BioInformatics and Data Sharing. 1. Data Sharing: Mechanism QIN is strongly focused on data sharing (image and metadata)

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Presentation transcript:

BioInformatics and Data Sharing

1. Data Sharing: Mechanism QIN is strongly focused on data sharing (image and metadata) TCIA is preferred archive CTP is preferred tool for De-ID and Xfer to TCIA for curation and sharing

1. Data Sharing: Format Preferred format is DICOM – For images of course – For segmentation maps, DICOM-Seg – For contours, DICOM-RT – (DCE group is using Matlab & NRRD?) – Tools are available to convert

1. Data Sharing Status 12 data sets in TCIA currently

1. Data Sharing Status MR (13), CT (5), PET/CT (5), PET (2) [# subjects]

1. MetaData Sharing While DICOM addresses image data, there is no good standard for clinical data—e.g. survival therapy, tumor type and grade BIDS Breakout group: We wish to collect the type of information like that that is used by each QIN. Please be sure to send a person to at least 1 BIDS break out session with this information.

1. Tool Sharing License Maturity Type Operating System

1. Tool Sharing Spans all major modalities except ultrasound and X-ray Predominantly vendor/hardware independent Wide array of capabilities

1. Tool Sharing Whitepaper is being considered that would – Characterize tool sharing today – Define best ways to encourage tool sharing – Define best ways to encourage joint tool development

2. Preferred Measures Many segmentation measures have been used for grand challenge – “Weigh in” on preferred segmentation measures – Preferred measures for ‘soft’ segmentation – Preferred measures for non-geometric data

2. Preferred Measures Preferred labels – DICOM-Seg has some and should be preferred – ID gaps in DICOM-Seg

2. Preferred Measures Methods and tools for assessing other types of measures like textures are nearly absent. Small group is forming to address this need.

3. Infrastructure for Decision Support Common need to have infrastructure to ease pain of deploying decision support for clinical trials

Next Year Activities: Data Sharing Define use case for Segmentation Grand Challenge at MICCAI. – To include both image data and ROI metadata with tissue labels

Decision Support Use Case Take TCGA data and simulate send from 2 or more ‘source sites’ using CTP to central site Central site receives, IDs trial, and executes series of steps on the images User(s) at each site view web page with ‘results’ of analysis Likely task is segmentation of pre-op tumor, and perhaps CBV or ADC or T2 texture predicting grade or MGMT or 1p19q or ?? “Stretch Goal”