Health care innovators joined Houston Methodist and Texas A&M University's ENMED program to discuss women in health care innovation and venture capital investment. Photo courtesy of Houston Methodist

Houston's health innovation community is making strides every day toward greater quality of care and technology adoption — but what challenges is the industry facing these days?

Through a partnership between Houston Methodist and Texas A&M University's ENMED program at Houston Tech Rodeo, health innovators weighed in on topics surrounding the industry, including biases and investment opportunities.

Missed the conversation? Here are seven key moments from the panels that took place at A&M's new ENMED building in the Texas Medical Center on Thursday, March 3.

“When I look at learning and understanding the priorities — how to take care of patients and also enable those who are doing that work, that’s part of understanding the culture and learning because in the 40 years that I’ve been in the industry, it’s never been the same. There are always things that continue to present challenges from unexpected places.”

​— Ayse McCracken, founder of Ignite Healthcare Network, says on the "Four Fierce Females" panel, referencing the rate of tech disruption and how new technologies, medicine, etc. can change the health care industry and practitioners need to find ways to keep up and stay ahead of the curve.

“Whenever you experience biases, what can you do? You can lean into the fact that we are in a position to help educate and make a change. And that’s going to look different for every one of us, but lean into that instead of feeling down by it.”

— Samantha Lewis, principal at Mercury Fund, says on the "Four Fierce Females" panel, explaining that women across industries should lean into being a change agent when met with bias in the workplace.

“The reason I feel so passionate is (I’m always thinking,) ‘What more can we be doing for our community? What’s working well and what’s not working well,' so I can take that back and make positive changes in our organization.”

— Michelle Stansbury, vice president of innovation and IT applications at Houston Methodist, says on the "Four Fierce Females" panel, explaining that when she's on the other side of the equation as a patient, she really considers her experience and how it could be better.

“Every time you raise money you’re telling a story. You have to figure out what adds value to that story. … I think health care is tricky too because people getting into it aren’t necessarily aware of how complex it is.”

— Dan Watkins, venture partner and co-founder at Mercury Fund, says on the "Where’s My Money At?" investor panel, adding how important it is to investors that founders have specific information — market potential, road map, etc. — when pitching to VCs.

“As a health care startup founder and CEO, you have to wear so many different hats — especially if you’re talking about diagnostics and medical devices. It starts in the science, moves to engineering, and then winds up being commercial. To expect someone to be an expert at all those fields is very difficult.”

— Tim Marx, venture partner at Baird Capital, says on the "Where’s My Money At?" investor panel, adding that, “That’s why we look for the CEOs who really understand where they are, where they’re going, and what they need.”

“One of the things we really appreciate when we engage with founders, it’s not about ‘here’s why my company is great.’ It’s more about understanding the questions your business needs to answer. … If you think about that, that’s what we want to fund. We want to invest in the vision, opportunity, and the people, but we want to fund the — the roadmap — that usually comes with being thoughtful about the questions you’re trying to answer.”

— John Reale, venture lead at TMC Venture Fund, says on the "Where’s My Money At?" investor panel, adding "That's where we get energized."

“The idea to attract talent that’s already built great companies across the US and the world to come here, hire here, and grow here — that’s starting to actually pay off. One of the things that’s big about Houston is it’s really gritty — it’s very ‘show me the data and prove it to me first.’ … We’re having those proven points.”

— Emily Reiser, associate director of innovation at the Texas Medical Center , says on the "Where’s My Money At?" investor panel about the work TMC is doing with its accelerator program.

It's all a numbers game, and Mercury Data Science is about setting up startups for success. Getty Images

Data-focused Houston company arms startups with the AI tools they need to grow

numbers game

While some say a picture is worth a thousand words, having the right data can be make or break. Houston-based Mercury Data Science is using data and artificial intelligence to paint some really specific pictures for its clients.

MDS was born out of a need for Houston-based Mercury Fund's portfolio companies that wanted a firmer handle on artificial intelligence and data science.

"Three years ago, a number of Mercury Fund portfolio companies and potential investments began to have increasingly important data science and AI components," says Dan Watkins, co-founder and managing director of Mercury Fund. "Mercury's partners wanted a deeper understanding of AI, to understand how the cutting edge meets industry use cases."

Mercury Fund's first move was to tap data scientist Angela Wilkins to lead some training, which then turned into even more workshops and advising. The companies ranged from early seed stage startups to companies that had raised over $100 million — and they wanted Wilkins' help, either with the basics of data science or execution of analytics.

"In fact, many of the more established companies were sitting on data assets with plans to build AI-enabled products but didn't have the time or people to really start that process," Wilkins says. "After helping a few companies, we realized the need was pretty deep, and bigger than the Mercury Fund portfolio."

Wilkins, who serves the company as CTO and co-CEO with Watkins, has seen her efforts grow MDS client base. InnovationMap sat down with Wilkins to see how far MDS has come — and where it's going.

InnovationMap: What sort of problems and data solutions are you providing clients?

Angela Wilkins: We love projects that have a direct impact on human health. In health, we build machine learning driven products to create new forms of digital diagnostics to help improve diagnosis in areas like cognitive functioning and depression. We have helped several therapeutics companies accelerate drug discovery and development by extracting insights from biological and imaging data. We have internal tools that use natural language processing to extract knowledge from millions of scientific publications and patents.

We have also worked quite a bit in consumer behavior and some of our physics-oriented data scientists are now working on noise reduction in geophysics technologies.

IM: What feedback do you get from clients?

AW: Company leaders in every sector are feeling the pressure to gain the advantages of AI or risk falling behind. There are many expert level teams available to Fortune 500 organizations. We are one of the very few teams that is entrepreneurial and agile enough to work with earlier stage, high growth organizations.

IM: How does MDS work with Mercury Fund? Has that relationship evolved over the years?

AW: We continue to work with the Mercury Fund portfolio companies but that is a smaller part of what we do. We are venture backed ourselves, and have now become a Mercury Fund portfolio company, with the same growth ambitions as all venture backed companies.

IM: Recently, MDS has seen some growth. How many employees have you added and are you still hiring?

AW: We are up to 20 employees, mostly data scientists, many with 5 to 8 years of experience working in AI, bioinformatics, and data science to provide insights and build products. We are always looking for great data scientists and data engineers to join our team. We also started a fellowship position for recent graduates, and so we can identify and train the next generation of data scientists

IM: What's been the biggest surprise for you as MDS has grown?

AW: We have been able to create this unique culture that thrives on diversity of thought and background. Half of our team is women. We are solving hard problems that benefit from the creativity you get from a wide variety of views.

IM: Where are MDS clients based?

AW: We have clients from San Francisco to Basel. We have learned how to build an integrated, high communication team with the client, so location is not critical.

That being said, we are active in and committed contributors to the Houston innovation ecosystem. Many of us are from a computational biology and bioinformatics background with deep roots in the Texas Medical Center institutions. Houston has amazing talent and we want to show the data scientists that they don't have to leave Houston to work on interesting problems and continue to build skills at the cutting edge while working for companies all over the world.

IM: What sort of trends are you seeing in venture capital? Are these trends happening in Houston?

We are seeing increasing investments in health AI. Fierce Healthcare reports that health AI topped all other sectors last year with $4B invested into AI startups. Andreesen Horowitz has announced their third and largest biotech and health care fund with $750 million to invest: "Machine learning and artificial intelligence [will] have an outsize impact on how we discover drugs and diagnose disease."

We see similar trends in other areas from industrial software to financial services. The upshot is that the adoption of AI creates significant opportunities for startups and significant challenges for larger companies that are not entrepreneurial and able to build their own data science skill set.

As far as Houston goes, the same trends are there but we tend to lag the major technology hubs in adoption. Efforts like TMC Innovation, Station, Rice University/The Ion and Houston Exponential are having a big impact on both the number and pace of startups and, increasingly, those have AI as a key part of their technology stack.

IM: We've talked about how MDS flies under the radar — why do you think that is? Do you think that'll change as you grow?

AW: Our initial focus was on the work for our clients and on building our team. We are ready to be noticed. Thank you for helping us tell the story with this article.

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Houston neighbor named richest small town in Texas for 2025

Ranking It

Affluent Houston neighbor Bellaire is cashing in as the richest small town in Texas for 2025, according to new study from GoBankingRates.

The report, "The Richest Small Town in Every State," used data from the U.S. Census Bureau's American Community Survey to determine the 50 richest small towns in America based on their median household income.

Of course, Houstonians realize that describing Bellaire as a "small town" is a bit of misnomer. Located less than 10 miles from downtown and fully surrounded by the City of Houston, Bellaire is a wealthy enclave that boasts a population of just over 17,000 residents. These affluent citizens earn a median $236,311 in income every year, which GoBankingRates says is the 11th highest household median income out of all 50 cities included in the report.

The average home in this city is worth over $1.12 million, but Bellaire's lavish residential reputation often attracts properties with multimillion-dollar price tags.

Bellaire also earned a shining 81 livability score for its top quality schools, health and safety, commute times, and more. The livability index, provided by Toronto, Canada-based data analytics and real estate platform AreaVibes, said Bellaire has "an abundance of exceptional local amenities."

"Among these are conveniently located grocery stores, charming coffee shops, diverse dining options and plenty of spacious parks," AreaVibes said. "These local amenities contribute significantly to its overall appeal, ensuring that [residents'] daily needs are met and offering ample opportunities for leisure and recreation."

Earlier in 2025, GoBankingRates ranked Bellaire as the No. 23 wealthiest suburb in America, and it's no stranger to being named on similar lists comparing the richest American cities.

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This article originally appeared on CultureMap.com.

How a Houston startup is taking on corrosion, a costly climate threat

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Corrosion is not something most people think about, but for Houston's industrial backbone pipelines, refineries, chemical plants, and water infrastructure, it is a silent and costly threat. Replacing damaged steel and overusing chemicals adds hundreds of millions of tons of carbon emissions every year. Despite the scale of the problem, corrosion detection has barely changed in decades.

In a recent episode of the Energy Tech Startups Podcast, Anwar Sadek, founder and CEO of Corrolytics, explained why the traditional approach is not working and how his team is delivering real-time visibility into one of the most overlooked challenges in the energy transition.

From Lab Insight to Industrial Breakthrough

Anwar began as a researcher studying how metals degrade and how microbes accelerate corrosion. He quickly noticed a major gap. Companies could detect the presence of microorganisms, but they could not tell whether those microbes were actually causing corrosion or how quickly the damage was happening. Most tests required shipping samples to a lab and waiting months for results, long after conditions inside the asset had changed.

That gap inspired Corrolytics' breakthrough. The company developed a portable, real-time electrochemical test that measures microbial corrosion activity directly from fluid samples. No invasive probes. No complex lab work. Just the immediate data operators can act on.

“It is like switching from film to digital photography,” Anwar says. “What used to take months now takes a couple of hours.”

Why Corrosion Matters in Houston's Energy Transition

Houston's energy transition is a blend of innovation and practicality. While the world builds new low-carbon systems, the region still depends on existing industrial infrastructure. Keeping those assets safe, efficient, and emission-conscious is essential.

This is where Corrolytics fits in. Every leak prevented, every pipeline protected, and every unnecessary gallon of biocide avoided reduces emissions and improves operational safety. The company is already seeing interest across oil and gas, petrochemicals, water and wastewater treatment, HVAC, industrial cooling, and biofuels. If fluids move through metal, microbial corrosion can occur, and Corrolytics can detect it.

Because microbes evolve quickly, slow testing methods simply cannot keep up. “By the time a company gets lab results, the environment has changed completely,” Anwar explains. “You cannot manage what you cannot measure.”

A Scientist Steps Into the CEO Role

Anwar did not plan to become a CEO. But through the National Science Foundation's ICorps program, he interviewed more than 300 industry stakeholders. Over 95 percent cited microbial corrosion as a major issue with no effective tool to address it. That validation pushed him to transform his research into a product.

Since then, Corrolytics has moved from prototype to real-world pilots in Brazil and Houston, with early partners already using the technology and some preparing to invest. Along the way, Anwar learned to lead teams, speak the language of industry, and guide the company through challenges. “When things go wrong, and they do, it is the CEO's job to steady the team,” he says.

Why Houston

Relocating to Houston accelerated everything. Customers, partners, advisors, and manufacturing talent are all here. For industrial and energy tech startups, Houston offers an ecosystem built for scale.

What's Next

Corrolytics is preparing for broader pilots, commercial partnerships, and team growth as it continues its fundraising efforts. For anyone focused on asset integrity, emissions reduction, or industrial innovation, this is a company to watch.

Listen to the full conversation with Anwar Sadek on the Energy Tech Startups Podcast to learn more:

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Energy Tech Startups Podcast is hosted by Jason Ethier and Nada Ahmed. It delves into Houston's pivotal role in the energy transition, spotlighting entrepreneurs and industry leaders shaping a low-carbon future.

This article originally appeared on our sister site, EnergyCapitalHTX.com.

These 50+ Houston scientists rank among world’s most cited

science stars

Fifty-one scientists and professors from Houston-area universities and institutions were named among the most cited in the world for their research in medicine, materials sciences and an array of other fields.

The Clarivate Highly Cited Researchers considers researchers who have authored multiple "Highly Cited Papers" that rank in the top 1percent by citations for their fields in the Web of Science Core Collection. The final list is then determined by other quantitative and qualitative measures by Clarivate's judges to recognize "researchers whose exceptional and community-wide contributions shape the future of science, technology and academia globally."

This year, 6,868 individual researchers from 60 different countries were named to the list. About 38 percent of the researchers are based in the U.S., with China following in second place at about 20 percent.

However, the Chinese Academy of Sciences brought in the most entries, with 258 researchers recognized. Harvard University with 170 researchers and Stanford University with 141 rounded out the top 3.

Looking more locally, the University of Texas at Austin landed among the top 50 institutions for the first time this year, tying for 46th place with the Mayo Clinic and University of Minnesota Twin Cities, each with 27 researchers recognized.

Houston once again had a strong showing on the list, with MD Anderson leading the pack. Below is a list of the Houston-area highly cited researchers and their fields.

UT MD Anderson Cancer Center

  • Ajani Jaffer (Cross-Field)
  • James P. Allison (Cross-Field)
  • Maria E. Cabanillas (Cross-Field)
  • Boyi Gan (Molecular Biology and Genetics)
  • Maura L. Gillison (Cross-Field)
  • David Hong (Cross-Field)
  • Scott E. Kopetz (Clinical Medicine)
  • Pranavi Koppula (Cross-Field)
  • Guang Lei (Cross-Field)
  • Sattva S. Neelapu (Cross-Field)
  • Padmanee Sharma (Molecular Biology and Genetics)
  • Vivek Subbiah (Clinical Medicine)
  • Jennifer A. Wargo (Molecular Biology and Genetics)
  • William G. Wierda (Clinical Medicine)
  • Ignacio I. Wistuba (Clinical Medicine)
  • Yilei Zhang (Cross-Field)
  • Li Zhuang (Cross-Field)

Rice University

  • Pulickel M. Ajayan (Materials Science)
  • Pedro J. J. Alvarez (Environment and Ecology)
  • Neva C. Durand (Cross-Field)
  • Menachem Elimelech (Chemistry and Environment and Ecology)
  • Zhiwei Fang (Cross-Field)
  • Naomi J. Halas (Cross-Field)
  • Jun Lou (Materials Science)
  • Aditya D. Mohite (Cross-Field)
  • Peter Nordlander (Cross-Field)
  • Andreas S. Tolias (Cross-Field)
  • James M. Tour (Cross-Field)
  • Robert Vajtai (Cross-Field)
  • Haotian Wang (Chemistry and Materials Science)
  • Zhen-Yu Wu (Cross-Field)

Baylor College of Medicine

  • Nadim J. Ajami (Cross-Field)
  • Biykem Bozkurt (Clinical Medicine)
  • Hashem B. El-Serag (Clinical Medicine)
  • Matthew J. Ellis (Cross-Field)
  • Richard A. Gibbs (Cross-Field)
  • Peter H. Jones (Pharmacology and Toxicology)
  • Sanjay J. Mathew (Cross-Field)
  • Joseph F. Petrosino (Cross-Field)
  • Fritz J. Sedlazeck (Biology and Biochemistry)
  • James Versalovic (Cross-Field)

University of Houston

  • Zhifeng Ren (Cross-Field)
  • Yan Yao (Cross-Field)
  • Yufeng Zhao (Cross-Field)
  • UT Health Science Center Houston
  • Hongfang Liu (Cross-Field)
  • Louise D. McCullough (Cross-Field)
  • Claudio Soto (Cross-Field)

UTMB Galveston

  • Erez Lieberman Aiden (Cross-Field)
  • Pei-Yong Shi (Cross-Field)

Houston Methodist

  • Eamonn M. M. Quigley (Cross-Field)