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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Eli Lilly scoops up Houston biotech startup in $300 million deal

big pharma deal

Pharmaceutical giant Eli Lilly has acquired Houston biotech startup CrossBridge Bio, which develops antibody-drug conjugates for cancer, in a deal worth up to $300 million. The deal was celebrated by TMC Venture Fund and the University of Texas Health Science Center at Houston last week.

CrossBridge, founded in 2023, is developing ADCs based on research by Kyoji Tsuchikama and Zhiqiang An, both of UT Health Houston. Tsuchikama is an associate professor of medicinal chemistry and a globally recognized ADC pioneer, and An is a professor of molecular science and vice president of drug discovery.

Antibody-drug conjugates (ADCs) are a potent combination of targeted therapy and chemotherapy that kills cancer cells while saving healthy tissue.

Clinical trials for CrossBridge’s primary ADC candidate, CBB-120, are expected to start this year, pending approval from the U.S. Food and Drug Administration (FDA).

“I’m proud of how well our team has executed and advanced our platform in such a short time since the company’s founding,” Michael Torres, co-founder and CEO of CrossBridge, said in a news release. “By becoming a part of Lilly, a leader in patient-focused therapeutic development, we are well-positioned to further accelerate the clinical potential of this approach.”

Under the Lilly deal, CrossBridge shareholders were expected to receive an upfront payment along with a follow-up payment based on the achievement of certain milestones.

In 2024, CrossBridge closed a $10 million seed round. Among the investors in CrossBridge are the Texas Medical Center Venture Fund, CE-Ventures, Alexandria Venture Investments, Portal Innovations, Linden Lake Labs, and the Cancer Prevention and Research Institute of Texas (CPRIT). It was formed in TMC Innovation’s Accelerator for Cancer Therapeutics program."Built within the TMC ecosystem, CrossBridge Bio grew with the support, funding, and resources that helped shape its trajectory. TMC led the company's early financing and watched it evolve from its earliest days to its acquisition by Eli Lilly," William McKeon, president and CEO of the Texas Medical Center, shared in a LinkedIn post. "[This is a] strong reminder that breakthrough science and the right early backing can change what’s possible."

7 Houston neighbors named to U.S. News' best places to live in 2026

Living Well

Several Houston suburbs have been crowned the best places to live in the U.S. for 2026, according to U.S. News & World Report. Sugar Land is the highest-ranked city in the Houston metro, and it ranks as the 10th best place to live in the country.

The annual list of Best Places to Live in the U.S. is designed to help readers make the most informed decisions when choosing where to settle down, using data from sources such as the U.S. Census Bureau, Department of Commerce, the Federal Reserve and the Bureau for Economic Analysis, as well as state and local sources.

For the 2026-2027 rankings, U.S. News featured 250 U.S. cities and ranked them across four livability indexes — quality of life, value, desirability, and job market — weighted by importance based on survey results of approximately 500 Americans. The rankings were also broken down state-by-state, as well as the best big, medium, and small cities overall.

Sugar Land is the No. 4 best places to live in Texas, and it soared into the No. 10 spot overall in the nation after ranking 16th last year. Sugar Land also ranks as the fourth-best mid-sized city to live in America for 2026-2027.

According to U.S. News, Sugar Land's median household income is far higher than the national average. Residents make $140,511 per year, while the average American household income is only $83,181.

Additionally, the $431,815 median home value in Sugar Land is also far greater than the $359,870 national average.

After ranking in the top 10 in the 2025 report, League City and Pearland now both rank outside the national top 10 for 2026. League City slipped from No. 6 to No. 13 this year, while Pearland dropped from No. 3 nationwide to No. 16.

These three Houston suburbs also boast highly desirable job markets for potential newcomers or current residents that want to start or change their career.

Houston proper, however, remains outside of the top 250 and is the 327th best place to live in the U.S., and it's the 60th best place to live in Texas.

Other cities in the greater Houston area that ranked among the top 100 include:

  • No. 28 – The Woodlands
  • No. 38 – Katy
  • No. 61 – Missouri City
  • No. 82 – Spring

The Lone Star State had a "strong showing" in the overall top 10 thanks to its "high affordability scores," a release said. Besides Sugar Land, three more popular Texas suburbs made the cut: Leander (No. 8) outside Austin and Dallas-Fort Worth suburbs Flower Mound (No. 3) and Frisco (No. 9).

"As prices of everyday goods continue to rise, consumers are considering affordability as a top priority when choosing a place to live," said U.S. News consumer lending analyst Erika Giovanetti. "While U.S. News’ consumer survey indicated that quality of life and affordability were close in importance, cost-of-living concerns resulted in many Americans putting what they can afford above their aspirations."

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This article originally appeared on CultureMap.com.

7+ can't-miss Houston business and innovation events in June 2026

where to be

Editor's note: The FIFA World Cup comes to Houston this month, joined by major energy conferences and a lineup of fan-favorite, recurring events. Here’s what not to miss and how to register. Please note: this article may be updated to add more events.


June 1-4 — CLEANPOWER 2026 Conference and Exhibition

CLEANPOWER unites policymakers, experts, and corporate leaders to solve the challenges that none can solve alone. This must-attend, four-day conference is packed with cutting-edge discussions about wind, solar, storage, and transmission; dealmaking; networking; and fun.

This event begins June 1 at the George R. Brown Convention Center. Register here.

June 2 — Humans of Healthcare

Houston Methodist Center for Innovation will present its quarterly speaker series, Humans of Healthcare. The series will feature a panel of experts who will share about their career paths and discuss the nuances of the health care industry. This month's session will focus on today’s nursing landscape, the industry’s expectations of nurses and what career paths are possible in the field.

The event is Tuesday, June 2, from 5-6:30 p.m. at the Ion. Register here.

June 9 — Greentown Go Make Kickoff

Head to the Ion to celebrate the Greentown Go Make 2026 cohort. The open-innovation program with Shell Catalysts & Technologies and Technip Energies focuses on catalytic solutions for industrial decarbonization and the energy transition. Hear pitches from the founders and network with a select group of startups while enjoying food and drink.

This event is Tuesday, June 9, from 5:30-8 p.m. Register here.

June 9-10 — Texas Brain Economy Summit

The Center for Houston’s Future and UTMB are bringing the Texas Brain Economy Summit back to Houston this summer to continue to position the region as a global leader in brain health. Expect to hear from leaders of global institutions, including the World Economic Forum, U.S. Chamber of Commerce, McKinsey Health Institute, Global Brain Economy Initiative, Davos Alzheimer’s Collaborative, Business Collaborative for Brain Health (UsAgainstAlzheimer’s), Rice University, Memorial Hermann, MD Anderson and many others. Read InnovationMap's full preview of the event here.

This event begins Tuesday, June 9. Purchase tickets here.

June 10 — MIT Future of Healthcare Technology Forum

The MIT Club of South Texas will host an in-person forum to explore how innovation, government and policy are changing the healthcare industry. The event will feature MIT alumni and Houston healthcare leaders, including Dr. Tim Boone, dean of the Texas A&M School of Engineering Medicine; Cynthia Reinhart-King, chair of bioengineering at Rice University; Dr. Tony Lin, CEO and chairman emeritus of Kelsey-Seybold Clinic; and others.

This event is Wednesday, June 10, from 5:15-8:30 p.m. at the TAMU EnMed Building. Register here.

June 11 — Goals & Gigawatts: Houston Energy & Climate Week The Power of & Kickoff Party

Come watch the Mexico City FIFA opening match while celebrating energy and innovation at the Goals & Gigawatts Kickoff Party. The event will feature food, drinks, and a showcase on Houston Energy & Climate Week. Learn what to expect and how to get involved in HECW before closing the night with a DJ and karaoke.

This event is Thursday, June 11, from 1:30-6:30 p.m. Find more information here.

June 16-17 — Energy Projects Conference & Expo

The Energy Projects Conference & Expo (EPC Show) is the largest event in North America for professionals working at the heart of major energy projects. The essential event for engineering, construction, commissioning, operations and maintenance across multiple energy sectors brings together five leading conferences under one roof. Conference subjects span LNG exporting, hydrogen and ammonia, midstream, petrochem and refining, and sustainable aviation fuels.

This event begins June 16 at George R. Brown Convention Center. Register here.

June 25 – NASA Tech Talk

Every fourth Thursday of the month, NASA experts, including longtime engineer Montgomery Goforth, present on technology development challenges NASA’s Johnson Space Center and the larger aerospace community are facing, and how they can be leveraged by Houston’s innovation community. Stick around after for drinks and networking at Second Draught.

This event is Thursday, June 25, from 6-7 p.m. at the Ion. Register here.