AUR 2019 Research Paper Abstracts
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AUR 2019 Research Paper Abstracts Research papers are oral educational or scientific presentations that are 8 minutes in length, followed by a 2-minute discussion period. Present- ing author is identified by institution name, city, and state (or country if not United States or Canada). Presentations by trainees (medical students, residents, or 1st-year fellows) are noted in blue. Thursday, April 11, 2019 (SS01-02) 1:10 PM - 1:20 PM The Impact of Additional Tin Filtration on Contrast 1:00–2:30 PM Enhancement, Image Quality, and Radiation Dose Reduction of Renal Lesions at Multidetector Computed SS01: Abdominal, Cardiopulmonary, MSK Tomography: A Phantom Study Location: Holiday Ballrooms 1-2 Tugce Agirlar Trabzonlu, MD★, Northwestern University Feinberg Moderator: Joseph C. Veniero, MD, PhD School of Medicine, Chicago, IL; Amirhossein Mozafarykhamseh★; Va- Diego F. Lemos, MD hid Yaghmai, MD ([email protected]) PURPOSE: Spectral tin filtration technique has been shown to decrease the radiation dose when compared to standard protocols. Our purpose is (SS01-01) 1:00 PM - 1:10 PM to evaluate the effect of the tin filtered based CT protocol on contrast en- Efficacy of Remote, Videoconference Peer Teacher hancement, image quality and radiation dose by using a renal phantom. RESEARCH PAPERS RESEARCH Training for Hands-On Musculoskeletal Ultrasound METHOD AND MATERIALS: A phantom containing 15 tubes embed- Workshops: A Pilot Study ded in a structure resembling kidney was used. The tubes were filled Netanel S. Berko, MD, University of Pennsylvania, Philadelphia, PA; with a serial dilution of iodinated contrast (from 0.156 mg/cc to 6mg/ Andrew C. Friedman; Lauren H. Goldman; Anirudh Paspulati; Leo H. cc). The phantom was scanned at various six tube voltages (from 70 Menashe; Beverly Thornhill, et al ([email protected]) to 140 kV) and at 150 kV with an additional tin filter(Sn) with iterative PURPOSE: To determine the efficacy of remote, videoconference peer reconstruction and scanned with 120 kV-filtered back projection (FBP) teacher training for hands-on musculoskeletal ultrasound workshops. protocol. Radiation exposure was estimated by the volume CT dose in- METHOD AND MATERIALS: Hands-on musculoskeletal ultrasound dex (CTDIvol). All measurements were performed by drawing regions scanning workshops were designed for residents. Several residents re- of interest(ROIs). To examine the effect on contrast enhancement (CE), ceived training prior to the workshops, and served as peer teachers during regression analysis was performed to determine the attenuation values the sessions. Two sets of workshops were performed. Prior to one set for the tin filtered technique corresponding to 10 and 20 HU enhance- of workshops the peer teachers received in-person, hands-on training, ments at 120 kV. To evaluate image quality, image noise (SD) and CNR while before the other set of workshops training for the peer teachers were compared between Sn150kV technique and 120 kV with FBP was performed remotely, utilizing a videoconference setup. Surveys were technique. To evaluate the effect on radiation dose, regression analysis distributed to the peer teachers and workshop participants following the were employed for CDTIvol values for different tube voltages and for workshops to determine the efficacy of the two types of training. The sur- SD values for different iodine concentrations and tube voltages. Data veys consisted of statements with 5-point Likert scale responses regard- was analyzed to determine the kV and CDTIvol value of SD value at ing the training. Median scores and interquartile ranges (IQR 25th-75th non-filtered technique corresponding to the SD value at Sn150kV. percentiles) were recorded, and T-test was used to compare results. RESULTS: The CE of 10 HU and 20 HU at 120 kV corresponded to RESULTS: There were 6 peer teachers and 37 learners in the in-person 5.02 HU and 9.8 HU at tin-filtered technique respectively (R2=0.998). training group and 3 peer teachers and 12 learners in the remote training The image noise of Sn 150 kV corresponded to image noise of 109 kV group. Peer teachers in both groups felt adequately prepared, reporting (R2=1.000, p<0.001). CDTIvol was reduced by 40.3% with tin filtered high comfort level with the material (median score for both groups: 4, P technique while maintaining the same level of image noise. CNR was = 0.57). Peer teachers trained remotely felt they were able to adequately higher at the 120 kV-FBP group when compared to the tin filtered answer questions (median 5, IQR 5-5) better than those who received in- group(p<0.001). person training (median 4, IQR 3.25-4.75, P=0.04). Peer teachers in both CONCLUSION: After applying tin filtration, to evaluate a renal lesion, it is groups found the experience enjoyable, were interested in serving as peer important to adjust the threshold for enhancement. Without altering the teachers again, and highly rated the overall experience (median 5, IQR 5-5 image noise, 150 kV with tin filtered technique allows approximately 40% for both groups). The learners in both the remote group (median 5, IQR dose reduction compared to the protocol without spectral shaping. 4.75-5) and the in-person training group (median 5, IQR 4-5) deemed the peer teachers effective (P=0.49). (SS01-03) 1:20 PM - 1:30 PM CONCLUSION: Remote, videoconference training of peer teachers is Machine Learning for Detecting Pulmonary Nodules on an effective method of teaching hands-on skills. Peer teachers who Chest Radiographs: A Multi-Reader Trial with CT as the received remote training reported similar levels of knowledge and Standard of Reference comfort in teaching. Residents who were taught by the peer teachers in both groups reported that the peer teachers were effective. Riddhi Borse, Massachusetts General Hospital, Harvard Medical Sci- ences, Boston, MA; Reece Goiffon; Justin Stowell; Alexis M. Cahalane; Joseph King; Benjamin M. Kozak, MD, et al ([email protected]) PURPOSE: We performed a multi-reader study to assess accuracy of machine learning based bone subtraction algorithm (Riverain Inc.) for detection of pulmonary nodules on chest radiographs (CXR) with chest CT as the standard of reference (SOR). METHOD AND MATERIALS: With IRB approval, our study included posteroanterior projection CXR from 130 adult patients with (n= 103 patients) and without (n= 27 patients) pulmonary nodules who also underwent chest CT within 90 days of CXR. To establish SOR, two thoracic radiologists reviewed all CXR and CT and recorded presence, ★ Faculty financial disclosures are located in the Faculty Index. AUR 67th Annual Meeting 55 size, and location of pulmonary nodules. All chest radiographs were Further training of AI algorithm is required to improve detectability of exported, de-identified, and processed with the BSA algorithm. Two endobronchial nodules. radiology residents and two thoracic radiology clinical fellows indepen- dently recorded presence of lung nodules on the unprocessed (UpR), (SS01-05) 1:40 PM - 1:50 PM and then on the bone subtracted (BsR) radiographs. They graded the Design of a Musculoskeletal Ultrasound Bootcamp for findings on the BsR on a 5-point scale (1= finding on UpR not seen Radiology Residents on BsR, 2= no change in confidence on BsR, 3= some improvement Maria A. Bedoya, University of Pennsylvania, Philadelphia, PA; Teresa on BsR, 4= Substantial improvement, 5= finding on UpR not seen on Martin-Carreras; Stacey Elangovan; Mary H. Scanlon, MD; Netanel S. BsR). Descriptive statistics were performed in Microsoft Excel. Berko, MD ([email protected]) RESULTS: Per SOR, there were 175 nodules on 130 CXR (mean size PURPOSE: Radiology residents receive little or no musculoskeletal 1.43 ± 0.71). All four radiologists noted improved detection of pulmo- ultrasound training during residency. Our goal was to design a short nary nodules on BsR (43,45,34, 43 nodules) compared to UpR (28, 38, but comprehensive hands-on musculoskeletal ultrasound experience 31, 37 nodules, respectively) (p= 0.49- 0.86). The mean sizes (±SD) for radiology residents. of true positive nodules seen only on BsR were 1.8(±0.4), 1.55(±0.05), METHOD AND MATERIALS: A 3.5 hour hands-on workshop was 1.43(±0.13), and 1.26(±0.06) mm, respectively. These nodules were designed. The workshop was divided into segments based on ana- most frequently located in the right upper zone followed by the left tomic region; for each region core topics of competence were defined, upper zone. There were 38, 44, 22, 34 false positive nodules on UpR including joint effusion and bursitis. Additional topics covered were and 42,44 ,23 ,36 false positive nodules on BsR. All readers reported major tendons and ligaments, and simulation of image-guided inter- greater confidence for detection of lung nodules on BsR than on UpR ventions was performed as well. During the workshop an attending with a percentage increase of 41.74%,48.54%,25.2% and 46.6% on radiologist demonstrated scanning technique for each anatomic region, BsR from the baseline UpR respectively. and residents then performed scanning in small groups led by peer CONCLUSION: All radiologists detected more pulmonary nodules with teachers. Residents performed scanning before and after the work- greater confidence on CXR processed with machine learning based shop to assess skill acquisition, and also completed a survey following bone subtraction algorithm compared to native unprocessed CXR. the workshop to gauge confidence in performing musculoskeletal ultrasound examinations. The survey consisted of statements with (SS01-04) 1:30 PM - 1:40 PM 5-point Likert scale responses. Median responses and interquartile Accuracy of AI Based CAD for Detection of range (IQR, 25th-75th percentile) were calculated. Endobronchial Nodules on Low Dose CT for Lung RESULTS: 12 third-year residents participated in the workshop.