Biology subjects

Noggle, S. A.

Publications and source records attributed to Noggle, S. A..

3 recordsLinked to original sources

bioRxiv2021

Modeling gene x environment interactions in PTSD using glucocorticoid-induced transcriptomics in human neurons

Post-traumatic stress disorder (PTSD) results from severe trauma exposure, but the extent to which genetic and epigenetic risk factors impact individual clinical outcomes is unknown. We assessed the impact of genomic differences following glucocorticoid administration by examining the transcriptional profile of human induced pluripotent stem cell (hiPSC)-derived glutamatergic neurons and live cultured peripheral blood mononuclear cells from combat veterans with PTSD (n=5) and without PTSD (n=5). This parallel examination in baseline and glucocorticoid-treated conditions resolves cell-type specific and diagnosis-dependent elements of stress response, and permits discrimination of gene expression signals associated with PTSD risk from those induced by stress. Computational analyses revealed neuron-specific glucocorticoid-response expression patterns that were enriched for transcriptomic patterns observed in clinical PTSD samples. PTSD-specific signatures, albeit underpowered, accurately stratify veterans with PTSD relative to combat-exposed controls. Overall, in vitro PTSD and glucocorticoid response signatures in blood and brain cells represent exciting new platforms with which to test the genetic and epigenetic mechanisms underlying PTSD, identify biomarkers of PTSD risk and onset, and conduct drug-screening to identify novel therapeutics to prevent or ameliorate clinical phenotypes.

pathology↗

bioRxiv2020

Deep learning and automated Cell Painting reveal Parkinson's disease-specific signatures in primary patient fibroblasts

Drug discovery for diseases such as Parkinsons disease are impeded by the lack of screenable cellular phenotypes. We present an unbiased phenotypic profiling platform that combines automated cell culture, high-content imaging, Cell Painting, and deep learning. We applied this platform to primary fibroblasts from 91 Parkinsons disease patients and matched healthy controls, creating the largest publicly available Cell Painting image dataset to date at 48 terabytes. We use fixed weights from a convolutional deep neural network trained on ImageNet to generate deep embeddings from each image and train machine learning models to detect morphological disease phenotypes. Our platforms robustness and sensitivity allow the detection of individual-specific variation with high fidelity across batches and plate layouts. Lastly, our models confidently separate LRRK2 and sporadic Parkinsons disease lines from healthy controls (receiver operating characteristic area under curve 0.79 (0.08 standard deviation)), supporting the capacity of this platform for complex disease modeling and drug screening applications.

cell biology↗

bioRxiv2020

Selective linkage of mitochondrial enzymes to intracellular calcium stores differs between human induced pluripotent stem cells, neural stem cells and neurons

The coupling of the endoplasmic reticulum (ER) with mitochondria modulates neuronal calcium signaling. Whether this link changes with neuronal development is unknown. The current study first determined whether ER calcium stores are similar during development of human neurons, and then tested if the ER/mitochondrial coupling varied with development. The release of ER calcium to the cytosol by the IP3 agonist bradykinin was determined in human induced-pluripotent stem cells (iPSC), neural stem cells (NSC) and neurons. The concentration dependence for the release of ER calcium was similar at different stages of development. Metabolism changes dramatically with development. Glycolysis is the main energy source in iPSC and NSC whereas mitochondrial metabolism is more prominent in neurons. To test whether the coupling of mitochondria and ER changed with development, bombesin or bradykinin releasable calcium stores (BRCS) were monitored after inhibiting either of two key mitochondrial enzyme complexes: the alpha-ketoglutarate dehydrogenase complex (KGDHC) or the pyruvate dehydrogenase complex (PDHC). Inhibition of KGDHC did not alter BRCS in either iPSC or NSC. Inhibition of PDHC in neurons diminished BRCS whereas decreased KGDHC activity exaggerated BRCS. The latter finding may help understand the pathology of Alzheimers disease (AD). BRCS is exaggerated in cells from AD patients and KGDHC is reduced in brains of patients with AD. In summary, a prominent ER/mitochondrial link in neurons is associated with selective mitochondrial enzymes. The ER/mitochondrial link changes with human neuronal development and plausibly links ER calcium changes to AD.

neuroscience↗