice along with best practice recommendations and legal considerations. Additionally, the results of a global survey regarding digital cytology are highlighted.
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Affiliation(s)
- David Kim
- Department of Pathology & Laboratory Medicine, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Kaitlin E Sundling
- The Wisconsin State Laboratory of Hygiene and Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, Wisconsin
| | - Renu Virk
- Department of Pathology and Cell Biology, Columbia University, New York, New York
| | - Michael J Thrall
- Department of Pathology and Genomic Medicine, Houston Methodist Hospital, Houston, Texas
| | - Susan Alperstein
- Department of Pathology and Laboratory Medicine, New York Presbyterian-Weill Cornell Medicine, New York, New York
| | - Marilyn M Bui
- The Department of Pathology, Moffitt Cancer Center & Research Institute, Tampa, Florida
| | | | - Amber D Donnelly
- Diagnostic Cytology Education, University of Nebraska Medical Center, College of Allied Health Professions, Omaha, Nebraska
| | - Oscar Lin
- Department of Pathology & Laboratory Medicine, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Xiaoying Liu
- Department of Pathology and Laboratory Medicine, Dartmouth Hitchcock Medical Center, Lebanon, New Hampshire
| | - Emilio Madrigal
- Department of Pathology, Massachusetts General Hospital, Boston, Massachusetts
| | - Pamela Michelow
- Division of Anatomical Pathology, School of Pathology, University of the Witwatersrand, Johannesburg, South Africa; Department of Pathology, National Health Laboratory Services, Johannesburg, South Africa
| | - Fernando C Schmitt
- Department of Pathology, Medical Faculty of Porto University, Porto, Portugal
| | - Philippe R Vielh
- Department of Pathology, Medipath and American Hospital of Paris, Paris, France
| | | | - Anil V Parwani
- Department of Pathology, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | | | - Momin T Siddiqui
- Department of Pathology and Laboratory Medicine, New York Presbyterian-Weill Cornell Medicine, New York, New York
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania.
| | - Zaibo Li
- Department of Pathology, The Ohio State University Wexner Medical Center, Columbus, Ohio.
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Caputo A, Macrì L, Gibilisco F, Vatrano S, Taranto C, Occhipinti E, Santamaria F, Arcoria A, Scillieri R, Fraggetta F. Validation of full-remote reporting for cervicovaginal cytology: the Caltagirone-Acireale distributed lab. J Am Soc Cytopathol 2023; 12:378-385. [PMID: 37482510 DOI: 10.1016/j.jasc.2023.06.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 05/04/2023] [Accepted: 06/01/2023] [Indexed: 07/25/2023]
Abstract
INTRODUCTION Cervical cancer is the fourth most common cancer in women, and its prevention is based on vaccination and screening. Screening consists of molecular human papillomavirus (HPV) testing and cytologic analysis of cervical smears, which require expensive equipment and the interaction of numerous professionals such as biologists, cytologists, laboratory technicians, and pathologists. MATERIALS AND METHODS We centralize the cervical samples from more than 51 clinics in 1 main laboratory, where automated HPV testing is performed. HPV-positive cases are collected and used to prepare a liquid-based cytology slide, which is stained and immediately scanned. The resulting whole-slide images (WSIs) are immediately available in a remote laboratory where they are examined by experienced cytologists using virtual microscopy. This setup was validated by making each of the 3 readers independently diagnose 506 specimens in random order, using both conventional light microscopy (CLM) and WSIs, with a minimum wash-out period of 3 weeks and with a final discussion for all cases. RESULTS Intraobserver agreement among CLM and WSI ranged from 0.71 to 0.79, and interobserver agreement for the 3 readers compared with the consensus diagnosis was similar for the 2 modes of assessment. Readers subjectively felt confident in their WSI diagnosis for inadequate and negative cases, but less so in other cases. The perceived difficulty was slightly higher in WSI readings. CONCLUSIONS Interobserver agreement in cervicovaginal cytology is moderate and does not vary if the slides are examined conventionally or digitally. Despite higher reported subjective difficulty and lower confidence in the WSI diagnosis, we did not observe a deterioration in diagnostic performance using WSI compared with CLM.
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Affiliation(s)
- Alessandro Caputo
- Department of Pathology, University Hospital "San Giovanni di Dio e Ruggi D'Aragona", Salerno, Italy; Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy
| | - Luigia Macrì
- Central Cervicovaginal Screening Unit and Center for Cancer Epidemiology and Prevention, Turin, Italy
| | - Fabio Gibilisco
- Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy; Department of Medical and Surgical Sciences and Advanced Technologies, "G. F. Ingrassia", University of Catania, Catania, Italy
| | - Simona Vatrano
- Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy
| | - Chiara Taranto
- Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy
| | | | | | - Angela Arcoria
- Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy
| | | | - Filippo Fraggetta
- Department of Pathology, Hospital "Gravina e Santo Pietro", Caltagirone, Italy.
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Zhao T, Fu C, Tie M, Sham CW, Ma H. RGSB-UNet: Hybrid Deep Learning Framework for Tumour Segmentation in Digital Pathology Images. Bioengineering (Basel) 2023; 10:957. [PMID: 37627842 PMCID: PMC10452008 DOI: 10.3390/bioengineering10080957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 08/06/2023] [Accepted: 08/09/2023] [Indexed: 08/27/2023] Open
Abstract
Colorectal cancer (CRC) is a prevalent gastrointestinal tumour with high incidence and mortality rates. Early screening for CRC can improve cure rates and reduce mortality. Recently, deep convolution neural network (CNN)-based pathological image diagnosis has been intensively studied to meet the challenge of time-consuming and labour-intense manual analysis of high-resolution whole slide images (WSIs). Despite the achievements made, deep CNN-based methods still suffer from some limitations, and the fundamental problem is that they cannot capture global features. To address this issue, we propose a hybrid deep learning framework (RGSB-UNet) for automatic tumour segmentation in WSIs. The framework adopts a UNet architecture that consists of the newly-designed residual ghost block with switchable normalization (RGS) and the bottleneck transformer (BoT) for downsampling to extract refined features, and the transposed convolution and 1 × 1 convolution with ReLU for upsampling to restore the feature map resolution to that of the original image. The proposed framework combines the advantages of the spatial-local correlation of CNNs and the long-distance feature dependencies of BoT, ensuring its capacity of extracting more refined features and robustness to varying batch sizes. Additionally, we consider a class-wise dice loss (CDL) function to train the segmentation network. The proposed network achieves state-of-the-art segmentation performance under small batch sizes. Experimental results on DigestPath2019 and GlaS datasets demonstrate that our proposed model produces superior evaluation scores and state-of-the-art segmentation results.
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Affiliation(s)
- Tengfei Zhao
- School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China
| | - Chong Fu
- School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China
- Engineering Research Center of Security Technology of Complex Network System, Ministry of Education, Shenyang 110819, China
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang 110819, China
| | - Ming Tie
- Science and Technology on Space Physics Laboratory, Beijing 100076, China
| | - Chiu-Wing Sham
- School of Computer Science, The University of Auckland, Auckland 1142, New Zealand
| | - Hongfeng Ma
- Dopamine Group Ltd., Auckland 1542, New Zealand
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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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Jiang P, Liu J, Luo Q, Pang B, Xiao D, Cao D. Development of Automatic Portable Pathology Scanner and Its Evaluation for Clinical Practice. J Digit Imaging 2023; 36:1110-1122. [PMID: 36604365 PMCID: PMC10287606 DOI: 10.1007/s10278-022-00761-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 09/01/2022] [Accepted: 12/15/2022] [Indexed: 01/07/2023] Open
Abstract
Digital pathological scanners transform traditional glass slides into whole slide images (WSIs), which significantly improve the efficiency of pathological diagnosis and promote the development of digital pathology. However, the huge economic burden limits the spread and application of general WSI scanners in relatively remote and backward regions. In this paper, we develop an automatic portable cytopathology scanner based on mobile internet, Landing-Smart, to avert the above problems. Landing-Smart is a tiny device with a size of 208 mm × 107 mm × 104 mm and a weight of 1.8 kg, which integrates four main components including a smartphone, a glass slide carrier, an electric controller, and an optical imaging unit. By leveraging a simple optical imaging unit to substitute the sophisticated but complex conventional light microscope, the cost of Landing-Smart is less than $3000, much cheaper than general WSI scanners. On the one hand, Landing-Smart utilizes the built-in camera of the smartphone to acquire field of views (FoVs) in the section one by one. On the other hand, it uploads the images to the cloud server in real time via mobile internet, where the image processing and stitching method is implemented to generate the WSI of the cytological sample. The practical assessment of 209 cervical cytological specimens has demonstrated that Landing-Smart is comparable to general digital scanners in cytopathology diagnosis. Landing-Smart provides an effective tool for preliminary cytological screening in underdeveloped areas.
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Affiliation(s)
- Peng Jiang
- Institute of Artificial Intelligence, National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, 430072, China
| | - Juan Liu
- Institute of Artificial Intelligence, National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, 430072, China.
| | - Qiang Luo
- Landing Artificial Intelligence Center for Pathological Diagnosis, Wuhan, China
| | - Baochuan Pang
- Landing Artificial Intelligence Center for Pathological Diagnosis, Wuhan, China
| | - Di Xiao
- Landing Artificial Intelligence Center for Pathological Diagnosis, Wuhan, China
| | - Dehua Cao
- Landing Artificial Intelligence Center for Pathological Diagnosis, Wuhan, China
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Chiou PZ, Jia Y. Evaluating the use of virtual microscopy in cytology education. J Am Soc Cytopathol 2023; 12:181-188. [PMID: 36990845 DOI: 10.1016/j.jasc.2023.03.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/28/2023] [Accepted: 03/01/2023] [Indexed: 05/22/2023]
Abstract
INTRODUCTION Whole slide imaging is a promising tool for cytology. In the present study, we assessed the performance of and user experience with virtual microscopy (VM) to determine its feasibility and usage in an educational setting. MATERIALS AND METHODS From January 1 through August 31, 2022, 46 Papanicolaou slides, of which 22 (48%) were abnormal, 23 (50%) were negative, and 1 (2%) was unsatisfactory, were reviewed by the students using both VM and light microscopy (LM) platforms. In addition to assessing VM's overall performance, the SurePath imaged slides' accuracy was reviewed as a potential alternative to ThinPrep because of its cloud storage advantage. Finally, the students' weekly feedback logs were analyzed to gain insights for improving the digital screening experience. RESULTS The overall diagnostic concordance difference was significant between the 2 screening platforms (Z = 5.38; P < 0.001), favoring LM (86% correct diagnosis) over VM (70% correct diagnosis). The overall sensitivity of VM and LM was 54.0% and 89.6%, respectively. VM also had an overall higher specificity (91.8%) compared with LM (81.3%). LM performed better than whole slide imaging for the correct identification of an organism when one was present, with 77.6% sensitivity compared with 58.9% for the digital platform. The rate of agreement for the SurePath imaged slides with the reference diagnosis was 74.3% compared with 65.7% for the ThinPrep slides. Finally, 4 themes were discerned from reviewing the user logs, with issues about image quality and the lack of fine focus functionality most frequently mentioned, followed by themes associated with a higher learning curve and novelty associated with the digital screening. CONCLUSIONS Although the VM results were poorer than the LM results in our validation, its use in an educational setting is promising considering the continued technological improvements and the renewed focus on improving the digital user experience.
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Affiliation(s)
- Paul Z Chiou
- Department of Clinical Laboratory and Medical Imaging Sciences, Rutgers University, Newark, New Jersey.
| | - Yuane Jia
- Department of Interdisciplinary Studies, School of Health Professions, Rutgers University, Newark, New Jersey
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Vassilakos P, Clarke H, Murtas M, Stegmüller T, Wisniak A, Akhoundova F, Sando Z, Orock GE, Sormani J, Thiran JP, Petignat P. Telecytologic diagnosis of cervical smears for triage of self-sampled human papillomavirus-positive women in a resource-limited setting: concept development before implementation. J Am Soc Cytopathol 2023; 12:170-180. [PMID: 36922319 DOI: 10.1016/j.jasc.2023.02.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 01/12/2023] [Accepted: 02/08/2023] [Indexed: 02/17/2023]
Abstract
INTRODUCTION Cytology is an option for triaging human papillomavirus (HPV)-positive women. The interpretation of cytologic slides requires expertise and financial resources that are not always available in resource-limited settings. A solution could be offered by manual preparation and digitization of slides on site for real-time remote cytologic diagnosis by specialists. In the present study, we evaluated the operational feasibility and cost of manual preparation and digitization of thin-layer slides and the diagnostic accuracy of screening with virtual microscopy. MATERIALS AND METHODS Operational feasibility was evaluated on 30 cervical samples obtained during colposcopy. The simplicity of the process and cellularity and quality of digitized thin-layer slides were evaluated. The diagnostic accuracy of digital versus glass slides to detect cervical intraepithelial neoplasia grade 2 or worse was assessed using a cohort of 264 HPV-positive Cameroonian women aged 30 to 49 years. The histologic results served as the reference standard. RESULTS Manual preparation was found to be feasible and economically viable. The quality characteristics of the digital slides were satisfactory, and the mean cellularity was 6078 squamous cells per slide. When using the atypical squamous cells of undetermined significance or worse threshold for positivity, the diagnostic performance of screening digital slides was not significantly different statistically compared with the same set of slides screened using a light microscope (P = 0.26). CONCLUSIONS We have developed an innovative triage concept for HPV-positive women. A quality-ensured telecytologic diagnosis could be an effective solution in areas with a shortage of specialists, applying a same day "test-triage-treat" approach. Our results warrant further on-site clinical validation in a large prospective screening trial.
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Affiliation(s)
- Pierre Vassilakos
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland; Geneva Foundation for Medical Education and Research, Geneva, Switzerland
| | - Holly Clarke
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland.
| | - Micol Murtas
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland
| | - Thomas Stegmüller
- Swiss Federal Institute of Technology Lausanne, Lausanne, Switzerland
| | - Ania Wisniak
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland
| | - Farida Akhoundova
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland
| | - Zacharie Sando
- Gyneco-Obstetrics and Paediatric Hospital, Yaoundé, Cameroon
| | | | - Jessica Sormani
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland
| | | | - Patrick Petignat
- Gynecology Division, Geneva University Hospital, Geneva, Switzerland
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11
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Ferreira I, Montenegro CS, Coelho D, Pereira M, da Mata S, Carvalho S, Araújo AC, Abrantes C, Ruivo JM, Garcia H, Oliveira RC. Digital pathology implementation in a private laboratory: The CEDAP experience. J Pathol Inform 2023; 14:100180. [PMID: 36687527 PMCID: PMC9853351 DOI: 10.1016/j.jpi.2022.100180] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 12/23/2022] [Accepted: 12/28/2022] [Indexed: 01/05/2023] Open
Abstract
Introduction The transition to digital pathology has been carried out by several laboratories across the globe, with some cases described in Portugal. In this article, we describe the transition to digital pathology in a high-volume private laboratory, considering the main challenges and opportunities. Material and methods Our process started in 2020, with laboratory workflow adaptation and we are currently using a high-capacity scanner (Aperio GT450DX) to digitize slides at 20×. The visualization system, Aperio eSlide Manager WebViewer, is integrated into the Laboratory System. The validation process followed the Royal College of Pathologists Guidelines. Results Regarding validation, the first phase detected an error rate of 6.8%, mostly due to digitization errors. Phase optimization and collaboration with technical services led to improvements in this process. In the second validation phase, most of the slides had the desired quality for evaluation, with only an error rate of 0.6%, corrected with a new scan. The interpathologist correlation had a total agreement rate of 96.87% and 3.13% partial agreement. Conclusion The implementation and validation of digital pathology was a success, being ready for prime time. The total integration of all laboratory systems and the acquisition of new equipment will maximize their use, especially with the application of artificial intelligence algorithms.
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Affiliation(s)
- Inês Ferreira
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | | | - Daniel Coelho
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Maria Pereira
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Sara da Mata
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Sofia Carvalho
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal,Hospital de Santa Luzia de Viana do Castelo, ULSAM, EPE, Viana do castelo, Portugal
| | - Ana Catarina Araújo
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Carlos Abrantes
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - José Mário Ruivo
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Helena Garcia
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal
| | - Rui Caetano Oliveira
- Germano de Sousa - Centro de Diagnóstico Histopatológico CEDAP, Coimbra, Portugal,Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal,Centre of Investigation on Genetics and Oncobiology (CIMAGO), Coimbra, Portugal,Clinical and Academic Centre of Coimbra (CACC), Coimbra, Portugal,Corresponding author.
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12
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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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Kim D, Burkhardt R, Alperstein SA, Gokozan HN, Goyal A, Heymann JJ, Patel A, Siddiqui MT. Evaluating the role of Z-stack to improve the morphologic evaluation of urine cytology whole slide images for high-grade urothelial carcinoma: Results and review of a pilot study. Cancer Cytopathol 2022; 130:630-639. [PMID: 35584402 DOI: 10.1002/cncy.22595] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 04/20/2022] [Accepted: 04/26/2022] [Indexed: 01/08/2023]
Abstract
BACKGROUND Whole slide imaging (WSI) adoption has been slower in cytopathology due, in part, to challenges in multifocal plane scanning on 3-dimensional cell clusters. ThinPrep and other liquid-based preparations may alleviate the issue by reducing clusters in a concentrated area. This study investigates the use of Z-stacked images for diagnostic assessment and the experience of evaluating urine ThinPrep WSI. METHODS Thirty ThinPrep urine cases of high-grade urothelial carcinoma (n = 22) and cases of negative for high-grade urothelial carcinoma (n = 8) were included. Slides were scanned at 40× magnification without Z-stack and with Z-stack at 3 layers, 1 μm each. Six cytopathologists and 1 cytotechnologist evaluated the cases in 2 rounds with a 2-week wash-out period in a blinded manner. A Cohen's Kappa (CK) calculated concordance rates. A survey after each round evaluated participant experience. RESULTS CK with the original report ranged from 0.606 to 1.0 (P < .05) without Z-stack and 0.533 to 1.0 (P < .05) with Z-stack both indicating substantial-to-perfect concordance. For both rounds, interobserver CK was moderate-to-perfect (0.417-1.0, P < .05). Intraobserver CK was 0.697-1.0 (P < 0.05), indicating substantial to perfect concordance. The average scan time and file size for slides without Z-stack and with Z-stack are 6.27 minute/0.827 GB and 14.06 minute/2.650 GB, respectively. Surveys demonstrated a range in comfort and use with slightly more favorable opinions for Z-stacked cases. CONCLUSIONS Z-stack images provide minimal diagnostic benefit for urine ThinPrep WSI. In addition, Z-stacked urine WSI does not justify the prolonged scan times and larger storage needs compared to those without Z-stack.
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Affiliation(s)
- David Kim
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Robert Burkhardt
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Susan A Alperstein
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Hamza N Gokozan
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Abha Goyal
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Jonas J Heymann
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Ami Patel
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
| | - Momin T Siddiqui
- Division of Cytopathology, New York-Presbyterian Hospital-Weill Cornell Medical College, New York, New York, USA
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14
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Chantziantoniou N. BestCyte® Cell Sorter Imaging System: Primary and Adjudicative Whole Slide Image Rescreening Review Times of 500 ThinPrep Pap Test Thin-layers - An Intra-observer, Time-Surrogate Analysis of Diagnostic Confidence Potentialities. J Pathol Inform 2022; 13:100095. [PMID: 36268084 PMCID: PMC9576977 DOI: 10.1016/j.jpi.2022.100095] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 05/10/2022] [Indexed: 11/17/2022] Open
Abstract
Background The novel Artificial Intelligence-driven BestCyte® Cell Sorter Imaging System (BestCyte) enables hybrid digital screening through classification and sorting of tiles depicting cells in 8 galleries or whole slide image (WSI) reviews. Objectives (1) Analyze expenditures of time (minutes) for primary BestCyte cell sorter screening and adjudicative WSI rescreening of 500 blinded, randomized ThinPrep thin-layers to determine review times per Bethesda nomenclature; (2) Analyze review times for NILM qualifier diagnoses reflecting increasing interpretive complexity (i.e., Inflammation, Reactive/Repair, Bacterial cytolysis, Bacterial vaginosis, Atrophy, and Atrophic vaginitis); (3) Challenge accuracy of primary diagnoses (Downgraded, Upheld, and Upgraded) following adjudicative WSI rescreening to assess correlated review times as surrogate indicators of diagnostic confidence in BestCyte functionality (i.e., learning curve); and (4) Correlate primary and adjudicative diagnoses to calculate intra-observer reproducibility Kappa coefficients per Bethesda nomenclature. Results Of 500 thin-layers, the mean [primary/adjudicative rescreening review times (minutes)] were: Overall study [1.38/3.94], NILM [1.23/3.02], ASCUS [1.18/2.53], ASC-H [1.73/4.86], AGUS [1.84/6.34], LSIL [1.49/4.16], HSIL [1.52/4.10], CA [0.65/2.57]. Of 500 primary Bethesda diagnoses: 2 (0.40%) downgraded; 483 (96.6%) upheld; 15 (3.00%) upgraded after adjudicative WSI rescreening. Of 354 NILM diagnoses: 0 downgraded; 344 (97.2%) upheld; 10 (2.82%) upgraded. Of 34 ASCUS diagnoses: 2 (5.88%) downgraded; 28 (82.4%) upheld; 4 (11.8%) upgraded. Of 17 ASC-H diagnoses: 0 downgraded; 16 (94.1%) upheld; 1 (5.88%) upgraded. Of AGUS (n=1), LSIL (n=24), HSIL (n=52), CA (n=1), UNSAT (n=17): 100% upheld. Kappa coefficients with 95% (Confidence Intervals): Overall study 0.9305 (0.8983–0.9627), NILM 0.9429 (0.9110–0.9748), ASCUS 0.8378 (0.7393–0.9363), ASC-H 0.9112 (0.8113–0.9999), AGUS 1.0 (1.0–1.0), LSIL 0.9189 (0.8400–0.9978), HSIL 0.9894 (0.9685–0.9999), CA 1.0 (1.0–1.0), UNSAT 1.0 (1.0–1.0). Primary BestCyte cell image review time trends for NILM, ASCUS, LSIL, and HSIL, revealed plateaus relative to decreasing respective adjudicative WSI rescreening times. Conclusions Given innovative robustness, BestCyte accommodates interpretive fundamentals, enabling shorter ThinPrep thin-layer review times with optimal intra-observer concordance per Bethesda nomenclature through classifying, ranking, sorting, and displaying clinically relevant cells efficiently in galleries. BestCyte fosters continuously optimizing diagnostic confidence learning curves; may supplant manual microscopy for primary screening.
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15
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Bertram CA, Stathonikos N, Donovan TA, Bartel A, Fuchs-Baumgartinger A, Lipnik K, van Diest PJ, Bonsembiante F, Klopfleisch R. Validation of digital microscopy: Review of validation methods and sources of bias. Vet Pathol 2022; 59:26-38. [PMID: 34433345 PMCID: PMC8761960 DOI: 10.1177/03009858211040476] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Digital microscopy (DM) is increasingly replacing traditional light microscopy (LM) for performing routine diagnostic and research work in human and veterinary pathology. The DM workflow encompasses specimen preparation, whole-slide image acquisition, slide retrieval, and the workstation, each of which has the potential (depending on the technical parameters) to introduce limitations and artifacts into microscopic examination by pathologists. Performing validation studies according to guidelines established in human pathology ensures that the best-practice approaches for patient care are not deteriorated by implementing DM. Whereas current publications on validation studies suggest an overall high reliability of DM, each laboratory is encouraged to perform an individual validation study to ensure that the DM workflow performs as expected in the respective clinical or research environment. With the exception of validation guidelines developed by the College of American Pathologists in 2013 and its update in 2021, there is no current review of the application of methods fundamental to validation. We highlight that there is high methodological variation between published validation studies, each having advantages and limitations. The diagnostic concordance rate between DM and LM is the most relevant outcome measure, which is influenced (regardless of the viewing modality used) by different sources of bias including complexity of the cases examined, diagnostic experience of the study pathologists, and case recall. Here, we review 3 general study designs used for previous publications on DM validation as well as different approaches for avoiding bias.
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Affiliation(s)
- Christof A. Bertram
- University of Veterinary Medicine, Vienna, Austria
- Freie Universität Berlin, Berlin, Germany
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16
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Atallah NM, Toss MS, Verrill C, Salto-Tellez M, Snead D, Rakha EA. Potential quality pitfalls of digitalized whole slide image of breast pathology in routine practice. Mod Pathol 2022; 35:903-910. [PMID: 34961765 PMCID: PMC8711290 DOI: 10.1038/s41379-021-01000-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 12/11/2021] [Accepted: 12/12/2021] [Indexed: 12/26/2022]
Abstract
Using digitalized whole slide images (WSI) in routine histopathology practice is a revolutionary technology. This study aims to assess the clinical impacts of WSI quality and representation of the corresponding glass slides. 40,160 breast WSIs were examined and compared with their corresponding glass slides. The presence, frequency, location, tissue type, and the clinical impacts of missing tissue were assessed. Scanning time, type of the specimens, time to WSIs implementation, and quality control (QC) measures were also considered. The frequency of missing tissue ranged from 2% to 19%. The area size of the missed tissue ranged from 1-70%. In most cases (>75%), the missing tissue area size was <10% and peripherally located. In all cases the missed tissue was fat with or without small entrapped normal breast parenchyma. No missing tissue was identified in WSIs of the core biopsy specimens. QC measures improved images quality and reduced WSI failure rates by seven-fold. A negative linear correlation between the frequency of missing tissue and both the scanning time and the image file size was observed (p < 0.05). None of the WSI with missing tissues resulted in a change in the final diagnosis. Missing tissue on breast WSI is observed but with variable frequency and little diagnostic consequence. Balancing between WSI quality and scanning time/image file size should be considered and pathology laboratories should undertake their own assessments of risk and provide the relevant mitigations with the appropriate level of caution.
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Affiliation(s)
- Nehal M. Atallah
- grid.4563.40000 0004 1936 8868Department of Histopathology, School of Medicine, the University of Nottingham and Nottingham University Hospitals NHS Trust, Nottingham, UK ,grid.411775.10000 0004 0621 4712Department of Pathology, Faculty of Medicine, Menoufia University, Shebin Elkom, Al-Menoufia, Egypt
| | - Michael S. Toss
- grid.4563.40000 0004 1936 8868Department of Histopathology, School of Medicine, the University of Nottingham and Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Clare Verrill
- grid.4991.50000 0004 1936 8948Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK ,grid.4991.50000 0004 1936 8948NIHR Oxford Biomedical Research Centre, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Manuel Salto-Tellez
- grid.4777.30000 0004 0374 7521Precision Medicine Centre of Excellence, The Patrick G Johnston Centre for Cancer Research, Queen’s University, Belfast, UK
| | - David Snead
- grid.15628.380000 0004 0393 1193Cellular Pathology, University Hospitals Coventry and Warwickshire NHS Trust, Coventry, Coventry, UK
| | - Emad A. Rakha
- grid.4563.40000 0004 1936 8868Department of Histopathology, School of Medicine, the University of Nottingham and Nottingham University Hospitals NHS Trust, Nottingham, UK ,grid.411775.10000 0004 0621 4712Department of Pathology, Faculty of Medicine, Menoufia University, Shebin Elkom, Al-Menoufia, Egypt
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17
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Dov D, Kovalsky SZ, Feng Q, Assaad S, Cohen J, Bell J, Henao R, Carin L, Range DE. Use of Machine Learning-Based Software for the Screening of Thyroid Cytopathology Whole Slide Images. Arch Pathol Lab Med 2021; 146:872-878. [PMID: 34669924 DOI: 10.5858/arpa.2020-0712-oa] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/08/2021] [Indexed: 11/06/2022]
Abstract
CONTEXT.— The use of whole slide images (WSIs) in diagnostic pathology presents special challenges for the cytopathologist. Informative areas on a direct smear from a thyroid fine-needle aspiration biopsy (FNAB) smear may be spread across a large area comprising blood and dead space. Manually navigating through these areas makes screening and evaluation of FNA smears on a digital platform time-consuming and laborious. We designed a machine learning algorithm that can identify regions of interest (ROIs) on thyroid fine-needle aspiration biopsy WSIs. OBJECTIVE.— To evaluate the ability of the machine learning algorithm and screening software to identify and screen for a subset of informative ROIs on a thyroid FNA WSI that can be used for final diagnosis. DESIGN.— A representative slide from each of 109 consecutive thyroid fine-needle aspiration biopsies was scanned. A cytopathologist reviewed each WSI and recorded a diagnosis. The machine learning algorithm screened and selected a subset of 100 ROIs from each WSI to present as an image gallery to the same cytopathologist after a washout period of 117 days. RESULTS.— Concordance between the diagnoses using WSIs and those using the machine learning algorithm-generated ROI image gallery was evaluated using pairwise weighted κ statistics. Almost perfect concordance was seen between the 2 methods with a κ score of 0.924. CONCLUSIONS.— Our results show the potential of the screening software as an effective screening tool with the potential to reduce cytopathologist workloads.
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Affiliation(s)
- David Dov
- From the Department of Electrical and Computer Engineering (Dov, Assaad, Carin), Duke University, Durham, North Carolina
| | - Shahar Z Kovalsky
- The Department of Mathematics, University of North Carolina at Chapel Hill (Kovalsky)
| | - Qizhang Feng
- The Department of Computer Science & Engineering, Texas A&M University, College Station (Feng)
| | - Serge Assaad
- From the Department of Electrical and Computer Engineering (Dov, Assaad, Carin), Duke University, Durham, North Carolina
| | - Jonathan Cohen
- The Department of Head and Neck Surgery, Kaplan Medical Center, Rehovot, Israel (Cohen)
| | - Jonathan Bell
- The Department of Pathology (Bell, Range), Duke University Medical Center, Durham, North Carolina
| | - Ricardo Henao
- Department of Biostatistics and Bioinformatics (Henao), Duke University, Durham, North Carolina
| | - Lawrence Carin
- From the Department of Electrical and Computer Engineering (Dov, Assaad, Carin), Duke University, Durham, North Carolina.,Carin is currently located in the Office of the Provost at King Abdullah University of Science and Technology, Thuwal, Kingdom of Saudi Arabia
| | - Danielle Elliott Range
- The Department of Pathology (Bell, Range), Duke University Medical Center, Durham, North Carolina
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Robust whole slide image analysis for cervical cancer screening using deep learning. Nat Commun 2021; 12:5639. [PMID: 34561435 PMCID: PMC8463673 DOI: 10.1038/s41467-021-25296-x] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 08/03/2021] [Indexed: 01/20/2023] Open
Abstract
Computer-assisted diagnosis is key for scaling up cervical cancer screening. However, current recognition algorithms perform poorly on whole slide image (WSI) analysis, fail to generalize for diverse staining and imaging, and show sub-optimal clinical-level verification. Here, we develop a progressive lesion cell recognition method combining low- and high-resolution WSIs to recommend lesion cells and a recurrent neural network-based WSI classification model to evaluate the lesion degree of WSIs. We train and validate our WSI analysis system on 3,545 patient-wise WSIs with 79,911 annotations from multiple hospitals and several imaging instruments. On multi-center independent test sets of 1,170 patient-wise WSIs, we achieve 93.5% Specificity and 95.1% Sensitivity for classifying slides, comparing favourably to the average performance of three independent cytopathologists, and obtain 88.5% true positive rate for highlighting the top 10 lesion cells on 447 positive slides. After deployment, our system recognizes a one giga-pixel WSI in about 1.5 min. Computer-assisted diagnosis is key for scaling up cervical cancer screening, but current algorithms perform poorly on whole slide image analysis and generalization. Here, the authors present a WSI classification and top lesion cell recommendation system using deep learning, and achieve comparable results with cytologists.
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Mousavi N. Characterization of in vitro 3D cultures. APMIS 2021; 129 Suppl 142:1-30. [PMID: 34399444 DOI: 10.1111/apm.13168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Over the past decade, 3D culture models of human and animal cells have found their way into tissue differentiation, drug development, personalized medicine and tumour behaviour studies. Embryoid bodies (EBs) are in vitro 3D cultures established from murine pluripotential stem cells, whereas tumoroids are patient-derived in vitro 3D cultures. This thesis aims to describe a new implication of an embryoid body model and to characterize the patient-specific microenvironment of the parental tumour in relation to tumoroid growth rate. In this thesis, we described a high-throughput monitoring method, where EBs are used as a dynamic angiogenesis model. In this model, digital image analysis (DIA) is implemented on immunohistochemistry (IHC) stained sections of the cultures over time. Furthermore, we have investigated the correlation between the genetic profile and inflammatory microenvironment of parental tumours on the in vitro growth rate of tumoroids. The EBs were cultured in spinner flasks. The samples were collected at days 4, 6, 9, 14, 18 and 21, dehydrated and embedded in paraffin. The histological sections were IHC stained for the endothelial marker CD31 and digitally scanned. The virtual whole-image slides were digitally analysed by Visiopharm® software. Histological evaluation showed vascular-like structures over time. The quantitative DIA was plausible to monitor significant increase in the total area of the EBs and an increase in endothelial differentiation. The tumoroids were established from 32 colorectal adenocarcinomas. The in vitro growth rate of the tumoroids was followed by automated microscopy over an 11-day period. The parental tumours were analysed by next-generation sequencing for KRAS, TP53, PIK3CA, SMAD4, MAP2K1, BRAF, FGFR3 and FBXW7 status. The tumoroids established from KRAS-mutated parental tumours showed a significantly higher growth rate compared to their wild-type counterparts. The density of CD3+ T lymphocytes and CD68+ macrophages was calculated in the centre of the tumours and at the invasive margin of the tumours. The high density of CD3+ cells and the low density of CD68+ cells showed a significant correlation with a higher growth rate of the tumoroids. In conclusion, a novel approach for histological monitoring of endothelial differentiation is presented in the stem cell-derived EBs. Furthermore, the KRAS status and density of CD3+ T cells and macrophages in the parental tumour influence the growth rate of the tumoroids. Our results indicate that these parameters should be included when tumoroids are to be implemented in personalized medicine.
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Affiliation(s)
- Nabi Mousavi
- Department of Pathology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
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20
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Abstract
Whole slide imaging (WSI), ever since its first introduction about two decades ago, has been validated for a number of applications in the field of pathology. The recent approval of US FDA to a WSI system for use in primary surgical pathology diagnosis has opened avenues for wider acceptance and application of this technology in routine practice. The ongoing technological advances in digital scanners, image visualization methods, and the integration of artificial intelligence-derived algorithms with these systems provide opportunities of its newer applications. Its benefits are innumerable such as ease of access through internet, avoidance of physical storage space, and no risk of deterioration of staining quality or breakage of slides to name a few. Various barriers such as the high cost, technical glitches, and professional hesitation to adopt a new technology have hindered its use in pathology. This review article summarizes the technical aspects of WSI, its applications in diagnostic pathology, training, and research along with future perspectives. It highlights the benefits, limitations, and challenges delaying the use of this technology in routine practice. The review is targeted at students, residents, and budding pathologists to better acquaint them with the key aspects of state-of-the-art technology and enable them to implement WSI judiciously.
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Pantanowitz L, Harrington S. Experience Reviewing Digital Pap Tests using a Gallery of Images. J Pathol Inform 2021; 12:7. [PMID: 34012711 PMCID: PMC8112346 DOI: 10.4103/jpi.jpi_96_20] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 11/03/2020] [Accepted: 12/16/2020] [Indexed: 11/05/2022] Open
Abstract
Introduction: Hologic is developing a digital cytology platform. An educational website was launched for users to review these digitized Pap test cases. The aim of this study was to analyze data captured from this website. Materials and Methods: ThinPrep® Pap test slides were scanned at ×40 using a volumetric (14 focal plane) technique. Website cases consisted of an image gallery and whole slide image (WSI). Over a 13 month period data were recorded including diagnoses, time participants spent online, and number of clicks on the gallery and WSI. Results: 51,289 cases were reviewed by 918 reviewers. Cytotechnologists spent less time (M [Median] = 65.0 s) than pathologists (M = 82.2 s) reviewing cases (P < 0.001). Longer times were associated with incorrect diagnoses and cases with organisms. Cytotechnologists matched the reference diagnoses in 85% of cases compared to pathologists who matched in 79.8%. While in 62% of cases reviewers only examined the gallery, they attained the correct diagnosis 92.7% of the time. Pathologists made more clicks on the gallery and WSI than cytotechnologists (P < 0.001). Diagnostic accuracy decreased with increasing clicks. Conclusions: Website participation provided feedback about how cytologists interact with a digital platform when reviewing cases. These data suggest that digital Pap test review when comprised of an image gallery displaying diagnostically relevant objects is quick and easy to interpret. The high diagnostic concordance of digital Pap tests with reference diagnoses can be attributed to high image quality with volumetric scanning, image gallery format, and ability for users to freely navigate the entire digital slide.
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Su F, Sun Y, Hu Y, Yuan P, Wang X, Wang Q, Li J, Ji JF. Development and validation of a deep learning system for ascites cytopathology interpretation. Gastric Cancer 2020; 23:1041-1050. [PMID: 32500456 DOI: 10.1007/s10120-020-01093-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Accepted: 05/25/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Early diagnosis of Peritoneal metastasis (PM) is clinically significant regarding optimal treatment selection and avoidance of unnecessary surgical procedures. Cytopathology plays an important role in early screening of PM. We aimed to develop a deep learning (DL) system to achieve intelligent cytopathology interpretation, especially in ascites cytopathology. METHODS The original ascites cytopathology image dataset consists of 139 patients' original hematoxylin-eosin (HE) and Papanicolaou (PAP) Staining images. DL system was developed using transfer learning (TL) to achieve cell detection and classification. Pre-trained alexnet, vgg16, goolenet, resnet18 and resnet50 models were studied. Cell detection dataset consists of 176 cropped images with 6573 annotated cell bounding boxes. Cell classification data set consists of 487 cropped images with 18,558 and 6089 annotated malignant and benign cells in total, respectively. RESULTS We established a novel ascites cytopathology image dataset and achieved automatically cell detection and classification. DetectionNet based on Faster R-CNN using pre-trained resnet18 achieved cell detection with 87.22% of cells' Intersection of Union (IoU) bigger than the threshold of 0.5. The mean average precision (mAP) was 0.8316. The ClassificationNet based on resnet50 achieved the greatest performance in cell classification with AUC = 0.8851, Precision = 96.80%, FNR = 4.73%. The DL system integrating the separately trained DetectionNet and Classificationnet showed great performance in the cytopathology image interpretation. CONCLUSIONS We demonstrate that the integration of DL can improve the efficiency of healthcare. The DL system we developed using TL techniques achieved accurate cytopathology interpretation, and had great potential to be integrated into clinician workflow.
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Affiliation(s)
- Feng Su
- Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, 100871, China
| | - Yu Sun
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pathology, Peking University Cancer Hospital and Institute, Beijing, China
| | - Yajie Hu
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pathology, Peking University Cancer Hospital and Institute, Beijing, China
| | - Peijiang Yuan
- School of Mechanical Engineering and Automation, Beihang University, Beijing, 100191, China
| | - Xinyu Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pathology, Peking University Cancer Hospital and Institute, Beijing, China
| | - Qian Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pathology, Peking University Cancer Hospital and Institute, Beijing, China
| | - Jianmin Li
- Institute for Artificial Intelligence, the State Key Laboratory of Intelligence Technology and Systems, Beijing National Research Center for Information Science and Technology, Department of Computer Science and Technology, Tsinghua University, Hai Dian District, Beijing, 100084, China.
| | - Jia-Fu Ji
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Gastrointestinal Cancer Center, Peking University, Cancer Hospital and Institute, No. 52 Fu Cheng Road, Hai Dian District, Beijing, 100142, China.
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Yao K, Li Z. Review of different platforms to perform rapid onsite evaluation via telecytology. Cytopathology 2020; 31:379-384. [PMID: 32506692 DOI: 10.1111/cyt.12871] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 05/27/2020] [Accepted: 05/28/2020] [Indexed: 12/22/2022]
Abstract
There is increased utilisation of cytopathology to provide a rapid onsite evaluation (ROSE) of fine needle aspiration and touch preparations of small biopsies. A well-executed ROSE procedure can significantly impact the diagnostic quality and appropriate specimen triage of procured biopsy materials. To accommodate the demand for ROSE, telecytology has been increasingly implemented to facilitate ROSE occurring remotely. Telecytology can be categorised based on camera systems including eyepiece system, camera port system and robotic microscope/whole slide image scanner system. Image sharing methods include static images, broadcast only live video streaming, teleconferencing and whole slide image management system. In this review, we will discuss the advantages and disadvantages of each of these systems and deployment considerations.
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Affiliation(s)
- Keluo Yao
- Department of Pathology, University of California, San Francisco, California, USA
| | - Zaibo Li
- Deparment of Pathology, The Ohio State Unversity, Columbus, Ohio, USA
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Eccher A, Girolami I. Current state of whole slide imaging use in cytopathology: Pros and pitfalls. Cytopathology 2020; 31:372-378. [PMID: 32020667 DOI: 10.1111/cyt.12806] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2019] [Revised: 01/30/2020] [Accepted: 01/31/2020] [Indexed: 01/17/2023]
Abstract
Whole slide imaging (WSI) allows generation of large whole slide images and their navigation with zoom in and out like a true virtual microscope. It has become widely used in surgical pathology for many purposes, such as education and training, research activity, teleconsultation, and primary diagnosis. However, in cytopathology, the use of WSI has been lagging behind histology, mainly due to the cytological specimen's characteristics, as groups of cells of different thickness are distributed throughout the slide. To allow the same focusing capability of light microscope, slides have to be scanned at multiple focal planes, at the cost of longer scan times and larger file size. These are the main technical pitfalls of WSI for cytopathology, partly overcome by solutions like liquid-based preparations. Validation studies for the use in primary diagnosis are less numerous and more heterogeneous than in surgical pathology. WSI has been proved effective for training students and successfully used in proficiency testing, allowing the creation of digital cytology atlases. Longer scan times are also a barrier for use in rapid on-site evaluation, but WSI retains its advantages of easy sharing of images for consultation, multiple simultaneous viewing in different locations, the possibility of unlimited annotations and easy integration with medical records. Moreover, digital slides set the laboratory free from reliance on a physical glass slide, with no more concern of fading of stain or slide breakage. Costs are still a problem for small institutions, but WSI can also represent the beginning of a more efficient way of working.
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Affiliation(s)
- Albino Eccher
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - Ilaria Girolami
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
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25
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Usefulness of rapid on-site evaluation specimens from endoscopic ultrasound-guided fine-needle aspiration for cancer gene panel testing: A retrospective study. PLoS One 2020; 15:e0228565. [PMID: 31999789 PMCID: PMC6991993 DOI: 10.1371/journal.pone.0228565] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 01/19/2020] [Indexed: 12/27/2022] Open
Abstract
Pancreatic cancer (PC) is a highly lethal malignancy, with a 5-year survival rate of 6%. Cancer gene panel testing is expected to allow selection of suitable therapeutic drugs in individual patients with PC and improve their prognosis. Although somatic mutations can be identified in formalin-fixed, paraffin-embedded samples derived from surgical specimen, the rate of surgical indication among patients with PC is only 20%. To acquire genome information with a less invasive method, we used rapid on-site evaluation (ROSE) specimens from endoscopic ultrasound-guided fine-needle aspiration. The present study aimed to retrospectively evaluate the utility of comprehensive cancer gene panel testing with ROSE specimens. DNA was extracted from preserved ROSE specimens of 26 patients diagnosed with PC between 2011 and 2017. DNA sequences of oncogenes and cancer-related genes were determined using the Ion AmpliSeq Comprehensive Caner Panel. We compared KRAS mutations between cancer gene panel testing by next-generation sequencing (NGS) and KRAS mutation analysis by polymerase chain reaction. The mean yield of DNA per extraction from ROSE specimens was 171 ng (range, 34-478 ng). On cancer gene panel testing, we noted KRAS mutations (92%), TP53 mutations (50%), CDKN2A mutations (15%), and SMAD4 mutations (31%). The concordance rate of KRAS mutations between cancer gene panel testing by NGS using ROSE specimens and KRAS mutation analysis by the companion diagnostics using residual materials was 81%. Among five cases of KRAS discordance, three showed KRAS mutations in cancer gene panel testing but not in KRAS mutation analysis. Cancer gene panel testing with ROSE specimens can help stratify unresectable PC patients without additional invasive approaches, and it can be used for therapeutic drug selection.
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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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27
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Kruglova IA, Zinoviev SV, Utkin OV, Denisenko AN, Ilyinskaya OE, Moskvichev MA. [Digital image in the practice of Cytology: a pilot study.]. Klin Lab Diagn 2019; 64:649-653. [PMID: 31747491 DOI: 10.18821/0869-2084-2019-64-11-649-653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 10/14/2019] [Indexed: 11/17/2022]
Abstract
Cytological study is a highly specialized type of laboratory analysis of the cellular composition of biological material and is to assess the morphological characteristics of cellular elements. The modern development of digital technologies is increasingly forming the interest of specialists to such a section as telepathology (digital pathology), which is a process of virtual microscopy with the transformation of classical cytological preparations into digital. Most morphologists currently use some forms of digital imaging, such as static images obtained by optical cameras mounted under a microscope. The development of more high quality image and resolution in the digital pathology promotes the use of telepathology, including telecitology in their daily work for training specialists, counselling of medications, monitoring the quality of diagnosis.
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Affiliation(s)
- I A Kruglova
- State budgetary institution of health care «City hospital No. 35», 603089, Nizhny Novgorod, Russia
| | - S V Zinoviev
- Federal state budgetary educational institution of higher professional education «Privolzhskiy Research Medical University» of the Ministry of Health of the Russian Federation, 603950, Nizhny Novgorod, Russia
| | - O V Utkin
- Federal budgetary institution of science «Nizhny Novgorod research Institute of epidemiology and microbiology academician I.N. Blokhina» Rospotrebnadzor, 603006, Nizhny Novgorod, Russia
| | - A N Denisenko
- State budgetary institution of health care «City hospital No. 35», 603089, Nizhny Novgorod, Russia
| | - O E Ilyinskaya
- State budgetary institution of health care of the Nizhny Novgorod region «Nizhny Novgorod regional oncological clinic», 603081, Nizhny Novgorod, Russia
| | - M A Moskvichev
- Federal state budgetary educational institution of higher education «Bauman Moscow state technical University», 105005, Moscow, Russia
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28
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Bonsembiante F, Bonfanti U, Cian F, Cavicchioli L, Zattoni B, Gelain ME. Diagnostic Validation of a Whole-Slide Imaging Scanner in Cytological Samples: Diagnostic Accuracy and Comparison With Light Microscopy. Vet Pathol 2019; 56:429-434. [DOI: 10.1177/0300985818825128] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Digital slides created by whole-slide imaging scanners can be evaluated by pathologists located in remote sites, but the process must be validated before this technology can be applied to routine cytological diagnosis. The aim of this study was to validate a whole-slide imaging scanner for cytological samples. Sixty cytological samples, whose diagnoses were confirmed by gold-standard examinations (histology or flow cytometry), were digitalized using a whole-slide imaging scanner. Digital slides and glass slides were examined by 3 observers with different levels of cytopathological expertise. No significant differences were noted between digital and glass slides in regard to the number of cases correctly diagnosed, or the sensitivity, specificity, or diagnostic accuracy, irrespective of the observers’ expertise. The agreements between the digital slides and the gold-standard examinations were moderate to substantial, while the agreements between the glass slides and the gold-standard examinations were substantial for all 3 observers. The intraobserver agreements between digital and glass slides were substantial to almost perfect. The interobserver agreements when evaluating digital slides were moderate between observers 1 and 2 and between observers 1 and 3 while they were substantial between observers 2 and 3. In conclusion, our study demonstrated that the digital slides produced by the whole-slide imaging scanner are adequate to diagnose cytological samples and are similar among clinical pathologists with differing levels of expertise.
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Affiliation(s)
- Federico Bonsembiante
- Department of Comparative Biomedicine and Food Science (BCA), University of Padova, Legnaro (PD), Italy
| | - Ugo Bonfanti
- La Vallonèa Veterinary Diagnostic Laboratory, Passirana di Rho (MI), Italy
| | | | - Laura Cavicchioli
- Department of Comparative Biomedicine and Food Science (BCA), University of Padova, Legnaro (PD), Italy
| | - Beatrice Zattoni
- Department of Comparative Biomedicine and Food Science (BCA), University of Padova, Legnaro (PD), Italy
| | - Maria Elena Gelain
- Department of Comparative Biomedicine and Food Science (BCA), University of Padova, Legnaro (PD), Italy
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29
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Yao K, Shen R, Parwani A, Li Z. Comprehensive Study of Telecytology Using Robotic Digital Microscope and Single Z-Stack Digital Scan for Fine-Needle Aspiration-Rapid On-Site Evaluation. J Pathol Inform 2018; 9:49. [PMID: 30662795 PMCID: PMC6319035 DOI: 10.4103/jpi.jpi_75_18] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2018] [Accepted: 11/14/2018] [Indexed: 11/21/2022] Open
Abstract
Background: The current technology for remote assessment of fine-needle aspiration-rapid on-site evaluation (FNA-ROSE) is limited. Recent advances may provide solutions. This study compared the performance of VisionTek digital microscope (VDM) (Sakura, Japan) and Hamamatsu NanoZoomer C9600-12 single Z-stack digital scan (SZDS) to conventional light microscopy (CLM) for FNA-ROSE. Methods: We assembled sixty FNA cases from the thyroid (n = 16), lymph node (n = 16), pancreas (n = 9), head and neck (n = 9), salivary gland (n = 5), lung (n = 4), and rectum (n = 1) based on a single institution's routine workflow. One Diff-Quik-stained slide was selected for each case. Two board-certified cytopathologists independently evaluated the cases using VDM, SZDS, and CLM. A “washout” period of at least 14 days was placed between the reviews. The results were categorized into satisfactory versus unsatisfactory for adequacy assessment (AA) and unsatisfactory, benign, atypical, suspicious, and malignant for preliminary diagnosis (PD). Results: For AA, the Cohen's kappa statistics (CKS) scores of intermodality agreement (IMA) were 0.74–0.94 (CLM vs. VDM) and 0.86–1 (CLM vs. SZDS). The discordant rates of IMA were 3.3% (4/120) for VDM versus CLM, and 1.7% (2/120) for SZDS versus CLM. For PD, the CKS scores of IMA ranged 0.7–0.93. The overall discordant rates of IMA were 15% (18/120) for CLM versus VDM and 10.8% (13/120) for CLM versus SZDS. The discordant rates of IMA with 2 or higher degrees were 5.8% (7/120) for CLM versus VDM and 1.7% (2/120) for CLM versus SZDS. The average time spent per slide was 270 s for VDM, significantly longer than that for CLM (113 s) or for SZDS (122 s). Conclusions: Our data demonstrate that both VDM and SZDS are suitable to provide AA and reasonable PD evaluation. VDM, however, has a significantly longer turnaround time and worse diagnostic performance. The study demonstrates both the potentials and challenges of using VDM and SZDS for FNA-ROSE.
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Affiliation(s)
- Keluo Yao
- Department of Pathology, Michigan Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Rulong Shen
- Department of Pathology, The Ohio State University, Columbus, Ohio, USA
| | - Anil Parwani
- Department of Pathology, The Ohio State University, Columbus, Ohio, USA
| | - Zaibo Li
- Department of Pathology, The Ohio State University, Columbus, Ohio, USA
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30
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Mosquera-Zamudio A, Hanna MG, Parra-Medina R, Piedrahita AC, Rodriguez-Urrego PA, Pantanowitz L. Advantage of Z-stacking for teleconsultation between the USA and Colombia. Diagn Cytopathol 2018; 47:35-40. [DOI: 10.1002/dc.23992] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 05/01/2018] [Accepted: 05/30/2018] [Indexed: 11/06/2022]
Affiliation(s)
- Andres Mosquera-Zamudio
- Department of Pathology; Fundación Universitaria Ciencias de la Salud. Hospital de San José; Bogotá Colombia
| | - Matthew G. Hanna
- University of Pittsburgh Medical Center; Pittsburgh Pennsylvania
| | - Rafael Parra-Medina
- Research Institute, Fundación Universitaria Ciencias de la Salud; Bogotá Colombia
| | - Ana C. Piedrahita
- Department of Pathology; Fundación Universitaria Ciencias de la Salud. Hospital de San José; Bogotá Colombia
| | - Paula A. Rodriguez-Urrego
- Research Institute, Fundación Universitaria Ciencias de la Salud; Bogotá Colombia
- Hospital Universitario Fundación Santa Fe de Bogotá; Bogotá Colombia
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31
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Caron JE, Ying Y, Ye Q, Cheng L, Rao JY. International telecytology: Current applications and future potential. Diagn Cytopathol 2018; 47:28-34. [PMID: 29727061 DOI: 10.1002/dc.23960] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 03/27/2018] [Accepted: 04/09/2018] [Indexed: 11/10/2022]
Abstract
International telecytology can improve patient care by increasing access to regional and international expertise in cytopathology. The majority of international telecytology studies published to date have been based on static telepathology platforms. Overall concordance rates for these studies ranged from 71% to 93%. This is comparable to the concordance rates published for other studies comparing diagnoses made by digital still images to reference glass slides, which vary from 80% to 95%. Static telepathology systems are relatively cheap and easy to use, and have the potential to increase access to international experts in developing countries with limited resources. In contrast, resource-rich academic and private medical centers can use whole slide digital imaging (WSI) for telecytology consultation, though few studies have been published addressing this topic. International telepathology consultation services with digital whole slide image capabilities have been established at several academic medical centers including the University of Pittsburgh Medical Center (UPMC) and the University of California at Los Angeles (UCLA), through the UCLA Center for Telepathology and Digital Pathology. In a small series of 20 telecytology cases submitted to UCLA from 2014 to 2017 (10 gynecologic and 10 fine needle aspiration cases), a meaningful diagnosis was rendered for 100% of cases, with 100% concordance between the submitting institution, versus consultation diagnosis provided by UCLA. These limited results are promising, and in the future both WSI and static telecytology consultation may have a place serving clinical needs in different practice settings.
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Affiliation(s)
- Justin E Caron
- Department of Pathology & Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California 90025
| | - Yong Ying
- Department of Pathology & Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California 90025
| | - Qin Ye
- Department of Pathology, Second Affiliate Hospital of Zhejiang University, Hangzhou, Zhejiang Province, 310009, P. R. China
| | - Lirong Cheng
- Department of Pathology, Second Affiliate Hospital of Zhejiang University, Hangzhou, Zhejiang Province, 310009, P. R. China
| | - Jian Yu Rao
- Department of Pathology & Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California 90025
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32
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Huang YN, Peng XC, Ma S, Yu H, Jin YB, Zheng J, Fu GH. Development of Whole Slide Imaging on Smartphones and Evaluation With ThinPrep Cytology Test Samples: Follow-Up Study. JMIR Mhealth Uhealth 2018; 6:e82. [PMID: 29618454 PMCID: PMC5906711 DOI: 10.2196/mhealth.9518] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2017] [Revised: 02/01/2018] [Accepted: 02/01/2018] [Indexed: 12/24/2022] Open
Abstract
Background The smartphone-based whole slide imaging (WSI) system represents a low-cost and effective alternative to automatic scanners for telepathology. In a previous study, the development of one such solution, named scalable whole slide imaging (sWSI), was presented and analyzed. A clinical evaluation of its iOS version with 100 frozen section samples verified the diagnosis-readiness of the produced virtual slides. Objective The first aim of this study was to delve into the quantifying issues encountered in the development of an Android version. It should also provide insights into future high-resolution real-time feedback medical imaging apps on Android and invoke the awareness of smartphone manufacturers for collaboration. The second aim of this study was to further verify the clinical value of sWSI with cytology samples. This type is different from the frozen section samples in that they require finer detail on the cellular level. Methods During sWSI development on Android, it was discovered that many models do not support uncompressed camera pixel data with sufficient resolution and full field of view. The proportion of models supporting the optimal format was estimated in a test on 200 mainstream Android models. Other factors, including slower processing speed and camera preview freezing, also led to inferior performance of sWSI on Android compared with the iOS version. The processing speed was mostly determined by the central processing unit frequency in theory, and the relationship was investigated in the 200-model simulation experiment with physical devices. The camera preview freezing was caused by the lag between triggering photo capture and resuming preview. In the clinical evaluation, 100 ThinPrep cytology test samples covering 6 diseases were scanned with sWSI and compared against the ground truth of optical microscopy. Results Among the tested Android models, only 3.0% (6/200) provided an optimal data format, meeting all criteria of quality and efficiency. The image-processing speed demonstrated a positive relationship with the central processing unit frequency but to a smaller degree than expected and was highly model-dependent. The virtual slides produced by sWSI on Android and iOS of ThinPrep cytology test samples achieved similar high quality. Using optical microscopy as the ground truth, pathologists made a correct diagnosis on 87.5% (175/200) of the cases with sWSI virtual slides. Depending on the sWSI version and the pathologist in charge, the kappa value varied between .70 and .82. All participating pathologists considered the quality of the sWSI virtual slides in the experiment to be adequate for routine usage. Conclusions Limited by hardware and operating system support, the performance of sWSI on mainstream Android smartphones did not fully match the iOS version. However, in practice, this difference was not significant, and both were adequate for digitizing most of the sample types for telepathology consultation.
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Affiliation(s)
- Yu-Ning Huang
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Faculty of Basic Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xing-Chun Peng
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Faculty of Basic Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shuoxin Ma
- TerryDr Info Technology Co, Ltd, Nanjing, China
| | - Hong Yu
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yu-Biao Jin
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Zheng
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guo-Hui Fu
- Department of Pathology Center, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Faculty of Basic Medicine, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Thrall MJ. Automated screening of Papanicolaou tests: A review of the literature. Diagn Cytopathol 2018; 47:20-27. [DOI: 10.1002/dc.23931] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Revised: 02/20/2018] [Accepted: 03/09/2018] [Indexed: 12/30/2022]
Affiliation(s)
- Michael J. Thrall
- Department of Pathology and Genomic Medicine; Houston Methodist Hospital, 6565 Fannin M227; Houston Texas 77030
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34
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Bertram CA, Gurtner C, Dettwiler M, Kershaw O, Dietert K, Pieper L, Pischon H, Gruber AD, Klopfleisch R. Validation of Digital Microscopy Compared With Light Microscopy for the Diagnosis of Canine Cutaneous Tumors. Vet Pathol 2018; 55:490-500. [PMID: 29402206 DOI: 10.1177/0300985818755254] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Integration of new technologies, such as digital microscopy, into a highly standardized laboratory routine requires the validation of its performance in terms of reliability, specificity, and sensitivity. However, a validation study of digital microscopy is currently lacking in veterinary pathology. The aim of the current study was to validate the usability of digital microscopy in terms of diagnostic accuracy, speed, and confidence for diagnosing and differentiating common canine cutaneous tumor types and to compare it to classical light microscopy. Therefore, 80 histologic sections including 17 different skin tumor types were examined twice as glass slides and twice as digital whole-slide images by 6 pathologists with different levels of experience at 4 time points. Comparison of both methods found digital microscopy to be noninferior for differentiating individual tumor types within the category epithelial and mesenchymal tumors, but diagnostic concordance was slightly lower for differentiating individual round cell tumor types by digital microscopy. In addition, digital microscopy was associated with significantly shorter diagnostic time, but diagnostic confidence was lower and technical quality was considered inferior for whole-slide images compared with glass slides. Of note, diagnostic performance for whole-slide images scanned at 200× magnification was noninferior in diagnostic performance for slides scanned at 400×. In conclusion, digital microscopy differs only minimally from light microscopy in few aspects of diagnostic performance and overall appears adequate for the diagnosis of individual canine cutaneous tumors with minor limitations for differentiating individual round cell tumor types and grading of mast cell tumors.
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Affiliation(s)
- Christof A Bertram
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
| | - Corinne Gurtner
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany.,2 Institute of Animal Pathology, Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Martina Dettwiler
- 2 Institute of Animal Pathology, Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Olivia Kershaw
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
| | - Kristina Dietert
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
| | - Laura Pieper
- 3 Institute for Veterinary Epidemiology and Biostatistics, Freie Universität Berlin, Berlin, Germany
| | - Hannah Pischon
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
| | - Achim D Gruber
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
| | - Robert Klopfleisch
- 1 Institute of Veterinary Pathology, Freie Universität Berlin, Berlin, Germany
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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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Hanna MG, Monaco SE, Cuda J, Xing J, Ahmed I, Pantanowitz L. Comparison of glass slides and various digital-slide modalities for cytopathology screening and interpretation. Cancer Cytopathol 2017; 125:701-709. [PMID: 28558124 DOI: 10.1002/cncy.21880] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2017] [Revised: 04/07/2017] [Accepted: 05/01/2017] [Indexed: 11/11/2022]
Abstract
BACKGROUND Whole-slide imaging in cytology is limited when glass slides are digitized without z-stacks for focusing. Different vendors have started to provide z-stacking solutions to overcome this limitation. The Panoptiq imaging system allows users to create digital files combining low-magnification panoramic images with regions of interest (ROIs) that are imaged with high-magnification z-stacks. The aim of this study was to compare such panoramic images with conventional whole-slide images and glass slides for the tasks of screening and interpretation in cytopathology. METHODS Thirty glass slides, including 10 ThinPrep Papanicolaou tests and 20 nongynecologic cytology cases, were digitized with an Olympus BX45 integrated microscope with an attached Prosilica GT camera. ViewsIQ software was used for image acquisition and viewing. These glass slides were also scanned on an Aperio ScanScope XT at ×40 (0.25 μm/pixel) with 1 z-plane and were viewed with ImageScope software. Digital and glass sides were screened and dotted/annotated by a cytotechnologist and were subsequently reviewed by 3 cytopathologists. For panoramic images, the cytotechnologist manually created digital maps and selected representative ROIs to generate z-stacks at a higher magnification. After 3-week washout periods, panoramic images were compared with Aperio digital slides and glass slides. RESULTS The Panoptiq system permitted fine focusing of thick smears and cell clusters. In comparison with glass slides, the average screening times were 5.5 and 1.8 times longer with Panoptiq and Aperio images, respectively, but this improved with user experience. There was no statistical difference in diagnostic concordance between all 3 modalities. Users' diagnostic confidence was also similar for all modalities. CONCLUSIONS The Aperio whole-slide scanner with 1 z-plane scanning and the Panoptiq imaging system with z-stacking are both suitable for cytopathology screening and interpretation. However, ROI z-stacks do offer a superior mechanism for overcoming focusing problems commonly encountered with digital cytology slides. Unlike whole-slide imaging, the acquisition of representative z-stack images with the Panoptiq system requires a trained cytologist to create digital files. Cancer Cytopathol 2017;125:701-9. © 2017 American Cancer Society.
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Affiliation(s)
- Matthew G Hanna
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Sara E Monaco
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Jacqueline Cuda
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Juan Xing
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Ishtiaque Ahmed
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
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Bashshur RL, Krupinski EA, Weinstein RS, Dunn MR, Bashshur N. The Empirical Foundations of Telepathology: Evidence of Feasibility and Intermediate Effects. Telemed J E Health 2017; 23:155-191. [PMID: 28170313 DOI: 10.1089/tmj.2016.0278] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
INTRODUCTION Telepathology evolved from video microscopy (i.e., "television microscopy") research in the early 1950s to video microscopy used in basic research in the biological sciences to a basic diagnostic tool in telemedicine clinical applications. Its genesis can be traced to pioneering feasibility studies regarding the importance of color and other image-based parameters for rendering diagnoses and a series of studies assessing concordance of virtual slide and light microscopy diagnoses. This article documents the empirical foundations of telepathology. METHODS A selective review of the research literature during the past decade (2005-2016) was conducted using robust research design and adequate sample size as criteria for inclusion. CONCLUSIONS The evidence regarding feasibility/acceptance of telepathology and related information technology applications has been well documented for several decades. The majority of evidentiary studies focused on intermediate outcomes, as indicated by comparability between telepathology and conventional light microscopy. A consistent trend of concordance between the two modalities was observed in terms of diagnostic accuracy and reliability. Additional benefits include use of telepathology and whole slide imaging for teaching, research, and outreach to resource-limited countries. Challenges still exist, however, in terms of use of telepathology as an effective diagnostic modality in clinical practice.
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Affiliation(s)
- Rashid L Bashshur
- 1 School of Public Health, University of Michigan Health System , Ann Arbor, Michigan
| | | | | | - Matthew R Dunn
- 1 School of Public Health, University of Michigan Health System , Ann Arbor, Michigan
| | - Noura Bashshur
- 1 School of Public Health, University of Michigan Health System , Ann Arbor, Michigan
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Donnelly AD, Mukherjee MS, Lyden ER, Radio SJ. Online education in cytotechnology programs: a pilot study. J Am Soc Cytopathol 2016; 5:235-243. [PMID: 31042514 DOI: 10.1016/j.jasc.2016.02.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2015] [Revised: 02/01/2016] [Accepted: 02/01/2016] [Indexed: 06/09/2023]
Abstract
INTRODUCTION The University of Nebraska Medical Center's cytotechnology program has received requests for an on-line program. The purpose of this study is to demonstrate that on-line education with virtual microscopy (VM) achieves similar screening and interpretation skills as traditional teaching methods using light microscopy (LM). MATERIALS AND METHODS The pilot phase was conducted using the first two courses in the program. The students were divided into two groups; traditional and virtual. The virtual group replaced LM with VM, while the traditional group utilized traditional teaching methods. At the end of the two courses, the virtual group was shown how to use LM and was given glass slide examinations. RESULTS The mean of the female genital tract (FGT) screening quizzes and exams of the traditional group was 92.5; the mean for the virtual group was 86.8. For the respiratory tract (RT) course, the traditional group had a mean of 96 for their screening exams while the virtual group's was 85.3. The glass slide examinations (FGT Mean = 98, RT Mean = 95.3) given to the virtual group at the end of the pilot study demonstrated their ability to apply screening and interpretation skill learned from VM to LM. CONCLUSION The study concludes that screening and interpretation skills of the traditional and virtual groups were similar. It appears possible to train students using VM as the sole method of teaching. The study will be extended to another cohort of students using the entire curriculum to further demonstrate the soundness of these results.
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Affiliation(s)
- Amber D Donnelly
- Cytotechnology Program, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, Nebraska.
| | - Maheswari S Mukherjee
- Cytotechnology Program, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, Nebraska
| | - Elizabeth R Lyden
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, Nebraska
| | - Stanley J Radio
- Cytotechnology Program, College of Allied Health Professions, University of Nebraska Medical Center, Omaha, Nebraska; College of Medicine, Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska
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García-Rojo M. International Clinical Guidelines for the Adoption of Digital Pathology: A Review of Technical Aspects. Pathobiology 2016; 83:99-109. [PMID: 27100834 DOI: 10.1159/000441192] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Digital slides, also called whole-slide images, are being evaluated to replace conventional microscopy, and several guidelines have been published. This paper reviews technical specifications of digital pathology systems that have been included in the guidelines and position papers from the Canadian Association of Pathologists, the College of American Pathologists, the American Telemedicine Association, the Digital Pathology Association, the Food and Drug Administration, the Centers for Medicare and Medicaid Services, the Centers for Disease Control and Prevention, the Society of Toxicologic Pathology, the European Commission, the Spanish Society of Anatomic Pathology, The Royal College of Pathologists and The Royal College of Pathologists of Australasia. In conclusion, most technical aspects are well covered by these guidelines, although they offer limited information regarding image quality and compression, and file formats.
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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: 12] [Impact Index Per Article: 1.5] [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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A method for quantitative analysis of clump thickness in cervical cytology slides. Micron 2016; 80:73-82. [DOI: 10.1016/j.micron.2015.09.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Revised: 09/03/2015] [Accepted: 09/03/2015] [Indexed: 12/29/2022]
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Nelson B. Digital dynamo, delayed: Despite progress, whole slide imaging faces more hurdles on the path to broader acceptance in primary diagnostics. Cancer Cytopathol 2015; 123:569-70. [PMID: 26465235 DOI: 10.1002/cncy.21625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Bongaerts O, van Diest PJ, Pieters M, Nap M. Working toward consensus among professionals in the identification of classical cervical cytomorphological characteristics in whole slide images. J Pathol Inform 2015; 6:52. [PMID: 26605117 PMCID: PMC4629309 DOI: 10.4103/2153-3539.166013] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2015] [Accepted: 06/06/2015] [Indexed: 12/21/2022] Open
Abstract
Introduction: Cervical cancer is one of the most common causes of death in women worldwide.[1] The introduction of cervical cytology in screening programs is an effective way for early detection and treatment of cervical precancerous lesions. Conventional screening of cervical cytology slides is still considered the current “gold standard” for the assessment of proficiency in becoming a cytotechnician, but diagnosis using digital whole slide images (WSI) may offer many advantages. Materials and Methods: In this study, we have used a selection of WSI from thin-layer specimens of the most common cervical infections and (pre) neoplastic lesions, and hypothesized that weekly WSI based case-meetings would help to obtain optimal acceptance of the new digital workflow in daily pathology practice. A questionnaire, before and after the test period was used to study the effect of our approach. Results: The participants clearly had to go through a learning curve to get accustomed to viewing WSI. In the beginning, there was a little self-confidence in recognizing classical cervical cytomorphological features in the WSI, and there were complaints about the speed of viewing and insufficient Z-resolution for cell groups. Adjusting the Z-stack settings resulted in better three-dimensional information due to better focusing options. Weekly meetings appeared to be instrumental in the implementation process, as participants had to select and present WSI from thematic cases themselves, and thereby, got used to viewing WSI. Some WSI were replaced by better ones until a final set of 45 representatives WSI remained. Eventually, the consensus was reached among all participants that cytomorphological features in WSI from thin-layers cervical specimens could comparably be appreciated in WSI as by conventional microscopy. The selection of 45 WSI was now used to create a digital WSI based reference atlas to support further studies. Conclusion: We have obtained consensus between professionals that WSI from cervical cytology can be used to identify cytomorphological features, necessary for diagnosis. In addition, we observed that active participation of professionals had a positive effect on the overall acceptance of WSI and was important in the change management.
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Affiliation(s)
- Odille Bongaerts
- Department of Pathology, Atrium Medical Center, Parkstad, Heerlen, The Netherlands
| | - Paul J van Diest
- Department of Pathology, University Medical Center, Heidelberglaan, Utrecht, The Netherlands
| | - Math Pieters
- Fertility Unit, Division Mother and Child, University Medical Center, Heidelberglaan, Utrecht, The Netherlands
| | - Marius Nap
- Department of Pathology, Atrium Medical Center, Parkstad, Heerlen, The Netherlands
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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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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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El-Gabry EA, Parwani AV, Pantanowitz L. Whole-slide imaging: widening the scope of cytopathology. ACTA ACUST UNITED AC 2014. [DOI: 10.1016/j.mpdhp.2014.10.006] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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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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Obstacles hindering the mainstream practice of teledermatopathology. J Am Acad Dermatol 2014; 71:772-80. [PMID: 24906611 DOI: 10.1016/j.jaad.2014.04.043] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2013] [Revised: 04/11/2014] [Accepted: 04/16/2014] [Indexed: 11/22/2022]
Abstract
BACKGROUND Teledermatopathology has the potential to link underserved areas to experts across the country and assist in making quick diagnoses, which may improve health care costs and delivery. Despite these potential benefits, teledermatopathology is not used routinely for primary diagnosis in the United States. OBJECTIVE To assess the current status of and address the potential for improving health care by the use of teledermatolopathology for primary diagnosis. METHODS Current available literature and online resources were reviewed to address 3 major variables that hinder the widespread use of teledermatopathology: diagnostic accuracy, licensure requirements, and reimbursement. RESULTS Recent studies show similar diagnostic accuracy for this technology compared to conventional microscopy. State-to-state variation and ambiguity in laws serve as the biggest hurdles to the widespread use of teledermatopathology. More states are recognizing the importance of the implementation of specific laws regarding telemedicine. More studies are required to evaluate the systems that offer specific telemedicine licenses, in addition to those that pay for telemedicine services specifically. LIMITATIONS This study reviewed current legislation concerning teledermatopathology; these laws are subject to revision. CONCLUSION Improving diagnostic accuracy and limiting variations in policy and reimbursement may encourage more pathologists to use teledermatopathology technology.
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Cucoranu IC, Parwani AV, Pantanowitz L. Digital Whole Slide Imaging in Cytology. Arch Pathol Lab Med 2014; 138:300. [DOI: 10.5858/arpa.2013-0270-le] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Ioan C. Cucoranu
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232
| | - Anil V. Parwani
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232
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