Digital Commons Network^™

Bayesian Longitudinal Tensor Response Regression For Modeling Neuroplasticity, Suprateek Kundu, Alec Reinhardt, Serena Song, Joo Han, M Lawson Meadows, Bruce Crosson, Venkatagiri Krishnamurthy

Student and Faculty Publications

A major interest in longitudinal neuroimaging studies involves investigating voxel-level neuroplasticity due to treatment and other factors across visits. However, traditional voxel-wise methods are beset with several pitfalls, which can compromise the accuracy of these approaches. We propose a novel Bayesian tensor response regression approach for longitudinal imaging data, which pools information across spatially distributed voxels to infer significant changes while adjusting for covariates. The proposed method, which is implemented using Markov chain Monte Carlo (MCMC) sampling, utilizes low-rank decomposition to reduce dimensionality and preserve spatial configurations of voxels when estimating coefficients. It also enables feature selection via joint credible …

Examining The Latent Structure And Correlates Of Sensory Reactivity In Autism: A Multi-Site Integrative Data Analysis By The Autism Sensory Research Consortium, Zachary J. Williams, Roseann Schaaf, Karla K. Ausderau, Grace T. Baranek, D. Jonah Barrett, Carissa J. Cascio, Rachel L. Dumont, Ekomobong E. Eyoh, Michelle D. Failla, Jacob I. Feldman, Jennifer H. Foss-Feig, Heather L. Green, Shulamite A. Green, Jason L. He, Elizabeth A. Kaplan-Kahn, Bahar Keçeli-Kaysılı, Keren Maclennan, Zoe Mailloux, Elysa J. Marco, Lisa E. Mash, Elizabeth P. Mckernan, Sophie Molholm, Stewart H. Mostofsky, Nicolaas A.J. Puts, Caroline E. Robertson, Natalie Russo, Nicole Shea, John Sideris, James S. Sutcliffe, Teresa Tavassoli, Mark T. Wallace, Ericka L. Wodka, Tiffany G. Woynaroski

Department of Occupational Therapy Faculty Papers

BACKGROUND: Differences in responding to sensory stimuli, including sensory hyperreactivity (HYPER), hyporeactivity (HYPO), and sensory seeking (SEEK) have been observed in autistic individuals across sensory modalities, but few studies have examined the structure of these "supra-modal" traits in the autistic population.

METHODS: Leveraging a combined sample of 3868 autistic youth drawn from 12 distinct data sources (ages 3-18 years and representing the full range of cognitive ability), the current study used modern psychometric and meta-analytic techniques to interrogate the latent structure and correlates of caregiver-reported HYPER, HYPO, and SEEK within and across sensory modalities. Bifactor statistical indices were used to …

Electric Field Navigated 1-Hz Rtms For Poststroke Motor Recovery: The E-Fit Randomized Controlled Trial, Dylan J. Edwards, Charle Y. Liu, Kari Dunning, Felipe Fregni, Jarmo Laine, Benjamin E. Leiby, Lynn M. Rogers, Richard L. Harvey

Moss-Magee Rehabilitation Papers

BACKGROUND: To determine if low-frequency repetitive transcranial magnetic stimulation targeting the primary motor cortex contralateral (M1_CL) to the affected corticospinal tract in patients with hemiparetic stroke augments intensive training–related clinical improvement; an extension of the NICHE trial (Navigated Inhibitory rTMS to Contralesional Hemisphere Trial) using an alternative sham coil.

METHODS: The present E-FIT trial (Electric Field Navigated 1Hz rTMS for Post-stroke Motor Recovery Trial) included 5 of 12 NICHE trial outpatient US rehabilitation centers. The stimulation protocol remained identical (1 Hz repetitive transcranial magnetic stimulation, M1_CL, preceding 60-minute therapy, 18 sessions/6 wks; parallel arm randomized clinical …

Noninvasive Genomic Profiling Of Somatic Mutations In Oral Cavity Cancers, Yuanxin Xi, Marcelo V Negrao, Keiko Akagi, Weihong Xiao, Bo Jiang, Sarah C Warner, Joe Dan Dunn, Jing Wang, David E Symer, Maura L Gillison

Student and Faculty Publications

OBJECTIVES: Somatic mutations may predict prognosis, therapeutic response, or cancer progression. We evaluated targeted sequencing of oral rinse samples (ORS) for non-invasive mutational profiling of oral squamous cell carcinomas (OSCC).

MATERIALS AND METHODS: A custom hybrid capture panel targeting 42 frequently mutated genes in OSCC was used to identify DNA sequence variants in matched ORS and fresh-frozen tumors from 120 newly-diagnosed patients. Receiver operating characteristic (ROC) curves determined the optimal variant allele fraction (VAF) cutoff for variant discrimination in ORS. Behavioral, clinical, and analytical factors were evaluated for impacts on assay performance.

RESULTS: Half of tumors involved oral tongue (50 …