Presentation on theme: "The TMAJ Software Project and Database: Angelo M. De Marzo MD PhD James Morgan BS November 12, 2007."— Presentation transcript:
The TMAJ Software Project and Database: Angelo M. De Marzo MD PhD James Morgan BS November 12, 2007
Introduction Many putative new disease target genes with diagnostic, prognostic, and therapeutic applications Validation requires many samples Quantitative RT-PCR or protein arrays have disadvantages Genes may be expressed in multiple different cell types In situ analyses: ideal but generally slow Tissue microarrays address some of these problems
TMA Technology Tissue microarray technology for high-throughput molecular profiling of cancer Kallioniemi O et.al. Human Molecular Genetics, 2001, vol. 10, No. 7
Slide from Mark A. Rubin, M.D, Dana Farber
Donor Block Sampling Transfer to Recipient Block
Tissue Microarray Advantages High throughput Expands tissue use Uniform reaction conditions Built-in controls Economize use of reagents Facilitates data recording and linking to clinical data
JHU Tissue Microarray – 400 cores, 0.6 mm
Tissue Microarray – 400 cores, 0.6 mm each – H&E of 4 µ m section
Digital Image Acquisition Can use conventional microscopes Record data in spreadsheet: diagnoses and interpretations Or the data can be recorded on paper for later entry into a spreadsheet or database Major Problem: Easy to loose track of the x and y coordinates of given spots
Tissue Microarray Image Acquisition ACIS II, DAKO Aperio ScanScope
Need for Data Management 200 TMAs from Johns Hopkins TMA lab
What is TMAJ? TMA-J is a set of open source software tools and backend database structure to facilitate management and analysis of tissue microarrays and associated pathology and image data
What Does TMAJ Do? Entering pathology data Managing users and permissions Designing TMAs Viewing and scoring TMA (and other) images online Side-by-side viewing of serial TMA images from slides stained for different biomarkers Publishing large numbers of TMA images and datasets on the Internet The software applications provide a platform for:
What Does TMAJ Do? The Database Tracts: Clinical information about patients Pathology specimens and associated data Pathology tissue blocks Tissue Microarray cores TMA Blocks TMA Slides TMA core images TMA image scoring data: manual or semi- automated
Primary Goals of System Address security issues Remove or isolate patient identifiers Manage multiple organ systems Develop web based interface Scalable to accommodate large number of simultaneous users Storage of large sets of images with diagnoses Data structure compatible with emerging standards for easy data exchange CaBIG compatibility (to be defined) The tissue microarray data exchange specification: Berman et al., (http://www.pubmedcentral.nih.gov/articlerender.fcgi ?artid=165444)
Patients, Specimens, & Blocks The Patients, Specimens, Blocks, and Tissue Diagnosis tables all form a one-to-many relationship.
ArrayBlocks The Schema of ArrayBlock-related tables.
Security: Protecting Patient Information Database stored on a secure server Identifiable patient information in encrypted tables (Approved by the IRB) Researchers have no access to patient identifiers Creates virtual separate entities: “clinical database” and “research database”
Applications – Java from Sun Microsystems Java Web Start Software Java Web Start software provides a browser- independent architecture for deploying Java technology-based applications to the client desktop Each application runs on a dedicated Java Virtual Machine (JVM)
Applications & Screenshots
Specimens Application This application allows for detailed input of data on individual specimens and donor-tissue-blocks.
Security Options: Specimens Users may only access specimens to which they have permission. Admins may assign a user permission to a specimen by using the Users-Specimens tab in the Administrator application.
Image Application: Filtering The table shows information about every image (identified by x and y) in an ArraySlide. Images identified as “Prostate – Carcinoma” are highlighted in red.
Images Application: Viewing 2 Stains
T. Cornish, MD PhD, J. Morgan – Image Analysis Software in Process (v 1.0)
Publishing TMA Images and Scoring Data Over the Internet Roughly modeled after Stanford Microarray Database Concept: Once a study is published by a journal, all TMA diagnoses, image, scoring and non-protected clinical data can be “published” as supplemental data to the Internet for public online viewing or down loading TMAJ Images now linked to “Proteinpedia” database (http://humanproteinpedia.org) by Akhilesh Pandy, MD PhD.http://humanproteinpedia.org
For More Information http://tmaj.pathology.jhmi.edu To see published images login to tmaj as a guest and then click the Images button. Username: guest Password: guest
Institutions Using TMAJ Johns Hopkins University Harvard Dana Farber Cancer Institute Cleveland Clinic University of Texas Southwestern Vanderbilt University
Dynamic Fields in TMAJ What are Dynamic Fields, why are they important, and how are they managed in TMAJ?
Dynamic Fields Different organ systems will have different recorded data. For example the Gleason score is only relevant to the prostate. Dynamic fields allow TMAJ to keep track of different data for different organ systems. TMAJ can have dynamic fields added at any time through the GUI. Database access is not needed and the code does not need to be recompiled.
Dynamic Fields GUI When users add a new specimen, they are prompted to choose a Specimen Type. In this case they choose the “Radical Prostatectomy” type. After the type is selected, we see fields that are common for every specimen (SurgPathNumber and Date SpecimenTaken), as well as fields that are only relevant for a Radical Prostatectomy (GleasonSum, HasSeminalVesicle). Note the dynamic fields are in italics. The user is prompted to choose a specimen type.
Changing Meta Data Above we see a Type called “Prostate Atrophy” with several fields such as “HistologicType” and “Prostate_Zone”. The “Prostate_Zone” has several allowed choices such as “Central Zone” and “Peripheral Zone”. These values can be added, modified, or deleted by using the buttons on right.
One Approach: A Key-Values Table A Key Values table would only have 3 fields: A Key (such a Prostate Weight), a value, and a foreign key that links the record back to the main table (such as the Specimens table). We did not use this approach because it does not keep track of the meta-data. Meta-Data is data that describes data, and in this case it would be the type (Prostate), the field for the type (Prostate Weight), and any allowed choices.
Dynamic Data for Specimens Fields common to all Specimens are stored in the Specimens Table The SpecimenTypes, SpecimenFields, and SpecimenEnums are the Meta Data The SpecimenTypes contains values such as “Prostate”, “Bladder”, “Kidney”, and “Lung” The SpecimenFields lists the field names for each Specimen Type. A Prostate SpecimenType may have a Gleason Score or Prostate Weight field. The SpecimenEnums table give a list of valid choices for each SpecimenField.
TMAJ & Frida Integration The image analysis software package Frida has been integrated with TMAJ
Using Image Analysis in TMAJ New Image Analysis Sessions are created for a scanned array- slide
Viewing Image Analysis Results Image Analysis Results may be viewed side- by-side with a regular scoring session
Acknowledgements De Marzo Lab Jessica Hicks BS Toby Cornish MD PhD Tissue Microarray Lab Marc Halushka MD PhD Helen Fedor BS Marcella Southerland BS Qizhi Zheng MD James Morgan BS Kristen Lecksell BS