AI-Enabled Phenotypic Screens Reveal Clinically Relevant Drugs

| June 20, 2012

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Rare genetic disease research is an important area of unmet medical need. There are thousands of untreated rare diseases caused by tens of thousands of individual genetic defects, and each presents with unique clinical manifestations. To meet the challenge of rapidly discovering treatments for these conditions, Recursion has developed a target agnostic discovery platform that combines artificial intelligence with automated biology for massive parallelization of high throughput drug screening.

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Empirian Health

Innovative healthcare talent that brings metric-minded solutions to healthcare. Secure integration of claims data results in powerful reporting tools and analytics allows Empirian Health to pass rebate growth to our customers to increase their savings on prescriptions. Multiple pharmacy claims adjudication avenues and solutions creates partnerships instead of barriers for our healthcare partners.

OTHER ARTICLES

Do Clinical Trial Delays Mean Trouble for Pharmaceutical Stocks?

Article | April 1, 2020

Pharmaceutical stocks have been somewhat of a safe haven for investors as the coronavirus outbreak spread from China to the rest of the world. But as the pandemic deepened, now resulting in more than 782,000 cases worldwide, even these "safer" companies are beginning to feel the effects. The U.S. is now the coronavirus epicenter, with the most cases -- more than 161,000 as of today. Initial concerns for drugmakers had to do with the supply of active pharmaceutical ingredients, which often come from China. The worry was that pharmaceutical companies wouldn't be able to produce enough of their drugs for patients.

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New Dimensions of Clinical Trial Optimization

Article | April 20, 2021

For much of the past three decades, even as methodologies for clinical trial design have advanced and refined, the idea of the optimized clinical trial has centered on optimal patient samples, target enrollment rates, and generally the most efficient uses of scarce resources in the form of patients. Yet anyone who has had to design and optimize a clinical trial, knows that trial optimization occurs within an ecosystem of choices; a series of choices that stretch from the time it takes to implement a clinical trial and submit clinical data for analysis, to general concerns about the cost and power of a clinical trial. A true clinical trial optimization process would try to unify a number of these choices into a single framework for trial optimization. The complexity of clinical trial optimization comes from the need to align priorities on the one hand, and to understand opportunities on the other. We know that at a very general level, clinical operations specialists benefit from simplicity in clinical trial design, and that commercial teams prefer shorter clinical trials to longer ones. We also know that the statistical design of a clinical trial can influence both simplicity and duration. Yet how many sponsors have their clinical operations and commercial teams, sit with their R&D teams to review various statistically nuanced design options? For many sponsors, the reason this process does not occur as often as it should, is because the nuanced statistical parameters of a clinical trial design are very difficult to communicate to non-statisticians. Yet a trial optimization tool like Solara, equipped with data visualizations and the ability to see tradeoffs intuitively, can overcome this challenge. The real challenge is often convincing the non-statistician that they have a stake in clinical trial design. Cytel recently had a client that thought it needed a sample size re-estimation design, because it had a very strict limit on the number of patients it could enroll. After a few hours of working with Solara, though, a statistician discovered that a much simpler Group Sequential Design would deliver comparable power using about the same number of patients. The gains from the more complex design were minimal from the optimization perspective, when understood as the eco-system of choices. Similarly, most commercial teams pressure their clinical trial designers to have the most accelerated clinical trial imaginable, but as we all know, the longer the clinical trial the more likely there will be a higher number of events that demonstrate the effectiveness of a new medicine. So commercialization teams have a stake in longer clinical trials, even when their rule of thumb is to shorten them. Therefore, it is absolutely essential to communicate the benefits of various statistical designs to multiple stakeholders in a way that makes tradeoffs clear. Aligning on priorities early during the clinical trial design process is essential to selecting the optimal clinical trial. Yet for this statisticians need to be equipped for both a strategic and communicative role in the R&D process.

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Coronavirus Pandemic Brings Hundreds Of U.S. Clinical Trials To A Halt

Article | April 11, 2020

Rene Roach fired off a quick email in late March for an update on a colorectal cancer clinical trial for which she hoped to qualify. Worried about the coronavirus, she asked, almost as an afterthought, whether the study had been put on hold because of the pandemic.The answer crushed her: It had been. "That's when COVID-19 shut down everything," says Roach, 50, of Germantown, Md. Roach assumed that there would be workarounds for patients like her, who have stage IV cancer. These patients often depend on clinical trials as their best chance to knock cancer out when other therapies have failed. For now, she's being treated with traditional chemotherapy, but she was counting on the drug cocktail from the clinical trial. She figures if chemo was going to rid her body of cancer for good, it would have done so already.

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3 Big Pharma Stocks Plunging the Most During the Coronavirus Stock Market Crash: Are They Buys?

Article | March 26, 2020

Big pharma stocks have been clobbered during the coronavirus-caused stock market crash. You can count the number of drugmakers with market caps of $25 billion or more whose shares haven't dropped by double-digit percentages on one hand -- and have several fingers left over. Three big pharma stocks have plunged the most: AbbVie (NYSE:ABBV), Bristol Myers Squibb (NYSE:BMY), and Pfizer (NYSE:PFE). But are these stocks smart picks to buy right now?

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Spotlight

Empirian Health

Innovative healthcare talent that brings metric-minded solutions to healthcare. Secure integration of claims data results in powerful reporting tools and analytics allows Empirian Health to pass rebate growth to our customers to increase their savings on prescriptions. Multiple pharmacy claims adjudication avenues and solutions creates partnerships instead of barriers for our healthcare partners.

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