Browsing by Subject "Amyotrophic lateral sclerosis"
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Item Open Access Joint modeling of multiple repeated measures and survival data using multidimensional latent trait linear mixed model.(Statistical methods in medical research, 2018-10-11) Wang, Jue; Luo, ShengImpairment caused by Amyotrophic lateral sclerosis (ALS) is multidimensional (e.g. bulbar, fine motor, gross motor) and progressive. Its multidimensional nature precludes a single outcome to measure disease progression. Clinical trials of ALS use multiple longitudinal outcomes to assess the treatment effects on overall improvement. A terminal event such as death or dropout can stop the follow-up process. Moreover, the time to the terminal event may be dependent on the multivariate longitudinal measurements. In this article, we develop a joint model consisting of a multidimensional latent trait linear mixed model (MLTLMM) for the multiple longitudinal outcomes, and a proportional hazards model with piecewise constant baseline hazard for the event time data. Shared random effects are used to link together two models. The model inference is conducted using a Bayesian framework via Markov chain Monte Carlo simulation implemented in Stan language. Our proposed model is evaluated by simulation studies and is applied to the Ceftriaxone study, a motivating clinical trial assessing the effect of ceftriaxone on ALS patients.Item Open Access Motor neuron degeneration in spinal and Bulbar Muscular Atrophy is a skeletal muscle-driven process: Relevance to therapy development and implications for related motor neuron diseases.(Rare Dis, 2014) Cortes, Constanza J; La Spada, Albert RNon-cell autonomous degeneration has arisen as an important mechanism in neurodegenerative disorders. Using a novel line of BAC androgen receptor (AR) transgenic mice with a floxed transgene (BAC fxAR121), we uncovered a key role for skeletal muscle in X-linked Spinal and Bulbar Muscular Atrophy (SBMA), a motor neuronopathy caused by a polyglutamine expansion in exon 1 of the AR gene. By excising the mutant AR transgene from muscle only, we achieved complete rescue of neuromuscular phenotypes in these mice, despite retaining strong CNS expression. Furthermore, we delivered an antisense oligonucleotide (ASO) directed against the human AR transgene by peripheral injection, and documented that peripheral ASO delivery could rescue muscle weakness and premature death in BAC fxAR121 mice. Our results reveal a crucial role for skeletal muscle in SBMA disease pathogenesis, and offer an appealing avenue for therapy development for SBMA and perhaps also for related motor neuron diseases.