Morphological Reconstruction Improves Microvessel Mapping in Super-Resolution Ultrasound.

Generation of super-resolution (SR) ultrasound (US) images, created from the successive localization of individual microbubbles in the circulation, has enabled the visualization of microvascular structure and flow at a level of detail that was not possible previously. Despite rapid progress, tradeoffs between spatial and temporal resolution may challenge the translation of this promising technology to the clinic. To temper these tradeoffs, we propose a method based on morphological image reconstruction.

Sparse Sliced Inverse Regression Via Lasso.

For multiple index models, it has recently been shown that the sliced inverse regression (SIR) is consistent for estimating the sufficient dimension reduction (SDR) space if and only if , where is the dimension and is the sample size. Thus, when is of the same or a higher order of , additional assumptions such as sparsity must be imposed in order to ensure consistency for SIR. By constructing artificial response variables made up from top eigenvectors of the estimated conditional covariance matrix, we introduce a simple Lasso regression method to obtain an estimate of the SDR space.

A Feature Sampling Strategy for Analysis of High Dimensional Genomic Data.

With the development of high throughput technology, it has become feasible and common to profile tens of thousands of gene activities simultaneously. These genomic data typically have sample size of hundreds or fewer, which is much less than the feature size (number of genes). In addition, the genes, in particular the ones from the same pathway, are often highly correlated.

Determining Candidate Single Nucleotide Polymorphisms in Acquired Laryngotracheal Stenosis.

Objectives/hypothesis: Despite wide adoption of strategies to prevent injury from prolonged intubation and tracheotomy, acquired laryngotracheal stenosis (ALTS) has not disappeared. ALTS' persistence may be due to patient factors that confer unique susceptibility for some. We sought to identify genetic markers in genes associated with wound healing that could be associated with ALTS.

Sample size determination for a three-arm equivalence trial of Poisson and negative binomial responses.

Assessing equivalence or similarity has drawn much attention recently as many drug products have lost or will lose their patents in the next few years, especially certain best-selling biologics. To claim equivalence between the test treatment and the reference treatment when assay sensitivity is well established from historical data, one has to demonstrate both superiority of the test treatment over placebo and equivalence between the test treatment and the reference treatment. Thus, there is urgency for practitioners to derive a practical way to calculate sample size for a three-arm equivalence trial.

Sample size determination for a three-arm equivalence trial of normally distributed responses.

The equivalence assessment is often conducted through a three-arm clinical trial (namely, test, reference, and placebo) and it usually consists of three tests. The first two tests are to demonstrate the superiority of the test and the reference treatment to the placebo, and they are followed by an equivalence test between the test treatment and the reference treatment. When the response variable is continuous, equivalence is commonly defined in terms of mean difference, mean ratio, or ratio of mean differences, that is, the mean difference of the test and the placebo to the mean difference of the reference and the placebo.

Translational genomics of acquired laryngotracheal stenosis.

Objectives/hypothesis: Acquired laryngotracheal stenosis (ALTS) results from abnormal mucosal wound healing after laryngeal and/or tracheal injury. Patients with ALTS often present late after significant reduction of the airway lumen and onset of symptoms. Motivated by the need for earlier detection of affected patients, we sought to investigate genetic markers for ALTS that would identify susceptible patients.