by the numbers

Houston data science company expands pandemic-inspired research tool

Mercury Data Science has taken a tool it originally developed for COVID-19 research and applied it into new areas of research and innovation. Photo via Getty Images

Last fall, Houston-based Mercury Data Science released an AI-driven app designed to help researchers unlock COVID-19-related information tucked into biomedical literature. The app simplified access to data about subjects like genes, proteins, drugs, and diseases.

Now, a year into the coronavirus pandemic, Mercury Data Science is applying this technology to areas like agricultural biotech, cancer therapeutics, and neuroscience. It's an innovation that arose from the pandemic but that promises broader, long-lasting benefits.

Angela Holmes, chief operating officer of Mercury Data Science, says the platform relies on an AI concept known as natural language processing (NLP) to mine scientific literature and deliver real-time results to researchers.

"We developed this NLP platform as a publicly available app to enable scientists to efficiently discover biological relationships contained in COVID research publications," Holmes says.

The platform:

  • Contains dictionaries with synonyms to identify things like genes and proteins that may go by various names in scientific literature.
  • Produces data visualizations of relationships among various biological functions.
  • Summarizes the most important data points on a given topic from an array of publications.
  • Depends on data architecture to automate how data is retrieved and processed.

In agricultural biotech, the platform enables researchers to sift through literature to dig up data about plant genetics, Holmes says. The lack of gene-naming standards in the world of plants complicates efforts to search data about plant genetics, she says.


Angela Holmes is the COO of MDS. Photo via mercuryds.com


The platform's ability to easily ferret out information about plant genetics "allows companies seeking gene-editing targets to make crops more nutritious and more sustainable as the climate changes to have a rapid way to de-risk their genomic analyses by quickly assessing what is already known versus what is unknown," Holmes says.

The platform allowed one of Mercury Data Science's agricultural biotech customers to comb through scientific literature about plant genetics to support targeted gene editing in a bid to improve crop yields.

In the field of cancer therapeutics and other areas of pharmaceuticals, the platform helps prioritize drug candidates, Holmes says. One of Mercury Data Science's customers used the platform to extract data from about 2 terabytes (or 2 trillion bytes) of information to evaluate drug candidates. The information included drug studies, clinical trials, and patents. Armed with that data, Mercury Data Science's cancer therapy client signed agreements with new pharmaceutical partners.

The platform also applies to the hunt for biomarkers in neuroscience, including disorders such as depression, anxiety, autism and multiple sclerosis. Data delivered through the platform helps bring new neurobehavioral therapeutics to market, Holmes says.

"An NLP platform to automatically process newly published literature for more insight on the search for digital biomarkers represents a great opportunity to accelerate research in this area," she says.

Mercury Data Science has experience in the field of digital biomarkers, including work for one customer to develop a voice and video platform to improve insights into patients with depression and anxiety in order to improve treatment of those conditions.

The new platform — initially developed as a tool to combat COVID-19 — falls under the startup's vast umbrella of artificial intelligence and data science. Founded in 2017, Mercury Data Science emerged because portfolio companies of the Houston-based Mercury Fund were seeking to get a better handle on AI and data science.

Last April, Angela Wilkins, founder, co-CEO and chief technology officer of Mercury Data Science, left the company to lead Rice University's Ken Kennedy Institute. Dan Watkins, co-founder and managing director of the Mercury Fund, remains at Mercury Data Science as CEO.

The Ken Kennedy Institute fosters collaborations in computing and data. Wilkins replaced Jan Odegard as executive director of the institute. Odegard now is senior director of industry and academic partnerships at The Ion, the Rice-led innovation hub.

Wilkins "is an academic at heart with considerable experience working with faculty and students, and an entrepreneur who has helped build a successful technology company," Lydia Kavraki, director of the Ken Kennedy Institute, said in a news release announcing Wilkins' new role. "Over her career, Angela has worked on data and computing problems in a number of disciplines, including engineering, life sciences, health care, agriculture, policy, technology, and energy."

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Building Houston

 
 

Last weekend was a tumultuous one for founders and funders in Houston and beyond. Here's what lessons were learned. Photo via Getty Images

Last week, Houston founder Emily Cisek was in between meetings with customers and potential investors in Austin while she was in town for SXSW. She was aware of the uncertainty with Silicon Valley Bank, but the significance of what was happening didn't hit her until she got into an Uber on Friday only to find that her payment was declined.

“Being positive in nature as I am, and with the close relationship that I have with SVB and how they’ve truly been a partner, I just thought, ‘OK, they’re going to figure it out. I trust in them,'” Cisek says.

Like many startup founders, Cisek, the CEO of The Postage, a Houston-based tech platform that enables digital legacy planning tools, is a Silicon Valley Bank customer. Within a few hours, she rallied her board and team to figure out what they needed to do, including making plans for payroll. She juggled all this while attending her meetings and SXSW events — which, coincidentally, were mostly related to the banking and fintech industries.

Sandy Guitar had a similar weekend of uncertainty. As managing director of HX Venture Fund, a fund of funds that deploys capital to venture capital firms around the country and connects them to the Houston innovation ecosystem, her first concern was to evaluate the effect on HXVF's network. In this case, that meant the fund's limited partners, its portfolio of venture firms, and, by extension, the firms' portfolios of startup companies.

“We ultimately had no financial impact on venture fund 1 or 2 or on any of our portfolio funds or our underlying companies,” Guitar tells InnovationMap. “But that is thanks to the Sunday night decision to ensure all deposits.”

On Sunday afternoon, the Federal Deposit Insurance Corp. took control of SVB and announced that all accounts would be fully insured, not just up to the $250,000 cap. Customers like Cisek had access to their accounts on Monday.

“In the shorter term, the great news is SVB entity seems to be largely up and functioning in a business as usual manner,” Guitar says. “And they have a new leadership team, but their existing systems and predominantly the existing employee base is working well. And what we're hearing is that business as usual is taking place.”

Time to diversify

In light of the ordeal, Guitar says Houston founders and funders can take away a key lesson learned: The importance of bank diversification.

“We didn't think we needed one last week, but this week we know we need a resilience plan," she says, explaining that bank diversification is going to be added to "the operational due diligence playbook."

"We need to encourage our portfolio funds to maintain at least two banking relationships and make sure they're diversifying their cash exposure," she says.

A valued entity

Guitar says SVB is an integral part of the innovation ecosystem, and she believes it will continue on to be, but factoring in the importance of resilience and diversification.

"Silicon Valley Bank and the function that they have historically provided is is vital to the venture ecosystem," she says. "We do have confidence that either SVB, as it is currently structured or in a new structure to come, will continue to provide this kind of function for founders."

Cisek, who hasn't moved any of her company's money out of SVB, has similar sentiments about the importance of the bank for startups. She says she's grateful to the local Houston and Austin teams for opening doors, making connections, and taking chances for her that other banks don't do.

"I credit them to really being partners with startups — down to the relationships they connect you with," she says. "Some of my best friends who are founders came from introductions from SVB. I've seen them take risks that other banks won't do."

With plans to raise funding this yea, Cisek says she's already started her research on how to diversify her banking situation and is looking into programs that will help her do that.

Staying aware

Guitar's last piece of advice is to remain confident in the system, while staying tuned into what's happening across the spectrum.

“This situation that is central to the venture ecosystem is an evolving one," she says. "We all need to keep calm and confident in business as usual in the short term while keeping an eye to the medium term so that we know what happens next with this important bank and with other associated banks in the in our industry."

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