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Prediction of Patient Height and Weight With a 3-Dimensional Camera

Dane, Bari; Singh, Vivek; Nazarian, Matthew; O'Donnell, Thomas; Liu, Shu; Kapoor, Ankur; Megibow, Alec
OBJECTIVE:The aim of this study was to determine accuracy of height and weight prediction by a 3-dimensional (3D) camera. METHODS:A total of 453 patients whose computed tomography imaging used a 3D camera from December 19, 2018 to March 19, 2019 were retrospectively identified. An image of each patient was taken before the computed tomography by a 3D camera mounted to the ceiling. Using infrared imaging and machine learning algorithms, patient height and weight were estimated from this 3D camera image. A total of 363 images were used for training. The test set consisted of 90 images. The height and weight estimates were compared with true height and weight to determine absolute and percent error. A value of P < 0.05 indicated statistical significance. RESULTS:There was 2.0% (SD, 1.4) error in height estimation by the 3D camera, corresponding to 3.35 cm (SD, 2.39) absolute deviation (P = 1, n = 86). Weight estimation error was 5.1% (SD, 4.3), corresponding to 3.99 kg (SD, 3.11) absolute error (P = 0.74, n = 90). CONCLUSION/CONCLUSIONS:Pictures obtained from a 3D camera can accurately predict patient height and weight.
PMID: 34297511
ISSN: 1532-3145
CID: 4948682

Crohn Disease Prognostication With Semiautomatic Dual-Energy Computed Tomography Enterography-Derived Iodine Density

Dane, Bari; Garada, Ahmad; O'Donnell, Thomas; Chang, Shannon; Megibow, Alec
OBJECTIVE:The objective of this study was to determine if dual-energy computed tomography enterography (DECTE)-obtained iodine density can predict medical management change or surgery in Crohn disease patients. METHODS:The most active-appearing bowel segment on DECTE in 21 Crohn disease patients was retrospectively interrogated with prototype software determining the percentage of bowel wall (I) in specified ranges. Patients were categorized into 3 groups after DECTE: (1) no management change, (2) outpatient medication change, and (3) inpatient admission or surgery. Crohn's disease activity index was calculated. Group 3's percentage iodine density of >3 mg/mL and Crohn's disease activity index were compared with group 1/2. Crohn's disease activity index and percentage iodine density of >2 mg/mL were compared for groups 2/3 versus group 1 patients. RESULTS:There were 5 group 1, 6 group 2, and 10 group 3 patients. Group 3 patients had higher frequency of iodine density >3 mg/mL (27%) compared with groups 1/2 patients (12.6%) (P < 0.05). Crohn's disease activity index was similar (P = 0.98). Groups 2/3 patients had 60.5% iodine density of >2 mg/mL, whereas group 1 patients had 31.7% iodine density of >2 mg/mL (P < 0.05). Crohn's disease activity index was similar (P = 0.12). CONCLUSIONS:Iodine density from DECTE may predict medical or surgical Crohn disease management.
PMID: 33661155
ISSN: 1532-3145
CID: 4801762

Radiation dose reduction, improved isocenter accuracy and CT scan time savings with automatic patient positioning by a 3D camera

Dane, Bari; O'Donnell, Thomas; Liu, Shu; Vega, Emilio; Mohammed, Sharon; Singh, Vivek; Kapoor, Ankur; Megibow, Alec
PURPOSE/OBJECTIVE:To compare CT isocenter accuracy, patient dose, and scan time in adults imaged with and without use of a 3D camera. METHOD/METHODS:571 CT examinations utilizing a 3D camera for initial patient positioning (optional radiographer isocenter adjustment) and 504 examinations scanned without the camera between 10/1/2018 and 3/19/2019 were retrospectively identified. All exams were chest or abdominopelvic CTs. The isocenters of these exams were compared with the true isocenters defined as the manually delineated centroid of the body in the CT volume. The size specific dose estimate (SSDE) (mGy) of radiation dose obtained from departmental software for the 4 most common protocols on one CT scanner was compared before and after implementation of the 3D camera. The times required for the entire scan and just the topogram "scout" were compared with and without the 3D camera for noncontrast chest and abdominopelvic CT enterography protocols. 2-tailed t-tests and Mann-Whitney U tests were used (P < 0.05 indicated statistical significance). RESULTS:The deviation from true isocenter was 6.8 ± 6.1 mm (P = 0.043) and 16.3 ± 14.0 mm (P < 0.01) with and without the 3D camera, respectively (P < 0.01). CT radiographers accepted isocenter location without alteration in 93 % of examinations. Average SSDE savings with the 3D camera ranged 1.0-2.4 mGy (21-31 %) for the 4 most commonly performed protocols (p < 0.01). Median scout time savings was 32 s (Camera vs. No-Camera cohorts) (P < 0.01). Average noncontrast chest CT and CT enterography scan time savings were 19 s and 17 s with the 3D camera, respectively (P < 0.01). CONCLUSIONS:The 3D camera improved accuracy of patient positioning while reducing radiation dose and examination time. Implementation of a 3D camera helps standardize workflow in a busy clinical practice.
PMID: 33454459
ISSN: 1872-7727
CID: 4760152

Image reconstruction for interrupted-beam X-ray CT on diagnostic clinical scanners

Muckley, Matthew John; Chen, Baiyu; Vahle, Thomas; O'Donnell, Thomas; Knoll, Florian; Sodickson, Aaron; Sodickson, Daniel; Otazo, Ricardo
Low-dose X-ray CT is a major research area with high clinical impact. Compressed sensing using view-based sparse sampling and sparsity-promoting regularization has shown promise in simulations, but these methods can be difficult to implement on diagnostic clinical CT scanners since the X-ray beam cannot be switched on and off rapidly enough. An alternative to view-based sparse sampling is interrupted-beam sparse sampling. SparseCT is a recently-proposed interrupted-beam scheme that achieves sparse sampling by blocking a portion of the beam using a multislit collimator. The use of a multislit collimator necessitates a number of modifications to the standard compressed sensing reconstruction pipeline. In particular, we find that SparseCT reconstruction is feasible within a model-based image reconstruction framework that incorporates data fidelity weighting to consider penumbra effects and source jittering to consider the effect of partial source obstruction. Here, we present these modifications and demonstrate their application in simulations and real-world prototype scans. In simulations compared to conventional low-dose acquisitions, SparseCT is able to achieve smaller normalized root-mean square differences than tube-current reduction at larger dose reduction levels. In prototype experiments, we successfully apply our reconstruction modifications and maintain image resolution at the quarter-dose reduction level. The SparseCT design requires only small hardware modifications to current diagnostic clinical scanners, opening up new possibilities for CT dose reduction.
PMID: 31258151
ISSN: 1361-6560
CID: 3967802

Differentiation of pulmonary tumor type by enhanced dual energy computed tomography quantitative volumetric iodine texture analysis [Meeting Abstract]

Azour, L; Moore, W; Ko, J; O'Donnell, T; Patel, N
Objectives: To differentiate pulmonary tumor type by volumetric iodine quantification and texture analysis on dual-energy CT images.
Material(s) and Method(s): Radiology information system search for all contrast-enhanced DECT chest examinations from 1/1/2015-4/30/ 2018 was performed, filtering for those with pathology within 120 days, yielding 80 cases of pathologically-proven pulmonary lesions. 73 lesions meeting inclusion criteria were manually volumetrically segmented via open-source software using the low-kV DECT dataset. 3D-iodine quantification was achieved by mapping between high/low energy HU on a representative 2D-image, and applying to surrounding slices, with absolute iodine normalized to mid-descending aorta. Full Width Tenth Maximum was applied to each normalized iodine histogram, providing a single comprehensive measure of relative iodine concentration. Volumetric iodine values and first order texture features were assessed using Hoteling's T-squared multivariate analysis.
Result(s): 72 individuals (37 women, 35 men) with mean age 64 years were included. 44 primary, 25 metastatic, and 3 benign lesions were assessed; 22 with history of chemotherapy. Mean time between histopathologic sampling and imaging was 26 days. Mean, median and minimum volumetric iodine concentration were significant (P< 0.05) in distinguishing primary versus metastatic lesions, with P<0.01 for these measures between de novo primary and metastatic lesions. Metastatic lesions demonstrated higher mean iodine (1.2 mg/mL) in comparison to primary lesions (0.83 mg/mL). Mean and median 3D-iodine values significantly (P<0.05) differed between primary lung adenocarcinoma and squamous lesions (mean 0.95 mg/mL and 0.49 mg/mL, respectively). Skewness significantly differed between de novo versus treated primary (P=0.01), and metastatic versus primary lesions (P=0.03), and entropy between de novo primary and metastatic lesions (P<0.001), and treated versus non-treated metastases (P= 0.03).
Conclusion(s): Volumetric iodine quantification significantly differs between de novo primary versus metastatic, and primary lung adenocarcinoma versus squamous lesions. Texture features may also have a role in distinguishing tumor type and treatment response. Clinical Relevance Application: Potential role of DECT in distinguishing tumor type and treatment response
EMBASE:628866860
ISSN: 1536-0237
CID: 4043562

SparseCT: System Concept and Design of Multi-slit Collimators

Chen, Baiyu; Kobler, Erich; Muckley, Matthew J; Sodickson, Aaron D; O'Donnell, Thomas; Flohr, Thomas; Schmidt, Bernhard; Sodickson, Daniel K; Otazo, Ricardo
PURPOSE/OBJECTIVE:. SparseCT partially blocks the x-ray beam with a multi-slit collimator (MSC) to perform a multidimensional undersampling along the view and detector row dimensions. SparseCT undersamples the projection data within each view and moves the MSC along the z direction during gantry rotation to change the undersampling pattern. It enables reconstruction of images from undersampled data using compressed sensing algorithms. The purpose of this work is to design the spacing and width of the MSC slits and the MSC motion patterns based on beam separation, undersampling efficiency, and image quality. The development and testing of a SparseCT prototype with the designed MSC will be described in a following paper. METHODS:We chose a few initial MSC designs based on the guidance from two metrics: beam separation and undersampling efficiency. Both beam separation and undersampling efficiency were measured from numerically simulated photon distribution with MSC taken into consideration. Beam separation measures the separation between x-ray beams from consecutive slits, taking into account penumbra effects on both sides of each slit. Undersampling efficiency measures the dose-weighted similarity between penumbra undersampling and binary undersampling, in other words, the effective contribution of the incident dose to the SNR of the projection data. We then compared the initially chosen MSC designs in terms of their reconstruction image quality. SparseCT projections were simulated from fully-sampled patient projection data according to the MSC design and motion pattern, reconstructed iteratively using a sparsity-enforcing penalized weighted least squares cost function with ordered subsets/momentum algorithm, and compared visually and quantitatively. RESULTS:Simulated photon distributions indicate that the size of the penumbra is dominated by the size of the focal spot. Therefore, a wider MSC slit and a smaller focal spot lead to increased beam separation and undersampling efficiency. For 4-fold undersampling with a 1.2 mm focal spot, a minimum MSC slit width of 3 detector rows (projected to the detector surface) is needed for beam separation; for 3-fold undersampling, a minimum slit width of 4 detector rows is needed. Simulations of SparseCT projection and reconstruction indicate that the motion pattern of the MSC does not have a visible impact on image quality. An MSC slit width of 3 or 4 detector rows yields similar image quality. CONCLUSION/CONCLUSIONS:The MSC is the key component of the SparseCT method. Simulations of MSC designs incorporating x-ray beam penumbra effects showed that for 3-fold and 4-fold dose reductions, an MSC slit width of 4 detector rows provided reasonable beam separation, undersampling efficiency, and image quality.
PMID: 30980728
ISSN: 2473-4209
CID: 3809512

Image Quality on Dual-energy CTPA Virtual Monoenergetic Images: Quantitative and Qualitative Assessment

Dane, Bari; Patel, Hersh; O'Donnell, Thomas; Girvin, Francis; Brusca-Augello, Geraldine; Alpert, Jeffrey B; Niu, Bowen; Attia, Mariam; Babb, James; Ko, Jane P
RATIONALE AND OBJECTIVES/OBJECTIVE:This study aims to determine the optimal photon energy for image quality of the pulmonary arteries (PAs) on dual-energy computed tomography (CT) pulmonary angiography (CTPA) utilizing low volumes of iodinated contrast. MATERIALS AND METHODS/METHODS:The study received institutional review board exemption and was Health Insurance Portability and Accountability Act compliant. Adults (n = 56) who underwent dual-energy CTPA with 50-60 cc of iodinated contrast on a third-generation dual-source multidetector CT were retrospectively and consecutively identified. Twelve virtual monoenergetic kiloelectron volt (keV) image data sets (40-150 keV, 10-keV increments) were generated with a second-generation noise-reducing algorithm. Standard regions of interest were placed on main, right, left, and right interlobar pulmonary arteries; pectoralis muscle; and extrathoracic air. Attenuation [mean CT number (Hounsfield unit, HU)], noise [standard deviation (HU)], signal to noise (SNR), and contrast to noise ratio were evaluated. Three blinded chest radiologists rated (from 1 to 5, with 5 being the best) randomized monoenergetic and weighted-average images for attenuation and noise. P <.05 was considered significant. RESULTS:Region of interest mean CT number increased as keV decreased, with 40 keV having the highest value (P < .001). Mean SNR was highest for 40-60 keV (P <.05) (14.5-14.7) and was higher (P <.05) than all remaining energies (90-150 keV) for all vessel regions combined. Contrast to noise ratio was highest for 40 keV (P <.001) and decreased as keV increased. SNR was highest at 60 and 70 keV, only slightly higher than 40-50 keV (P <.05). Reader scores for 40-50 keV were greater than other energies and weighted-average images (P <.05). CONCLUSIONS:Kiloelectron volt images of 40-50 keV from the second-generation algorithm optimize attenuation on dual-energy CTPA and can potentially aid in interpretation and avoiding nondiagnostic examinations.
PMID: 29398436
ISSN: 1878-4046
CID: 2979202

Evaluation of SparseCT on patient data using realistic undersampling models

Chapter by: Chen, Baiyu; Muckley, Matthew; Sodickson, Aaron; O'Donnell, Thomas; Knoll, Florian; Sodickson, Daniel; Otazo, Ricardo
in: MEDICAL IMAGING 2018: PHYSICS OF MEDICAL IMAGING by ; Lo, JY; Schmidt, TG; Chen, GH
BELLINGHAM : SPIE-INT SOC OPTICAL ENGINEERING, 2018
pp. ?-?
ISBN: 978-1-5106-1636-3
CID: 3290392

Children with dorsal midbrain syndrome as a result of pineal tumors

Hoehn, Mary Ellen; Calderwood, Julie; O'Donnell, Thomas; Armstrong, Gregory T; Gajjar, Amar
BACKGROUND: Dorsal midbrain syndrome (also known as Parinaud syndrome and pretectal syndrome) is a well-known complication of tumors of the pineal region. However, there are few reports regarding outcomes, especially in children. The purpose of this study was to report the ophthalmic outcomes in a group of children with pineal tumors treated at a single institution. METHODS: The medical records of pediatric patients diagnosed with pineal region tumors and evaluated at our ophthalmology clinic were studied retrospectively. Descriptive statistics were used to assess rate of dorsal midbrain syndrome, defined as one or more of the following: limitation of upgaze, pupillary light-near dissociation, and convergence retraction nystagmus. Treatment outcomes were recorded. RESULTS: A total of 35 subjects (age range, 5 months to 20 years) were included, 18 (51%) of whom were found to have dorsal midbrain syndrome. Of those 18, 16 patients (89%) had limitation of upgaze, 15 (83%) had pupillary light-near dissociation, and 9 (50%) had convergence-retraction nystagmus. Convergence insufficiency was noted in 5 patients (28%); exotropia (either intermittent or constant), in 9 (50%). Improvement in dorsal midbrain syndrome findings following treatment was seen in 7 of 17 patients (41%), but only 2 (12%) experienced complete resolution. Treatment consisted of surgery, radiation, and/or chemotherapy. CONCLUSIONS: In our study cohort of children with pineal tumors have a high incidence of dorsal midbrain syndrome. Most cases had residual findings after treatment.
PMCID:5654548
PMID: 28069468
ISSN: 1528-3933
CID: 2451082

Ocular abnormalities in patients treated with a novel anti-GD2 monoclonal antibody, hu14.18K322A

Tse, Brian C; Navid, Fariba; Billups, Catherine A; O'Donnell, Thomas; Hoehn, Mary E
PURPOSE: To determine the incidence of and factors associated with the development of mydriasis and impaired accommodation in patients with refractory or recurrent neuroblastoma receiving the anti-GD2 antibody hu14.18K322A. METHODS: The medical records of eligible patients with refractory or recurrent neuroblastoma who received escalating doses of hu14.18K322A, ranging from 2 to 70 mg/m(2)/dose for 4 consecutive days every 28 days, were retrospectively reviewed to identify ocular abnormalities arising during the treatment period. RESULTS: A total of 38 patients (median age, 7 years; 23 males) were included. All patients underwent comprehensive eye examinations prior to each course of therapy. Mydriasis was seen in 13 patients (34%), and impaired accommodation was seen in 9 (24%), indicating a dose-related effect between hu14.18K322A and both mydriasis (P = 0.021) and impaired accommodation (P = 0.029). Age and sex were not associated with ocular abnormalities. Ocular symptoms resolved in the majority of patients after the drug was discontinued. CONCLUSIONS: Side effects of mydriasis and impaired accommodation have a dose-dependent relationship with hu14.18K322A. These side effects do not warrant discontinuation of treatment, as they usually resolve after completion of therapy. Management of ocular side effects should focus on treating symptoms with manifest refraction, bifocals, or tinted spectacles.
PMCID:4698825
PMID: 25818285
ISSN: 1528-3933
CID: 2451142