Digital Pathology at John Hopkins
Practical Research and Clinical Considerations
Alexander Baras
Presented at the Digital Pathology Congress: USA. For more information visit: www.global-engage.com.
Here in these slides we are going to discuss about the Digital pathology in which we have discuss about the working, role, benefits and requirements of Digital pathology.
Digital Pathology: Precision Medicine, Deep Learning and Computer Aided Inter...Joel Saltz
In this presentation, I will survey the development of Digital Pathology methodology beginning with the 1997 virtual microscope prototype at Hopkins to current tools, methods and algorithms designed to display, analyze and classify whole slide imaging data. I will describe methods, tools and algorithms to extract information from Pathology images. These tools include ability to traverse whole slide images, segment nuclei, carry out deep learning region classification and characterize relationship between extracted features and morphological structures. I will also describe some of the research efforts that motivate development of these tools, the role Pathomics is playing in precision medicine research as well as the impact of Pathology Informatics on clinical practice and health care quality.
Presentation at the Department of Biomedical Informatics, University Pittsburgh Medical Center, April 27, 2018
Here in these slides we are going to discuss about the Digital pathology in which we have discuss about the working, role, benefits and requirements of Digital pathology.
Here in these slides we are going to discuss about the Digital pathology in which we have discuss about the working, role, benefits and requirements of Digital pathology.
Digital Pathology: Precision Medicine, Deep Learning and Computer Aided Inter...Joel Saltz
In this presentation, I will survey the development of Digital Pathology methodology beginning with the 1997 virtual microscope prototype at Hopkins to current tools, methods and algorithms designed to display, analyze and classify whole slide imaging data. I will describe methods, tools and algorithms to extract information from Pathology images. These tools include ability to traverse whole slide images, segment nuclei, carry out deep learning region classification and characterize relationship between extracted features and morphological structures. I will also describe some of the research efforts that motivate development of these tools, the role Pathomics is playing in precision medicine research as well as the impact of Pathology Informatics on clinical practice and health care quality.
Presentation at the Department of Biomedical Informatics, University Pittsburgh Medical Center, April 27, 2018
Here in these slides we are going to discuss about the Digital pathology in which we have discuss about the working, role, benefits and requirements of Digital pathology.
Telepatholgy is the practice of pathology at a distance . there are three types: static image based, dynamic/ real time/dynamic robotic, and virtual or whole slide imaging. uses of telepathology, advantages and problems.
Brain cut up for the general pathologistEffiong Akang
Simplified procedure for brain cut up examination for general pathologists that emphasises the importance of good clinicopathological correlation in post-mortem CNS examination. Presented at TSL workshop in Lagos on 25 November 2014
Twenty Years of Whole Slide Imaging - the Coming Phase ChangeJoel Saltz
I surveyed the development of Digital Pathology methodology beginning with the 1997 virtual microscope prototype at Hopkins (PMC2233368) to current tools, methods and algorithms designed to display, analyze and classify whole slide imaging data. I will describe the capabilities of current methods, describe how these methods are likely to evolve and how they will be likely to impact Pathology research and practice.
Webinar by BIS Research on Precision Oncology BiomarkersBIS Research Inc.
Precision oncology biomarkers are essential tools for tailoring cancer treatment to individual patients, as they provide insights into tumor biology and guide the selection of targeted therapies.
BIS conducted a deep intelligence webinar on the state-of-the-art technologies and emerging strategies used through the precision oncology biomarkers.
Liquid-based cytology is a method of preparing samples for examination in cytopathology. The sample is collected, normally by a small brush, in the same way as for a conventional smear test, but rather than the smear being transferred directly to a microscope slide, the sample is deposited into a small bottle of preservative liquid. At the laboratory the liquid is treated to remove other elements such as mucus before a layer of cells is placed on a slide. The technique allows more accurate results. The UK screening programmes changed their cervical screening method from the Pap test to liquid-based cytology in 2008.
On March 23, 2016, Prof. Henning Müller (HES-SO Valais-Wallis and Martinos Center) presented Medical image analysis and big data evaluation infrastructures at Stanford medicine.
Presentation by Prof. Dr. Henning Müller.
Overview:
- Medical image retrieval projects
- Image analysis and 3D texture modeling
- Data science evaluation infrastructures (ImageCLEF, VISCERAL, EaaS – Evaluation as a Service)
- What comes next?
Telepatholgy is the practice of pathology at a distance . there are three types: static image based, dynamic/ real time/dynamic robotic, and virtual or whole slide imaging. uses of telepathology, advantages and problems.
Brain cut up for the general pathologistEffiong Akang
Simplified procedure for brain cut up examination for general pathologists that emphasises the importance of good clinicopathological correlation in post-mortem CNS examination. Presented at TSL workshop in Lagos on 25 November 2014
Twenty Years of Whole Slide Imaging - the Coming Phase ChangeJoel Saltz
I surveyed the development of Digital Pathology methodology beginning with the 1997 virtual microscope prototype at Hopkins (PMC2233368) to current tools, methods and algorithms designed to display, analyze and classify whole slide imaging data. I will describe the capabilities of current methods, describe how these methods are likely to evolve and how they will be likely to impact Pathology research and practice.
Webinar by BIS Research on Precision Oncology BiomarkersBIS Research Inc.
Precision oncology biomarkers are essential tools for tailoring cancer treatment to individual patients, as they provide insights into tumor biology and guide the selection of targeted therapies.
BIS conducted a deep intelligence webinar on the state-of-the-art technologies and emerging strategies used through the precision oncology biomarkers.
Liquid-based cytology is a method of preparing samples for examination in cytopathology. The sample is collected, normally by a small brush, in the same way as for a conventional smear test, but rather than the smear being transferred directly to a microscope slide, the sample is deposited into a small bottle of preservative liquid. At the laboratory the liquid is treated to remove other elements such as mucus before a layer of cells is placed on a slide. The technique allows more accurate results. The UK screening programmes changed their cervical screening method from the Pap test to liquid-based cytology in 2008.
On March 23, 2016, Prof. Henning Müller (HES-SO Valais-Wallis and Martinos Center) presented Medical image analysis and big data evaluation infrastructures at Stanford medicine.
Presentation by Prof. Dr. Henning Müller.
Overview:
- Medical image retrieval projects
- Image analysis and 3D texture modeling
- Data science evaluation infrastructures (ImageCLEF, VISCERAL, EaaS – Evaluation as a Service)
- What comes next?
On April 11th 2016, Prof. Prof. Henning Müller (HES-SO Valais-Wallis and Martinos Center) presented Challenges in medical imaging and the VISCERAL model at National Cancer Institute in Washington.
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Here are 10 Software Tools and Platforms for Digital Pathology: 1. AperioImageScope 2. HCImage Hamamatsu software 3. OptraASSAYS 4. Image-Pro 5. APP Center
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Bio-IT
Cloud Medical Research and Management System
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---Media release---
VRF presents software solution for R&D in skin diseases, such as vitiligo or melanoma.
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The Cloud MRM may also be appealing to big pharma in obtaining aggregated, complex data sets for small-molecule R&D processes; or to biotech companies and CROs with limited resources to develop or maintain in-house R&D software.
The system provides functionalities to facilitate data and biological material handovers among researchers from different countries. Cross analysis of de-identified patient profile data along with blood test analysis, biopsy, gene polymorphysms, and also visual data such as images, MRI, CAT scans allows automated discovery of complex relationships between different parameters causing vitiligo or other skin diseases.
Cloud MRM is hosted on a secure private cloud, easily accessible via Internet through a variety of end-user devices, including iPad or Android tablets.
VR Foundation is a non-profit organization expediting vitiligo research globally. For further details, please email Yan@vrfoundation.org.
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ACCORDING TO apic.org,
Antimicrobial stewardship is a coordinated program that promotes the appropriate use of antimicrobials (including antibiotics), improves patient outcomes, reduces microbial resistance, and decreases the spread of infections caused by multidrug-resistant organisms.
ACCORDING TO pewtrusts.org,
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VISION
Being proactive
Supporting optimal animal and human health
Exploring ways to reduce overall use of antimicrobials
Using the drugs that prevent and treat disease by killing microscopic organisms in a responsible way
GOAL
to prevent the generation and spread of antimicrobial resistance (AMR). Doing so will preserve the effectiveness of these drugs in animals and humans for years to come.
being to preserve human and animal health and the effectiveness of antimicrobial medications.
to implement a multidisciplinary approach in assembling a stewardship team to include an infectious disease physician, a clinical pharmacist with infectious diseases training, infection preventionist, and a close collaboration with the staff in the clinical microbiology laboratory
to prevent antimicrobial overuse, misuse and abuse.
to minimize the developme
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1. Digital Pathology at Johns Hopkins
Practical Research and Clinical Considerations
Alexander Baras, MD, PhD
Assistant Professor of Pathology, Urology, and Oncology
Associate Director of Pathology Informatics
Director of Precision Medicine Informatics, Sidney-Kimmel Comprehensive Cancer Center
Johns Hopkins School of Medicine
July 10, 2017
2. Agenda
• Discuss applications of digital pathology
– First steps vs next steps …
• Describe decision points in implementation
– Hardware
– Basic Infrastructure vs Analytics
• Clinical applications for digital pathology
3. Digital Pathology
• Whole slide imaging
– Creation of a single, high magnification digital image
of an entire microscopic slide
• Live imaging from microscope
– Live video feed of what is screen at the microscope
4. Digital Pathology
• What are the use cases?
– Education
– Research
– Publication
– Telepathology / Conferences
• And now primary diagnosis!
5. Digital Pathology - Overview
Software
Hardware
Slide scanner
Whole slide image
Slide handling
Slide scanning
Optics
Detection
Acquisition software
Compression
File format
Viewers & Analytics
Digital slide repository/server
Digital slide viewer
Image Analysis
7. Scanner Considerations
• Capabilities vary widely:
– Brightfield only vs Fluorescence only vs Both
– Capacities from 1 slide to 400 or more slides
– Various slide handling mechanisms
8. Scanner Considerations
• Capabilities vary widely:
– 1”x3” only vs. 1”x3” and 2”x3” (whole mount)
– Single plane scan vs. z-stacking (vs. limited
z-stacking)
– 4x, 10x, 20x, 40x, 60x, 100x, oil immersion
9. Scanner Considerations
• Software that drives the scanner
– Wide range of capability and maturity here
– Robustness to a problem with a single slide for a
batch of slides …
– “Ease” of user interface
• Needs to be normalized by the experience level of the
intended operator
10. Scanner Considerations
• Brightfield scanners
– The most common type of scanner
– By far the least complicated & least expensive
– Images are acquired and stored as color images
– Use: H&E, IHC, CISH, other visible stains
11. Digital Slide File Format
• Most WSI files contain an “image pyramid”
• Zoom levels are pre-calculated and stored in
the file
• The image at each zoom level is broken into
small tiles (e.g. 256 x 256 px)
13. Digital Slide File Size
• WSI These files are “relatively” large
– 100s of MBs to multi GB (same scale as genomics)
– Compression is effectively required
• Lossless is likely the ideal target
• Resolution considerations
– Magnification vs micron/pixel (mpp)
– Optics vs digital capture technology
14. Research vs Clinical
• Two very different use cases
• Research (educational)
– Provide a simple web-based resource for viewing
and annotating whole slide images
– Foster a collaborative environment around digital
pathology
– Common infrastructure for analytics
• Open source software
15. Research vs Clinical
• Clinical
– Need to “accession” a digital case
• Cases for which only WSI files are sent
• Most EMRs will want to point to a “case”
– Provide pathologists with simple web-based
platform
• Viewing and annotating whole slide images
• Reporting and sign-out
• Consulting with other pathologists (collaboration)
• Eventual integration into EMR
35. Digital Pathology - Tele/Live
• Conferences Across Hopkins Networks
– No scanning required
36. Implementation Strategies
• Around one million slides per year
– Full conversion is not a good fit for us now …
• Target areas
– Secondary consultation (international)
• Both submitted cases & a regular review program
– Conferences (tumor boards, QC/QA)
– Stain controls, central lab for 3 sites
– Autopsy (targeting “primary” diagnosis)
37. Analytics …
• Focus infrastructure first
• Largely will be more in the research space
• What has “stuck” in radiology?
– Quantitation and visualization
– Obvious applications for IHC/CISH with existing
biomarkers (ER, PR, Ki67, HER2, etc)
• Hybrid model probably best
– Approaches that make pathologists more efficient
– Screening technologies with ~ 0% false negative rate
38. Summary
• Implementation of both WSI and Live/Tele
– Targeted vs Full adoption
• Scanners, Analytics, Viewers, and Informatics
– Focus on infrastructure first with common
framework for analytics
• For Clinical Applications:
– Case Review, Primary Diagnosis, Consultation, and
Continual quality assurance/monitoring