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Siggaard LD, Jacobsen H, Hougaard DD, Høgsbro M. Digital vs. physical ear-nose-and-throat specialist assessment screening for complicated hearing loss and serious ear disorders in hearing-impaired adults prior to hearing aid treatment: a randomized controlled trial. Front Digit Health 2023; 5:1182421. [PMID: 37363275 PMCID: PMC10285396 DOI: 10.3389/fdgth.2023.1182421] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 05/15/2023] [Indexed: 06/28/2023] Open
Abstract
Introduction This study introduces a digital assessment tool for asynchronous and remote ear-nose-and-throat (ENT) specialist assessment screening for complicated hearing loss and serious ear disorders in hearing-impaired adults prior to hearing aid (HA) treatment. The +60 population will nearly double from 12% to 22% between 2015 and 2050 increasing the incidence of age-induced hearing impairment and the need for hearing rehabilitation. If un-diagnosed, age-related hearing loss negatively affects quality of life by accelerating social distancing and early retirement as well as increasing risk of anxiety, depression, and dementia. Therefore, innovative measures are essential to provide timely diagnostics and treatment. Methods A total of 751 hearing-impaired adults without previous HA usage or experience were randomly assigned to digital or physical ENT specialist assessment screening prior to HA treatment initiation in 20 public and private hearing rehabilitation and ENT specialist clinics in the North Denmark Region. A total of 501 test group participants were assigned to digital assessment screening and 250 control group participants to physical assessment screening prior to HA treatment. Results In all, 658 (88%) participants completed the trial and were eligible for analysis. Digital screening sensitivity (0.85, 95% confidence interval (CI) 0.71-0.94) was significantly higher than physical screening sensitivity (0.2, 95% CI: 0.03-0.56). Screening specificity was high for both assessment methods. Discussion In a setting where hearing-impaired adults were assessed for HA treatment, digital ENT specialist assessment screening did not compromise patient safety or increase the risk of misdiagnosis in patients with complicated hearing loss and/or serious ear disorders when compared to physical ENT specialist assessment screening. Clinical Trial registration https://clinicaltrials.gov/ct2/show/NCT05154539, identifier: NCT05154539.
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Affiliation(s)
- Lene Dahl Siggaard
- Department of Otorhinolaryngology, Head and Neck Surgery, and Audiology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Henrik Jacobsen
- Department of Otorhinolaryngology, Head and Neck Surgery, and Audiology, Aalborg University Hospital, Aalborg, Denmark
| | - Dan Dupont Hougaard
- Department of Otorhinolaryngology, Head and Neck Surgery, and Audiology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Morten Høgsbro
- Department of Otorhinolaryngology, Head and Neck Surgery, and Audiology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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2
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Hu D, Wang C, Zheng S, Cui X. Investigating the genealogy of the literature on digital pathology: a two-dimensional bibliometric approach. Scientometrics 2022. [DOI: 10.1007/s11192-021-04224-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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3
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Wang A, Zhang Q, Han Y, Megason S, Hormoz S, Mosaliganti KR, Lam JCK, Li VOK. A novel deep learning-based 3D cell segmentation framework for future image-based disease detection. Sci Rep 2022; 12:342. [PMID: 35013443 PMCID: PMC8748745 DOI: 10.1038/s41598-021-04048-3] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Accepted: 12/09/2021] [Indexed: 11/12/2022] Open
Abstract
Cell segmentation plays a crucial role in understanding, diagnosing, and treating diseases. Despite the recent success of deep learning-based cell segmentation methods, it remains challenging to accurately segment densely packed cells in 3D cell membrane images. Existing approaches also require fine-tuning multiple manually selected hyperparameters on the new datasets. We develop a deep learning-based 3D cell segmentation pipeline, 3DCellSeg, to address these challenges. Compared to the existing methods, our approach carries the following novelties: (1) a robust two-stage pipeline, requiring only one hyperparameter; (2) a light-weight deep convolutional neural network (3DCellSegNet) to efficiently output voxel-wise masks; (3) a custom loss function (3DCellSeg Loss) to tackle the clumped cell problem; and (4) an efficient touching area-based clustering algorithm (TASCAN) to separate 3D cells from the foreground masks. Cell segmentation experiments conducted on four different cell datasets show that 3DCellSeg outperforms the baseline models on the ATAS (plant), HMS (animal), and LRP (plant) datasets with an overall accuracy of 95.6%, 76.4%, and 74.7%, respectively, while achieving an accuracy comparable to the baselines on the Ovules (plant) dataset with an overall accuracy of 82.2%. Ablation studies show that the individual improvements in accuracy is attributable to 3DCellSegNet, 3DCellSeg Loss, and TASCAN, with the 3DCellSeg demonstrating robustness across different datasets and cell shapes. Our results suggest that 3DCellSeg can serve a powerful biomedical and clinical tool, such as histo-pathological image analysis, for cancer diagnosis and grading.
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Affiliation(s)
- Andong Wang
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China
| | - Qi Zhang
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China
| | - Yang Han
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China
| | - Sean Megason
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sahand Hormoz
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | - Jacqueline C K Lam
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China.
| | - Victor O K Li
- Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China.
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4
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Yellowlees PM, Parish MB, Gonzalez AD, Chan SR, Hilty DM, Yoo BK, Leigh JP, McCarron RM, Scher LM, Sciolla AF, Shore J, Xiong G, Soltero KM, Fisher A, Fine JR, Bannister J, Iosif AM. Clinical Outcomes of Asynchronous Versus Synchronous Telepsychiatry in Primary Care: Randomized Controlled Trial. J Med Internet Res 2021; 23:e24047. [PMID: 33993104 PMCID: PMC8335606 DOI: 10.2196/24047] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 03/26/2021] [Accepted: 05/16/2021] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Asynchronous telepsychiatry (ATP; delayed-time) consultations are a novel form of psychiatric consultation in primary care settings. Longitudinal studies comparing clinical outcomes for ATP with synchronous telepsychiatry (STP) are lacking. OBJECTIVE This study aims to determine the effectiveness of ATP in improving clinical outcomes in English- and Spanish-speaking primary care patients compared with STP, the telepsychiatry usual care method. METHODS Overall, 36 primary care physicians from 3 primary care clinics referred a heterogeneous sample of 401 treatment-seeking adult patients with nonurgent psychiatric disorders. A total of 184 (94 ATP and 90 STP) English- and Spanish-speaking participants (36/184, 19.6% Hispanic) were enrolled and randomized, and 160 (80 ATP and 80 STP) of them completed baseline evaluations. Patients were treated by their primary care physicians using a collaborative care model in consultation with the University of California Davis Health telepsychiatrists, who consulted with patients every 6 months for up to 2 years using ATP or STP. Primary outcomes (the clinician-rated Clinical Global Impressions [CGI] scale and the Global Assessment of Functioning [GAF]) and secondary outcomes (patients' self-reported physical and mental health and depression) outcomes were assessed every 6 months. RESULTS For clinician-rated primary outcomes, ATP did not promote greater improvement than STP at 6-month follow-up (ATP vs STP, adjusted difference in follow-up at 6 months vs baseline differences for CGI: 0.2, 95% CI -0.2 to 0.6; P=.28; and GAF: -0.6, 95% CI -3.1 to 1.9; P=.66) or 12-month follow-up (ATP vs STP, adjusted difference in follow-up at 12 months vs baseline differences for CGI: 0.4, 95% CI -0.04 to 0.8; P=.07; and GAF: -0.5, 95% CI -3.3 to 2.2; P=.70), but patients in both arms had statistically and clinically significant improvements in both outcomes. There were no significant differences in improvement from baseline between ATP and STP on any patient self-reported ratings at any follow-up (all P values were between .17 and .96). Dropout rates were higher than predicted but similar between the 2 arms. Of those with baseline visits, 46.8% (75/160) did not have a follow-up at 1 year, and 72.7% (107/147) did not have a follow-up at 2 years. No serious adverse events were associated with the intervention. CONCLUSIONS This is the first longitudinal study to demonstrate that ATP can improve clinical outcomes in English- and Spanish-speaking primary care patients. Although we did not find evidence that ATP is superior to STP in improving clinical outcomes, it is potentially a key part of stepped mental health interventions available in primary care. ATP presents a possible solution to the workforce shortage of psychiatrists and a strategy for improving existing systems of care. TRIAL REGISTRATION ClinicalTrials.gov NCT02084979; https://clinicaltrials.gov/ct2/show/NCT02084979.
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Affiliation(s)
- Peter M Yellowlees
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Michelle Burke Parish
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Alvaro D Gonzalez
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Steven R Chan
- Stanford University School of Medicine, Stanford, CA, United States
- Veterans Administration Palo Alto Healthcare System, Palo Alto, CA, United States
| | - Donald M Hilty
- Northern California Veterans Administration, Mather, CA, United States
| | - Byung-Kwang Yoo
- Department of Public Health Sciences, University of California Davis, Davis, CA, United States
| | - J Paul Leigh
- Department of Public Health Sciences, University of California Davis, Davis, CA, United States
| | | | - Lorin M Scher
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Andres F Sciolla
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Jay Shore
- University of Colorado Anschutz Medical Campus, Denver, CO, United States
| | - Glen Xiong
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | | | - Alice Fisher
- Department of Public Health Sciences, University of California Davis, Davis, CA, United States
| | - Jeffrey R Fine
- Department of Public Health Sciences, University of California Davis, Davis, CA, United States
| | - Jennifer Bannister
- Department of Psychiatry and Behavioral Sciences, University of California Davis, Sacramento, CA, United States
| | - Ana-Maria Iosif
- Department of Public Health Sciences, University of California Davis, Davis, CA, United States
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Mahmood F, Borders D, Chen RJ, Mckay GN, Salimian KJ, Baras A, Durr NJ. Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images. IEEE TRANSACTIONS ON MEDICAL IMAGING 2020; 39:3257-3267. [PMID: 31283474 PMCID: PMC8588951 DOI: 10.1109/tmi.2019.2927182] [Citation(s) in RCA: 110] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Nuclei mymargin segmentation is a fundamental task for various computational pathology applications including nuclei morphology analysis, cell type classification, and cancer grading. Deep learning has emerged as a powerful approach to segmenting nuclei but the accuracy of convolutional neural networks (CNNs) depends on the volume and the quality of labeled histopathology data for training. In particular, conventional CNN-based approaches lack structured prediction capabilities, which are required to distinguish overlapping and clumped nuclei. Here, we present an approach to nuclei segmentation that overcomes these challenges by utilizing a conditional generative adversarial network (cGAN) trained with synthetic and real data. We generate a large dataset of H&E training images with perfect nuclei segmentation labels using an unpaired GAN framework. This synthetic data along with real histopathology data from six different organs are used to train a conditional GAN with spectral normalization and gradient penalty for nuclei segmentation. This adversarial regression framework enforces higher-order spacial-consistency when compared to conventional CNN models. We demonstrate that this nuclei segmentation approach generalizes across different organs, sites, patients and disease states, and outperforms conventional approaches, especially in isolating individual and overlapping nuclei.
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6
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Katanga J, Kjaer SK, Manongi R, Wu CS, Iftner T, Waldstrom M, Pembe AB, Mwaiselage J, Rasch V. Performance of careHPV, hybrid capture 2 and visual inspection with acetic acid for detection of high-grade cervical lesion in Tanzania: A cross-sectional study. PLoS One 2019; 14:e0218559. [PMID: 31216333 PMCID: PMC6583973 DOI: 10.1371/journal.pone.0218559] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 06/04/2019] [Indexed: 01/02/2023] Open
Abstract
Objective To examine the test performance of careHPV, Hybrid Capture2 (HC2) and visual inspection with acetic acid (VIA) for detection of cytologically diagnosed high-grade cervical lesions or cancer (HSIL+). Design Cross-sectional study. Setting Ocean Road Cancer Institute (ORCI) and Kilimanjaro Christian Medical Center (KCMC), Tanzania. Population Women attending routine cervical cancer screening. Method We enrolled 4080 women (25–60 years) in the study. The women were interviewed on lifestyle habits, and tested for HIV. A cervical specimen for careHPV testing (performed at ORCI and KCMC), and a liquid-based cytology sample for HPV DNA detection using HC2 (performed at Tuebingen University Hospital, Germany) and for cytology assessment (performed at Vejle Hospital, Denmark) were obtained at a gynecological examination. Subsequently, VIA was performed. With cytology as gold standard, the sensitivity and specificity of careHPV, HC2, and VIA for detection of HSIL+ were calculated. Results Altogether, 23.6% had a positive careHPV test, 19.1% had positive HC2 test, and 6.3% had a positive VIA test. The sensitivity/specificity was 88.9%/78.9% for careHPV and 91.1%/83.7%, for HC2. VIA showed a low sensitivity of 31.1% but a high specificity (94.6%) for detection of HSIL+. The sensitivity of careHPV, HC2 and VIA was higher among younger women, and among HIV positive women. VIA triage of careHPV positive women improved specificity, but sensitivity dropped to 27%. Conclusion Our results confirm the low sensitivity of VIA for detection of HSIL+ and further document that careHPV test is promising as a primary screening method for cervical-cancer prevention in low-resource regions. A suitable triage test has to be identified.
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Affiliation(s)
- Johnson Katanga
- Ocean Road Cancer Institute, Dar es Salaam, Tanzania
- Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
- * E-mail:
| | - Susanne K. Kjaer
- Danish Cancer Society Research Center, Unit of Virus, Lifestyle and Genes, Copenhagen, Denmark
- Department of Gynecology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Rachel Manongi
- Institute of Public Health, Kilimanjaro Christian Medical University College, Kilimanjaro, Tanzania
| | - Chun Sen Wu
- Department of Gynaecology and Obstetrics, Odense University Hospital, Odense, Denmark
- University of Southern Denmark, Odense, Denmark
| | - Thomas Iftner
- Department of Virologi, Tuebingen University Hospital, Tuebingen, Germany
| | | | - Andrea B. Pembe
- Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | | | - Vibeke Rasch
- Department of Gynaecology and Obstetrics, Odense University Hospital, Odense, Denmark
- University of Southern Denmark, Odense, Denmark
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7
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Baidoshvili A, Stathonikos N, Freling G, Bart J, 't Hart N, van der Laak J, Doff J, van der Vegt B, Kluin PM, van Diest PJ. Validation of a whole-slide image-based teleconsultation network. Histopathology 2018; 73:777-783. [PMID: 29893996 DOI: 10.1111/his.13673] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2018] [Accepted: 06/11/2018] [Indexed: 11/27/2022]
Abstract
AIMS Most validation studies on digital pathology diagnostics have been performed in single institutes. Because rapid consultation on cases with extramural experts is one of the most important uses for digital pathology laboratory networks, the aim of this study was to validate a whole-slide image-based teleconsultation network between three independent laboratories. METHODS AND RESULTS Each laboratory contributed 30 biopsies and/or excisions, totalling 90 specimens (776 slides) of varying difficulty and covering a wide variety of organs and subspecialties. All slides were scanned centrally at ×40 scanning magnification and uploaded, and subsequently assessed digitally by 16 pathologists using the same image management system and viewer. Each laboratory was excluded from digital assessment of their own cases. Concordance rates between the two diagnostic modalities (light microscopic versus digital) were compared. Loading speed of the images, zooming latency and focus quality were scored. Leaving out eight minor discrepancies without any clinical significance, the concordance rate between remote digital and original microscopic diagnoses was 97.8%. The two cases with a major discordance (for which the light microscopic diagnoses were deemed to be the better ones) resulted from a different interpretation of diagnostic criteria in one case and an image quality issue in the other case. Average scores for loading speed of the images, zooming latency and focus quality were 2.37 (on a scale up to 3), 2.39 (scale up to 3) and 3.06 (scale up to 4), respectively. CONCLUSIONS This validation study demonstrates the suitability of a teleconsultation network for remote digital consultation using whole-slide images. Such networks may contribute to faster revision and consultation in pathology while maintaining diagnostic standards.
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Affiliation(s)
- Alexi Baidoshvili
- Laboratory of Pathology East Netherlands, (LabPON), Hengelo, the Netherlands
| | | | - Gerard Freling
- Laboratory of Pathology East Netherlands, (LabPON), Hengelo, the Netherlands
| | - Jos Bart
- Isala Hospital, Zwolle, the Netherlands
| | - Nils 't Hart
- Isala Hospital, Zwolle, the Netherlands.,University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | | | - Jan Doff
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Bert van der Vegt
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Philip M Kluin
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
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Affiliation(s)
- Oscar Lin
- Memorial Sloan Kettering Cancer Center, Department of Pathology, 1275 York Avenue, New York, NY 10065
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9
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Bertram CA, Klopfleisch R. The Pathologist 2.0: An Update on Digital Pathology in Veterinary Medicine. Vet Pathol 2017; 54:756-766. [DOI: 10.1177/0300985817709888] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Christof A. Bertram
- Institute of Veterinary Pathology, Freie Universitaet Berlin, Berlin, Germany
| | - Robert Klopfleisch
- Institute of Veterinary Pathology, Freie Universitaet Berlin, Berlin, Germany
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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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Farris AB, Cohen C, Rogers TE, Smith GH. Whole Slide Imaging for Analytical Anatomic Pathology and Telepathology: Practical Applications Today, Promises, and Perils. Arch Pathol Lab Med 2017; 141:542-550. [PMID: 28157404 DOI: 10.5858/arpa.2016-0265-sa] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Whole slide imaging (WSI) offers a convenient, tractable platform for measuring features of routine and special-stain histology or in immunohistochemistry staining by using digital image analysis (IA). We now routinely use IA for quantitative and qualitative analysis of theranostic markers such as human epidermal growth factor 2 (HER2/neu), estrogen and progesterone receptors, and Ki-67. Quantitative IA requires extensive validation, however, and may not always be the best approach, with pancreatic neuroendocrine tumors being one example in which a semiautomated approach may be preferable for patient care. We find that IA has great utility for objective assessment of gastrointestinal tract dysplasia, microvessel density in hepatocellular carcinoma, hepatic fibrosis and steatosis, renal fibrosis, and general quality analysis/quality control, although the applications of these to daily practice are still in development. Collaborations with bioinformatics specialists have explored novel applications to gliomas, including in silico approaches for mining histologic data and correlating with molecular and radiologic findings. We and many others are using WSI for rapid, remote-access slide reviews (telepathology), though technical factors currently limit its utility for routine, high-volume diagnostics. In our experience, the greatest current practical impact of WSI lies in facilitating long-term storage and retrieval of images while obviating the need to keep slides on site. Once the existing barriers of capital cost, validation, operator training, software design, and storage/back-up concerns are overcome, these technologies appear destined to be a cornerstone of precision medicine and personalized patient care, and to become a routine part of pathology practice.
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Affiliation(s)
| | | | | | - Geoffrey H Smith
- From the Department of Pathology, Emory University, Atlanta, Georgia
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Abstract
The advancements in the fields of technology and networking have revolutionized the world including the fields of medicine and dentistry. Telemedicine and its various branches provide a broad platform to medical professionals for consultations and investigations and can also act as a valuable educational aid. This review highlights the components, methods employed, clinical applications, advantages, disadvantages of telepathology and telecytology.
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Affiliation(s)
- Roquaiya Nishat
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Sujatha Ramachandra
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Shyam Sundar Behura
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
| | - Harish Kumar
- Department of Oral Pathology and Microbiology, Kalinga Institute of Dental Sciences, KIIT University, Bhubaneswar, Odisha, India
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Pantanowitz L, Dickinson K, Evans AJ, Hassell LA, Henricks WH, Lennerz JK, Lowe A, Parwani AV, Riben M, Smith CD, Tuthill JM, Weinstein RS, Wilbur DC, Krupinski EA, Bernard J. ATA clinical guidelines for telepathology. Telemed J E Health 2016; 20:1049-56. [PMID: 25384254 DOI: 10.1089/tmj.2014.9976] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Liron Pantanowitz
- 1 Department of Pathology, University of Pittsburgh Medical Center , Pittsburgh, Pennsylvania
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Meyer J, Paré G. Telepathology Impacts and Implementation Challenges: A Scoping Review. Arch Pathol Lab Med 2016; 139:1550-7. [PMID: 26619028 DOI: 10.5858/arpa.2014-0606-ra] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT Telepathology is a particular form of telemedicine that fundamentally alters the way pathology services are delivered. Prior reviews in this area have mostly focused on 2 themes, namely technical feasibility issues and diagnosis accuracy. OBJECTIVES To synthesize the literature on telepathology implementation challenges and broader organizational and societal impacts and to propose a research agenda to guide future efforts in this domain. DATA SOURCES Two complementary databases were systematically searched: MEDLINE (PubMed) and ABI/INFORM (ProQuest). Peer-reviewed articles and conference proceedings were considered. The final sample consisted of 159 papers published between 1992 and 2013. CONCLUSIONS This review highlights the diversity of telepathology networks and the importance of considering these distinctions when interpreting research findings. Various network structures are associated with different benefits. Although the dominant rationale in single-site projects is financial, larger centralized and decentralized telepathology networks are targeting a more diverse set of benefits, including extending access to pathology to a whole region, achieving substantial economies of scale in workforce and equipment, and improving quality by standardizing care. Importantly, our synthesis reveals that the nature and scale of encountered implementation challenges also varies depending on the network structure. In smaller telepathology networks, organizational concerns are less prominent, and implementers are more focused on usability issues. As the network scope widens, organizational and legal issues gain prominence.
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Affiliation(s)
- Julien Meyer
- From the Department of Information Technology, HEC Montréal, Montreal, Quebec, Canada
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16
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Rhoads DD, Mathison BA, Bishop HS, da Silva AJ, Pantanowitz L. Review of Telemicrobiology. Arch Pathol Lab Med 2015; 140:362-70. [PMID: 26317376 DOI: 10.5858/arpa.2015-0116-ra] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT Microbiology laboratories are continually pursuing means to improve quality, rapidity, and efficiency of specimen analysis in the face of limited resources. One means by which to achieve these improvements is through the remote analysis of digital images. Telemicrobiology enables the remote interpretation of images of microbiology specimens. To date, the practice of clinical telemicrobiology has not been thoroughly reviewed. OBJECTIVE To identify the various methods that can be employed for telemicrobiology, including emerging technologies that may provide value to the clinical laboratory. DATA SOURCES Peer-reviewed literature, conference proceedings, meeting presentations, and expert opinions pertaining to telemicrobiology have been evaluated. CONCLUSIONS A number of modalities have been employed for telemicroscopy, including static capture techniques, whole slide imaging, video telemicroscopy, mobile devices, and hybrid systems. Telemicrobiology has been successfully implemented for several applications, including routine primary diagnosis, expert teleconsultation, and proficiency testing. Emerging areas of telemicrobiology include digital plate reading of bacterial cultures, mobile health applications, and computer-augmented analysis of digital images. To date, static image capture techniques have been the most widely used modality for telemicrobiology, despite newer technologies being available that may produce better quality interpretations. Telemicrobiology adds value, quality, and efficiency to the clinical microbiology laboratory, and increased adoption of telemicrobiology is anticipated.
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Affiliation(s)
| | | | | | | | - Liron Pantanowitz
- From the Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania (Drs Rhoads and Pantanowitz);,the Division of Parasitic Diseases and Malaria, Center for Global Health, Centers for Disease Control and Prevention, Atlanta, Georgia (Messrs Mathison and Bishop and Dr da Silva);,and the Center for Food Safety and Applied Nutrition, US Food and Drug Administration, Laurel, Maryland (Dr da Silva).,Dr Rhoads is now with the Department of Laboratory Medicine, Cleveland Clinic, Cleveland, Ohio
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Abstract
Telepathology is the practice of remote pathology using telecommunication links to enable the electronic transmission of digital pathology images. Telepathology can be used for remotely rendering primary diagnoses, second opinion consultations, quality assurance, education, and research purposes. The use of telepathology for clinical patient care has been limited mostly to large academic institutions. Barriers that have limited its widespread use include prohibitive costs, legal and regulatory issues, technologic drawbacks, resistance from pathologists, and above all a lack of universal standards. This article provides an overview of telepathology technology and applications.
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Affiliation(s)
- Navid Farahani
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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18
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Pantanowitz L, Dickinson K, Evans AJ, Hassell LA, Henricks WH, Lennerz JK, Lowe A, Parwani AV, Riben M, Smith CD, Tuthill JM, Weinstein RS, Wilbur DC, Krupinski EA, Bernard J. American Telemedicine Association clinical guidelines for telepathology. J Pathol Inform 2014. [PMID: 25379345 DOI: 10.4103/2153–3539.143329] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Affiliation(s)
- Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Kim Dickinson
- Integrated Oncology, LabCorp and Digital Pathology Association, Irvine, CA, USA
| | - Andrew J Evans
- Department of Pathology, University Health Network Toronto General Hospital, Toronto, Canada
| | - Lewis A Hassell
- Department of Pathology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
| | - Walter H Henricks
- Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jochen K Lennerz
- Department of Pathology, University Ulm, Albert-Einstein-Allee, Ulm, Germany
| | | | - Anil V Parwani
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Michael Riben
- Department of Pathology, Anatomic Pathology Informatics, MD Anderson, Houston, TX, USA
| | - Col Daniel Smith
- Department of Pathology, Keesler Medical Center, Biloxi, MS, USA
| | - J Mark Tuthill
- Department of Pathology, Pathology Informatics, Henry Ford Health System, Detroit, MI, USA
| | | | - David C Wilbur
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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Pantanowitz L, Dickinson K, Evans AJ, Hassell LA, Henricks WH, Lennerz JK, Lowe A, Parwani AV, Riben M, Smith CD, Tuthill JM, Weinstein RS, Wilbur DC, Krupinski EA, Bernard J. American Telemedicine Association clinical guidelines for telepathology. J Pathol Inform 2014; 5:39. [PMID: 25379345 PMCID: PMC4221880 DOI: 10.4103/2153-3539.143329] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2014] [Accepted: 09/15/2014] [Indexed: 11/16/2022] Open
Affiliation(s)
- Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Kim Dickinson
- Integrated Oncology, LabCorp and Digital Pathology Association, Irvine, CA, USA
| | - Andrew J Evans
- Department of Pathology, University Health Network Toronto General Hospital, Toronto, Canada
| | - Lewis A Hassell
- Department of Pathology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
| | - Walter H Henricks
- Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jochen K Lennerz
- Department of Pathology, University Ulm, Albert-Einstein-Allee, Ulm, Germany
| | | | - Anil V Parwani
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Michael Riben
- Department of Pathology, Anatomic Pathology Informatics, MD Anderson, Houston, TX, USA
| | - Col Daniel Smith
- Department of Pathology, Keesler Medical Center, Biloxi, MS, USA
| | - J Mark Tuthill
- Department of Pathology, Pathology Informatics, Henry Ford Health System, Detroit, MI, USA
| | | | - David C Wilbur
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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20
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Wilbur DC. Digital pathology: get on board-the train is leaving the station. Cancer Cytopathol 2014; 122:791-5. [PMID: 25236488 DOI: 10.1002/cncy.21479] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2014] [Accepted: 08/13/2014] [Indexed: 11/12/2022]
Affiliation(s)
- David C Wilbur
- Clinical Imaging, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
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21
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McCarthy EE, McMahon RQ, Das K, Stewart J. Internal validation testing for new technologies: Bringing telecytopathology into the mainstream. Diagn Cytopathol 2014; 43:3-7. [DOI: 10.1002/dc.23167] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2013] [Revised: 02/21/2014] [Accepted: 05/02/2014] [Indexed: 11/05/2022]
Affiliation(s)
- Erin E. McCarthy
- Wisconsin State Laboratory of Hygiene; University of Wisconsin-Madison; Madison Wisconsin
| | - Rachel Q. McMahon
- Cytopathology Section; University of Wisconsin Hospital and Clinics; Madison Wisconsin
| | - Kasturi Das
- North Shore-LIJ Hospital Systems; Lake Success; New York New York
| | - Jimmie Stewart
- Department of Pathology and Laboratory Medicine; University of Wisconsin School of Medicine and Public Health; Madison Wisconsin
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McMahon RQ, McCarthy EE, Hetzel SJ, Das K, Stewart J. Focus on technology: How important is resolution in telecytopathology? Cancer Cytopathol 2014; 122:546-52. [PMID: 24678000 DOI: 10.1002/cncy.21404] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 12/16/2013] [Accepted: 12/20/2013] [Indexed: 11/11/2022]
Abstract
BACKGROUND The authors conducted an analysis of 2 telepathology systems with different resolutions to determine how resolution affects the pathologists' ability to provide preliminary diagnoses for fine-needle aspirations (FNA). METHODS FNA cases evaluated by telepathology between February 1, 2011 and January 18, 2012 were reviewed. Concordance indices between preliminary and final diagnoses were calculated for cases assessed with two proprietary systems (the Remote Meeting Technologies iMedHD system and the Olympus NetCam system) using 3 diagnostic classifications (negative, atypical, and suspicious/positive). A Wilcoxon rank-sum test was used to compare the number of passes necessary to determine adequacy. RESULTS In total, 298 NetCam cases and 26 iMedHD cases were evaluated. The concordance index, which was calculated using the 3 classifications, was 0.943 (95% confidence interval, 0.922-0.963) for NetCam compared with 0.951 (95% confidence interval, 0.898-1.000) for iMedHD. The mean value for the number of passes required to determine adequacy was 2.2 for NetCam and 2.1 for iMedHD (P = .838). CONCLUSIONS The results from statistical analyses demonstrated no difference in the concordance indices between preliminary and final diagnoses or in the number of passes necessary to render adequacy between the 2 telepathology systems. However, because it had higher resolution along with other features, the iMedHD system achieved greater user satisfaction.
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Affiliation(s)
- Rachel Q McMahon
- Department of Cytopathology, University of Wisconsin Hospital and Clinics, Madison, Wisconsin
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Bernard C, Chandrakanth SA, Cornell IS, Dalton J, Evans A, Garcia BM, Godin C, Godlewski M, Jansen GH, Kabani A, Louahlia S, Manning L, Maung R, Moore L, Philley J, Slatnik J, Srigley J, Thibault A, Picard DD, Cracower H, Tetu B. Guidelines from the Canadian Association of Pathologists for establishing a telepathology service for anatomic pathology using whole-slide imaging. J Pathol Inform 2014; 5:15. [PMID: 24843826 PMCID: PMC4023030 DOI: 10.4103/2153-3539.129455] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2014] [Accepted: 01/14/2014] [Indexed: 11/29/2022] Open
Abstract
The use of telepathology for clinical applications in Canada has steadily become more attractive over the last 10 years, driven largely by its potential to provide rapid pathology consulting services throughout the country regardless of the location of a particular institution. Based on this trend, the president of the Canadian Association of Pathologists asked a working group consisting of pathologists, technologists, and healthcare administrators from across Canada to oversee the development of guidelines to provide Canadian pathologists with basic information on how to implement and use this technology. The guidelines were systematically developed, based on available medical literature and the clinical experience of early adopters of telepathology in Canada. While there are many different modalities and applications of telepathology, this document focuses specifically on whole-slide imaging as applied to intraoperative pathology consultation (frozen section), primary diagnosis, expert or second opinions and quality assurance activities. Applications such as hematopathology, microbiology, tumour boards, education, research and technical and/or standard-related issues are not covered.
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Affiliation(s)
| | | | | | | | - James Dalton
- Eastern Ontario Regional Laboratory Association, Ottawa, Ontario, Canada
| | - Andrew Evans
- University Health Network, Toronto, Ontario, Canada
| | | | - Chris Godin
- Formerly with Eastern Ontario Regional Laboratory Association, Ottawa, Ontario, Canada
| | - Marek Godlewski
- Dalhousie University, Saint John Regional Hospital, Horizon Health Network, New-Brunswick, Canada
| | | | - Amin Kabani
- Diagnostic Services of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Lisa Manning
- Diagnostic Services of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Lisa Moore
- Laboratory Informatics, Vancouver Island Health Authority, British Columbia, Canada
| | - Joanne Philley
- Laboratory Diagnostics and Blood Services Branch, Ministry of Health, British-Columbia, Canada
| | - Jack Slatnik
- Royal Alexandra Hospital, Alberta Health Services, Edmonton, Alberta, Canada
| | - John Srigley
- Canadian Partnership Against Cancer, Toronto, Ontario, Canada
| | - Alain Thibault
- Eastern Ontario Regional Laboratory Association, Ottawa, Ontario, Canada
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Dalquen P, Savic Prince S, Spieler P, Kunze D, Neumann H, Eppenberger-Castori S, Adams H, Glatz K, Bubendorf L. Making cytological diagnoses on digital images using the iPath network. Acta Cytol 2014; 58:453-60. [PMID: 25402774 DOI: 10.1159/000369241] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Accepted: 10/13/2014] [Indexed: 11/19/2022]
Abstract
BACKGROUND The iPath telemedicine platform Basel is mainly used for histological and cytological consultations, but also serves as a valuable learning tool. AIM To study the level of accuracy in making diagnoses based on still images achieved by experienced cytopathologists, to identify limiting factors, and to provide a cytological image series as a learning set. METHOD Images from 167 consecutive cytological specimens of different origin were uploaded on the iPath platform and evaluated by four cytopathologists. Only wet-fixed and well-stained specimens were used. The consultants made specific diagnoses and categorized each as benign, suspicious or malignant. RESULTS For all consultants, specificity and sensitivity regarding categorized diagnoses were 83-92 and 85-93%, respectively; the overall accuracy was 88-90%. The interobserver agreement was substantial (κ = 0.791). The lowest rate of concordance was achieved in urine and bladder washings and in the identification of benign lesions. CONCLUSION Using a digital image set for diagnostic purposes implies that even under optimal conditions the accuracy rate will not exceed to 80-90%, mainly because of lacking supportive immunocytochemical or molecular tests. This limitation does not disqualify digital images for teleconsulting or as a learning aid. The series of images used for the study are open to the public at http://pathorama.wordpress.com/extragenital-cytology-2013/.
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Affiliation(s)
- Peter Dalquen
- Institute for Pathology, University Hospital Basel, Basel, Switzerland
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25
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Park S, Parwani AV, Aller RD, Banach L, Becich MJ, Borkenfeld S, Carter AB, Friedman BA, Rojo MG, Georgiou A, Kayser G, Kayser K, Legg M, Naugler C, Sawai T, Weiner H, Winsten D, Pantanowitz L. The history of pathology informatics: A global perspective. J Pathol Inform 2013; 4:7. [PMID: 23869286 PMCID: PMC3714902 DOI: 10.4103/2153-3539.112689] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2013] [Accepted: 03/09/2013] [Indexed: 02/06/2023] Open
Abstract
Pathology informatics has evolved to varying levels around the world. The history of pathology informatics in different countries is a tale with many dimensions. At first glance, it is the familiar story of individuals solving problems that arise in their clinical practice to enhance efficiency, better manage (e.g., digitize) laboratory information, as well as exploit emerging information technologies. Under the surface, however, lie powerful resource, regulatory, and societal forces that helped shape our discipline into what it is today. In this monograph, for the first time in the history of our discipline, we collectively perform a global review of the field of pathology informatics. In doing so, we illustrate how general far-reaching trends such as the advent of computers, the Internet and digital imaging have affected pathology informatics in the world at large. Major drivers in the field included the need for pathologists to comply with national standards for health information technology and telepathology applications to meet the scarcity of pathology services and trained people in certain countries. Following trials by a multitude of investigators, not all of them successful, it is apparent that innovation alone did not assure the success of many informatics tools and solutions. Common, ongoing barriers to the widespread adoption of informatics devices include poor information technology infrastructure in undeveloped areas, the cost of technology, and regulatory issues. This review offers a deeper understanding of how pathology informatics historically developed and provides insights into what the promising future might hold.
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Affiliation(s)
- Seung Park
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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26
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Nakayama I, Matsumura T, Kamataki A, Uzuki M, Saito K, Hobbs J, Akasaka T, Sawai T. Development of a teledermatopathology consultation system using virtual slides. Diagn Pathol 2012; 7:177. [PMID: 23237667 PMCID: PMC3557204 DOI: 10.1186/1746-1596-7-177] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2012] [Accepted: 12/06/2012] [Indexed: 11/10/2022] Open
Abstract
Background An online consultation system using virtual slides (whole slide images; WSI) has been developed for pathological diagnosis, and could help compensate for the shortage of pathologists, especially in the field of dermatopathology and in other fields dealing with difficult cases. This study focused on the performance and future potential of the system. Method In our system, histological specimens on slide glasses are digitalized by a virtual slide instrument, converted into web data, and up-loaded to an open server. Using our own purpose-built online system, we then input patient details such as age, gender, affected region, clinical data, past history and other related items. We next select up to ten consultants. Finally we send an e-mail to all consultants simultaneously through a single command. The consultant receives an e-mail containing an ID and password which is used to access the open server and inspect the images and other data associated with the case. The consultant makes a diagnosis, which is sent to us along with comments. Because this was a pilot study, we also conducted several questionnaires with consultants concerning the quality of images, operability, usability, and other issues. Results We solicited consultations for 36 cases, including cases of tumor, and involving one to eight consultants in the field of dermatopathology. No problems were noted concerning the images or the functioning of the system on the sender or receiver sides. The quickest diagnosis was received only 18 minutes after sending our data. This is much faster than in conventional consultation using glass slides. There were no major problems relating to the diagnosis, although there were some minor differences of opinion between consultants. The results of questionnaires answered by many consultants confirmed the usability of this system for pathological consultation. (16 out of 23 consultants.) Conclusion We have developed a novel teledermatopathological consultation system using virtual slides, and investigated the usefulness of the system. The results demonstrate that our system can be a useful tool for international medical work, and we anticipate its wider application in the future. Virtual slides The virtual slides for this article can be found here:
http://www.diagnosticpathology.diagnomx.eu/vs/1902376044831574
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Affiliation(s)
- Ikunori Nakayama
- Department of Dermatology, Course of Integrated Medicine, Graduate School of Medicine, Osaka University, Suita, Osaka, Japan
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Ghaznavi F, Evans A, Madabhushi A, Feldman M. Digital imaging in pathology: whole-slide imaging and beyond. ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE 2012; 8:331-59. [PMID: 23157334 DOI: 10.1146/annurev-pathol-011811-120902] [Citation(s) in RCA: 219] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Digital imaging in pathology has undergone an exponential period of growth and expansion catalyzed by changes in imaging hardware and gains in computational processing. Today, digitization of entire glass slides at near the optical resolution limits of light can occur in 60 s. Whole slides can be imaged in fluorescence or by use of multispectral imaging systems. Computational algorithms have been developed for cytometric analysis of cells and proteins in subcellular locations by use of multiplexed antibody staining protocols. Digital imaging is unlocking the potential to integrate primary image features into high-dimensional genomic assays by moving microscopic analysis into the digital age. This review highlights the emerging field of digital pathology and explores the methods and analytic approaches being developed for the application and use of these methods in clinical care and research settings.
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Affiliation(s)
- Farzad Ghaznavi
- Department of Pathology and Laboratory Medicine, University of Toronto, Toronto, Ontario, Canada.
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28
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Têtu B, Boulanger J, Houde C, Fortin JP, Gagnon MP, Roch G, Paré G, Trudel MC, Sicotte C. [The Eastern Quebec telepathology network: a real collective project]. Med Sci (Paris) 2012; 28:993-9. [PMID: 23171906 DOI: 10.1051/medsci/20122811021] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
The aim of the Eastern Québec telepathology network is to provide uniform diagnostic telepathology services across a huge geographic region with a low population density. This project is intended to provide surgeons and pathologists with frozen section and second opinion services anywhere and at any time across the entire region, in order to avoid unnecessary patient transfer. The project has been implemented in 21 sites, each equipped with a whole slide scanner, a macroscopy station, a videoconferencing device and a viewer/case management and collaboration solution. Of the 21 sites, 6 are devoid of a pathology laboratory, two have no pathologist and 5 have only one pathologist on site. Signs of improvement of medical care in this region are already apparent since the Eastern Québec telepathology network has been implemented. However, it is important not to underestimate the challenges related to change management in the course of implementation of such a new technology.
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Affiliation(s)
- Bernard Têtu
- Hôpital du St-Sacrement, service d'anatomopathologie, Québec, Canada.
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Schmidt D. Telepathology support in the diagnosis of solid tumors of childhood. A successful international model. Pediatr Blood Cancer 2012; 59:207-8. [PMID: 22345020 DOI: 10.1002/pbc.24109] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2012] [Accepted: 01/26/2012] [Indexed: 11/07/2022]
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Krupinski EA, Johnson JP, Jaw S, Graham AR, Weinstein RS. Compressing pathology whole-slide images using a human and model observer evaluation. J Pathol Inform 2012; 3:17. [PMID: 22616029 PMCID: PMC3352607 DOI: 10.4103/2153-3539.95129] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2012] [Accepted: 03/29/2012] [Indexed: 11/17/2022] Open
Abstract
Introduction: We aim to determine to what degree whole-slide images (WSI) can be compressed without impacting the ability of the pathologist to distinguish benign from malignant tissues. An underlying goal is to demonstrate the utility of a visual discrimination model (VDM) for predicting observer performance. Materials and Methods: A total of 100 regions of interest (ROIs) from a breast biopsy whole-slide images at five levels of JPEG 2000 compression (8:1, 16:1, 32:1, 64:1, and 128:1) plus the uncompressed version were shown to six pathologists to determine benign versus malignant status. Results: There was a significant decrease in performance as a function of compression ratio (F = 14.58, P < 0.0001). The visibility of compression artifacts in the test images was predicted using a VDM. Just-noticeable difference (JND) metrics were computed for each image, including the mean, median, ≥90th percentiles, and maximum values. For comparison, PSNR (peak signal-to-noise ratio) and Structural Similarity (SSIM) were also computed. Image distortion metrics were computed as a function of compression ratio and averaged across test images. All of the JND metrics were found to be highly correlated and differed primarily in magnitude. Both PSNR and SSIM decreased with bit rate, correctly reflecting a loss of image fidelity with increasing compression. Observer performance as measured by the Receiver Operating Characteristic area under the curve (ROC Az) was nearly constant up to a compression ratio of 32:1, then decreased significantly for 64:1 and 128:1 compression levels. The initial decline in Az occurred around a mean JND of 3, Minkowski JND of 4, and 99th percentile JND of 6.5. Conclusion: Whole-slide images may be compressible to relatively high levels before impacting WSI interpretation performance. The VDM metrics correlated well with artifact conspicuity and human performance.
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Affiliation(s)
- Elizabeth A Krupinski
- Department of Medical Imaging, University of Arizona, 1609 N. Warren, Tucson, AZ 85724, USA
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31
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Cooper LAD, Carter AB, Farris AB, Wang F, Kong J, Gutman DA, Widener P, Pan TC, Cholleti SR, Sharma A, Kurc TM, Brat DJ, Saltz JH. Digital Pathology: Data-Intensive Frontier in Medical Imaging: Health-information sharing, specifically of digital pathology, is the subject of this paper which discusses how sharing the rich images in pathology can stretch the capabilities of all otherwise well-practiced disciplines. PROCEEDINGS OF THE IEEE. INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS 2012; 100:991-1003. [PMID: 25328166 PMCID: PMC4197933 DOI: 10.1109/jproc.2011.2182074] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Pathology is a medical subspecialty that practices the diagnosis of disease. Microscopic examination of tissue reveals information enabling the pathologist to render accurate diagnoses and to guide therapy. The basic process by which anatomic pathologists render diagnoses has remained relatively unchanged over the last century, yet advances in information technology now offer significant opportunities in image-based diagnostic and research applications. Pathology has lagged behind other healthcare practices such as radiology where digital adoption is widespread. As devices that generate whole slide images become more practical and affordable, practices will increasingly adopt this technology and eventually produce an explosion of data that will quickly eclipse the already vast quantities of radiology imaging data. These advances are accompanied by significant challenges for data management and storage, but they also introduce new opportunities to improve patient care by streamlining and standardizing diagnostic approaches and uncovering disease mechanisms. Computer-based image analysis is already available in commercial diagnostic systems, but further advances in image analysis algorithms are warranted in order to fully realize the benefits of digital pathology in medical discovery and patient care. In coming decades, pathology image analysis will extend beyond the streamlining of diagnostic workflows and minimizing interobserver variability and will begin to provide diagnostic assistance, identify therapeutic targets, and predict patient outcomes and therapeutic responses.
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Affiliation(s)
- Lee A. D. Cooper
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Alexis B. Carter
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30306 USA
| | - Alton B. Farris
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30306 USA
| | - Fusheng Wang
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Jun Kong
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - David A. Gutman
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Patrick Widener
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Tony C. Pan
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Sharath R. Cholleti
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Ashish Sharma
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Tahsin M. Kurc
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
| | - Daniel J. Brat
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30306 USA
| | - Joel H. Saltz
- Center for Comprehensive Informatics, Emory University, Atlanta, GA 30306 USA
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Weinstein RS, Graham AR, Lian F, Braunhut BL, Barker GR, Krupinski EA, Bhattacharyya AK. Reconciliation of diverse telepathology system designs. Historic issues and implications for emerging markets and new applications. APMIS 2012; 120:256-75. [DOI: 10.1111/j.1600-0463.2011.02866.x] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Ronald S. Weinstein
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Anna R. Graham
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Fangru Lian
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Beth L. Braunhut
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Gail R. Barker
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Elizabeth A. Krupinski
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
| | - Achyut K. Bhattacharyya
- Department of Pathology and Arizona Telemedicine Program; College of Medicine; University of Arizona; Tucson; AZ; USA
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33
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Trudel MC, Paré G, Têtu B, Sicotte C. The effects of a regional telepathology project: a study protocol. BMC Health Serv Res 2012; 12:64. [PMID: 22420301 PMCID: PMC3324388 DOI: 10.1186/1472-6963-12-64] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2011] [Accepted: 03/15/2012] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Telepathology, which is an emerging form of telemedicine in Canada, is defined as the electronic transmission of pathological images, usually derived from microscopes, from one location to another. There are various applications of telepathology, including case referral for an expert opinion, provision of an emergency service in the absence of a resident pathologist, and education. Until now, there has been relatively little use of telepathology for core diagnostic services in the absence of a local pathologist, but this practice is likely to increase in the future. The Laval University Integrated Health Network is in the process of deploying a telepathology system, primarily to provide an intraoperative frozen section service to small hospitals in sparsely populated areas which are experiencing a severe shortage of on-site pathologists. The telepathology project involves 17 hospitals located in five regions of eastern Quebec, Canada. This paper describes the study protocol that will be used to evaluate the benefits associated with the project. METHODS/DESIGN A panel of experts was first assembled by Canada Health Infoway to agree on a set of benefits indicators that could be applied to all telepathology projects across Canada. Using the set of indicators as an input, we have developed a three-step study protocol. First, a survey questionnaire will be distributed to appraise the way pathologists, pathology technologists and surgeons perceive the telepathology system and its impacts. Second, a series of semi-structured interviews will be conducted with project leaders and telepathology users at sites that are representative of all the hospitals in the Laval University Integrated Health Network. The overall aim is to better understand the expected and unexpected effects of telepathology on health care professionals and patients as well as on the regional organization and delivery of care services. Finally, a pre-post design using secondary data is proposed to evaluate a wide array of tangible benefits to the patients, the health care providers, the hospitals, and the region as a whole. DISCUSSION The Laval University Integrated Health Network's telepathology project is expected to yield positive and significant results that are relevant internationally. Our findings will provide valuable information on the nature and extent of benefits associated with telepathology systems intended to provide an intraoperative frozen section service to remote hospitals experiencing a shortage of specialists.
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Thrall M, Pantanowitz L, Khalbuss W. Telecytology: Clinical applications, current challenges, and future benefits. J Pathol Inform 2011; 2:51. [PMID: 22276242 PMCID: PMC3263027 DOI: 10.4103/2153-3539.91129] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2011] [Accepted: 11/17/2011] [Indexed: 11/04/2022] Open
Abstract
Telecytology is the interpretation of cytology material at a distance using digital images. For more than a decade, pioneering efforts to introduce telecytology into clinical practice have been reported. A Medline search for "telecytology" and "cytology" reveals a voluminous literature, though much of what has been published to date is based on technologies that are rapidly becoming obsolete. The technological limitations of previous techniques, including the transmission of static digital images and dynamic streaming images, have limited telecytology to minor niches. The primary problem with these technologies is that the remote viewer can only see a small fraction of the material on the original slides, introducing the possibility of diagnostic error based not only on image quality but also on image selection. Remote robotic microscopy offers one possible solution to this problem, but to date has found limited acceptance, principally attributable to slow operating times. Whole slide imaging seems to be a much more promising solution, though cytology-specific literature regarding its use is still scant. The advent of whole slide imaging opens up new possibilities for telecytology by enabling high-quality images of entire cytology specimens to be available to anyone, anywhere via the Internet. Although challenges remain, especially with regard to capturing the full microscopy experience including multiple planes of focus and sharp high-powered images, rapidly advancing technology promises to overcome these limitations. Increasing application of whole slide imaging technology in surgical pathology will undoubtedly also increase its application to cytology due to the increasing affordability and practicality of the equipment as it serves a larger number of useful roles within a pathology department. The current and expanding applications of telecytology for clinical practice, education, quality assurance, and testing will be reviewed.
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Affiliation(s)
- Michael Thrall
- Department of Pathology and Genomic Medicine, The Methodist Hospital, 6565 Fannin M227, Houston, TX 77030, USA
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232, USA
| | - Walid Khalbuss
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232, USA
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Martina JD, Simmons C, Jukic DM. High-definition hematoxylin and eosin staining in a transition to digital pathology. J Pathol Inform 2011; 2:45. [PMID: 22059146 PMCID: PMC3205517 DOI: 10.4103/2153-3539.86284] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2011] [Accepted: 07/24/2011] [Indexed: 11/11/2022] Open
Abstract
INTRODUCTION A lot of attention has been generated in recent years by digital pathology and telepathology. Multiple reasons for and barriers to effective adoption are discussed in the current literature. Digital slides are the most promising medium at this time. The goal of our study was to evaluate whether the change in the methodology, particularly utilizing the so-called high-definition hematoxylin and eosin (H and E) slides, enhanced the quality of the final digital slide, and whether pathologists who tested the results perceived this as a difference in quality. METHODS THE STUDY WAS A BLINDED COMPARISON OF DIGITAL SLIDES PREPARED USING TWO METHODS: standard H&E batch staining and automated individual "high definition" HD HE staining. Four pathologists have compared 80 cases stained with each method. RESULTS The results discussed in this study show potential promise that the utilization of protocol(s) adapted for tissue and for imaging might be preferable for digital pathology in at least some of the pathology subspecialties. In particular, the protocol evaluated here was capable of turning out digital slides that had more contrast and detail, and therefore were perceived to provide enhanced diagnostically significant information for the pathologist.
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Affiliation(s)
- Jamie D. Martina
- Department of Dermatology, University of Pittsburgh, Pennsylvania, United States, Tampa, Florida
| | - Christopher Simmons
- University of Pittsburgh Medical Center (UPMC) Presbyterian Shadyside Hospital, Tampa, Florida
| | - Drazen M. Jukic
- James A Haley VA Hospital, Department of Pathology and Cell Biology and Dermatology, University of South Florida; Tampa, Florida
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Pantanowitz L, Valenstein PN, Evans AJ, Kaplan KJ, Pfeifer JD, Wilbur DC, Collins LC, Colgan TJ. Review of the current state of whole slide imaging in pathology. J Pathol Inform 2011; 2:36. [PMID: 21886892 PMCID: PMC3162745 DOI: 10.4103/2153-3539.83746] [Citation(s) in RCA: 220] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2011] [Accepted: 07/21/2011] [Indexed: 11/29/2022] Open
Abstract
Whole slide imaging (WSI), or “virtual” microscopy, involves the scanning (digitization) of glass slides to produce “digital slides”. WSI has been advocated for diagnostic, educational and research purposes. When used for remote frozen section diagnosis, WSI requires a thorough implementation period coupled with trained support personnel. Adoption of WSI for rendering pathologic diagnoses on a routine basis has been shown to be successful in only a few “niche” applications. Wider adoption will most likely require full integration with the laboratory information system, continuous automated scanning, high-bandwidth connectivity, massive storage capacity, and more intuitive user interfaces. Nevertheless, WSI has been reported to enhance specific pathology practices, such as scanning slides received in consultation or of legal cases, of slides to be used for patient care conferences, for quality assurance purposes, to retain records of slides to be sent out or destroyed by ancillary testing, and for performing digital image analysis. In addition to technical issues, regulatory and validation requirements related to WSI have yet to be adequately addressed. Although limited validation studies have been published using WSI there are currently no standard guidelines for validating WSI for diagnostic use in the clinical laboratory. This review addresses the current status of WSI in pathology related to regulation and validation, the provision of remote and routine pathologic diagnoses, educational uses, implementation issues, and the cost-benefit analysis of adopting WSI in routine clinical practice.
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Affiliation(s)
- Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA
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Krupinski EA. Optimizing the pathology workstation "cockpit": Challenges and solutions. J Pathol Inform 2010; 1:19. [PMID: 21031008 PMCID: PMC2956171 DOI: 10.4103/2153-3539.70708] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2010] [Accepted: 08/20/2010] [Indexed: 11/16/2022] Open
Abstract
The 21(st) century has brought numerous changes to the clinical reading (i.e., image or virtual pathology slide interpretation) environment of pathologists and it will continue to change even more dramatically as information and communication technologies (ICTs) become more widespread in the integrated healthcare enterprise. The extent to which these changes impact the practicing pathologist differ as a function of the technology under consideration, but digital "virtual slides" and the viewing of images on computer monitors instead of glass slides through a microscope clearly represents a significant change in the way that pathologists extract information from these images and render diagnostic decisions. One of the major challenges facing pathologists in this new era is how to best optimize the pathology workstation, the reading environment and the new and varied types of information available in order to ensure efficient and accurate processing of this information. Although workstations can be stand-alone units with images imported via external storage devices, this scenario is becoming less common as pathology departments connect to information highways within their hospitals and to external sites. Picture Archiving and Communications systems are no longer confined to radiology departments but are serving the entire integrated healthcare enterprise, including pathology. In radiology, the workstation is often referred to as the "cockpit" with a "digital dashboard" and the reading room as the "control room." Although pathology has yet to "go digital" to the extent that radiology has, lessons derived from radiology reading "cockpits" can be quite valuable in setting up the digital pathology reading room. In this article, we describe the concept of the digital dashboard and provide some recent examples of informatics-based applications that have been shown to improve the workflow and quality in digital reading environments.
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Têtu B, Boulanger J, Houde C. [Telepathology project on virtual slides of eastern Quebec: a clinical project carried out in 21 areas]. Ann Pathol 2010; 30:25-7. [PMID: 21055536 DOI: 10.1016/j.annpat.2010.07.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2010] [Accepted: 07/13/2010] [Indexed: 10/19/2022]
Affiliation(s)
- Bernard Têtu
- Département de pathologie, CHU de Québec, université Laval, 11 côte du Palais, Québec, Canada.
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Pantanowitz L. Digital images and the future of digital pathology. J Pathol Inform 2010; 1:S2153-3539(22)00107-9. [PMID: 20922032 PMCID: PMC2941968 DOI: 10.4103/2153-3539.68332] [Citation(s) in RCA: 130] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2010] [Accepted: 06/04/2010] [Indexed: 11/27/2022] Open
Affiliation(s)
- Liron Pantanowitz
- Department of Pathology, Division of Pathology Informatics, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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Lele SM. Digital pathology in clinical consultation practice. J Pathol Inform 2010; 1:S2153-3539(22)00109-2. [PMID: 20922028 PMCID: PMC2941964 DOI: 10.4103/2153-3539.68334] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2010] [Accepted: 06/08/2010] [Indexed: 11/17/2022] Open
Affiliation(s)
- Subodh M Lele
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE, USA
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Jakate S. Application of virtual microscopy in consultation practice of gastrointestinal and liver pathology. J Pathol Inform 2010; 1:S2153-3539(22)00108-0. [PMID: 20922027 PMCID: PMC2941963 DOI: 10.4103/2153-3539.68333] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2010] [Accepted: 06/04/2010] [Indexed: 11/04/2022] Open
Affiliation(s)
- Shriram Jakate
- Professor of Pathology, Gastroenterology and Hepatology, Director of Laboratory Services, Rush University Medical Center, Chicago, IL 60612, USA
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