ReSurfX in 2021 – Best-in-class Outcome Predictors, Innovation Catalysts and ROI Multipliers

Once in a rare while, unexpected events leave a major impact on society such as the current COVID-19 pandemic, necessitating additional urgency to create, innovate and be more efficient. That is true for established enterprises and emerging ones alike.

ReSurfX is an ‘outcomes intelligence’ company focused on improving innovation, outcomes, and ROI of enterprises from data-intensive activities, with primary focus on healthcare (Pharma, Biotech and patient care). ReSurfX provides value through significant improvements in accuracy, robustness, novel insights, and advance prediction of outcome directions by leveraging a data-source agnostic novel machine learning (ML) approach we invented – Adaptive Hypersurface Technology (AHT). ReSurfX::vysen is an enterprise software product that delivers these functionalities.

Here we demonstrate the predictive power of AHT based functionalities through an extremely powerful SyRTOP configuration of ReSurfX::vysen product and outline several applications. The rare form of validations provided here are in the form of FDA actions based on Real World Evidence and Post Market Surveillance that are difficult to achieve even with expensive targeted studies.

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ReSurfX::vysen Yields Remarkably Accurate and Actionable Insights Using System Response to Triggers – A Drug Response Study

Recently we added a new ‘System Response Based Triggers and Outcomes Predictor’ (SyRTOP) to our enterprise grade Decision Analytics software product ReSurfX::vysen. Here we share an exemplary result that proves the enhanced accuracy, lack of contaminating incorrect results, and many other advantages of this new solution. SyRTOP was tested on a system-wide gene expression response in liver tissue after treatment with a panel of drugs compared against a larger drug response database (Knowledge Repository) and proved to be a best in class solution as with other solutions incorporated in ReSurfX::vysen. The result is shown below.

click on the image to see at high resolution

Update: February 13, 2021: A newer article on ReSurfX::vysen in SyRTOP configuration with further improved results, powerful validations and description of components

ReSurfX in 2021 – Best-in-class Outcome Predictors, Innovation Catalysts and ROI Multipliers

is published on February 11, 2021. This article has some information complementary to that.

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