Biology subjects

Subramanian, L.

Publications and source records attributed to Subramanian, L..

6 recordsLinked to original sources

bioRxiv2022

Fast Kernel-based Association Testing of non-linear genetic effects for Biobank-scale data

Our knowledge of non-linear genetic effects on complex traits remains limited, in part, due to the modest power to detect such effects. While kernel-based tests offer a powerful approach to test for nonlinear relationships between sets of genetic variants and traits, current approaches cannot be applied to Biobank-scale datasets containing hundreds of thousands of individuals. We propose, FastKAST, a Kernel-based approach that can test for non-linear effects of a set of variants on a trait. FastKAST provides calibrated hypothesis tests while enabling analysis of Biobank-scale datasets with hundreds of thousands of individuals. We applied FastKAST to thirty quantitative traits measured across {approx} 300 K unrelated white British individuals in the UK Biobank to detect sets of variants with nonlinear effects at genome-wide significance.

genetics↗

bioRxiv2020

mTOR signaling regulates the morphology and migration of outer radial glia in developing human cortex

Outer radial glial (oRG) cells are a population of neural stem cells prevalent in the developing human cortex that contribute to its cellular diversity and evolutionary expansion. The mammalian Target of Rapamycin (mTOR) signaling pathway is active in human oRG cells. Mutations in mTOR pathway genes are linked to a variety of neurodevelopmental disorders and malformations of cortical development. We find that dysregulation of mTOR signaling specifically affects oRG cells, but not other progenitor types, by changing the actin cytoskeleton through the activity of the GTPase, CDC42. These effects change oRG cellular morphology, migration, and mitotic behavior. Thus, mTOR signaling can regulate the architecture of the developing human cortex by maintaining the cytoskeletal organization of oRG cells and the radial glia scaffold. Our study provides insight into how mTOR dysregulation may contribute to neurodevelopmental disease.

neuroscience↗

bioRxiv2019

A common tag nucleotide variant in MMP7 promoter increases risk for hypertension via enhanced interactions with CREB transcription factor

MMP7 (Matrilysin), a potent extracellular matrix degrading enzyme with wide substrate specificity, is emerging as a new regulator of cardiovascular diseases including coronary artery disease and atherosclerosis. However, potential contributions of MMP7 genetic variations to hypertension remain unknown. In this study, we first probed for the association of a tag single nucleotide polymorphism (SNP) in the MMP7 gene promoter (-181A/G; rs11568818) with hypertension in an urban south Indian population (n=1517). The heterozygous A/G genotype showed a strong association with hypertension as compared to the A/A wild-type genotype (OR=1.641, 95% CI=1.276-2.109; p=1x10-4); AG genotype carriers also displayed significantly higher diastolic blood pressure and mean arterial pressure than AA genotype subjects. The study was replicated in a north Indian population (n=977) as well (OR=1.520, 95% CI =1.106-2.090; p=0.01). Transient transfection experiments using MMP7 promoter-luciferase reporter constructs revealed that the variant -181G allele conferred greater promoter activity than the -181A allele. Computational prediction and structure-based conformational and molecular dynamics simulation studies suggested higher binding affinity for the transcription factor CREB to the -181G promoter. In corroboration, over-expression/down-regulation of CREB and chromatin immunoprecipitation experiments provided convincing evidence for stronger binding of CREB with the -181G promoter. Further, the -181G promoter also displayed an enhanced response to hypoxia and epinephrine-treatment. The higher promoter activity of -181G allele also translated to increased MMP7 protein levels. Indeed, MMP7-181A/G heterozygous individuals displayed elevated plasma MMP7 levels which positively correlated with blood pressure. In conclusion, the MMP7 A-181G promoter SNP increased expression of MMP7 under pathophysiological (such as hypoxic stress and catecholamine excess) conditions via increased interactions with the transcription factor CREB and enhanced the risk for hypertension in its carriers.

genetics↗

bioRxiv2018

Predictive modeling of susceptibility to substance abuse, mortality and drug-drug interactions in opioid patients

Opioid addiction causes high degree of morbidity and mortality. Preemptive identification of patients at risk of opioid dependence and developing intelligent clinical decisions to deprescribe opioids to the vulnerable patient population may help in reducing the burden. Identifying patients susceptible to mortality due to opioid-induced side effects and understanding the landscape of drug-drug interaction pairs aggravating opioid usage are significant, yet, unexplored research questions. In this study, we present a collection of predictive models to identify patients at risk of opioid abuse, mortality and drug-drug interactions in the context of opioid usage. Using publicly available dataset from MIMIC-III, we developed predictive models (opioid abuse models a=Logistic Regression; b=Extreme Gradient Boosting and mortality model= Extreme Gradient Boosting) and identified potential drug-drug interaction patterns. To enable the translational value of our work, the predictive model and all associated software code is provided. This repository could be used to build clinical decision aids and thus improve the optimization of prescription rates for vulnerable population.

epidemiology↗

bioRxiv2018

Quantifying the impact of dengue containment activities using high-resolution observational data

Dengue virus causes over 96 million cases worldwide per year and is ex-panding rapidly in geographic range, especially in urban areas. Containment activities are an essential part of reducing the public health burden caused by dengue, but systematic evidence on the comparative efficacy of activities from the field is lacking. To our knowledge, the effect of containment activities on local (sub-city) scale disease dynamics has never been systematically characterized using empirical containment and case data. We combine data from a comprehensive dengue containment monitoring system with confirmed dengue case data from the local government hospitals to estimate the efficacy of seven common containment activities in two urban areas in Pakistan. We use a modified version of the time series Suspected Infected Recovered frame-work to estimate how the reproductive number, R0, of the outbreak changed in relation to deployment of each containment activity. We also estimate the spatial dependence of cases based on deployment of each containment activity. Both analyses suggest that activities aimed at the adult phase of the mosquito lifecycle have the highest efficacy, with fogging having the largest quantifiable effect in reducing cases immediately after deployment. In examining the efficacy of containment activities contemporaneously deployed in the same locations, results here can guide recommendations for future deployment of resources during dengue outbreaks in urban settings.

epidemiology↗

bioRxiv2017

Swr1 mediated H2A.Z/Pht1 incorporation designates centromere DNA for de novo CENP-A/Cnp1 assembly

The underlying hallmark of centromeres is the presence of specialized nucleosomes in which histone H3 is replaced by CENP-A. The events that mediate the installation of CENP-A in place of H3 remain poorly characterized. H2A.Z is linked to transcriptional competence and associates with mammalian centromeres. We find that H2A.ZPht1 and the Swr1 complex are enriched in fission yeast CENP-ACnp1 chromatin. Our analysis shows that Swr1, Msc1 and H2A.ZPht1 are required to maintain CENP-ACnp1 chromatin integrity. Cell cycle analyses demonstrate that H2A.ZPht1 is deposited in S phase, coincident with the deposition of placeholder H3, and prior to CENP-ACnp1 replenishment in G2. Establishment assays reveal that H2A.ZPht1 and Swr1 are required for de novo assembly of CENP-ACnp1 onto naive centromere DNA. We propose that features akin to promoters within centromere DNA program the incorporation of H2A.ZPht1 via Swr1, and mediate the replacement of resident H3 nucleosomes with CENP-A nucleosomes thereby defining centromeres.

cell biology↗