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Diffusional kurtosis imaging for differentiation of additional suspicious lesions on preoperative breast MRI of patients with known breast cancer

Park, Vivian Youngjean; Kim, Sungheon G; Kim, Eun-Kyung; Moon, Hee Jung; Yoon, Jung Hyun; Kim, Min Jung
PURPOSE/OBJECTIVE:To investigate the potential of diffusional kurtosis imaging (DKI) and conventional diffusion-weighted imaging (DWI) in the evaluation of additional suspicious lesions at preoperative breast magnetic resonance imaging (MRI) in patients with breast cancer. MATERIALS AND METHODS/METHODS:. Histogram parameters (mean, standard deviation, minimum, maximum, 10th, 25th, 50th, 75th, 90th percentiles, kurtosis, skewness and entropy) of ADC from DWI and diffusivity (D), kurtosis (K) from DKI were calculated after postprocessing. Parameters were compared between benign vs. ductal carcinoma in situ (DCIS) vs. invasive breast lesions and diagnostic performances were evaluated by receiver operating characteristic (ROC) analysis. Correlation between the mean values of D and K was analyzed according to lesion type. RESULTS: = -0.853), but no significant correlation in DCIS. CONCLUSION/CONCLUSIONS:DKI may aid in the differentiation of additional suspicious lesions at preoperative breast MRI. Both ADC and DKI may have lower potential in differentiating DCIS from benign lesions.
PMID: 31323316
ISSN: 1873-5894
CID: 3978112

Preliminary study: Breast cancers can be well seen on 3T breast MRI with a half-dose of gadobutrol

Melsaether, Amy N; Kim, Eric; Mema, Eralda; Babb, James; Kim, Sungheon Gene
BACKGROUND:Dynamic contrast enhanced (DCE) breast MRI is highly sensitive for breast cancer and requires gadolinium-based contrast agents (GBCA)s, which have potential safety concerns. PURPOSE/OBJECTIVE:Test whether breast cancers imaged by 3T DCE breast MRI with 0.05 mmol/kg of gadobutrol are detectable. METHODS:Analysis of 3T DCE breast MRIs with half dose of gadobutrol from patients included in an IRB-approved and HIPPA-compliant prospective study of breast PET/MRI. Between 11/7/2014 and 3/2/2018, 41 consecutive women with biopsy-proven breast cancer that was at least 2 cm, multi-focal or multi-centric, had axillary metastasis, or had skin involvement who gave informed consent were included. Two breast radiologists independently recorded lesion conspicuity on a 4-point scale (0 = not seen, 1 = questionably seen, 2 = adequately seen, 3 = certainly seen), and measured the lesion. Size was compared between radiologists and with size on available mammogram, ultrasound, MRI, and surgical pathology. Inter-reader agreement was assessed by kappa coefficient for conspicuity. Lesion size comparisons were assessed using the Spearman rank correlation. RESULTS:In 40 patients (ages 28.4-80.5, 51.9 years), there were 49 cancers. 10.1% of lesions were 1 cm or less and 26.5% of lesions were 2 cm or less. Each reader detected 49/49 cancers. Conspicuity scores ranged from 2 to 3, mean 2.9/3 for both readers (p = 0.47). Size on half-dose 3T DCE-MRI correlated with size on surgical pathology (r = 0.6, p = 0.03) while size on mammogram and ultrasound did not (r = 0.25, p = 0.46; r = 0.25, p = 0.42). CONCLUSION/CONCLUSIONS:All breast cancers in this cohort, as small as 0.4 cm, were seen on 3T DCE breast MRI with 0.05 mmol/kg dose of gadobutrol.
PMID: 31279989
ISSN: 1873-4499
CID: 3976302

Development of a nomogram based on radiologic findings for predicting malignancy and invasiveness in intraductal papillary mucinous neoplasms of the pancreas: an international multicenter study [Meeting Abstract]

Kim, H S; Park, T; Kim, Y; Park, H; Han, Y; He, J; Wolfgang, C L; Blair, A; Rashid, M F; Kluger, M D; Su, G H; Kim, S -C; Song, K -B; Yamamoto, M; Hatori, T; Yang, C -Y; Yamaue, H; Hirono, S; Satoi, S; Fujii, T; Hirano, S; Lou, W; Hashimoto, Y; Shimizu, Y; Valente, R; Del, Chiaro M; Choi, D W; Choi, S H; Heo, J S; Motoi, F; Matsumoto, I; Lee, W J; Kang, C M; Shyr, Y -M; Wang, S -E; Han, H -S; Yoon, Y -S; van, Huijgevoort N C M; Besselink, M G; Sho, M; Nagano, H; Kim, S G; Honda, G; Yang, Y; Yu, H C; Chung, J C; Nagakawa, Y; Seo, H I; Kim, H; Kwon, W; Kim, S -W; Jang, J -Y
Background and Objectives: We previously proposed a nomogram predicting individual risks of malignancy and invasiveness of intraductal papillary mucinous neoplasms and validated it in an external cohort. However, it is difficult to apply if data on tumor marker are lacking. The aim of the current study was to develop a new nomogram based on radiologic findings using previous nomogram development and an external validation cohort.
Material(s) and Method(s): A total of 3049 patients who underwent surgical resection at 30 tertiary institutes in 7 countries were enrolled and clinicopathologic data were retrospectively analyzed. Based on fitted model, area under the receiver operating characteristics curve (AUC) was calculated using 10-fold cross validation by exhaustive search.
Result(s): The study consisted of 1914 (62.8%) patients for previous nomogram development and 1135 patients (37.2%) in the external validation cohort. Among patients, 1898 (62.3%) had low, 577 (18.9%) had high grade dysplasia, and 574 (18.8%) had invasive carcinoma. Patients were allocated randomly into model development and test sets to construct the nomogram, with fixed ratios according to malignancy and invasiveness. Exhaustive search resulted in three variables (cyst size, duct dilatation, and mural nodule) for malignancy and four variables (cyst size, duct dilatation, mural nodule, and location) for invasiveness being selected to construct the nomogram, and AUC was 0.742 and 0.741, respectively. AUC for test set was 0.727 and 0.704, respectively, and Hosmer-Lemeshow goodness of fit test showed good discrimination power (p = 0.066 and 0.067, respectively).
Conclusion(s): The new nomogram based on radiologic findings is accurate and helpful in identifying patients at risk of malignancy and invasiveness and selecting treatment options in clinical settings.
Copyright
EMBASE:2002071557
ISSN: 1424-3903
CID: 3934092

Along-axon diameter variation and axonal orientation dispersion revealed with 3D electron microscopy: implications for quantifying brain white matter microstructure with histology and diffusion MRI

Lee, Hong-Hsi; Yaros, Katarina; Veraart, Jelle; Pathan, Jasmine L; Liang, Feng-Xia; Kim, Sungheon G; Novikov, Dmitry S; Fieremans, Els
Tissue microstructure modeling of diffusion MRI signal is an active research area striving to bridge the gap between macroscopic MRI resolution and cellular-level tissue architecture. Such modeling in neuronal tissue relies on a number of assumptions about the microstructural features of axonal fiber bundles, such as the axonal shape (e.g., perfect cylinders) and the fiber orientation dispersion. However, these assumptions have not yet been validated by sufficiently high-resolution 3-dimensional histology. Here, we reconstructed sequential scanning electron microscopy images in mouse brain corpus callosum, and introduced a random-walker (RaW)-based algorithm to rapidly segment individual intra-axonal spaces and myelin sheaths of myelinated axons. Confirmed by a segmentation based on human annotations initiated with conventional machine-learning-based carving, our semi-automatic algorithm is reliable and less time-consuming. Based on the segmentation, we calculated MRI-relevant estimates of size-related parameters (inner axonal diameter, its distribution, along-axon variation, and myelin g-ratio), and orientation-related parameters (fiber orientation distribution and its rotational invariants; dispersion angle). The reported dispersion angle is consistent with previous 2-dimensional histology studies and diffusion MRI measurements, while the reported diameter exceeds those in other mouse brain studies. Furthermore, we calculated how these quantities would evolve in actual diffusion MRI experiments as a function of diffusion time, thereby providing a coarse-graining window on the microstructure, and showed that the orientation-related metrics have negligible diffusion time-dependence over clinical and pre-clinical diffusion time ranges. However, the MRI-measured inner axonal diameters, dominated by the widest cross sections, effectively decrease with diffusion time by ~ 17% due to the coarse-graining over axonal caliber variations. Furthermore, our 3d measurement showed that there is significant variation of the diameter along the axon. Hence, fiber orientation dispersion estimated from MRI should be relatively stable, while the "apparent" inner axonal diameters are sensitive to experimental settings, and cannot be modeled by perfectly cylindrical axons.
PMID: 30790073
ISSN: 1863-2661
CID: 3686582

Rapid dynamic contrast-enhanced MRI for small animals at 7T using 3D ultra-short echo time and golden-angle radial sparse parallel MRI

Zhang, Jin; Feng, Li; Otazo, Ricardo; Kim, Sungheon Gene
PURPOSE/OBJECTIVE:To develop a rapid dynamic contrast-enhanced MRI method with high spatial and temporal resolution for small-animal imaging at 7 Tesla. METHODS:An ultra-short echo time (UTE) pulse sequence using a 3D golden-angle radial sampling was implemented to achieve isotropic spatial resolution with flexible temporal resolution. Continuously acquired radial spokes were grouped into subsets for image reconstruction using a multicoil compressed sensing approach (Golden-angle RAdial Sparse Parallel; GRASP). The proposed 3D-UTE-GRASP method with high temporal and spatial resolutions was tested using 7 mice with GL261 intracranial glioma models. RESULTS:Iterative reconstruction with different temporal resolutions and regularization factors λ showed that, in all cases, the cost function decreased to less than 2.5% of its starting value within 20 iterations. The difference between the time-intensity curves of 3D-UTE-GRASP and nonuniform fast Fourier transform (NUFFT) images was minimal when λ was 1% of the maximum signal intensity of the initial NUFFT images. The 3D isotropic images were used to generate pharmacokinetic parameter maps to show the detailed images of the tumor characteristics in 3D and also to show longitudinal changes during tumor growth. CONCLUSION/CONCLUSIONS:This feasibility study demonstrated that the proposed 3D-UTE-GRASP method can be used for effective measurement of the 3D spatial heterogeneity of tumor pharmacokinetic parameters.
PMID: 30058079
ISSN: 1522-2594
CID: 3217312

Preliminary analysis: Background parenchymal 18F-FDG uptake in breast cancer patients appears to correlate with background parenchymal enhancement and to vary by distance from the index cancer

Kim, Eric; Mema, Eralda; Axelrod, Deborah; Sigmund, Eric; Kim, Sungheon Gene; Babb, James; Melsaether, Amy N
PURPOSE/OBJECTIVE:To investigate how breast parenchymal uptake (BPU) of 18F-FDG on positron emission tomography/ magnetic resonance imaging (PET/MRI) in patients with breast cancer is related to background parenchymal enhancement (BPE), amount of fibroglandular tissue (FGT), and age, as well as whether BPU varies as a function of distance from the primary breast cancer. MATERIALS AND METHODS/METHODS:volume of interest 1) in the same quadrant of the ipsilateral breast, 5 mm from the index lesion; 2) in the opposite quadrant of the ipsilateral breast; and 3) in contralateral breast, quadrant matched to the opposite quadrant of the ipsilateral breast. The maximum standardized uptake value (SUVmax) of the index cancer was measured using a VOI that included the entire volume of the index lesion. Bleed from the primary tumor was corrected for (PET edge, MIM). FGT and BPE was assessed by 2 readers on a 4-point scale in accordance with BI-RADS lexicon. The Wilcoxon signed rank test and the Spearman rank correlation test were performed. RESULTS:BPU was significantly greater in the same quadrant as the breast cancer as compared with the opposite quadrant of the same breast (p < 0.001 for both readers) and was significantly greater in the opposite quadrant of the same breast compared to the matched quadrant of the contralateral breast (p = 0.002 for reader 1 and <0.001 for reader 2). While the FGT SUVmax in the same quadrant as the cancer correlated significantly with SUVmax of the index lesion, the FGT SUVmax in the opposite quadrant of the same breast and in the matched quadrant of the contralateral breast did not. The FGT SUVmax in the contralateral breast positively correlated with the degree of BPE and negatively correlated with age, but did not show a significant correlation with the amount of FGT for either reader. CONCLUSION/CONCLUSIONS:There appears to be an inverse correlation between metabolic activity of normal breast parenchyma and distance from the index cancer. BPU significantly correlates with BPE.
PMID: 30599855
ISSN: 1872-7727
CID: 3562812

Large-scale classification of breast MRI exams using deep convolutional networks [Meeting Abstract]

Gong, Shizhan; Muckley, Matthew; Wu, Nan; Makino, Taro; Kim, S. Gene; Heacock, Laura; Moy, Linda; Knoll, Florian; Geras, Krzysztof J
ORIGINAL:0014731
ISSN: 1049-5258
CID: 4668952

Association among T2 signal intensity, necrosis, ADC and Ki-67 in estrogen receptor-positive and HER2-negative invasive ductal carcinoma

Kim, Soo-Yeon; Kim, Eun-Kyung; Moon, Hee Jung; Yoon, Jung Hyun; Koo, Ja Seung; Kim, Sungheon Gene; Kim, Min Jung
PURPOSE/OBJECTIVE:To determine whether T2 signal intensity, necrosis, and ADC values are associated with Ki-67 in patients with Estrogen Receptor (ER)-positive and Human epidermal growth factor receptor type 2 (HER2)-negative invasive ductal carcinoma (IDC). MATERIALS AND METHODS/METHODS:Between March 2012 and February 2013, one hundred eighty seven women with ER-positive and HER2-negative IDC who underwent breast MRI and subsequent surgery were included. Intratumoral signal intensity was evaluated based on a combination of T2-weighted (low or equal, high, or very high) and contrast-enhanced MR images (enhancement or not). Necrosis was defined as very high T2 and no enhancement. Using the analysis of variance and pairwise t-test, a model based on intratumoral signal intensity was developed to assess Ki-67 of the surgical specimen. Inter-observer agreement for the developed model was analyzed. Conventional mean and minimum apparent diffusion coefficient (ADC) measurements were performed and correlated with Ki-67. RESULTS:As the grade of the developed model increased (Grade I: low or equal T2, Grade II: high T2, or necrosis < 50%, Grade III: necrosis ≥ 50%), mean Ki-67 significantly increased (Grade I to III: 12.5%, 17.6%, 45.0%, respectively; P < 0.001). Good inter-observer agreement was found for the model (κ = 0.846, P < 0.001). ADC did not show significant correlations with Ki-67 (Pearson's correlation coefficient, 0.140 [P = 0.057] for mean ADC; -0.079 [P = 0.284] for minimum ADC). CONCLUSION/CONCLUSIONS:Intratumoral signal intensity but not ADC was associated with Ki-67 in patients with ER-positive and HER2-negative IDC.
PMID: 30172938
ISSN: 1873-5894
CID: 3274542

Quantifying myofiber integrity using diffusion MRI and random permeable barrier modeling in skeletal muscle growth and Duchenne muscular dystrophy model in mice

Winters, Kerryanne V; Reynaud, Olivier; Novikov, Dmitry S; Fieremans, Els; Kim, Sungheon Gene
PURPOSE/OBJECTIVE:imaging. METHODS:relaxation. RESULTS:did not have significant correlation with age. Histological measurements of the perimeter-to-area ratio served as a proxy for the model-derived S/V in the cylindrical myofiber geometry, and had a significant correlation with the ex vivo S/V (r = 0.71) as well as the in vivo S/V (r = 0.56). CONCLUSION/CONCLUSIONS:The present study demonstrates that DTI at multiple diffusion times with the random permeable model analysis allows for noninvasively quantifying muscle fiber microstructural changes during both normal muscle growth and disease progression. Future studies can apply our technique to evaluate current and potential treatments to muscle myopathies.
PMCID:6107391
PMID: 29577406
ISSN: 1522-2594
CID: 3011232

Measurement of blood-brain barrier permeability using dynamic contrast-enhanced magnetic resonance imaging with reduced scan time

Bae, Jonghyun; Zhang, Jin; Wadghiri, Youssef Zaim; Minhas, Atul Singh; Poptani, Harish; Ge, Yulin; Kim, Sungheon Gene
PURPOSE/OBJECTIVE:To investigate the feasibility of measuring the subtle disruption of blood-brain barrier (BBB) using DCE-MRI with a scan duration shorter than 10 min. METHODS:) in the estimation of vascular permeability-surface area product (PS). Numerical simulation studies were carried out to investigate how the reduction in scan time affects the accuracy in estimating contrast kinetic parameters. DCE-MRI studies of the rat brain were conducted with Fisher rats to confirm the results from the simulation. Intracranial F98 glioblastoma models were used to assess areas with different levels of permeability. In the normal brain tissues, the Patlak model (PM) and EPM were compared, whereas the 2-compartment-exchange-model (TCM) and EPM were assessed in the peri-tumor and the tumor regions. RESULTS:was high as in the gray matter, the bias in PM-PS (>900%) were larger than that in EPM-PS (<42%). The animal study also showed similar results, where the PM parameters were more sensitive to the scan duration than the EPM parameters. It was also demonstrated that, in the peri-tumor region, the EPM parameters showed less change by scan duration than the TCM parameters. CONCLUSION/CONCLUSIONS:The results of this study suggest that EPM can be used to measure PS with a scan duration of 10 min or less.
PMID: 29508443
ISSN: 1522-2594
CID: 2975152