Manish Dhyani
Harvard University
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Featured researches published by Manish Dhyani.
Radiology | 2015
Anthony E. Samir; Manish Dhyani; Abhinav Vij; Atul K. Bhan; Elkan F. Halpern; Jorge Méndez-Navarro; Kathleen E. Corey; Raymond T. Chung
PURPOSE To evaluate the accuracy of shear-wave elastography (SWE) for staging liver fibrosis in patients with diffuse liver disease (including patients with hepatitis C virus [HCV]) and to determine the relative accuracy of SWE measurements obtained from different hepatic acquisition sites for staging liver fibrosis. MATERIALS AND METHODS The institutional review board approved this single-institution prospective study, which was performed between January 2010 and March 2013 in 136 consecutive patients who underwent SWE before their scheduled liver biopsy (age range, 18-76 years; mean age, 49 years; 70 men, 66 women). Informed consent was obtained from all patients. SWE measurements were obtained at four sites in the liver. Biopsy specimens were reviewed in a blinded manner by a pathologist using METAVIR criteria. SWE measurements and biopsy results were compared by using the Spearman correlation and receiver operating characteristic (ROC) curve analysis. RESULTS SWE values obtained at the upper right lobe showed the highest correlation with estimation of fibrosis (r = 0.41, P < .001). Inflammation and steatosis did not show any correlation with SWE values except for values from the left lobe, which showed correlation with steatosis (r = 0.24, P = .004). The area under the ROC curve (AUC) in the differentiation of stage F2 fibrosis or greater, stage F3 fibrosis or greater, and stage F4 fibrosis was 0.77 (95% confidence interval [CI]: 0.68, 0.86), 0.82 (95% CI: 0.75, 0.91), and 0.82 (95% CI: 0.70, 0.95), respectively, for all subjects who underwent liver biopsy. The corresponding AUCs for the subset of patients with HCV were 0.80 (95% CI: 0.67, 0.92), 0.82 (95% CI: 0.70, 0.95), and 0.89 (95% CI: 0.73, 1.00). The adjusted AUCs for differentiating stage F2 or greater fibrosis in patients with chronic liver disease and those with HCV were 0.84 and 0.87, respectively. CONCLUSION SWE estimates of liver stiffness obtained from the right upper lobe showed the best correlation with liver fibrosis severity and can potentially be used as a noninvasive test to differentiate intermediate degrees of liver fibrosis in patients with liver disease.
Journal of Medical Imaging and Radiation Oncology | 2015
Manish Dhyani; Michael S. Gee; Joseph Misdraji; Esther J. Israel; Uzma Shah; Anthony E. Samir
The objective of this study was to evaluate the feasibility of shear wave elastography (SWE), as a non‐invasive means of assessing liver fibrosis stage in paediatric and adolescent patients.
internaltional ultrasonics symposium | 2015
Mark L. Palmeri; Kathy Nightingale; Shana Fielding; Ned C. Rouze; Yufeng Deng; Ted Lynch; Shigao Chen; Pengfei Song; Matthew W. Urban; Hua Xie; Keith A. Wear; Brian S. Garra; Andy Milkowski; Stephen Rosenzweig; Paul L. Carson; Richard G. Barr; Vijay Shamdasani; Michael MacDonald; Michael Wang; Gilles Guenette; Yasuo Miyajima; Yoko Okamura; Manish Dhyani; Anthony E. Samir; Zaegyoo Hah; Glen McLaughlin; Albert Gee; Yuling Chen; David J. Napolitano; Steve McAleavey
Using ultrasonic shear wave speed (SWS) estimates has become popular to noninvasively evaluate liver fibrosis, but significant inter-system variability in liver SWS measurements can preclude meaningful comparison of measurements performed with different systems. The RSNA Quantitative Imaging Biomarker Alliance (QIBA) ultrasound SWS committee has been developing elastic and viscoelastic (VE) phantoms to evaluate system dependencies of SWS estimates. The objective of this study is to compare SWS measurements between commercially-available systems using phantoms that have viscoelastic properties similar to those observed in normal and fibrotic liver. CIRS, Inc. fabricated three phantoms using a proprietary oil-water emulsion infused in a Zerdine® hydrogel that were matched in viscoelastic behavior to healthy and fibrotic human liver data. Phantoms were measured at academic, clinical, government and vendor sites using different systems with curvilinear arrays at multiple focal depths (3.0, 4.5 & 7.0 cm). The results of this study show that current-generation ultrasound SWS measurement systems are able to differentiate viscoelastic materials that span healthy to fibrotic liver. The deepest focal depth (7.0 cm) yielded the greatest inter-system variability for each phantom (maximum of 17.7%) as evaluated by IQR. Inter-system variability was consistent across all 3 phantoms and was not a function of stiffness. Median SWS estimates for the greatest outlier system for each phantom/focal depth combination ranged from 12.7-17.6%. Future efforts will include performing more robust statistical analyses of these data, comparing these phantom data trends with viscoelastic digital phantom data, providing vendors with study site data to refine their systems to have more consistent measurements, and integrating these data into the QIBA ultrasound shear wave speed measurement profile.
Abdominal Imaging | 2015
Arash Anvari; Richard G. Barr; Manish Dhyani; Anthony E. Samir
This article reviews the clinical applications of current ultrasound elastography methods in non-hepatic conditions including thyroid nodules, prostate cancer, chronic kidney disease, solid renal lesions, pancreatic lesions, and deep vein thrombosis. Pathophysiology alters tissue mechanical properties via ultrastructural changes including fibrosis, increased cellularity, bleeding, and necrosis, creating a target biomarker, which can be imaged qualitatively or quantitatively with US elastography. US elastography methods can add information to conventional US methods and improve the diagnostic performance of conventional US in a range of disease processes.
American Journal of Roentgenology | 2013
Manish Dhyani; William C. Faquin; Carrie C. Lubitz; Gilbert H. Daniels; Anthony E. Samir
OBJECTIVE Fine-needle aspiration biopsy (FNAB) is the current primary test to risk stratify thyroid nodules. However, in up to one third of biopsies, cytology is indeterminate. The Bethesda System for Reporting Thyroid Cytopathology categorizes thyroid cytology findings into six groups, with each group assigned a putative malignancy risk. This article reviews the Bethesda System, emphasizing the key facts necessary to understand thyroid biopsy results and effectively manage patients after FNAB. CONCLUSION It is important to diagnose and stratify the risk of malignancy in thyroid nodules. A working knowledge of the Bethesda System permits accurate, evidence-based risk stratification of patients with thyroid nodules and thereby facilitates their management. Because it is a uniform diagnostic approach, the Bethesda System allows comparisons of different management strategies across different institutions.
Abdominal Imaging | 2015
Manish Dhyani; Arash Anvari; Anthony E. Samir
Ultrasound elastography, also termed sonoelastography, is being used increasingly in clinical practice to aid the diagnosis and management of diffuse liver disease. Elastography has been shown to be capable of differentiating advanced and early-stage liver fibrosis, and consequently a major application in clinical liver care includes progression to cirrhosis risk stratification through (1) assessment of liver fibrosis stage in HCV and HBV patients, (2) distinguishing non-alcoholic steatohepatitis from simple steatosis in non-alcoholic fatty liver disease patients, and (3) prognostic evaluation of liver disease is autoimmune liver disease. In addition, elastographic characterization of focal liver lesions and evaluation of clinically significant portal hypertension have the potential to be clinically useful and are areas of active clinical research.
Abdominal Radiology | 2018
Laura J. Brattain; Brian A. Telfer; Manish Dhyani; Joseph R. Grajo; Anthony E. Samir
Ultrasound (US) imaging is the most commonly performed cross-sectional diagnostic imaging modality in the practice of medicine. It is low-cost, non-ionizing, portable, and capable of real-time image acquisition and display. US is a rapidly evolving technology with significant challenges and opportunities. Challenges include high inter- and intra-operator variability and limited image quality control. Tremendous opportunities have arisen in the last decade as a result of exponential growth in available computational power coupled with progressive miniaturization of US devices. As US devices become smaller, enhanced computational capability can contribute significantly to decreasing variability through advanced image processing. In this paper, we review leading machine learning (ML) approaches and research directions in US, with an emphasis on recent ML advances. We also present our outlook on future opportunities for ML techniques to further improve clinical workflow and US-based disease diagnosis and characterization.
American Journal of Roentgenology | 2016
Arash Anvari; Manish Dhyani; Antonia E. Stephen; Anthony E. Samir
OBJECTIVE The purpose of this study is to determine the reliability of shear-wave elastographic estimates of the Young modulus in thyroid follicular neoplasms. SUBJECTS AND METHODS In this study, 35 adults with follicular nodules diagnosed by fine-needle aspiration (FNA) biopsy were enrolled. A single sonographer examined all nodules in three planes (sagittal, transverse, and transverse center). Two raters independently placed ROIs in each nodule. Intra- and interrater reliability were computed as intraclass correlation coefficients (ICCs) and were reported using the Guidelines for Reporting Reliability and Agreement Studies. RESULTS Thirty-five subjects with 35 follicular pattern nodules diagnosed by FNA biopsy were enrolled; 23 (65.7%) patients were female, with a mean age of 55.1 years (range, 23-85 years). For rater 1, intrarater agreement showed ICCs for single measurements of 0.87, 0.87, and 0.90 in the sagittal, transverse, and transverse center plans, respectively; ICCs for the median of multiple measurements were 0.97, 0.94, and 0.96 in the sagittal, transverse, and transverse center planes, respectively. For rater 2, intrarater agreement showed ICCs for single measurements of 0.94, 0.86, and 0.92 in the sagittal, transverse, and transverse center planes, respectively; ICCs for the median of multiple measurements were 0.97, 0.92, and 0.96 in the sagittal, transverse, and transverse center planes, respectively. Interrater agreement between measurements performed for the same subject showed ICCs for single measurements of 0.87, 0.87, and 0.80 in the sagittal, transverse, and transverse center planes, respectively; ICCs for the median of multiple measurements were 0.96, 0.93, and 0.92 in the sagittal, transverse, and transverse center planes, respectively. CONCLUSION ROI placement is a reliable method for estimating the Young modulus of tissue in follicular thyroid nodules.
Work-a Journal of Prevention Assessment & Rehabilitation | 2017
Manish Dhyani; Shawn C. Roll; Matthew W. Gilbertson; Melanie Orlowski; Arash Anvari; Qian Li; Brian W. Anthony; Anthony E. Samir
BACKGROUND There is a significantly high rate of work-related musculsokeletal injuries in sonography professionals. To date, assessment of risk factors for work- related injuries in sonographers has been based primarily on surveys, subjective reports, and observational methods. There is a need to develop quantitative techniques to better understand risk factors and develop preventive interventions. OBJECTIVE We pilot tested a high-resolution force-measuring probe capable of precisely measuring forces applied through the transducer by sonographers and used this novel direct measurement technique to evaluate forces during abdominal imaging. METHODS Twelve sonographers with varied experience, ranging from 1-33 years, performed routine abdominal scans on 10 healthy volunteers who had varied body mass indices (BMI). Imaging was conducted using the force-measuring probe, which provided real-time measurement of forces, and angles. Data were compared by sonographer years of experience and subject BMI. RESULTS In total, 47 abdominal examinations were performed as part of this study, and all images met standards for clinical diagnostic quality. The mean contact force applied across all exams was 8.2±4.3 Newtons (N) (range: 1.2-36.5 N). For subjects in the high BMI group (BMI>25, n = 4) the mean force was 10.5 N (range: 8.9-13.2 N) compared to 7.9 N (range: 5.9-10.9 N) for subjects with normal BMI (BMI = 18.5-25, n = 6). Similarly, the mean maximum force applied for subjects with high BMI (25.3 N) was significantly higher than force applied for subjects with normal BMI (17.4 N). No significant difference was noted in the amount of force applied by sonographers with more than 5 years of experience (n = 6) at 8.2 N (Range: 5.1-10.0 N) compared to less experienced sonographers (n = 6), whose forces averaged 8.1 N (Range: 5.8-10.0 N). CONCLUSIONS It is feasible to directly measure forces applied by sonographers using a high-resolution force measurement system. Forces applied during abdominal imaging vary widely, are significantly higher when scanning subjects with high BMI, and are not related to sonographer years of experience. This force measurement system has the potential to provide an additional quantitative data point to explore the impact of applied forces on sonographer related musculoskeletal injury, particularly in conjunction with various body positions, exam types and force durations.
American Journal of Roentgenology | 2013
Manish Dhyani; Sudha A. Anupindi; Rama S. Ayyala; Peter F. Hahn; Michael S. Gee
OBJECTIVE The purpose of this study was to classify noncystic splenic lesions detected on imaging in young patients (0-30 years) and to determine the optimal imaging workup for such lesions. MATERIALS AND METHODS This study was conducted at three academic institutions by performing a database search of radiology reports (2002-2011) to identify patients with noncystic splenic lesions. Medical records were then searched to identify radiology examination indications, clinical follow-up, and lesion changes on subsequent imaging. All lesions had either definitive diagnosis (histopathology or laboratory results consistent with infectious cause) or lesion stability more than 2 years consistent with a benign cause. RESULTS Benign (n = 32), benign indeterminate (n = 7), and malignant (n = 14) lesions were identified in 53 patients (26 males and 27 females; mean age, 19 years; age range, 1 month-30 years). Lesions were initially detected on the following imaging modalities: CT (n = 27), ultrasound (n = 12), MRI (n = 6), and PET/CT (n = 8). A total of 14 patients underwent MRI for lesion characterization, and 12 underwent PET/CT. MRI permitted definitive characterization of benign lesions in 10 of 14 (72%) patients, whereas PET/CT was used to diagnose nine of nine (100%) malignant splenic lesions and helped exclude malignancy in two of three benign lesions. CONCLUSION Contrast-enhanced MRI is recommended for imaging workup of noncystic splenic lesions discovered in young patients because it can enable definitive diagnosis of most benign lesions. Lesions with indeterminate MRI features can be followed-up with ultrasound or CT. PET or PET/CT is recommended for patients with clinical evidence of malignancy but is less helpful for characterization of isolated splenic lesions.