3/10/2013 Developing an automated QC program for ACR accreditation compliance *Kiaran P. McGee, Ph.D., Scott Stiving MS, Paul Bao Ph.D. Dianna Lanners, Teresa Peterson, Renee Jonsgaard *Associate Professor of Radiologic Physics Mayo Clinic & Foundation ©2012 MFMER | slide-1 Quality Control: Mayo Perspective • Image quality a primary focus of Department of Radiology mission. • Quality control (QC) viewed as an essential tool for maintaining optimal image quality of imaging systems. • In-house methods developed to monitor and maintain image quality. ©2012 MFMER | slide-2 Mayo Clinic MR QC: Historical Review • Technologists scanned manufacturer’s QC phantom. • Script run on scanner to extract and process images • Distortion and Signal-to-Noise (SNR) ratios calculated and reported on file • Program prompted user to rescan if failed or proceed if passed. • Two failures required call to QC technologists ©2012 MFMER | slide-3 1 3/10/2013 Manufacturer QC Phantom Phantom and External Fiducials Phantom Fiducials Phantom and RF TR Head Coil ©2012 MFMER | slide-4 QC Data Files ©2012 MFMER | slide-5 QC Reports ©2012 MFMER | slide-6 2 3/10/2013 Manual QC: The Good, Bad & Ugly Stringent quality control measures are preemptive: able to identify problems before equipment fails Reduces downtime and unscheduled maintenance - Manual record keeping is time consuming and labor intensive. ©2012 MFMER | slide-7 Quality Control & Accreditation Quality Control • Quality control and accreditation are interlinked: • Accrediting agencies require establishment of QC program for maintenance of accreditation • QC programs provide important, quantitative feedback on system performance. Accreditation ©2012 MFMER | slide-8 What is Accreditation & Why Do It • Definition of Accreditation: To recognize or vouch for as conforming with a standard.1 • Why accredit imaging systems: • Ensures minimum image quality for diagnostic imaging • QC initiatives provide method for ongoing image quality assessment • Allows comparison of image quality across different institutions • However, a prime motivator is financial. 1Merriam-Webster dictionary ©2012 MFMER | slide-9 3 3/10/2013 Medicare Improvements for Patients and Providers Act (MIPPA) of 2008 ©2012 MFMER | slide-10 Advanced Diagnostic Imaging Services MIPPA Act - 122 STAT. 2532, SEC 135. Advanced Diagnostic Imaging Services: I. Diagnostic magnetic resonance imaging, computed tomography, and nuclear medicine (including positron emission tomography). II. ….. excluding X-ray, ultrasound, and fluoroscopy. ©2012 MFMER | slide-11 UnitedHealthcare’s (UHc) new policy to reimburse only for medical imaging performed in accredited facilities. The new policy goes into effect on March 1, 2008. ©2012 MFMER | slide-12 4 3/10/2013 CMS Approved Accreditation Agencies • The ABR is not the only agency approved by the Centers for Medicare and Medicaid Services (CMS) – the US federal agency which administers Medicare, Medicaid and State Children’s Health Insurance Programs. • CMS recognizes three accreditation agencies: • American College of Radiology (ACR) • Intersocietal Accreditation Commission (IAC) • The Joint Commission (TJC) Ambulatory Care Accreditation Program ©2012 MFMER | slide-13 ACR MRI Accreditation Process For sites to become ACR accredited they must: 1. Submit initial accreditation package including phantom and clinical images. 2. Satisfy minimum image quality criteria for those data. 3. Establish & maintain an ongoing weekly quality control (QC) program in compliance with ACR QC recommendations. ©2012 MFMER | slide-14 ACR MRI Weekly QC Standards • Parameters derived from T1-weighted sagittal and axial images of ‘ACR phantom’ : Center frequency Transmit Gain/Attenuation Geometric accuracy High-contrast spatial resolution Slice thickness Slice position Image intensity uniformity Percent-signal ghosting Low-contrast object detectability Signal-to-noise • All phantom images are reviewed and free of artifacts • MR Table and operator console are fully functional • The following have been visually inspected: Patient transport and magnet Filming & Viewing RF integrity Facility safety ©2012 MFMER | slide-15 5 3/10/2013 ACR Recommended Testing Frequencies Technologist’s Weekly QC Tests Physicist / MR Scientist Annual QC Tests • Center frequency • Low-contrast resolution • Magnetic field homogeneity • Table positioning • Artifact analysis • Slice position accuracy • Setup and scanning • Film quality control • Slice thickness accuracy • Geometric accuracy • Visual checklist • Radiofrequency coil checks • High contrast resolution • Soft copy displays ©2012 MFMER | slide-16 Why Automate The QC Process? • Mayo performs daily QC checks • Compliance with ACR QC requirements was taking ~ 30 minutes per MR scanner. • Limited personnel resources to perform daily QC. • No incremental staffing to meet ACR QC requirements. ©2012 MFMER | slide-17 Daily ACR QC Workload Daily ACR QC – Single Scanner Daily ACR QC – 8 Scanners Other (450 min) OtherDaily (240 QC min)(30 min) ACR ACR Daily QC (240 min) In 2004, 8 MR scanners represented ~ 30% of our total fleet (24 MR Scanners) ©2012 MFMER | slide-18 6 3/10/2013 The Bottom Line: Unsustainable ©2012 MFMER | slide-19 So you want to develop your own automated QC program! ©2012 MFMER | slide-20 Our Experience • Approximately 12 months of development by team of two programmers for: • Web and database development • Algorithm development • Testing • Implementation ©2012 MFMER | slide-21 7 3/10/2013 Project Phases and Development Define Project Scope & Deliverables Web Page Design and Usability Testing Algorithm Development & Testing Clinical Rollout 0 1 2 3 4 5 6 7 8 9 10 11 12 Development Month ©2012 MFMER | slide-22 Specifications • System must process ACR images from multiple vendors (Siemens & GE) • Process images of the ACR phantom data acquired at multiple field strengths and RF coil types. • System must process data with minimum delay time • User friendly and accurate • Display, report and analyze data ©2012 MFMER | slide-23 Web Application Overview Institutional MR Scanners Intranet Accessible User PC Sagittal localizer & axial T1-weighted images of ACR QC phantom DICOM pushed to analysis workstation Daily QC review and additional QC checks performed by technologists & physicists through web portal to QC databases Images processed to extract 7 ACR QC metrics Daily ACR QC metrics sent to SQL database DICOM receiver and analysis server Institutional SQL Database Institutional Web Server Communication between web server and database allows interactive data review and tolerance setting ©2012 MFMER | slide-24 8 3/10/2013 ACR QC: Initial Findings • Experience is a great teacher: • Largest cause of ACR QC failures were not related to image quality but due to poor phantom positioning. • To address this problem, a immobilization jig was built to ensure the phantom is always positioned at the same place within the head coil. ©2012 MFMER | slide-25 Phantom Positioning Spirit Level will aid in positioning with split head coils and Siemens Head Matrix. Poor positioning will decrease SNR value and may result in a repeat exam. Image is angled 5°. ©2012 MFMER | slide-26 ©2012 MFMER | slide-27 9 3/10/2013 ©2012 MFMER | slide-28 Head Coil Types GE Split Head Coil GE 8 Channel Head Siemens Head Matrix Siemens T/R Head ©2012 MFMER | slide-29 Mayo – ACR Daily QC: 5 Basic Steps ©2012 MFMER | slide-30 10 3/10/2013 Step 1: Prepare the Scanner the night before • Since the ACR requires a check of the mechanical properties of the table, we intentionally have the evening shift lower the table at the end of the day. • The next day the technologist must raise the table to begin scanning thereby checking the mechanical integrity of the table. ©2012 MFMER | slide-31 Park position for head coil Snug fit in platter Positioning the Phantom Landmark at the “Nose” crosshair. NOT on the coil! Raise the table every morning. (Lower the table at the end of the day.) ©2012 MFMER | slide-32 Step 2: Scan the ACR Phantom Sagittal T1 Localizer ACR Axial T1 Step 3: DICOM Push Images to Server ©2012 MFMER | slide-33 11 3/10/2013 ACR Profile Protocol • Series 1: T1 Sagittal Scout - 1 image • Series 2: T1 Axials - 11 images Gamma Protocols includes 2 extra series: • Series 3: T1 Hi Res Sag T1 - 5 images • Series 4: T1 Hi Res Ax T1 - 5 image ©2012 MFMER | slide-34 Series 1: Image 1 Sagittal Scout S Control limits: S-I distance 148 mm +/- 2 mm R L Center Offset +/- 7mm Averaging 4 distances to test distortion. Center of phantom should match center of image. I ©2012 MFMER | slide-35 Prescribing Series 2 Axials #11 #10 #8 #1 Midline *Make sure the 1st slice is centered at intersection of the bottom triangles! ©2012 MFMER | slide-36 12 3/10/2013 Step 3: Log onto the “ACR Profile QC” website ©2012 MFMER | slide-37 Step 4: Review the Scanner Dashboard and Select Your Scanner Blue: Images have not been pushed to the server. Yellow: Images received; awaiting tech review Green: Questions answered and image analysis “Passed” Red: Image analysis “Failed”. Rescan phantom ©2012 MFMER | slide-38 Step 5: Answer the ACR Questions This person is responsible for these questions. ©2012 MFMER | slide-39 13 3/10/2013 1.Confirm the scanner 2. Answer three questions 3. Enter any necessary comments 4. Click on “Update” ©2012 MFMER | slide-40 When Things Don’t Work Out • Pass (Green ball) Start your first patient! • Fail (Red ball): Reposition the ACR phantom Check the head coil & platter Repeat the ACR exam ©2012 MFMER | slide-41 Additional QC Features • 3T • Physics review page • Gamma knife QC ©2012 MFMER | slide-42 14 3/10/2013 3T Imaging & ACR Specifications • ACR phantom requirements very from 1.5T to 3.0T: • Low Contrast Detectability (LCD): 1.5 T : Site Dependent*. ACR: failure if # of spokes detected changes by > 3 3.0 T : Total number of spokes > 37 • Percent Image Uniformity (PIU): • 1.5 T : > 90 % • 3.0 T : > 82 % *Medical Physicist determines recommended action levels ©2012 MFMER | slide-43 3T Imaging • More and more imaging is being performed at 3T due to theoretical doubling of SNR compared to 1.5T. • ACR recognized this and provided 3T QC guidelines 1.5 T 3.0 T ©2012 MFMER | slide-44 Low Contrast Detectability: 1.4% Contrast Pattern 1.5 T: Transmit – Receive Coil 3.0 T: 8 Channel Receive Only ©2012 MFMER | slide-45 15 3/10/2013 Percent Image Uniformity 1.5 T: Transmit – Receive Coil 1.5 T : > 90 % 3.0 T: 8 Channel Receive Only 3.0 T : > 82 % ©2012 MFMER | slide-46 Physics Review Page ©2012 MFMER | slide-47 Graphical Review of Data ©2012 MFMER | slide-48 16 3/10/2013 Gamma Knife QC ? : No Data X : Failed : Passed ©2012 MFMER | slide-49 Gamma Knife QC QC tolerance exceeded ( >1.0 mm in red ) Z = 190 mm 120 mm Non shaded = volume of potential anatomical coverage extending beyond the Leskell fiducials: •Anatomy outside of Z = 40 to 160mm •Anatomy outside of Y = 40 to 160mm ©2012 MFMER | slide-50 ACR Phantom with fiducials Rigid tubes filled with CuSO4 solution ©2012 MFMER | slide-51 17 3/10/2013 Axial & Sagittal Gamma Slices ©2012 MFMER | slide-52 ACR QC Gamma Knife Fiducials & Imaging Slices X anterior Z ant Y outside left Y right Z ant inside Z post inside Z post outside X posterior ©2012 MFMER | slide-53 g knife QC First Scan Option 1 Option 3 Option 2 Gamma Knife Distortion OK Stop Gamma Knife Distortion OK but Rad. Onc. Physics Need to Check Gamma Knife FAILED, rescan the ACR Gamma Phantom Second Scan Option 1 Gamma Knife Distortion OK Option 2 Option 3 Gamma Knife Distortion OK but Rad. Onc. Physics Need to Check NO GAMMA KNIFE Imaging on this Magnet ©2012 MFMER | slide-54 18 3/10/2013 Outer volume (white) +1.5 mm tolerance Inner volume (gray) +1 mm tolerance ©2012 MFMER | slide-55 Distortion: Temporal Stability ©2012 MFMER | slide-56 Multi Center Usage Studies Processed = 59775 Rochester, MN 35000 30000 25000 20000 15000 10000 5000 0 1.5T 3.0T 3.0T 1.5T SMS GEHC Scottsdale, Az Jacksonville, Fl 1200 1.5T 1000 3.0T 800 600 400 200 3.0T 0 1.5T SMS GEHC 7000 6000 5000 4000 3000 2000 1000 0 1.5T 3.0T 3.0T 1.5T SMS GEHC ©2012 MFMER | slide-57 19 3/10/2013 Artifacts: What can ACR failures tell us about the performance of our scanner ©2012 MFMER | slide-58 SNR and Equipment Replacement: Gradient Amplifiers Gradient Amplifier Replaced ©2012 MFMER | slide-59 Center Frequency: Shim Changes Shim required every 6 months Shim required once a year ©2012 MFMER | slide-60 20 3/10/2013 ACR QC Artifacts: Visual Checklist Failure 1.5T Scanner, 8 channel receive only coil SCIC post processing 1.5T Scanner 8 channel receive only coil PURE post processing ©2012 MFMER | slide-61 Visual Checklist Failure: Vendor Distortion Correction ©2012 MFMER | slide-62 Multiple Failures and Subtle Artifacts Pre failure – top part of image signal loss Post failure – top part of image signal loss corrected ©2012 MFMER | slide-63 21 3/10/2013 Interaction Between Two MR Scanners ©2012 MFMER | slide-64 ACR Metric Analysis for Inter Scanner Comparison - PIU Coils A & B, Scanner A • Two 8-channel ‘identical’ head coils • Percent image uniformity (PIU) values differ between coils on same scanner Coils A & B, Scanner B • Data demonstrate: • MR equipment not ‘identical’ • trouble shooting value of the PIU metric ©2012 MFMER | slide-65 Gamma Knife Distortion: Autoshim Autoshim AutoshimOFF ON ©2012 MFMER | slide-66 22 3/10/2013 Receiver Coil Failure • Example of PIU failure due to a bad element in the 8 channel head coil. • LCD tests passed. 10/19/2010 10/17/2010 10/18/2010 10/16/2010 10/14/2010 10/15/2010 10/12/2010 Date 10/13/2010 10/10/2010 10/11/2010 10/8/2010 10/9/2010 10/5/2010 10/6/2010 10/7/2010 10/2/2010 10/3/2010 10/4/2010 10/1/2010 Percent Percent Image Uniformity 84 83 82 81 80 79 78 77 76 ©2012 MFMER | slide-67 Environmental effects: Vibration ©2012 MFMER | slide-68 Environmental effects: Vibration ©2012 MFMER | slide-69 23 3/10/2013 Environmental effects: Vibration BEFORE AFTER ©2012 MFMER | slide-70 Vibration from scanner equipment: Cold Head Cold Head OFF Cold Head ON Vibration induced ghosting. SNR and ghosting metrics failure ©2012 MFMER | slide-71 Gradient Power Supply Failure • Both ghosting and SNR metrics failed • Effects were subtle enough not to induce distortions ©2012 MFMER | slide-72 24 3/10/2013 Gradient Power Supply Failure Post Gradient Power Supply Replacement ©2012 MFMER | slide-73 RF Receive Chain Failures • SNR dropped by 50% • Multi coil enclosure assembly unit failure (RF receive chain) ©2012 MFMER | slide-74 RF Receive Chain Failures Post Multi coil Assembly Replacement ©2012 MFMER | slide-75 25 3/10/2013 Commercializing Your Idea ©2012 MFMER | slide-76 Commercializing Your Idea • Make sure that you protect your intellectual property (IP) - disclosures and patents. • It is more challenging to achieve this outside of larger academic environments. • Remember that IP costs money! • Start up businesses require significant capital and expertise • Unless you plan to do it yourself, you will loose some control of your idea • Conflict of interests ©2012 MFMER | slide-77 Protecting your IP Working for a larger, academic institution provides access to legal expertise necessary for protecting your intellectual property. ©2012 MFMER | slide-78 26 3/10/2013 Commercializing the Mayo QC Tool • Departmental initiative to develop ‘non traditional’ revenue streams • Identified investment group willing to partner with institution • Start up company formed to commercialize technology ©2012 MFMER | slide-79 How OnPoint’s System Works Institution Institutional MR Scanners 1 OnPoint Web Browser Place Phantom 5 Technologists Medical Physicist Service Technicians Chief Technologists 2 Internet Image Processing OnPoint QC Servers DICOM Push 4 Internet OnPoint Exchange Agent Images OnPoint Cloud 3 Storage System ©2012 MFMER | slide-80 QC & Visual Check Tests QC Test Confidential Presentation ©2012 MFMER | slide-81 81 27 3/10/2013 QC & Visual Check Tests Visual Check Test ©2012 MFMER | slide-82 82 Dashboards, Trends and Notifications: QA Dashboard ©2012 MFMER | slide-83 Dashboards, Trends and Notifications: Trends & Notifications ©2012 MFMER | slide-84 28 3/10/2013 Main Login Page ©2012 MFMER | slide-85 85 Manual Data Entry ©2012 MFMER | slide-86 86 Data Review Page ©2012 MFMER | slide-87 87 29 3/10/2013 Failure Notification ©2012 MFMER | slide-88 88 Report Summary Page ©2012 MFMER | slide-89 89 ©2012 MFMER | slide-90 90 30 3/10/2013 Confidential Presentation ©2012 MFMER | slide-91 91 Conclusions • Quality Control (QC) is an ever evolving process. • QC can be a time consuming. • Automation is an effective method for improving QC productivity. • Automation requires significant initial and ongoing investment of resources and time. • Quantitative QC metrics provide useful and sometimes specific information on equipment performance. ©2012 MFMER | slide-92 Acknowledgements Scott Stiving M.S. Paul Bao Ph.D. Dianna Lanners M.S. Teresa Peterson B.S Renee Jonsgaard B.S. Brian Diaz (OnPoint Medical Solutions) ©2012 MFMER | slide-93 31