This week's roundup of Houston innovators includes Ryan DuChanois of Solidec and Stephanie Campbell and Diana Murakhovskaya of The Artemis Fund. Photos courtesy

Editor's note: Welcome to another Monday edition of Innovators to Know. Today I'm introducing you to three Houstonians to read up about — three individuals behind recent innovation and startup news stories in Houston as reported by InnovationMap. Learn more about them and their recent news below by clicking on each article.

Ryan DuChanois, co-founder and CEO at Solidec

Ryan DuChanois pitched his company Solidec at CERAWeek, and took home a prize of $25,000. Photo via Solidec/LinkedIn

For the third year, the Greater Houston Partnership's Houston Energy Transition Institute hosted its startup pitch competition at CERAWeek by S&P Global. A dozen startups walked away with recognition — and three some with cash prizes.

Houston-based Solidec won the top prize for the TEX-E pitches. The company, which is working on a platform to produce chemicals from captured carbon, won first place and $25,000. Ryan DuChanois, co-founder and CEO, pitched at the event.

"This prize will help us scale up our technology from the lab at Rice University and ultimately fulfill our mission of capturing yesterday's emissions and generating tomorrow's fuels," the company writes in a post on LinkedIn. Read more.

Stephanie Campbell and Diana Murakhovskaya, co-founders and general partners of The Artemis Fund

Diana Murakhovskaya and Stephanie Campbell are co-founders of The Artemis Fund, a Houston-based, female founder-focused venture capital firm that just announced its $36 million fund II. Photo courtesy of Artemis

In 2019, Stephanie Campbell saw an opportunity in the market — investing in women-led startups, something that wasn't happening at the volume it should have been.

"When we looked around, we really wanted to solve the problem of why women only receive 2 percent of venture capital," Campbell says on the Houston Innovators Podcast.

As angel investors, Campbell and Diana Murakhovskaya, co-founders and general partners of The Artemis Fund, saw tons of promising women-led businesses. Read more.

Diana Murakhovskaya and Stephanie Campbell are co-founders of The Artemis Fund, a Houston-based, female founder-focused venture capital firm that just announced its $36 million fund II. Photo courtesy of Artemis

Houston VC leaders to empower female founders in fintech, commerce, and care with new $36M fund

HOUSTON INNOVATORS PODCAST EPISODE 228

In 2019, Stephanie Campbell saw an opportunity in the market — investing in women-led startups, something that wasn't happening at the volume it should have been.

"When we looked around, we really wanted to solve the problem of why women only receive 2 percent of venture capital," Campbell says on the Houston Innovators Podcast.

As angel investors, Campbell and Diana Murakhovskaya, co-founders and general partners of The Artemis Fund, saw tons of promising women-led businesses.

"We were finding these incredible female founders who we felt deserved capital to bring their innovations to the market because they're solving big markets and big problems But there was a disconnect in terms of their access and network," she continues.

The other issue, as Campbell explains, was that firms that did have a female-focused angle weren't leading these early-stage rounds. That's where Artemis comes in.

"Our goal was to be the leading firm for these overlooked, underserved markets that have the ability to deliver outsized returns," Campbell says.

Almost five years and around 20 investments later, The Artemis Fund has announced its second $36 million fund to continue to fund female-led upstarts with a tech solution within fintech, commerce, and care — the three pillars The Artemis Fund invests in.

"We really wanted to solve not just problems for women, which is a lot of what we do, but for families, small businesses, and immigrants, which is how we came around to these three verticals," Murakhovskaya says.

She goes on to explain that a significant percentage of adults are a part of the "sandwich generation" — caring not only for their own children, but for their aging parents. Innovations within caregiving can help this generation with their caregiving and maintain their role in the workforce. Additionally, over half the United States workforce is employed by small businesses, but these companies usually lack access to innovative technology.

"We're thinking about what founders are building in these industries to help these businesses thrive and leave these legacy assets to their children," Murakhovskaya says.

The Artemis Fund has announced that it's closed its second fund. Courtesy photos

Houston-based, female-focused VC closes $36M fund

fresh funding

A women-led venture capital group based in Houston has closed its second fund to continue its mission of supporting female-founded startups in fintech, commerce, and care.

The Artemis Fund announced its $36 million second fund this month. Co-founded in 2019 by General Partner Stephanie Campbell, General Partner Diana Murakhovskaya, and Venture Partner Leslie Goldman Tepper, the firm has invested in more than 20 female-led startups — with over 60 percent with Black, Latinx, or immigrant leadership.

"Many funds have come to market that focus on diverse founders. Few are also funding the technology to address key barriers faced by overlooked businesses, communities, and families in the U.S.," Artemis leadership writes in a news release.

"Artemis invests in the big personal, every day, economic problems that Silicon Valley doesn’t understand or know how to solve," the release continues. "We see massive opportunity in what many VCs will quickly write off as too small, too fragmented, and too hard to solve. If it keeps families and small business owners up at night, we are likely backing a company solving it."

Artemis Fund II includes support from limited partners Bank of America, Bank of Montreal, TIAA Nuveen’s Churchill Asset Management, Texas Capital Bank, Amazon, The Rockwell Fund, and Ballentine Partners.

“The Artemis Fund is not only breaking down barriers themselves, but they are also investing in companies looking to catalyze change," Hong Ogle, Houston president at Bank of America, says in the release. "Artemis keenly understands how to identify and support diverse entrepreneurs, which ultimately helps us toward achieving our goal to advance economic opportunity for all our communities."

The second fund has already made investments in five startups:

  • Alameda, California-based Hello Divorce, a tech-enabled guide to divorce with research, planning, therapy, and community support.
  • Gemist, based in Los Angeles, provides tech tools to jewelers.
  • West Palm Beach, Florida-based Max Retail, a platform to sell leftover inventory.
  • Payverse, headquartered in Sherman Oaks, California, is a cross border payment processor leveraging their modern processing platform.
  • New York-based Builder's Patch, a software platform that streamlines the process to finance the development and preservation of affordable multifamily housing for CRE lenders and developers.

If you feel like it's hard to find venture capitalists in Houston, you wouldn't be wrong, according to this Houston investor. Photo via Getty Images

Houston investor outlines how rare VCs are in Houston — and how to find them

guest column

As a venture capitalist and former startup founder living in Houston, I get asked a lot about the best way to find and connect with a venture capitalist in Houston. My usual advice is to start with a list, and reach out to everyone on that list. But no one has a comprehensive list. In fact, VCs are such a quiet bunch that I’ve yet to meet someone who personally knows everyone on this proverbial list.

So, I got together with a couple of VC friends of mine, and we put together our own Houston venture capitalist list.

There are, by our count, 11 active venture capital funds headquartered in Houston of any size and type, and outside of corporate venture capital and angel investors, there are 30 total venture capitalists running funds.

Houston has always been quite thin on the VC fund front. I’ve jokingly introduced myself for a while as “one of the 13 venture capitalists in Houston.”

Let’s put this scale in some brutal perspective. With 7.2 million people in the Greater Houston Metro Area, the odds of finding a partner level active venture capitalist in Houston is about 1 in 240,000, if you take a most expanded definition of venture capitalist that might come down to 1 in 100,000. We’re the fifth largest metropolitan area in the country with a tremendous economic engine; there is a ton of capital in Houston, but it’s residing in things like institutional fixed income and equities, real estate, wealth management, corporate, private equity, family office, energy and infrastructure Basically, mostly everywhere but in venture capital funds for tech startups.

By comparison, there are almost as many Fortune 500 CEOs in Houston — 24, by our count — as venture capitalists and fewer venture capitalists than Fortune 1000 CEOs, of which there are 43. That means running into a VC in the checkout line at HEB is about as rare as running into the CEO of CenterPoint, ConocoPhillips, or Academy. In fact, as there are 115 cities in the Greater Houston area, you are three times more likely to be a mayor in Greater Houston Area than a partner at an investor at a VC firm, and more likely to be a college or university president. While we’re at it, you’re 400 times more likely to be a lawyer, 250 times more likely to be a CPA, and over 650 times more likely to be a medical doctor.

Our 30 venture capitalists in the Greater Houston Area are spread across 20 firms and all major venture sectors and stages. Venture capitalist is defined for this list as a full time managing director or partner-level investment professional actively running a venture capital fund with limited partners, currently investing in new venture capital deals from their fund from seed to growth stage, and residing in the Greater Houston Metro area.

To get to 31 we added in a couple of people running venture set asides for PE funds, and a number who work from Houston for funds with no office here. We excluded CVCs, as the decision making is more corporate than individual and rarely includes the committed fund and carried interest structure that defines venture capital, and excluded professionals at angel networks, accelerators, and seed funds that provide investment, but don’t manage conventional venture capital funds, as well as PE funds that do the occasional venture deal. We might be able to triple the number if we include venture capitalists at any professional level, and add in those professionals at PE and angel and seed funds, and corporate venture capital teams who are actively investing. But we’ll get to those other sources of funding in the next list.

The 11 venture capital funds headquartered in Houston are: Mercury, Energy Transition Ventures (my fund), Montrose Lane (formerly called Cottonwood), Texas Medical Center Venture Fund, Artemis, New Climate Ventures, Fitz Gate Ventures, Curate Capital, Knightsgate Ventures, Amplo Ventures,and First Bight Ventures.

Another half a dozen firms have a partner level venture capital investor here, but are headquartered elsewhere: Energy Innovation Capital, Decarbonization Partners, 1984 Ventures, Altitude Ventures, Ascension Ventures, Moneta Ventures, and MKB & Co. Two others, CSL Ventures and SCF Partners, are local private equity funds with a venture capital partner in Houston and a dedicated allocation from a PE fund.

Culling these for partner or managing director level currently in Houston, in alphabetical order by first name, LinkedIn profile and all.

We may have missed a couple of VCs hiding in plain sight, as venture capital is a pretty dynamic business.

VCs are just rare. And yes, perhaps more rare in Houston than in California. Something less than 1 in 100 VCs in the country live in Houston. Across the US there are somewhere around 1,000 to 2,000 active venture capital firms, and maybe another 1,000 to 2,000 active US based CVCs — so, plus or minus maybe at most 4,000 to 5,000 currently active partner level venture capitalists in the country excluding CVC professionals (active VCs and VC funds are really hard to count).

Perhaps in the most stunning statistic, the 7,386 elected state legislators in the US today outnumber the total number of American venture capitalists. Luckily for startup founders, the venture capitalists are more likely to return your phone call.

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Neal Dikeman is a venture capitalist and seven-time startup co-founder investing out of Energy Transition Ventures. He’s currently hosting the Venture Capital for First Time Founders Series at the Ion, where ETV is headquartered.

Meet five of the many Houston innovators that will be out at SXSW Pitch, Houston House, Founded in Texas, and much more this week and into next week. Photos courtesy

5 Houston innovators headed to SXSW to know this weekend

who's who

Editor's note: It's a special Friday edition of innovators to know this week — well, weekend. SXSW kicks off today and Houstonians will be headed up to Austin for the week or just the weekend. If you're looking out for the best panels and talks to go to, look no further than this guide I created — as well as the five Houston innovators I think you should know who are listed below.

Lara Cottingham, chief of staff for Greentown Labs

Photo via LinkedIn

Calling all energy transition startups, investors, and more. The Greater Houston Partnership is hosting a full day of energy transition discussions at Houston House on Monday, March 14, at the Line Hotel. Lara Cottingham of Greentown Labs will be at the activation site with a must-attend networking hour at 4 pm called Transition on Tap.

Diana Murakhovskaya, co-founder and general partner of The Artemis Fund

Photo via LinkedIn

Who runs the world? Women. And Diana Murakhovskaya knows that based off her work with her Houston-based venture capital fund, The Artemis Fund. Project W, Artemis Fund, HearstLab, and Beam have teamed up at SXSW to present the second Founded in Texas event on Sunday, March 13, at Relay Coworking. Twelve founders selected by application will pitch to investors from across the country . The audience will get a glimpse of the innovation and creativity at work in the growing Texas startup ecosystem.

Pamela Singh, co-founder and CEO of CaseCTRL

Photo courtesy of CaseCTRL

Pamela Singh is the only Houston startup founder to pitch this year at SXSW's pitch competition. Representing her digital health startup, Case CTRL, Singh takes the prestigious stage Saturday, March 12, to compete in the Enterprise & Smart Data Technology category.

Sandy Guitar, managing director of HX Venture Fund

Photo courtesy of Sandy Guitar

The HX Venture Fund is hosting a meetup that all of the Houston startup ecosystem needs to know about. Network with a number of founders from Houston's fastest-growing startups along with several great VCs around the nation to participate in a joint conversation about founding tech startups. The event will take place at 11:30 am to 12:30 pm at Hilton Austin Downtown, Room 408.

Ashley DeWalt, managing director of DivInc

Photo courtesy of DivInc

Ashley DeWalt, managing director of DivInc, is just one of the many Houston innovators featured in Houston House from the GHP. The activation starts Sunday, March 13, at the Line Hotel with a day of programming across industries and topics — from sports tech and diversity (both topics DeWalt specializes in) to health care innovation and space. Catch DeWalt's panel, Game Changers - The Rise of Sports Tech, on Sunday at 11:30 am at Houston House.

Looking into venture capital deal growth, new coworking coming to town, and more Houston innovation news. Getty Images

Houston's spike in VC deals, accelerator acquired, new coworking, and more innovation news

Short stories

Houston has seen some big headlines this month when it comes to innovation news — and you could have missed something.

From a report on venture capital funding last year and new coworking coming to town to a Houston investor selling her accelerator company, here's the latest batch of short stories in Houston innovation.

Houston sees spike in venture capital deals in 2019

Houston saw more venture capital funding in 2019 compared to 2018. Chart via crunchbase.com

Overall, 2019 was a good one for Texas venture capital deals. Austin had a record turnout of money invested in startups. Austin companies raised over $1.8 billion, which put the state capitol in the top 10 cities based on money raised, according to a report by Crunchbase.

And this Texas VC roundup on Crunchbase focused a lot of the Austin funding and didn't harp too much on the other Texas cities. But Houston's numbers are also record breaking. The Bayou City raised nearly $400 million last year — with the bulk of that being recorded in Q2 of 2019.

Houston's recorded $399.6 million in VC deals surpasses 2018's recorded funding by almost $20 million, but if you look at PitchBook and the National Venture Capital Association's data, the amount is higher. According to Pitchbook, the total funding raised in 2019 in Houston deals surprasses $600 million across 98 deals.

Houston investor-founded accelerator acquired

Houston investor ​Diana Murakhovskaya has sold her New York-based accelerator program. ​Photo courtesy of The Artemis Fund

New York-based Monarq Incubator, a venture capital-focused accelerator program for women, has been acquired by Female Founders Alliance. Monarq was co-founded by Diana Murakhovskaya, one of the three co-founders of Houston-based, female-focused The Artemis Fund.

Since its founding in 2017, Monarq accelerated 32 companies that have then gone on to raise more than $10 million in venture capital. The combined company, according to a news release, now represents the largest network of women and non-binary venture-scalable founders.

"FFA and Monarq share more than just a mission – we share founder DNA," says Leslie Feinzaig, CEO of Female Founders Alliance, in the release. "Our two communities and accelerator programs were built by women founders, for women founders. We are uniquely able to build programming that accelerates the success of women in our space, and now along with founder cred, we have scale and a national footprint. I am so excited for what we can achieve in this next stage of FFA."

The acquisition means a heightened focus on The Artemis Fund for Murakhovskaya.

"Now that I am full time focused on raising and investing with Artemis, it's great to know that our community and founders will have a home and provide us with a great source of deal flow," she says in an email to InnovationMap.

A new coworking company to enter Houston with Galleria-area office

New Galleria-area coworking is coming later this year. Photo via serendipitylabs.com

Serendipity Labs Coworking, which has over 100 coworking spaces across the United States and United Kingdom, announced its plans to enter six new markets this year. Houston is among the new locations for the coworking company.

Expected top open in the fall, the Houston coworking space will be a 28,331-square-foot space on the 20th floor of the Marathon Oil Tower at 5555 San Felipe St. in the Galleria area. According to the release, Cameron Coworking, a division of Cameron Management, will be the development partner for the Houston market.

"By partnering with asset owners of office, retail and residential buildings and then managing the Labs, we bring our operational expertise and marketing power, and we assure the upscale service standards of one of the top national flexible workplace networks will be met at every location," says John Arenas, chairman and CEO of Serendipity Labs, in a news release.

MassChallenge Texas opens applications for second cohort

Applications are open for MassChallenge Texas' second Houston cohort. Courtesy of MassChallenge

At an event on January 29 in both Houston and Austin, MassChallenge Texas opened applications for its 2020 cohorts

The 4-month accelerator program is set to begin in June and online applications close March 9. Prizes include six months of free office space and up to $250,000 in equity free investment. Click here for more information.

Houston entrepreneur named to 2020 class of Presidential Leadership Scholars

Houston startup founder, Reda Hicks, has been named a Presidential Leadership Scholar. Photo via presidentialleadershipscholars.org

For this sixth year, the Presidential Leadership Scholars announced its class of veterans, educators, physicians, public servants, and corporate professionals to participate in the program. Reda Hicks, founder of GotSpot was named as one of the 60 scholars. The program began this week in Washington D.C..

"I cannot wait to work with, and learn from, these exceptional leaders," Hicks shares on LinkedIn. "And through the program, I will be working on RescueSpot, a community resiliency application of GotSpot Inc."

Another Houstonian was selected too — Ganesh Betanabhatla, who is the managing partner and chief investment officer at Ramas Capital Management.

Ion Smart Cities Accelerator opens applications for second cohort

Aatonomy, a member of the first cohort, walked away with a cash prize at Demo Day. F. Carter Smith/Station Houston

The second cohort for the Ion Smart Cities Accelerator Program has opened applications online. The first cohort, focused on resilience and mobility, is currently in pilot mode. Cohort II will be focused on water purification/quality, air quality, and clean technology.

The applications will close on Monday, February 17, and startups that are selected will be notified the week of March 2.

The program, which was announced in June, is backed by Microsoft and Intel and named its first cohort last fall. The demo day for the first cohort took place last month. The accelerator has its own space and prototyping lab in downtown Houston, which opened in September.

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Houston college joins inaugural workforce accelerator supported by Google

hands-on training

Houston City College (HCC) is one of 15 community colleges from around the country to be selected for the first-ever Workforce Futures Accelerator.

The three-year effort is supported by Google.org, the tech company’s philanthropic arm, and led by the Association of Community College Trustees (ACCT), a non-profit educational organization that represents over 500 community, junior, and technical colleges. The accelerator focuses on helping colleges embed virtual, employer-sponsored training opportunities into short-term workforce training programs, giving participants access to opportunities that they might otherwise receive through internships or other "work-based learning" stints.

"The Workforce Futures Accelerator reflects the Houston City College mission of offering a high-quality, affordable education for workforce training and career development," Pretta VanDible Stallworth, HCC trustee and chair-elect of the ACCT board of directors, said in a news release. "Advancing student success and creating pathways to opportunities ensures that our students are well equipped to succeed and build a secure future in today's economy.”

Through the accelerator, HCC is tasked with fusing online project-based learning opportunities with its workforce education programs. The idea is to give students hands-on experiences working on projects sponsored by employers, allowing them to gain real-world knowledge in the process.

HCC will select two workforce programs that meet the accelerator’s criteria and insert into them into coursework. In the second and third year of the accelerator, the selected colleges are expected to scale the programs by adding instructors and programs to develop a network of to support their continued implementation.

“Participation by HCC will strengthen how we provide students with career-connected learning experiences that complement their classroom education and align with the needs of employers,” HCC Chancellor Margaret Ford Fisher added in the news release. “We are focused on ‘future forward’ strategies to meet the present and future needs of our region’s businesses.”

Two other Texas colleges were chosen to participate in the accelerator: Lamar Institute of Technology in Beaumont and Grayson College in Denison.

The remaining cohort includes:

  • Bergen Community College in Paramus, New Jersey
  • Central Louisiana Community College in Alexandria, Louisiana
  • Clark State College in Springfield, Ohio
  • Great Basin College in Elko, Nevada
  • Heartland Community College in Normal, Illinois
  • Hudson County Community College in Jersey City, New Jersey
  • Manchester Community College in Manchester, New Hampshire
  • Mesa Community College in Mesa, Arizona
  • Mohave College in Kingman, Arizona
  • San Joaquin Delta Community College in Stockton, California
  • San Juan College in Farmington, New Mexico
  • West Virginia University Parkersburg in Parkersburg, West Virginia

New report ranks Texas among top 10 states where AI could disrupt jobs

AI Workforce

A new nationwide report examining where AI could "reshape" the most jobs has ranked Texas No. 9 among the most at-risk states for AI job disruption.

The new SmartAsset report compared all 50 states and the District of Columbia to calculate the estimated percent of the workforce employed in the 26 occupations with the highest AI exposure, as determined by June 2026 research by the Virginia Economic Information and Analytics Division.

The findings revealed that 500,000 Texas workers, or 3.55 percent of the total workforce, are employed in occupations with "high exposure to potential AI disruption."

This also places the Lone Star State as the 9th most at-risk state in the U.S. where AI exposure can lead to "declining hiring demand, wage pressure, task automation, and other forms of disruption."

"States with larger concentrations of highly exposed occupations could experience more pronounced labor-market changes, particularly in roles where core tasks are more vulnerable to AI-driven restructuring," the report's author wrote.

Texas' biggest cities, like Houston and Austin, are known for their thriving tech and business industries, and the study noted that many of the occupations within those sectors are the most at risk. The Virginia Economic Information and Analytics Division said the top five most AI-exposed occupations in the U.S. are: mathematicians, proofreaders, correspondence clerks, court reporters, and media and communication workers. Additionally, computer programmers, database administrators, web developers, telephone operators, and communications equipment operators round out the top 10 most at-risk positions.

These are the 16 remaining occupations most exposed to AI disruption, in order:

  • Data Entry Keyers
  • Statistical Assistants
  • Office Support Workers
  • Interpreters and Translators
  • Database Architects
  • Software Quality Assurance Analysts
  • Medical Transcriptionists
  • Software Developers
  • Writers and Authors
  • Payroll Clerks
  • Web Designers
  • Miscellaneous Computer Occupations
  • Insurance Claims Processors
  • Telemarketers
  • Computer Numerically Controlled Tool Programmers
  • Bookkeeping and Accounting Clerks

A separate SmartAsset report from April 2026 found about 20.5 percent of Texas workers use AI to do their jobs in some capacity. That trend will continue to shift further as employers and employees choose to adopt — or reject — AI implementation.

Across the U.S., Washington topped the list as the state with the highest concentration of AI-exposed jobs, with nearly 5.7 percent of the state's workforce employed in the 26 most at-risk positions. SmartAsset said Washington's high prevalence of technology companies is a significant factor that skyrocketed the state to the top of the list.

"Home to major technology companies including Microsoft, Amazon, T-Mobile and Expedia, the state has large numbers of computer programmers and software developers, two occupations with high exposure," the report said.

Meanwhile, Mississippi ranked No. 51 with the lowest concentration of AI-exposed jobs in the nation. About 22,500 workers in Mississippi, or 1.93 percent of its workforce, are at risk for AI disruption.

The top 10 states where AI could reshape the most jobs are:

  • No. 1 – Washington
  • No. 2 – Virginia
  • No. 3 – District of Columbia
  • No. 4 – California
  • No. 5 – Utah
  • No. 6 – Maryland
  • No. 7 – Colorado
  • No. 8 – New Hampshire
  • No. 9 – Texas
  • No. 10 – North Carolina
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This article originally appeared on CultureMap.com.

UH lands $1.2M NIH grant to fight superbugs using AI, quantum sensing

drug defense

The fight against antibiotic-resistant bacteria like MRSA is getting science fiction-like upgrades at the University of Houston thanks to a new four-year, $1.26 million grant from the National Institutes of Health.

The university says the recent funding brings total federal support up to $3.5 million for 11 years for the project, which uses AI and quantum-sensing technology to better understand how bacterial proteins develop resistance to drugs.

Any medical professional will tell you that one of the worst things that can happen is almost killing an infection. Bacteria that survive attacks from conventional antibiotic treatments emerge tougher, more resistant and more aggressive than before–making them much harder to treat. A good example is the superbug methicillin-resistant Staphylococcus aureus (MRSA).

UH chemistry professors Yuhong Wang and Shoujun Xu are working on this issue. They know full well that fighting superbugs requires new technology and new approaches, which is what they aim to pioneer with their new grant.

“Drug-resistant bacterial infections such as MRSA are becoming harder to treat, creating an urgent need for faster ways to understand how antibiotics and other small molecules interact with bacterial proteins,” Wang said in a news release.

Wang and Xu’s work centers around GTP, a cellular fuel that can cause tiny changes to a cell's structure when it mutates. Sometimes, those shape changes make it easier for drugs to breach the wall and attack the cells.

The UH scientists are employing AlphaFold, an AI-powered tool that can scan large molecular libraries in seconds. From these models, they can see promising drug combinations for future testing.

Once identified, the team uses their invention, super-resolution force spectroscopy, to monitor the cells. Tiny magnetic beads are attached to genetic material, then magnified to see how strong that material is when pulled. They can measure this incredible microscopic process through an atomic magnetometer, typically used in quantum physics. Combined, all these tools allow a high-definition look at how each molecule might respond to new chemical approaches.

“We're the only chemists in the world that use an atomic magnetometer for biological research,” Xu said. “It's a technique developed by physicists, and there is usually a gap between techniques developed by physicists and biological applications. Yuhong and I have been bridging that gap together for the past 10 years.”

Eventually, Wang and Xu hope to develop powerful software that can be used by drug manufacturers to model cellular responses. With enough predictive data, the software could even get ahead of superbugs’ own mutation, allowing drugs to be developed before new strains arrive.

"We want an algorithm where you input a protein sequence, score the mutation hotspots, and develop new inhibitors before a drug-resistant species even emerges," Wang added.