Skip to Main Navigation Skip to Main Content Skip to Footer
search play2 play3 facebook twitter linkedin2 cross instagram
ASCP
  • DASHBOARD
  • STORE
  • LOGOUT
  • STORE
  • LOGIN
Menu
  • Membership
    • Membership Overview
      • Become a Member
      • Member Testimonials
    • Member Resources
      • My Dashboard
      • Manage My Education
      • Renew My Membership
      • Member Center
      • Find a Mentorship
      • Councils & Committees
      • Volunteer Opportunities
      • Awards & Recognition
      • Member Rewards
      • Lab Week
      • ASCP News
      • ASCP Local Chapters
    • My Role
      • Pathologist
      • Laboratory Professional
      • Pathology Resident
      • Residency Program Director
      • Lab Sciences Program Director
      • Laboratory Science Student
      • Medical Student
    • Career Resources
      • Find a Job
      • Post a Job
      • Find a Pathology Fellowship
      • Post a Fellowship
      • Learn About Careers
      • Scholarships & Grants
  • Learning
    • Learning Overview
    • Certificate Programs
      • Lab Management University
      • University of Path Informatics
      • Leadership Institute
    • Live Events
      • ASCP Annual Meeting
      • Virtual Pathology Grand Rounds
      • KnowledgeLab
      • Immersion Courses
    • Resources
      • Access My Education
      • Manage CMP
      • Manage CC
    • ASCPedia
    • Online Education
      • Online CE Packages
      • LabQ
      • Case Reports
      • Resident Question Bank (RQB)
      • MLS Online Review Course
      • Webcasts
      • Patient Safety
      • Featured Education
    • Quality Improvement & Quality Assurance
      • Continuous Quality Improvement (CQI)
      • National Pathology Quality Registry (NPQR)
      • CheckPath
      • GYN Assessment
      • Non-GYN Assessment
      • GYN Proficiency Testing
    • Books & Journals
      • Books
      • American Journal of Clinical Pathology (AJCP)
      • Lab Medicine
      • Critical Values
    • ACCME ACCREDITATION
  • Advocacy & Outreach
    • Institute For Science Technology, and Public Policy
      • ASCP Policy Efforts
      • Choosing Wisely
      • Guidelines & Resources
      • Workforce Initiatives
      • ePolicy News
    • Center For Global Health
      • Overview
      • Communicable Diseases (HIV)
      • Non-Communicable Diseases (Cancer)
      • Volunteer with CGH
    • ASCP Foundation
      • Make a Donation
      • Providing Scholarships, Grants, & Fellowships
      • Improving Global Health
      • Increasing Lab Visibility
      • ASCP General Fund
      • Ways to Donate
    • Get Involved
      • Discover Opportunities to Get Involved
      • Foster Diversity & Inclusion
      • ASCP Councils & Committees
      • Career Ambassadors
      • Pathology Ambassadors
      • Discover Mentorships
      • Apply to Volunteer
    • Laboratory Excellence
      • Leading Laboratories
      • National Pathology Quality Registry (NPQR)
      • Awards & Recognition
      • Lab Week
    • Patient Champions
  • About ASCP
    • About ASCP
      • ASCP Mission
      • Supporting Our Members
      • ASCP Foundation
      • Community Efforts
      • Work at ASCP
    • Contact Us
  • Board of Certification
    • BOC home
    • About The BOC
      • About the BOC
        • BOC Structure
          • BOC Mission
          • BOC Partners
          • Contact BOC
          • Appeals
        • News and Reports
          • Transition of MT/MLS and MP/MB
          • Newsletters
          • BOC Awards
          • Lab Hero Interviews
          • Statistics / Practice Analyses
      • What We Do
        • Our Services
          • Certs & Quals
          • CMP
          • Verify Credentials
      • Governance
        • Committees
          • Exam Committee
          • Board of Governors
        • International Governance
          • Advisory Boards
          • Collaborating Societies
      • Volunteer
        • Volunteer Opportunities
          • Exam Committees
          • International Volunteer Opportunities
          • ASCP
    • Get Credentialed
      • Certification Exam Process
        • Get Ready to Apply
          • General Information
          • Determine Category & Route
          • Compare US & International Certification
        • Gather Documentation
          • US Certification
          • International Certication
          • US Military
        • Before Exam
          • Schedule a Date
          • Study Materials
        • Exam Day
          • The Test Center
          • The Examination
        • After Exam
          • Pass The Exam
          • Fail The Exam
      • U.S. Certifications
        • Highest Volume
          • HT
          • MLS
          • MLT
          • PBT
        • Technician
          • HT
          • MLA
          • MLT
          • PBT
          • DPT
        • Technologist/Scientists
          • BB
          • C
          • CG
          • CT
          • H
          • HTL
          • M
          • MB
          • MLS
        • Specialist
          • SBB
          • SC
          • SCT
          • SCYM
          • SH
          • SM
          • SMB
        • Additional
          • DLM
          • PA
      • International Certifications
        • Highest Volume
          • MB
          • MLS
          • MLT
          • PBT
        • Technician
          • HT
          • MLT
          • PBT
        • Technologist/Scientists
          • BB
          • MB
          • MLS
          • C
          • CG
          • CLM
          • CT
          • CTGYN
          • H
          • HLT
          • M
        • Specialist
          • SBB
          • SC
          • SCT
          • SCYM
          • SH
          • SM
          • SMB
      • Qualifications
        • Get Ready to Apply
          • General Information
          • Determine Category and Exam Route
          • Gather Document
        • Examination
          • Take the Exam
          • Pass the Exam
          • Fail the Exam
        • Qualifications
          • QBRS
          • QDP
          • QIA
          • QIHC
          • QLS
      • State Licensure
        • California State Licensure
          • California State Licensure Only
          • ASCP Certification & CA Licensure
          • Already ASCP Certified
        • New York State Licensure
          • New York State Licensure Only
          • ASCP Certification & NY Licensure
          • Already ASCP Certified
        • Additional Licensure States
          • Florida
          • Hawaii
          • Louisiana
          • Montana
          • Nevada
          • North Dakota
          • Tennesee
          • West Virginia
          • Puerto Rico
    • Stay Credentialed
      • Information About CMP
        • CMP Overview
          • CMP Process
          • Synchronize Multiple Credentials
        • Credential Status
          • Mandatory
          • Voluntary
          • Expired
          • Inactive
        • How to Manage Points
          • How to Earn Points
          • How to Record Points
          • Suggested CE Providers
          • When to Submit a Declaration
          • COVID Related CE Form
      • U.S. Certifications
        • Highest Volume
          • HT
          • MLS
          • MLT
          • PBT
        • Technician
          • HT
          • MLA
          • MLT
          • PBT
          • AT
          • DPT
        • Technologist/Scientists
          • BB
          • C
          • CG
          • CT
          • H
          • HTL
          • M
          • MB
          • MLS
        • Specialist
          • SBB
          • SC
          • SCT
          • SCYM
          • SH
          • SM
          • SMB
          • HP
          • SLS
          • SV
        • Additional
          • DLM
          • PA
      • International Certifications
        • Highest Volume
          • MB
          • MLS
          • MLT
          • PBT
        • Technician
          • HT
          • MLT
          • PBT
        • Technologist/Scientists
          • BB
          • C
          • CG
          • CLM
          • CT
          • CTGYN
          • H
          • HTL
          • M
          • MB
          • MLS
        • Specialist
          • SBB
          • SC
          • SCT
          • SCYM
          • SH
          • SM
          • SMB
      • Qualifications
        • Qualifications
          • QBRS
          • QDP
          • QIA
          • QIHC
          • QLI
          • QLS
    • Verify Credentials
      • General Information
        • Topics
          • Citation of Credentials
          • Fraudulent Use of Credentials
          • Replacement Wall Certificates
      • How to Verify
        • Options for Verifying Credentials
          • Getting Started
          • For Certification/Qualification
          • For State Licensure
          • For Visa Screen
          • Place an Order
    • Program Directors
      • Program Director Resources
        • Resources
          • BOC Resources
          • Accreditation Agencies
      • Manage Your Students
        • Tools & Reports
          • Tools for Students
          • EEV
          • PPR
      • Certification Information
        • Exams Offered
          • Certification Exams
          • HT/HTL
          • Military Certifications
          • Phlebotomy Programs
  • News
  • News
  • News Archive
  • Groups
  • Jobs
  • ASCP
  • News Archive
  • News Detail

ASCP 2019: The Art of Data Science in Pathology

Publication Date: Aug 8, 2019

By Amron E. Obstfeld, MD, PhD, and Stephan Kadauke, MD, PhD

More than any other field of medicine, pathology generates and is guided by data. These data are the fuel that drives clinical decision-making, laboratory operation, and quality management. More recently, these data have been leveraged to find a path towards precision medicine.

However, pathologists involved in data analysis face numerous challenges. Data must be acquired from disparate databases, cleaned, and rendered into a tidy format for analysis; also, statistical models must be used in conjunction with plotting to gain insights. This all must be performed in a reproducible and transparent manner so that the conclusions will be accepted by decision-makers.

In our session, “The Art of Data Science in Pathology” that we’ll present on September 11 at the ASCP 2019 Annual Meeting, we’ll introduce the subject and key concepts of data science, an interdisciplinary convergence of statistics, scripted analysis, and domain expertise, as applied to pathology practice. We'll motivate participants to adopt the best practices of data science by providing examples in which ignoring those best practices have led to false claims, reputational ruin, and patient harm.

The different forms of data analysis will be introduced and compared. We will then list and define the practices used in data science that enable analyses to be dependably reproducible. Next, we'll introduce an emerging 'grammar' of data analysis, which involves a series of concisely described key components of an analytical project. We will then apply these concepts to one or more practical analytical challenges faced in pathology.

It's our hope that attendees will come away with a clearer understanding of the potential consequences of poor analytical practice in pathology, be able to list the data-science practices that lead to reliable analyses, and appreciate the grammar of data analysis.

Stephan Kadauke, MD, PhD, is the assistant director of the Cell and Gene Therapy Laboratory at Children's Hospital of Philadelphia. Amrom Obstfeld, MD, PhD, is director of the Hematology and Coagulation Laboratories at Children's Hospital of Philadelphia and a member of the Department of Biomedical and Health Informatics faculty.

 

Footer
  • Membership
    • Membership Overview
    • Member Resources
    • My Role
    • Career Resources
  • Learning
    • Online Education
    • Certificate Programs
    • Quality Improvement & Quality Assurance
    • Live Events
    • Books & Journals
    • Resources
    • ASCPedia
    • ACCME Accreditation
  • Advocacy & Outreach
    • Institute for Science, Technology, and Public Policy
    • Center for Global Health
    • ASCP Foundation
    • Patient Champions
    • Get Involved
  • About ASCP
    • Contact Us
    • Chat with Us
  • Board Of Certification
    • Get Credentialed
    • Stay Credentialed
    • Verify Credentials
    • Program Directors
    • About the BOC
  • News
    • ePolicy News
Chicago (Headquarters)
33 West Monroe Street, Suite 1600, Chicago, IL 60603

Privacy Policy 

Terms of Use

Follow Us

Copyright ©2021  by American Society for Clinical Pathology. All Rights Reserved.

Live Chat

First Name*
Last Name*
Email*
Customer ID