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Vijay Chickarmane

Publications and source records attributed to Vijay Chickarmane.

3 recordsLinked to original sources

Validation of a Hospital Digital Twin with Machine Learning

Recently there has been a surge of interest in developing Digital Twins of process flows in healthcare to better understand bottlenecks and areas of improvement. A key challenge is in the validation process. We describe a work in progress for a digital twin using an agent based simulation model for determining bed turnaround time for patients in hospitals. We employ a strategy using machine learning for validating the model and implementing sensitivity analysis.

cs.AI

A p53 Oscillator Model of DNA Break Repair Control

The transcription factor p53 is an important regulator of cell fate. Mutations in p53 gene are associated with many cancers. In response to signals such as DNA damage, p53 controls the transcription of a series of genes that cause cell cycle arrest during which DNA damage is repaired, or triggers programmed cell death that eliminates possibly cancerous cells wherein DNA damage might have remained unrepaired. Previous experiments showed oscillations in p53 level in response to DNA damage, but the mechanism of oscillation remained unclear. Here we examine a model where the concentrations of p53 isoforms are regulated by Mdm22, Arf, Siah, and beta-catenin. The extent of DNA damage is signalled through the switch-like activity of a DNA damage sensor, the DNA-dependent protein kinase Atm. This switch is responsible for initiating and terminating oscillations in p53 concentration. The strength of the DNA damage signal modulates the number of oscillatory waves of p53 and Mdm22 but not the frequency or amplitude of oscillations{a result that recapitulates experimental findings. A critical fnding was that the phosphorylated form of Nbs11, a member of the DNA break repair complex Mre11-Rad50-Nbs11 (MRN), must augment the activity of Atm kinase. While there is in vitro support for this assumption, this activity appears essential for p53 dynamics. The model provides several predictions concerning, among others, degradation of the phosphorylated form of p53, the rate of DNA repair as a function of DNA damage, the sensitivity of p53 oscillation to transcription rates of SIAH, beta-CATENIN and ARF, and the hysteretic behavior of active Atm kinase levels with respect to the DNA damage signal

q-bio.MN

Squeezing and Dual Recycling in Laser Interferometric Gravitational Wave Detectors

We calculate the response of an ideal Michelson interferometer incorporating both dual recycling and squeezed light to gravitational waves. The photon counting noise has contributions from the light which is sent in through the input ports as well as the vacuum modes at sideband frequencies generated by the gravitational waves. The minimum detectable gravity wave amplitude depends on the frequency of the wave as well as the squeezing and recycling parameters. Both squeezing and the broadband operation of dual recycling reduce the photon counting noise and hence the two techniques can be used together to make more accurate phase measurements. The variance of photon number is found to be time-dependent, oscillating at the gravity wave frequency but of much lower order than the constant part.

gr-qc