Skip to main content
Erschienen in: Journal of Digital Imaging 4/2020

28.05.2020 | Review

Whole Slide Imaging (WSI) in Pathology: Current Perspectives and Future Directions

verfasst von: Neeta Kumar, Ruchika Gupta, Sanjay Gupta

Erschienen in: Journal of Imaging Informatics in Medicine | Ausgabe 4/2020

Einloggen, um Zugang zu erhalten

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.
Literatur
1.
Zurück zum Zitat Wright AM, Smith D, Dhurandhar B, Fairley T, Scheiber-Pacht M, Chakraborty S, Gorman BK, Mody D, Coffey DM: Digital slide imaging in cervicovaginal cytology: a pilot study. Arch Pathol Lab Med 137:618-624, 2013.PubMed Wright AM, Smith D, Dhurandhar B, Fairley T, Scheiber-Pacht M, Chakraborty S, Gorman BK, Mody D, Coffey DM: Digital slide imaging in cervicovaginal cytology: a pilot study. Arch Pathol Lab Med 137:618-624, 2013.PubMed
3.
Zurück zum Zitat Wilbur DC: Digital cytology: current state of the art and prospects for the future. Acta Cytol 55:227-238, 2011.PubMed Wilbur DC: Digital cytology: current state of the art and prospects for the future. Acta Cytol 55:227-238, 2011.PubMed
4.
Zurück zum Zitat Kumar N, Busarla SV, Sayed S, Kirimi JM, Okiro P, Gakinya SM, Moloo Z, Sohani AR: Telecytology in East Africa: a feasibility study of forty cases using a static imaging system. J Telemed Telecare 18:7-12, 2012.PubMed Kumar N, Busarla SV, Sayed S, Kirimi JM, Okiro P, Gakinya SM, Moloo Z, Sohani AR: Telecytology in East Africa: a feasibility study of forty cases using a static imaging system. J Telemed Telecare 18:7-12, 2012.PubMed
5.
Zurück zum Zitat Bueno G, Déniz O, Fernández-Carrobles Mdel M, Vállez N, Salido J: An automated system for whole microscopic image acquisition and analysis. Microsc Res Tech 77:697-713, 2014.PubMed Bueno G, Déniz O, Fernández-Carrobles Mdel M, Vállez N, Salido J: An automated system for whole microscopic image acquisition and analysis. Microsc Res Tech 77:697-713, 2014.PubMed
6.
Zurück zum Zitat Indu M, Rathy R, Binu MP: “Slide less pathology”: Fairy tale or reality? J Oral Maxillofac Pathol 20:284-288, 2016.PubMedPubMedCentral Indu M, Rathy R, Binu MP: “Slide less pathology”: Fairy tale or reality? J Oral Maxillofac Pathol 20:284-288, 2016.PubMedPubMedCentral
7.
Zurück zum Zitat Zarella MD, Bowman D, Aeffner F, Farahani N, Xthona A, Absar SF, Parwani A, Bui M, Hartman DJ: A Practical Guide to Whole Slide Imaging: A White Paper From the Digital Pathology Association. Arch Pathol Lab Med 143:222-234, 2019.PubMed Zarella MD, Bowman D, Aeffner F, Farahani N, Xthona A, Absar SF, Parwani A, Bui M, Hartman DJ: A Practical Guide to Whole Slide Imaging: A White Paper From the Digital Pathology Association. Arch Pathol Lab Med 143:222-234, 2019.PubMed
8.
Zurück zum Zitat Van Es SL, Greaves J, Gay S, Ross J, Holzhauser D, Badrick T: Constant Quest for Quality: Digital Cytopathology. J Pathol Inform 9:13, 2018.PubMedPubMedCentral Van Es SL, Greaves J, Gay S, Ross J, Holzhauser D, Badrick T: Constant Quest for Quality: Digital Cytopathology. J Pathol Inform 9:13, 2018.PubMedPubMedCentral
9.
Zurück zum Zitat Farahani N, Parwani A, Pantanowitz L: Whole slide imaging in pathology: advantages, limitations, and emerging perspectives. Pathol Lab Med Int 7:23-33, 2015. Farahani N, Parwani A, Pantanowitz L: Whole slide imaging in pathology: advantages, limitations, and emerging perspectives. Pathol Lab Med Int 7:23-33, 2015.
10.
Zurück zum Zitat Wang Y, Williamson KE, Kelly PJ, James JA, Hamilton PW: SurfaceSlide: a multitouch digital pathology platform. PLoS One.7:e30783, 2012.PubMedPubMedCentral Wang Y, Williamson KE, Kelly PJ, James JA, Hamilton PW: SurfaceSlide: a multitouch digital pathology platform. PLoS One.7:e30783, 2012.PubMedPubMedCentral
11.
Zurück zum Zitat Ghosh A, Brown GT, Fontelo P: Telepathology at the Armed Forces Institute of Pathology: A Retrospective Review of Consultations From 1996 to 1997. Arch Pathol Lab Med 142:248-252, 2018.PubMed Ghosh A, Brown GT, Fontelo P: Telepathology at the Armed Forces Institute of Pathology: A Retrospective Review of Consultations From 1996 to 1997. Arch Pathol Lab Med 142:248-252, 2018.PubMed
12.
13.
Zurück zum Zitat Rodriguez-Urrego PA, Cronin AM, Al-Ahmadie HA, Gopalan A, Tickoo SK, Reuter VE, Fine SW: Interobserver and intraobserver reproducibility in digital and routine microscopic assessment of prostate needle biopsies. Hum Pathol 42:68-74, 2011.PubMed Rodriguez-Urrego PA, Cronin AM, Al-Ahmadie HA, Gopalan A, Tickoo SK, Reuter VE, Fine SW: Interobserver and intraobserver reproducibility in digital and routine microscopic assessment of prostate needle biopsies. Hum Pathol 42:68-74, 2011.PubMed
14.
Zurück zum Zitat Wilbur DC, Madi K, Colvin RB, Duncan LM, Faquin WC, Ferry JA, Frosch MP, Houser SL, Kradin RL, Lauwers GY, Louis DN, Mark EJ, Mino-Kenudson M, Misdraji J, Nielsen GP, Pitman MB, Rosenberg AE, Smith RN, Sohani AR, Stone JR, Tambouret RH, Wu CL, Young RH, Zembowicz A, Klietmann W: Whole-slide imaging digital pathology as a platform for teleconsultation: a pilot study using paired subspecialist correlations. Arch Pathol Lab Med. 133:1949-1953, 2009.PubMedPubMedCentral Wilbur DC, Madi K, Colvin RB, Duncan LM, Faquin WC, Ferry JA, Frosch MP, Houser SL, Kradin RL, Lauwers GY, Louis DN, Mark EJ, Mino-Kenudson M, Misdraji J, Nielsen GP, Pitman MB, Rosenberg AE, Smith RN, Sohani AR, Stone JR, Tambouret RH, Wu CL, Young RH, Zembowicz A, Klietmann W: Whole-slide imaging digital pathology as a platform for teleconsultation: a pilot study using paired subspecialist correlations. Arch Pathol Lab Med. 133:1949-1953, 2009.PubMedPubMedCentral
15.
Zurück zum Zitat Evans AJ, Krupinski EA, Weinstein RS, Pantanowitz L: 2014 American Telemedicine Association clinical guidelines for telepathology: Another important step in support of increased adoption of telepathology for patient care. J Pathol Inform 6:13, 2015.PubMedPubMedCentral Evans AJ, Krupinski EA, Weinstein RS, Pantanowitz L: 2014 American Telemedicine Association clinical guidelines for telepathology: Another important step in support of increased adoption of telepathology for patient care. J Pathol Inform 6:13, 2015.PubMedPubMedCentral
17.
Zurück zum Zitat Mukhopadhyay S, Feldman MD, Abels E, Ashfaq R, Beltaifa S, Cacciabeve NG, Cathro HP, Cheng L, Cooper K, Dickey GE, Gill RM, Heaton RP Jr, Kerstens R, Lindberg GM, Malhotra RK, Mandell JW, Manlucu ED, Mills AM, Mills SE, Moskaluk CA, Nelis M, Patil DT, Przybycin CG, Reynolds JP, Rubin BP, Saboorian MH, Salicru M, Samols MA, Sturgis CD, Turner KO, Wick MR, Yoon JY, Zhao P, Taylor CR: Whole Slide Imaging Versus Microscopy for Primary Diagnosis in Surgical Pathology: A Multicenter Blinded Randomized Noninferiority Study of 1992 Cases (Pivotal Study). Am J Surg Pathol 42:39-52, 2018.PubMed Mukhopadhyay S, Feldman MD, Abels E, Ashfaq R, Beltaifa S, Cacciabeve NG, Cathro HP, Cheng L, Cooper K, Dickey GE, Gill RM, Heaton RP Jr, Kerstens R, Lindberg GM, Malhotra RK, Mandell JW, Manlucu ED, Mills AM, Mills SE, Moskaluk CA, Nelis M, Patil DT, Przybycin CG, Reynolds JP, Rubin BP, Saboorian MH, Salicru M, Samols MA, Sturgis CD, Turner KO, Wick MR, Yoon JY, Zhao P, Taylor CR: Whole Slide Imaging Versus Microscopy for Primary Diagnosis in Surgical Pathology: A Multicenter Blinded Randomized Noninferiority Study of 1992 Cases (Pivotal Study). Am J Surg Pathol 42:39-52, 2018.PubMed
18.
Zurück zum Zitat Evans AJ, Bauer TW, Bui MM, Cornish TC, Duncan H, Glassy EF, Hipp J, McGee RS, Murphy D, Myers C, O’Neill DG, Parwani AV, Rampy BA, Salama ME, Pantanowitz L: US Food and Drug Administration Approval of Whole Slide Imaging for Primary Diagnosis: A Key Milestone Is Reached and New Questions Are Raised. Arch Pathol Lab Med 142:1383-1387, 2018.PubMed Evans AJ, Bauer TW, Bui MM, Cornish TC, Duncan H, Glassy EF, Hipp J, McGee RS, Murphy D, Myers C, O’Neill DG, Parwani AV, Rampy BA, Salama ME, Pantanowitz L: US Food and Drug Administration Approval of Whole Slide Imaging for Primary Diagnosis: A Key Milestone Is Reached and New Questions Are Raised. Arch Pathol Lab Med 142:1383-1387, 2018.PubMed
19.
Zurück zum Zitat Huang Y, Lei Y, Wang Q, Li D, Ma L, Guo L, Tang M, Liu G, Yan Q, Shen L, Tong G, Jing Z, Zhang Y, Deng Y: Telepathology consultation for frozen section diagnosis in China. DiagnPathol. 13:29, 2018. Huang Y, Lei Y, Wang Q, Li D, Ma L, Guo L, Tang M, Liu G, Yan Q, Shen L, Tong G, Jing Z, Zhang Y, Deng Y: Telepathology consultation for frozen section diagnosis in China. DiagnPathol. 13:29, 2018.
20.
Zurück zum Zitat Fallon MA, Wilbur DC, Prasad M: Ovarian frozen section diagnosis: use of whole-slide imaging shows excellent correlation between virtual slide and original interpretations in a large series of cases. Arch Pathol Lab Med 134:1020-1023, 2010.PubMed Fallon MA, Wilbur DC, Prasad M: Ovarian frozen section diagnosis: use of whole-slide imaging shows excellent correlation between virtual slide and original interpretations in a large series of cases. Arch Pathol Lab Med 134:1020-1023, 2010.PubMed
21.
Zurück zum Zitat Boroujeni AM, Dehghani A, Yousefi E, Gupta R: Whole Slide Imaging for HER2/neu Immunohistochemistry: Reproducibility Study for Digital and Paired Glass Slide Interpretation. Am J Clin Pathol 146(suppl_1):36, 2016. Boroujeni AM, Dehghani A, Yousefi E, Gupta R: Whole Slide Imaging for HER2/neu Immunohistochemistry: Reproducibility Study for Digital and Paired Glass Slide Interpretation. Am J Clin Pathol 146(suppl_1):36, 2016.
22.
Zurück zum Zitat Lee KC, Mak LS. Virtual electron microscopy: a simple implementation creating a new paradigm in ultrastructural examination. Int J Surg Pathol 19:570-575, 2011.PubMed Lee KC, Mak LS. Virtual electron microscopy: a simple implementation creating a new paradigm in ultrastructural examination. Int J Surg Pathol 19:570-575, 2011.PubMed
23.
Zurück zum Zitat Chen ZW, Kohan J, Perkins SL, Hussong JW, Salama ME: Web-based oil immersion whole slide imaging increases efficiency and clinical team satisfaction in hematopathology tumor board. J Pathol Inform 5:41, 2014.PubMedPubMedCentral Chen ZW, Kohan J, Perkins SL, Hussong JW, Salama ME: Web-based oil immersion whole slide imaging increases efficiency and clinical team satisfaction in hematopathology tumor board. J Pathol Inform 5:41, 2014.PubMedPubMedCentral
24.
Zurück zum Zitat Graham AR, Bhattacharyya AK, Scott KM, Lian F, Grasso LL, Richter LC, Carpenter JB, Chiang S, Henderson JT, Lopez AM, Barker GP, Weinstein RS: Virtual slide telepathology for an academic teaching hospital surgical pathology quality assurance program. Hum Pathol 40:1129-1136, 2009.PubMed Graham AR, Bhattacharyya AK, Scott KM, Lian F, Grasso LL, Richter LC, Carpenter JB, Chiang S, Henderson JT, Lopez AM, Barker GP, Weinstein RS: Virtual slide telepathology for an academic teaching hospital surgical pathology quality assurance program. Hum Pathol 40:1129-1136, 2009.PubMed
25.
Zurück zum Zitat Ho J, Parwani AV, Jukic DM, Yagi Y, Anthony L, Gilbertson JR: Use of whole slide imaging in surgical pathology quality assurance: design and pilot validation studies. Hum Pathol 37:322-331, 2006.PubMed Ho J, Parwani AV, Jukic DM, Yagi Y, Anthony L, Gilbertson JR: Use of whole slide imaging in surgical pathology quality assurance: design and pilot validation studies. Hum Pathol 37:322-331, 2006.PubMed
26.
Zurück zum Zitat Huisman A, Looijen A, van den Brink SM, van Diest PJ: Creation of a fully digital pathology slide archive by high-volume tissue slide scanning. Hum Pathol 41:751-757, 2010.PubMed Huisman A, Looijen A, van den Brink SM, van Diest PJ: Creation of a fully digital pathology slide archive by high-volume tissue slide scanning. Hum Pathol 41:751-757, 2010.PubMed
27.
Zurück zum Zitat 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.2:36, 2011.PubMedPubMedCentral 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.2:36, 2011.PubMedPubMedCentral
28.
Zurück zum Zitat Pratt RL: Are we throwing histology out with the microscope? A look at histology from the physician’s perspective. Anat Sci Educ. 2:205-209, 2009.PubMed Pratt RL: Are we throwing histology out with the microscope? A look at histology from the physician’s perspective. Anat Sci Educ. 2:205-209, 2009.PubMed
29.
Zurück zum Zitat Dee FR: Virtual microscopy in pathology education. Hum Pathol 40:1112-1121, 2009.PubMed Dee FR: Virtual microscopy in pathology education. Hum Pathol 40:1112-1121, 2009.PubMed
34.
Zurück zum Zitat Kumar N, Chandra M: Whole Slide Imaging in Medical and Dental Education. J Med Erudite 1:46-51, 2013. Kumar N, Chandra M: Whole Slide Imaging in Medical and Dental Education. J Med Erudite 1:46-51, 2013.
35.
Zurück zum Zitat Cagle PT, Glassy EF: Whole slide images add value to journal article figures. Arch Pathol Lab Med 138:592, 2014.PubMed Cagle PT, Glassy EF: Whole slide images add value to journal article figures. Arch Pathol Lab Med 138:592, 2014.PubMed
36.
Zurück zum Zitat Glassy EF: Rebooting the Pathology Journal: Learning in the Age of Digital Pathology. Arch Pathol Lab Med 138:728-729, 2014.PubMed Glassy EF: Rebooting the Pathology Journal: Learning in the Age of Digital Pathology. Arch Pathol Lab Med 138:728-729, 2014.PubMed
37.
Zurück zum Zitat Aeffner F, Zarella MD, Buchbinder N, Bui MM, Goodman MR, Hartman DJ, Lujan GM, Molani MA, Parwani AV, Lillard K, Turner OC, Vemuri VNP, Yuil-Valdes AG, Bowman D: Introduction to Digital Image Analysis in Whole-slide Imaging: A White Paper from the Digital Pathology Association. J Pathol Inform 10:9, 2019.PubMedPubMedCentral Aeffner F, Zarella MD, Buchbinder N, Bui MM, Goodman MR, Hartman DJ, Lujan GM, Molani MA, Parwani AV, Lillard K, Turner OC, Vemuri VNP, Yuil-Valdes AG, Bowman D: Introduction to Digital Image Analysis in Whole-slide Imaging: A White Paper from the Digital Pathology Association. J Pathol Inform 10:9, 2019.PubMedPubMedCentral
38.
Zurück zum Zitat Shinde V, Burke KE, Chakravarty A, Fleming M, McDonald AA, Berger A, Ecsedy J, Blakemore SJ, Tirrell SM, Bowman D: Applications of pathology-assisted image analysis of immunohistochemistry-based biomarkers in oncology. Vet Pathol 51:292-303, 2014.PubMed Shinde V, Burke KE, Chakravarty A, Fleming M, McDonald AA, Berger A, Ecsedy J, Blakemore SJ, Tirrell SM, Bowman D: Applications of pathology-assisted image analysis of immunohistochemistry-based biomarkers in oncology. Vet Pathol 51:292-303, 2014.PubMed
39.
Zurück zum Zitat Zarella MD, Jakubowski J: Video compression to support the expansion of whole-slide imaging into cytology. J Med Imaging (Bellingham). 6:047502, 2019. Zarella MD, Jakubowski J: Video compression to support the expansion of whole-slide imaging into cytology. J Med Imaging (Bellingham). 6:047502, 2019.
40.
Zurück zum Zitat 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 125:701-709, 2017.PubMed 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 125:701-709, 2017.PubMed
41.
Zurück zum Zitat 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 9:29, 2018.PubMedPubMedCentral 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 9:29, 2018.PubMedPubMedCentral
42.
Zurück zum Zitat Ghaznavi F, Evans A, Madabhushi A, Feldman M. Digital imaging in pathology: whole-slide imaging and beyond. Annu Rev Pathol 8:331–359, 2013.PubMed Ghaznavi F, Evans A, Madabhushi A, Feldman M. Digital imaging in pathology: whole-slide imaging and beyond. Annu Rev Pathol 8:331–359, 2013.PubMed
43.
Zurück zum Zitat Hanna MG, Reuter VE, Samboy J, England C, Corsale L, Fine SW, Agaram NP, Stamelos E, Yagi Y, Hameed M, Klimstra DS, Sirintrapun SJ: Implementation of Digital Pathology Offers Clinical and Operational Increase in Efficiency and Cost Savings. Arch Pathol Lab Med 143:1545-1555, 2019.PubMedPubMedCentral Hanna MG, Reuter VE, Samboy J, England C, Corsale L, Fine SW, Agaram NP, Stamelos E, Yagi Y, Hameed M, Klimstra DS, Sirintrapun SJ: Implementation of Digital Pathology Offers Clinical and Operational Increase in Efficiency and Cost Savings. Arch Pathol Lab Med 143:1545-1555, 2019.PubMedPubMedCentral
44.
Zurück zum Zitat Rocha R, Vassallo J, Soares F, Miller K, Gobbi H: Digital slides: present status of a tool for consultation, teaching,and quality control in pathology. Pathol Res Pract 205:735–741, 2009.PubMed Rocha R, Vassallo J, Soares F, Miller K, Gobbi H: Digital slides: present status of a tool for consultation, teaching,and quality control in pathology. Pathol Res Pract 205:735–741, 2009.PubMed
45.
Zurück zum Zitat Pantanowitz L, Sharma A, Carter AB, Kurc T, Sussman A, Saltz J: Twenty Years of Digital Pathology: An Overview of the Road Travelled, What is on the Horizon, and the Emergence of Vendor-Neutral Archives. J Pathol Inform 9:40, 2018.PubMedPubMedCentral Pantanowitz L, Sharma A, Carter AB, Kurc T, Sussman A, Saltz J: Twenty Years of Digital Pathology: An Overview of the Road Travelled, What is on the Horizon, and the Emergence of Vendor-Neutral Archives. J Pathol Inform 9:40, 2018.PubMedPubMedCentral
46.
Zurück zum Zitat Guo C, Bian Z, Jiang S, Murphy M, Zhu J, Wang R, Song P, Shao X, Zhang Y, Zheng G: OpenWSI: a low-cost, high throughput whole slide imaging system via single-frame autofocusing and open-source hardware. Opt Lett 45:260-263, 2020. Guo C, Bian Z, Jiang S, Murphy M, Zhu J, Wang R, Song P, Shao X, Zhang Y, Zheng G: OpenWSI: a low-cost, high throughput whole slide imaging system via single-frame autofocusing and open-source hardware. Opt Lett 45:260-263, 2020.
47.
Zurück zum Zitat Yu H, Gao F, Jiang L, Ma S: Development of a Whole Slide Imaging System on Smartphones and Evaluation With Frozen Section Samples. JMIR Mhealth Uhealth 5:e132, 2017PubMedPubMedCentral Yu H, Gao F, Jiang L, Ma S: Development of a Whole Slide Imaging System on Smartphones and Evaluation With Frozen Section Samples. JMIR Mhealth Uhealth 5:e132, 2017PubMedPubMedCentral
48.
Zurück zum Zitat Kumar N, Jain S: Quality control and automation in cervical cytology. J Indian Med Assoc. 102:372, 374, 376, 2004.PubMed Kumar N, Jain S: Quality control and automation in cervical cytology. J Indian Med Assoc. 102:372, 374, 376, 2004.PubMed
49.
Zurück zum Zitat Bandi P, Geessink O, Manson Q, Van Dijk M, Balkenhol M, Hermsen M, EhteshamiBejnordi B, Lee B, Paeng K, Zhong A, Li Q, Zanjani FG, Zinger S, Fukuta K, Komura D, Ovtcharov V, Cheng S, Zeng S, Thagaard J, Dahl AB, Lin H, Chen H, Jacobsson L, Hedlund M, Cetin M, Halici E, Jackson H, Chen R, Both F, Franke J, Kusters-Vandevelde H, Vreuls W, Bult P, van Ginneken B, van der Laak J, Litjens G: From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: The CAMELYON17 Challenge. IEEE Trans Med Imaging. 38:550-560, 2019.PubMed Bandi P, Geessink O, Manson Q, Van Dijk M, Balkenhol M, Hermsen M, EhteshamiBejnordi B, Lee B, Paeng K, Zhong A, Li Q, Zanjani FG, Zinger S, Fukuta K, Komura D, Ovtcharov V, Cheng S, Zeng S, Thagaard J, Dahl AB, Lin H, Chen H, Jacobsson L, Hedlund M, Cetin M, Halici E, Jackson H, Chen R, Both F, Franke J, Kusters-Vandevelde H, Vreuls W, Bult P, van Ginneken B, van der Laak J, Litjens G: From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: The CAMELYON17 Challenge. IEEE Trans Med Imaging. 38:550-560, 2019.PubMed
Metadaten
Titel
Whole Slide Imaging (WSI) in Pathology: Current Perspectives and Future Directions
verfasst von
Neeta Kumar
Ruchika Gupta
Sanjay Gupta
Publikationsdatum
28.05.2020
Verlag
Springer International Publishing
Erschienen in
Journal of Imaging Informatics in Medicine / Ausgabe 4/2020
Print ISSN: 2948-2925
Elektronische ISSN: 2948-2933
DOI
https://doi.org/10.1007/s10278-020-00351-z

Weitere Artikel der Ausgabe 4/2020

Journal of Digital Imaging 4/2020 Zur Ausgabe

Screening-Mammografie offenbart erhöhtes Herz-Kreislauf-Risiko

26.04.2024 Mammografie Nachrichten

Routinemäßige Mammografien helfen, Brustkrebs frühzeitig zu erkennen. Anhand der Röntgenuntersuchung lassen sich aber auch kardiovaskuläre Risikopatientinnen identifizieren. Als zuverlässiger Anhaltspunkt gilt die Verkalkung der Brustarterien.

S3-Leitlinie zu Pankreaskrebs aktualisiert

23.04.2024 Pankreaskarzinom Nachrichten

Die Empfehlungen zur Therapie des Pankreaskarzinoms wurden um zwei Off-Label-Anwendungen erweitert. Und auch im Bereich der Früherkennung gibt es Aktualisierungen.

Fünf Dinge, die im Kindernotfall besser zu unterlassen sind

18.04.2024 Pädiatrische Notfallmedizin Nachrichten

Im Choosing-Wisely-Programm, das für die deutsche Initiative „Klug entscheiden“ Pate gestanden hat, sind erstmals Empfehlungen zum Umgang mit Notfällen von Kindern erschienen. Fünf Dinge gilt es demnach zu vermeiden.

„Nur wer sich gut aufgehoben fühlt, kann auch für Patientensicherheit sorgen“

13.04.2024 Klinik aktuell Kongressbericht

Die Teilnehmer eines Forums beim DGIM-Kongress waren sich einig: Fehler in der Medizin sind häufig in ungeeigneten Prozessen und mangelnder Kommunikation begründet. Gespräche mit Patienten und im Team können helfen.

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.