Analytic Workflow: From Images to Reports

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Analytic Workflow: From Images to Reports
Presentation transcript:

Analytic Workflow: From Images to Reports Kevin O’Donnell Toshiba Medical Research Institute - USA, Inc. Sr. R&D Manager Past Chair, DICOM Standards Cmte Member, WG6, WG10, WG12, WG21, WG29 20 minutes Topics will include: - managing the workflow that prepares additional data for the reporting process - tracking inputs, performance & outputs of tasks using DICOM UPS implementing processing "plug-ins" using DICOM Application Hosting (For extended version, consider adding Larry’s “user problems that are solved” details, and possibly cover modality worklist-MPPS/SWF)

Modality Performed Procedure Step (MPPS) UPS Events (Subscription) Dataflow & Workflow Reporting Worklist Modality Performed Procedure Step (MPPS) UPS Events (Subscription) Instance Avail. Notif. Processing Worklist Processing Workstation UPS Worklist Note that Reporting Worklists can be done using UPS as well. Reporting Workstation Acquisition Modality PACS RIS Modality Worklist Images

“Post-Acquisition” Workflow Example “Workitem” Tasks: 3D View Generation Computer Aided Detection Clinical Applications Pre-fetching Image Routing CD Burning Image Importing …

Unified Procedure Step (UPS) Add “Create Workitem” & “Push Workflow” Request another system to add item to worklist Replacement for implicit workflow (“push to a box and hope for the best”) Simplify Implementation GPWL had N:M relation of SPS:PPS State diagram was very complex Add “Cancel Request” Improve Status/Result Monitoring Getting PPS feed was awkward; required configuration and forwarding

UPS Workitem Structure A Workitem has its attributes grouped into 4 Modules: (this does not affect processing; just for logical organization) UPS Object Sched. Task Details Progress Performed Task Details Relationship

UPS Workitem Structure UPS Object Sched. Task Details Progress Performed Task Details Relationship Relationship Module Patient demographics Admission details Order details Requested Procedure Accession # - Reason for Requested Procedure Requesting physician/department etc…

UPS Workitem Structure UPS Object Sched. Task Details Progress Performed Task Details Relationship Scheduled Proc. Info. Module - Priority - Requested perform/completion time - Requested resources/location - Requested Procedure descrip./codes - Requested Processing parameters List of Input data IDs & Location Input Data Availability Flag etc…

UPS Workitem Structure UPS Object Sched. Task Details Progress Performed Task Details Relationship Progress Module - UPS State (Scheduled, In-Progress, Completed, Canceled) Progress Status – Numerical (e.g. % complete) Progress Status – Description (e.g. Annealing phase complete) - Contact information for performer (e.g. phone #) etc…

UPS Workitem Structure UPS Object Sched. Task Details Progress Performed Task Details Relationship Performed Proc. Info. Module - Time Performed/completed - Performing resources/location Performed Procedure descrip./codes Performed Processing parameters - List of Output data IDs & Location etc…

UPS SOP Classes A UPS Object is managed by one SCP. (It doesn’t move) 4 SOP Classes can be used to operate on a UPS object. Each SOP Class supports a few related operations. SCU/SCP not required to implement all the SOP Classes. Can implement SOP Classes based on the operations it needs. UPS Object Sched. Task Details Progress Perf. Task Details Relationship

UPS SOP Classes UPS Push SOP Class allows SCU systems to: * create (push) a new worklist item (i.e. instance) on a worklist * request cancellation of a worklist item UPS Object Sched. Task Details Progress Perf. Task Details Relationship

UPS SOP Classes UPS Pull SOP Class allows SCU systems to: UPS Object * query a worklist for matching items * get details for a worklist item * take ownership/control (pull) of a worklist item * modify progress/status/result details for the worklist item * finalize a controlled worklist item as Completed or Canceled. UPS Object Sched. Task Details Progress Perf. Task Details Relationship

UPS SOP Classes UPS Object UPS Watch SOP Class allows SCU systems to: Sched. Task Details Progress Perf. Task Details Relationship UPS Watch SOP Class allows SCU systems to: * query a worklist for items of interest * subscribe/unsubscribe for change events for one worklist item * subscribe/unsubscribe for change events for all worklist items * get details for a worklist item * request cancellation of a worklist item

UPS SOP Classes UPS Object Relationship Sched. Task Details Progress Perf. Task Details Relationship UPS Event SOP Class allows SCU systems to: * receive change events for worklist items

UPS Interfaces: DIMSE and RESTful DIMSE (Traditional DICOM Protocol) Push/Pull/Watch/Event SOP Classes RESTful (New Web Protocol) UPS-RS Supplement 171 (Public Comment) HTTP Interface to UPS Service Mostly Request/Response for each DIMSE message Uses WebSockets for Events SCP can serve DIMSE clients & RESTful clients interacting with the same UPS workitems.

UPS Pull Workflow Example Requester (SCU) Worklist Manager (SCP) Create UPS Subscribe UPS Query Performer (SCU) UPS State Event Get UPS Contents Get UPS Contents UPS UPS State “In-Progress” 3D Workstation Set UPS Contents UPS State “Complete” Watcher (SCU) Subscribe Global UPS State Event Dashboard System

Pull Workflow SCP SCU 3D Workstation R I S Give me a list of tasks that need to be done (C-FIND) UPS UPS UPS UPS I will do that one (N-ACTION Set to IN-PROGRESS) Record these details in the UPS (N-SET attribute values) I am finished (N-ACTION Set to COMPLETE)

Push Workflow SCU SCP 3D Workstation R I S Please perform this task (N-CREATE with these attribute values) UPS Notify me about progress for that task (N-ACTION Subscribe) I have started to do that task (N-EVENT it is IN-PROGRESS) I have updated details in the UPS (N-EVENT) I am finished (N-EVENT it is COMPLETE) Give me the result details of the task (N-GET these attribute values)

Watch Workflow No central controller Workstation watches flow of N-EVENTs: “System X did A”, “System Y did B” Workstation decides “Hmmm, I think I will do C” Workstation creates a UPS for itself Interested Subscribers are notified of Workstation activity via N-EVENT; N-GET details as needed Similar to Ad hoc/Unscheduled Tasks Examples: CAD workstation sees N-EVENT that Mammo Acq. is complete; decides to do CAD processing Reporting station sees N-EVENT that CAD is complete; decides to queue reading worklist for that study

IHE Post-Acquisition Workflow IHE PAWF builds on DICOM UPS Essential Profile Features: DSS / Order Filler Workitem Creator Watcher Worklist managed processing Automated & manual Progress notifications Any interested system (RIS, Billing, Reading Worklist, Dashboard, Analytics) Subscription-based Cancelation requests With reason & contact Hosted applications (“DICOM plugins”) Workitem Manager Hosting System Workitem Performer Image Manager Hosted App

DICOM Application Hosting Separate the application from the infrastructure Infrastructure (Hosting Systems) move and store data & results, and manage workflow Applications process and analyze that data, and provide results back to the infrastructure Minimize ‘reinvention of the wheel’. (See DICOM PS3.19) L. Tarbox - Analytic Workflow: From Images to Reports

L. Tarbox - Analytic Workflow: From Images to Reports One App, Many Hosts Unix, Mac, PC Internet Server Commercial Vendor #2 … Commercial Vendor #1 Standard API Portable applications ‘plug into’ any host that implements the standardized ‘socket’ L. Tarbox - Analytic Workflow: From Images to Reports

Benefits of Application Hosting Users One workstation supports any needed functionality Mix and Match applications from multiple providers IT Administrators Tired of changing infrastructure to accommodate new workstations simply to add functionality Application Developers Don’t have to re-write applications for dozens of workstations in the market Workstation Vendors Expand their list of offered applications without development effort L. Tarbox - Analytic Workflow: From Images to Reports

Perform UPS Workitems Typical Pull Workflow Input / Output References Query, Claim, Update, Complete Input / Output References Local to Performer; Local Image Manager; Other Image Manager Hosted applications (plugins) Performer may choose to be a Hosting System Apps may be 3rd party Workitem Manager Query Get Claim Update Complete Hosting System Workitem Performer Image Manager Retrieve Start App Store Start Task Finalize Task Hosted App

Create UPS Workitems By Workitem Manager By Workitem Creator DSS / Order Filler Workitem Creator By Workitem Manager Internal logic Triggered by DSS/Order Filler scheduling Triggered by Image Manager Data By Workitem Creator Explicit create request Can be grouped with any relevant system By Workitem Performer “Unscheduled”/Self-scheduled/Ad Hoc Procedure Scheduled Procedure Updated Create Workitem Manager Availability Query Availability Notification Create Workitem Performer Image Manager

Monitor UPS Workitems Subscribe / Unsubscribe Applications/Usage Globally or for Individual Workitems Applications/Usage Schedule subsequent tasks Report progress Bill for performed tasks Populate reading worklist Drive dashboard Analyze dept. performance Claim assigned workitems Query Manage Subscriptions Watcher Workitem Manager Send Notification… Created Claimed Progress Created for WP1 Updated Completed Workitem Performer

Cancel UPS Workitems Workitem Manager Workitem Performer Watcher Workitem Creator Workitem Manager Can directly cancel unclaimed workitems Otherwise notifies Performer Workitem Performer Cancels at its own discretion Watcher Waits for Notification task was either Completed or Canceled Request Cancel Watcher Workitem Manager Send Notification… Canceled Cancel Requested Canceled Workitem Performer

Applications Task Management; not High Level Scripting

Scheduling Post-Processing Various co-existing patterns possible Top-down Original order invokes full set of UPS E.g. Protocol code -> standard processing; dept. policy Daisy chain Each step completion triggers next UPS Push, Pull & Watch variants Ad Hoc Performance Performing system self-schedules own UPS E.g. human has initiated processing Ad Hoc Request E.g. Radiologist decides additional work-up is required; Reporting system creates UPS

Feeding into Reporting Notifications of processing tasks Both pre-planned and ad hoc Associate by accession # Can monitor UPS creation and completion Processing outputs = Reporting inputs Full set of instances is identified Storage/retrieval location identified Input Readiness State flag

Billing for Post-processing Billing System = Watcher Notifications of processing tasks What has (actually) been performed What has been canceled When was it done Linked to patient ID & accession # Who ordered it

UPS for Reporting Workflow Possible future Profile Same worklist model as post-processing Scheduled tasks Relationship to Patient, Order, Workflow Lists of inputs and outputs Progress/completion notifications Linkages between post-acquisition and reporting Less falls through cracks Record of reported instances New data can result in notification to radiologist or scheduling of new reporting task

References dicom.nema.org -> The DICOM Standard Part 4, Annex CC Part 3, C.30 Part 17, Annex BBB www.ihe.net -> Technical Frameworks (Supplement) Scheduled Workflow.b (Supplement) Post-Acquisition Workflow and many more…

UPS Deletion Locks Reliable Watcher (SCU) Mechanism Problem: SCP might delete a completed UPS before SCU gets needed details (e.g. due to Network latency or outage) Missing a UPS could prevent Watcher from: monitoring completion extracting details creating subsequent UPS Instances, referencing UPS 1 outputs as UPS 2 inputs Mechanism SCU Sets a Deletion Lock flag during subscription SCP can’t delete UPS with outstanding Deletion Locks SCU removes Deletion Lock after retrieving final state of UPS SCP free to delete UPS after all deletion locks removed SCP documents how it handles orphans

SWIM UPS are transient but can be locked/logged Time scheduled Time started Time completed Even intermediate progress for some tasks Track various activities Image import, special reconstructions, automated processing, QC, image export

UPS Re-Assignment If you’ve put it In-progress Cancel your workitem & Create a replacement workitem (copy the details from the original) Alternatively (trickier) Communicate the Transaction ID (“secret key”) to the system that is taking over. Note the “Replacement” attribute in UPS to track linkage between cancelled and replacement.

UPS Profiling Use cases will drive configuration parameters Codes for work tasks (RadLex, DICOM, Site, …) Object types to be provided as input and as output Names of worklists managed by worklist manager Profiling = Use case driven specification of use of standards First example is Radiotherapy, DICOM Part 17 Annex BBB

Deployment Supported in some toolkits & open source Radiotherapy Incorporated in IHE RO Profiles Released in Products (see IHE Integration Statements) Radiology