This year's award recipients span industries and technologies. Photos courtesy

Houston innovators — the moment you've been waiting for. The winners of the 2024 Houston Innovation Awards were named at the annual event.

The Houston Innovation Awards honored over 40 finalists across categories, naming the 12 winners and honoring the two Trailblazer Legacy Awards at the event.

The 2024 judges — who represent various industries and verticals in Houston — scored over 200 submissions. The event, hosted at TMC Helix Park on November 14 and emceed by Joey Sanchez, 2023 Ecosystem Builder award recipient and founder of Cup of Joey, revealed the winners.

The event's sponsors included Texas Medical Center, Milam & Greene, EIGHT Beer, Houston Community College, Microsoft, Halliburton Labs, Mercury, Pillsbury Winthrop Shaw Pittman LLP, Rice Innovation & Ion District, Growth Pods, Hunton Andrews Kurth and more.

Without further adieu, here the winners from the 2024 Houston Innovation Awards.

Corrolytics is a technology startup founded to solve microbiologically influenced corrosion problems for industrial assets. Co-founder and CEO Anwar Sadek says he's collected over $1 million in dilutive and non-dilutive funding from grants and other opportunities thanks to help from mentors.

"As a founder, I am always eager to assist and support fellow entrepreneurs, especially those navigating the unique challenges that come with being a BIPOC founder," he says. "With the guidance of mentors, I learned to master the complexities of the application process for grants and other funding opportunities. In turn, I actively share my experiences with other founders, helping them navigate similar paths."

Koda Health is a provider of a tech-enabled care coordination service for improving serious illness care planning. Founder and CEO Tatiana Fofanova says that her company's last fundraise has been one of her biggest career challenges to date.

"In a venture downturn that only cared about artificial intelligence, I closed my second round six days before I gave birth to my son," she says. "Fundraising in enterprise health tech is a tough task on a good year. Fundraising in an AI-obsessed downturn while seven months pregnant was the greatest physical and professional challenge of my life. I was only able to do such a Herculean feat through the support of my husband, my amazing professional network, and the Koda team."

March Biosciences, a clinical-stage cell therapy company with a mission to transform patient care in the most challenging hematological malignancies, was co-founded by CEO Sarah Hein.

"Our therapy has resulted in multiple long-term remissions in patients with advanced T cell lymphoma, which is unheard," Hein says on what sets March apart. "Our drug is simpler, cheaper, and more efficient to produce than any of our competition's approaches. And our company operates with a lean, fit-for-purpose structure that allows us to move faster and more efficiently than industry norms."

Founded by CEO Cindy Taff, Sage Geosystems is an energy company focused on developing and deploying advanced geothermal technologies to provide reliable power and sustainable energy storage solutions regardless of geography.

"Sage Geosystems sets itself apart from competitors with its Geopressured Geothermal Systems, which can be deployed almost anywhere, unlike traditional geothermal technologies that require specific geographic conditions," Taff says. "This flexibility enables Sage to provide a reliable and virtually limitless power supply, making it ideal for energy-intensive applications like data centers."

Venus Aerospace, a deep tech company founded by husband and wife team Sassie and Andrew Duggleby, is developing reusable hypersonic technology for aviation, defense, and beyond. The team says its company culture is what drives its success.

"Traditionally, the aerospace industry tends to burn out its employees with no room for work- life balance. One of our core visions is being 'home for dinner,'" the company reported. "We want to fly you to one side of the world and still have you home for dinner. And if you work for Venus, we expect you to not only get your job done, but prioritize your family and make it home in time for dinner."

Cognitive Space, an automated satellite operations provider that enables constellations to scale, was founded by CEO Guy de Carufel, who worked at NASA for eight years before starting this company.

Cognitive Space, working in defense sector, provides "AI for automating the space infrastructure, from effective ordering across multiple data providers, to optimized scheduling of satellite operations from sensor and link management," de Carufel says. "Addressing complexities in managing heterogeneous space systems at scale."

Cart.com is a unified commerce and logistics solutions provider for B2C and B2B companies is a fast-growing ecommerce platform founded by CEO Omair Tariq.

"In the last 12 months, Cart.com has dramatically grown its fulfillment network’s scale and technological capabilities," writes CEO Omail Tariq in his Houston Innovation Awards application. "We have been laser-focused on improving quality, performance and efficiency at scale while continuing to aggressively grow our customer base, expand our capabilities to customers in new industries and grow our physical presence to new locations. Prioritizing our strategic growth initiatives has been critical in the current macroeconomic environment as profitable growth remains paramount for our team."

Corrolytics, a technology startup founded to solve microbiologically influenced corrosion problems for industrial assets, secured the most votes from the Houston innovation community.

"If I could give myself advice before starting the company, I would say to embrace the challenges early on, as they are invaluable learning opportunities," Co-founder and CEO Anwar Sadek says. "Focus on building a strong network, especially with mentors and industry leaders who can guide you through the unknowns. Lastly, be prepared for the unexpected, stay adaptable, and never underestimate the importance of a clear mission that inspires both your team and your customers."

Impact Hub Houston is a nonprofit that serves as a pivotal hub within the city's innovation ecosystem, fostering a dynamic environment where changemakers, entrepreneurs, and community leaders converge to drive social impact and innovation forward.

"We mobilize problem solvers to use their knowledge, skills and technology to address community challenges, demonstrating our commitment to local impact while also providing a global reach for Houston innovators," says Grace Rodriguez, founder and CEO of the organization. "Our work extends to supporting underrepresented communities, and we work with public and private stakeholders to promote sustainable business practices that prioritize economic development, environmental stewardship and social equity."

Mitra Milleris the vice president of Houston Angel Network, but also founded and chairs Eagle Investors, a nonprofit group teaching students about the investment and innovation community. She serves as an active mentor for many organizations across Houston.

"Houston has the most friendly, open, collaborative, and inclusive innovation environment anywhere," Miller says. "When I ask individuals and organizations to partner on events and initiatives, they readily agree and give freely of their time and resources. There is a generosity of spirit that is very special to Houston."

Juliana Garaizar, founding partner of Energy Tech Nexus, invests with groups — such as Portfolia, Houston Angel Network, Business Angel Minority Association, and more — locally and beyond.

"I'm a hands on investor," she says. "I offer mentorship and industry and other investor connections. I take advisory roles and board observer seats."

Phillip Yates is the founder and CEO of Equiliberty Inc., but wears a few other hats too. In 2011, he helped establish a pre-venture business incubator at the Houston Area Urban League Entrepreneurship Center. He served as general counsel for the Business Angel Minority Association and Direct Digital Holdings Inc., and currently serves as chairman of Impact Hub Houston.

"My favorite part of Houston's innovative ecosystem is the growing network of resources for founders," he says. "Given our racial, ethnic and culturally diverse population, we have a wider range of experiences and perspectives — an idea that lead to better problem solving, creative solutions and understanding of the needs our community.

This year, the Houston innovation community suffered the loss of two business leaders who left a significant impact on the ecosystem. Both individuals' careers were recognized with Trailblazer Legacy Awards.

Paul Frison, founder of the Houston Technology Center, and Scott Gale, executive director of Halliburton Labs, received the award posthumously. Frison died on September 5, and Gale died on September 24. The award was decided on by the 2024 judges and InnovationMap.

“I am immensely proud to honor these two remarkable individuals with the Trailblazer Award this year. It is fitting, as they represent two generations of building Houston’s ecosystem," 2023 Trailblazer Award recipient Brad Burke, managing director of the Rice Alliance and the associate vice president for industry and new ventures within Rice University's Office of Innovation, tells InnovationMap.

"Paul Frison was a pioneering leader who helped establish the Houston Technology Center and fostered the city’s tech ecosystem during the initial technology boom around the year 2000. Scott Gale, through his work at Halliburton Labs over the past five years, has been instrumental in launching Houston’s energy transition ecosystem," he continues. "Both have played pivotal roles in championing technology innovators.” Continue reading.

Here's who's calling the shots for the 2024 Houston Innovation Awards. Photos courtesy

2024 Houston Innovation Awards names esteemed judges for annual program

meet the decision makers

Ten Houstonians are in the hot seat for deciding the best companies and individuals in Houston's innovation ecosystem.

InnovationMap has announced its 2024 Houston Innovation Awards judging panel, which includes startup founders, nonprofit leaders, investors, corporate innovators, and more. In addition to the 10 judges, InnovationMap Editor Natalie Harms will serve as the editorial representative on the judging panel.

The selected judges will evaluate applications from the nearly 300 nominations that were submitted this year. The judges will be using their expertise to evaluate the nominees' applications, which are due to InnovationMap this week.

Read about this year's judges below, and don't forget to secure your tickets to the November 14 event to see who the panel selects as the winners for the annual celebration of Houston innovation.



Angela Wilkins, chief data officer at Starling Medical

Houston data scientist joins medical device startup amid AI evolution in the sectorAngela Wilkins joins the Houston Innovators Podcast to discuss the intersection of data and health care. Photo courtesy

Angela Wilkins has had a decade-long career in data science in business and academia and now oversees data science for Houston health tech company Starling Medical. She founded Mercury Data Science, which became OmniScience, and previously ran Rice University's Ken Kennedy Institute as executive director.

Brad Burke, associate vice president for industry and new ventures at Rice University's Office of Innovation and executive director of the Rice Alliance

The 2023 recipient of the Trailblazer Award, Brad Burke returns to the Houston Innovation Awards as a judge. For over 20 years, he's led the Rice Alliance for Technology and Entrepreneurship, and recently took on a new leadership role within the university's growing Office of Innovation.

Calicia Johnson, senior product manager at Xbox and co-lead for Black at Xbox at Microsoft

Calicia Johnson is a leader within Microsoft's Houston office, especially when it comes to representing and encouraging diversity. She was named the winner of the 2023 DEI Champion award at the Houston Innovation Awards. Prior to Xbox, she worked for nearly 10 years in oil and gas with the bulk of that time at Chevron.

Emily Cisek, CEO and founder of The Postage

Last year, Emily Cisek's company, The Postage, a secure life planning and small business succession platform, was a finalist in three Houston Innovation Awards categories, winning the award for Female-Founded Business. She returns as a judge as her company continues to grow.

Grace Rodriguez, CEO and executive director of Impact Hub Houston

Grace Rodriguez was a judge for the inaugural Houston Innovation Awards in 2021, and she returns to judge the awards in accordance to her mission of helping "do gooders do greater." In addition to leading Impact Hub Houston, she is a board member of the City of Houston Office of Business Opportunity and is on the Board of Directors for Downtown Houston.

Joey Sanchez, founder of Cup of Joey

As the 2024 Ecosystem Builder award recipient, Joey Sanchez has worked for years leading Houston innovation, including as senior director of ecosystems at the Ion Houston and director of corporate engagement at Houston Exponential. He's now growing his startup, Cup of Joey, a weekly coffee meetup organization, across Houston.

Jon Nordby, managing partner at investment firm Anthropy Partners and founder of EconWerx

For years, Jon Nordby has been a champion of Houston innovation in his previous leadership roles at Houston Exponential, MassChallenge, and the Greater Houston Partnership. A former Houston Innovation Awards judge from 2021, he now works hands on with startups and organizations looking to grow an innovation ecosystem.

Margarita Kelrikh, counsel at Pillsbury

As counsel in Pillsbury's Houston office, Margarita Kelrikh has supported the firm's growing startup clients since her appointment earlier this year. Prior to joining the firm, she held in-house counsel positions at a few companies, including WeWork. She received her bachelor's degree at the University of Chicago and her law degree at Columbia School of Law.

Pedro Silva, co-founder of Milkify

Pedro Silva co-founded Milkify, a freeze-drying breastmilk service, with his wife, Berkley Luck, and the company has appeared on Shark Tank and won last year's BIPOC-Founded Business Award.

Wade Pinder, founder of Product Houston

As the 2023 Mentor of the Year winner, Wade Pinder has mentored countless Houston startups and has decades of experience in product development — most recently through his own company, Product Houston.

Editorial judge: Natalie Harms, editor of InnovationMap

For the fourth year, Natalie Harms will represent InnovationMap on the annual awards judging panel as the founding editor of InnovationMap the host of the Houston Innovators Podcast.

She reports on innovation and technology for InnovationMap and on energy transition for EnergyCapitalHTX — and their impact on the city of Houston. A Houston native, she's worked as a business journalist for almost a decade and has a degree in journalism from the University of Houston and a certificate in publishing from New York University.

This week's roundup of Houston innovators includes Rushi Patel of Homebase, Ashley Gooch of Babynetic, Grace Rodriguez of Impact Hub Houston, and Juliana Garaizar of Energy Tech Nexus. Photos courtesy

4 Houston innovators to know this week

who's who

Editor's note: Every week, I introduce you to a handful of Houston innovators to know recently making headlines with news of innovative technology, investment activity, and more. This week's batch includes a podcast with a tech founder supporting small businesses, a mom designing next-generation bibs, and two energy tech collaborators.

Rushi Patel, co-founder and COO of Homebase

Rushi Patel, co-founder and COO of Homebase, joins the Houston Innovators Podcast in honor of National Small Business Week. Photo courtesy of Homebase

For decades, small businesses have operated in essentially the same manner — handwritten notes to request time off, manual punch cards to clock in, and verbal agreements to swap shifts. And 10 years ago, Houstonian Rushi Patel thought it was time to upgrade these local shops, eateries, and other businesses.

Homebase, which was founded in San Francisco in 2014 and has its largest office in Houston, provides a suite of software tools for employee scheduling, time tracking, communication, and task management for its users, most of which are small businesses.

After a decade of growing its technology and clientbase, Patel, co-founder and COO of the company, explains the unique challenges these small businesses face on the Houston Innovators Podcast — as well as how Homebase helps.

"It's a bit of an orchestra in terms of what entrepreneurs have to do. Your job is to compose a little, but conduct as well," Patel says on the show. "You've built the song of what you want to have happen, but you're conducting lots of different things to make it a reality as a small business owner." Read more.


Ashley Gooch, co-founder of Babynetic

Using a patented magnetic closure, Babynetic's bibs are designed to snap and stay secured while holding up to four pounds of food. Photo courtesy of Babynetic

Ashley Gooch has taken her entrepreneurial spirit from the fitness studio to the finger foods.

The Houston-based founder of high-end cycling studio RYDE and mom of three has launched a new baby gear brand, Babynetic. The company debuted its first product this month: the Babynetic bib.

Using a patented magnetic closure, the colorful platinum-grade silicone bibs are designed to snap and stay secured while holding up to four pounds of food. The snap is intended to be easy for parents to use, but more difficult for messy little hands to remove without assistance.

“As busy moms ourselves juggling careers and with five kids between us, we needed baby gear we could rely on,” Gooch said in a statement.Read more.

​Grace Rodriguez of Impact Hub Houston and Juliana Garaizar of Energy Tech Nexus

Grace Rodriguez (left) and Juliana Garaizar have partnered up — along with their teams — to collaborate on the Equitable Energy Transition Alliance and Lab.

A group of Houston's innovation and energy leaders teamed up to establish an initiative supporting equitability in the energy transition.

Impact Hub Houston, a nonprofit incubator and ecosystem builder, partnered with Energy Tech Nexus to establish the Equitable Energy Transition Alliance and Lab to accelerate startup pilots for underserved communities. The initiative announced that it's won the 2024 U.S. Small Business Administration Growth Accelerator Fund Competition, or GAFC, Stage One award.

"We are incredibly honored to be recognized by the SBA alongside our esteemed partners at Energy Tech Nexus," Grace Rodriguez, co-founder and executive director of Impact Hub Houston, says in a news release. "This award validates our shared commitment to building a robust innovation ecosystem in Houston, especially for solutions that advance the Sustainable Development Goals at the critical intersections of industry, innovation, sustainability, and reducing inequality." Read more.

Impact Hub Houston partnered with Energy Tech Nexus to establish the Equitable Energy Transition Alliance and Lab to accelerate startup pilots for underserved communities. Photo via Getty Images

Houston innovation leaders secure SBA funding to start equitability-focused energy lab

collaboration station

A group of Houston's innovation and energy leaders teamed up to establish an initiative supporting equitability in the energy transition.

Impact Hub Houston, a nonprofit incubator and ecosystem builder, partnered with Energy Tech Nexus to establish the Equitable Energy Transition Alliance and Lab to accelerate startup pilots for underserved communities. The initiative announced that it's won the 2024 U.S. Small Business Administration Growth Accelerator Fund Competition, or GAFC, Stage One award.

"We are incredibly honored to be recognized by the SBA alongside our esteemed partners at Energy Tech Nexus," Grace Rodriguez, co-founder and executive director of Impact Hub Houston, says in a news release. "This award validates our shared commitment to building a robust innovation ecosystem in Houston, especially for solutions that advance the Sustainable Development Goals at the critical intersections of industry, innovation, sustainability, and reducing inequality."

The GAFC award, which honors and supports small business research and development, provides $50,000 prize to its winners. The Houston collaboration aligns with the program's theme area of Sustainability and Biotechnology.

“This award offers us a great opportunity to amplify the innovations of Houston’s clean energy and decarbonization pioneers,” adds Juliana Garaizar, founding partner of the Energy Tech Nexus. “By combining Impact Hub Houston’s entrepreneurial resources with Energy Tech Nexus’ deep industry expertise, we can create a truly transformative force for positive change.”

Per the release, Impact Hub Houston and Energy Tech Nexus will use the funding to recruit new partners, strengthen existing alliances, and host impactful events and programs to help sustainable startups access pilots, contracts, and capital to grow.

"SBA’s Growth Accelerator Fund Competition Stage One winners join the SBA’s incredible network of entrepreneurial support organizations contributing to America’s innovative startup ecosystem, ensuring the next generation of science and technology-based innovations scale into thriving businesses," says U.S. SBA Administrator Isabel Casillas Guzman.

Grace Rodriguez (left) and Juliana Garaizar have partnered up — along with their teams — to collaborate on the Equitable Energy Transition Alliance and Lab. Photos courtesy

A panel of Houston innovators explained how impact investment isn't charity. It provides both financial and societal returns. Photo courtesy of SWAN

Houston experts shine spotlight on impact investing following angel network expansion

calling for impact

Houston innovators called for existing and potential investors to focus on impact investing — for the improvement of both society and your bottom line.

SWAN Impact Network, which announced its expansion into Houston earlier last month, is an investment organization that prioritizes funding mission driven startups and educating angels on how to analyze impact investment companies. The organization hosted a launch event and panel at the Ion last week to discuss the process and goals of impact investing and highlighted their own success stories as angel investors. The panelists included Bob Bridge, Kerri Smith, and Emily Reiser, who were moderated by Grace Rodriguez, executive director of Impact Hub Houston.

Emily Reiser, associate director of the Texas Medical Center’s innovation team, said impact investing, though focused on improving people’s lives through innovations, should still rely on typical business models and return profiles.

“It’s not charity investment, it’s investing with an eye towards how that investment is going to also return to the greater society as well as back to your pockets,” Reiser says.

As there was a mix of prospective angel investors and entrepreneurs in attendance at the event, Reiser encouraged the founders to have formal business plans in place before meeting with investors, from setting up customer feedback systems to budgeting estimates.

“In the impact space you’ll get some great enthusiasm from people who want to join your mission to save lives, or change the world, or save the planet but make sure you do all the rest of the work behind that to build out the rest of your business model, figure out how you’re going to sell, get it optioned, and on the market,” Reiser says.

Bob Bridge, the founder and executive director of SWAN, stressed the importance of examining long term consequences of impact-driven startups. Bridge illustrated the importance of doing research into how these startups could unintentionally harm communities before investing in them by discussing the well known shoe manufacturer TOMS, whose business model revolved around matching each pair of purchased shoes by donating a pair to people in developing countries, putting local manufacturers out of business.

“These companies are often just now entering the market place so they can’t measure their actual impact results yet because they’re not delivering services or products yet,” Bridge says. “We look for them to have some sort of data to give us a clue if what they’re doing is going to work … convince us there is efficacy to what you are doing and that your impact solution is competitive.”

Bridge also adds there is no concrete definition of impact investing because every society has different needs to be met through creative solutions, from developing more robust technology to encouraging the hiring of underrepresented minority groups. When making decisions over which companies to invest in, Bridge says he also prioritizes startup teams that are collaborative and transparent.

“We don’t invest in Steve Jobs' kind of personalities … We want people who are always learning from their customers, competitors, and employees,” he explains.

Kerri Smith, executive director of the Rice Alliance Clean Energy Accelerator program, says her team readies their emerging startups to tackle meetings with investors by asking them to quantify the impact of their technology on users.

“We’re seeing a lot of investors as well as boards of directors requiring companies to be more responsive to those kinds of things,” Smith says. “We try to prepare the startups in ways that will make them more ready to answer questions about the impact that they’re having societally as well as financially.”

Here's who's making the call for the inaugural InnovationMap Awards. Photos courtesy

InnovationMap names judges for inaugural awards program

in the hot seat

It's been two weeks since InnovationMap announced its inaugural awards program presented by Techwave — and the ecosystem is already buzzing with excitement to find out the top innovative companies in town.

The InnovationMap Awards will honor Houston's innovators and their breakthrough technologies across industries. The program and hybrid event — which will take place September 8 — will shine a spotlight on the movers and shakers within Houston's burgeoning innovation community. Nominations are open for the awards now — and the deadline to submit your nomination is July 23.

Click here to nominate a deserving company.

But who will decide this year's finalists and winners for the event? A cohort of eight of the best innovation leaders in the Bayou City. Introducing: The 2021 InnovationMap Awards judges:

Juliana Garaizar, head of Greentown Houston and vice president of Greentown Labs

Courtesy photo

A longtime angel investor and Houston innovation leader, Juliana Garaizar is no stranger to the local ecosystem. Prior to her current role leading Greentown Labs in Houston, she served as director of the Texas Medical Center's Venture Fund and managing director at the Houston Angel Network. She's also involved with Houston-based Business Angel Minority Association, or baMa, and has worked with Portfolia for over five years.

Jon Nordby, managing director at MassChallenge

Photo courtesy of MassChallenge

​A leader in Houston innovation for several years now, Jon Nordby oversees Boston-based MassChallenge's entire Texas operation. MassChallenge's global accelerator program supports an annual cohort of startups across industries. Prior to his current role, he served as director of strategy at Houston Exponential and vice president of talent and innovation at the Greater Houston Partnership.

Grace Rodriguez, CEO and executive director of Impact Hub Houston

Photo courtesy of Impact Hub Houston

Grace Rodriguez has dedicated herself to helping do-gooders do greater, as her LinkedIn page proudly boasts, and for the past three years, she's been doing that by leading Impact Hub Houston, a locally rooted, globally connected 501c3 nonprofit that champions inclusive, impact-driven innovation. She also co-founded Station Houston in 2016.

Emily Reiser, senior manager of innovation community engagement at the Texas Medical Center

Photo courtesy of TMC Innovation

Emily Reiser is like a switchboard operator for TMC Innovation, where she's worked with health tech startups since 2019. She supports clinicians, innovators, corporate partners, and business advisers who are dedicated to advancing healthcare innovation all while providing a common ground for collaboration, connection, and innovation.

Serafina Lalany, vice president of operations at Houston Exponential

Photo courtesy of Serafina Lalany

Serafina Lalany leads operations at Houston Exponential, the city's nonprofit focused on accelerating the development of Houston's innovation economy. She's also a board member of Diversity Fund Houston — a micro venture fund created to invest in minority tech founders during the "friends and family round."

Alex Gras, managing director at The Cannon

Photo via LinkedIn

After spending eight years in oil and gas, Alex Gras took his management skills to The Cannon Houston — a network of entrepreneurial hubs across Houston. The Cannon is the InnovationMap Awards venue for the September 8 event.

Rajasekhar Gummadapu, CEO of Techwave

Photo courtesy

Raj Gummadapu is the co-founder of Techwave, the award program's presenting sponsor. An accountant by trade, he has about 17 years of experience with combination of working with "big 5" consulting companies and various midsize to Fortune 100 companies across different industries on various strategic initiatives and global process and systems transformations.

Natalie Harms, editor of InnovationMap

Photo courtesy

Natalie Harms has been at the helm of InnovationMap — Houston's voice for Innovation — since its inception in October 2018. She oversees all editorial operations of the site and hosts its weekly podcast, the Houston Innovators Podcast.

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Houston lab develops AI tool to improve neurodevelopmental diagnoses

developing news

One of the hardest parts of any medical condition is waiting for answers. Speeding up an accurate diagnosis can be a doctor’s greatest mercy to a family. A team at Baylor College of Medicine has created technology that may do exactly that.

Led by Dr. Ryan S. Dhindsa, assistant professor of pathology and immunology at Baylor and principal investigator at the Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, the scientists have developed an artificial intelligence-based approach that will help doctors to identify genes tied to neurodevelopmental disorders. Their research was recently published the American Journal of Human Genetics.

According to its website, Dhindsa Lab uses “human genomics, human stem cell models, and computational biology to advance precision medicine.” The diagnoses that stem from the new computational tool could include specific types of autism spectrum disorder, epilepsy and developmental delay, disorders that often don’t come with a genetic diagnosis.

“Although researchers have made major strides identifying different genes associated with neurodevelopmental disorders, many patients with these conditions still do not receive a genetic diagnosis, indicating that there are many more genes waiting to be discovered,” Dhindsa said in a news release.

Typically, scientists must sequence the genes of many people with a diagnosis, as well as people not affected by the disorder, to find new genes associated with a particular disease or disorder. That takes time, money, and a little bit of luck. AI minimizes the need for all three, explains Dhindsa: “We used AI to find patterns among genes already linked to neurodevelopmental diseases and predict additional genes that might also be involved in these disorders.”

The models, made using patterns expressed at the single-cell level, are augmented with north of 300 additional biological features, including data on how intolerant genes are to mutations, whether they interact with other known disease-associated genes, and their functional roles in different biological pathways.

Dhindsa says that these models have exceptionally high predictive value.

“Top-ranked genes were up to two-fold or six-fold, depending on the mode of inheritance, more enriched for high-confidence neurodevelopmental disorder risk genes compared to genic intolerance metrics alone,” he said in the release. “Additionally, some top-ranking genes were 45 to 500 times more likely to be supported by the literature than lower-ranking genes.”

That means that the models may actually validate genes that haven’t yet been proven to be involved in neurodevelopmental conditions. Gene discovery done with the help of AI could possibly become the new normal for families seeking answers beyond umbrella terms like “autism spectrum disorder.”

“We hope that our models will accelerate gene discovery and patient diagnoses, and future studies will assess this possibility,” Dhindsa added.

Texas robotics co. begins new search for missing Malaysia Airlines flight 370

International News

Malaysia’s government has given final approval for a Texas-based marine robotics company to renew the search for Malaysia Airlines Flight 370, which is believed to have crashed in the southern Indian Ocean more than a decade ago.

Cabinet ministers agreed to terms and conditions for a “no-find, no-fee” contract with Texas-based Ocean Infinity to resume the seabed search operation at a new 5,800-square-mile site in the ocean, Transport Minister Anthony Loke said in a statement Wednesday. Ocean Infinity will be paid $70 million only if wreckage is discovered.

The Boeing 777 plane vanished from radar shortly after taking off on March 8, 2014, carrying 239 people, mostly Chinese nationals, on a flight from Malaysia’s capital, Kuala Lumpur, to Beijing. Satellite data showed the plane turned from its flight path and headed south to the far-southern Indian Ocean, where it is believed to have crashed.

An expensive multinational search failed to turn up any clues to its location, although debris washed ashore on the east African coast and Indian Ocean islands. A private search in 2018 by Ocean Infinity also found nothing.

The final approval for a new search came three months after Malaysia gave the nod in principle to plans for a fresh search.

Ocean Infinity CEO Oliver Punkett earlier this year reportedly said the company had improved its technology since 2018. He has said the firm is working with many experts to analyze data and had narrowed the search area to the most likely site.

Loke said his ministry will ink a contract with Ocean Infinity soon but didn’t provide details on the terms. The firm has reportedly sent a search vessel to the site and indicated that January-April is the best period for the search.

“The government is committed to continuing the search operation and providing closure for the families of the passengers of flight MH370,” he said in a statement.

Harris County booms with 3rd biggest population in U.S.

Boomtown

Newly released U.S. Census Bureau data has revealed Harris County became the third most populous county nationwide in 2024, and it had the highest year-over-year growth rate from 2023.

The new population report, published this month, estimated year-over-year population data from 2023 to 2024 across all 3,144 U.S. counties, and 387 metro areas.

Harris County's numeric growth rate outpaced all other U.S. counties from July 1, 2023 to July 1, 2024, the report found. The Census Bureau estimated Harris County's population grew by 105,852 people year-over-year, bringing the total population to 5,009,302 residents. That's around a 2.16 percent growth rate.

Los Angeles County, California (No. 1) and Illinois' Cook County (No. 2) are the only two U.S. counties that have larger populations than Harris County. Los Angeles County now boasts a population of nearly 9.76 million, while Cook County's has increased to more than 5.18 million people.

The top 10 most populous counties in the U.S. are:

  • No. 1 – Los Angles County, California
  • No. 2 – Cook County, Illinois
  • No. 3 – Harris County, Texas
  • No. 4 – Maricopa County, Arizona
  • No. 5 – San Diego County, California
  • No. 6 – Orange County, California
  • No. 7 – Miami-Dade County, Florida
  • No. 8 – Dallas County, Texas
  • No. 9 – Kings County, New York
  • No. 10 – Riverside County, California

Montgomery County also ranked among the top 10 U.S. counties with the highest numeric growth, ranking 9th nationally after gaining 34,268 residents from 2023 to 2024. Montgomery County's population has now grown to 749,613 people.

In the report's national comparison of counties with the largest population growth by percentage, Montgomery County ranked No. 7 with a year-over-year growth rate of 4.8 percent.

Most populated U.S. metro areas

The U.S. Census Bureau additionally found Houston-Pasadena-The Woodlands nearly led the nation as the second-fastest growing metro area in 2024.

From July 2023 to July 2024, the Houston metro added 198,171 residents to bring the total population to 7,796,182.

New York-Newark-Jersey City was the only metro area to outpace Houston's growth during the one-year period. The New York-New Jersey metro added 213,403 new residents, which brought the total population to over 19.94 million last year.

Kristie Wilder, a Census Bureau Population Division demographer, said in the report that the nation's population growth in its major metros was largely impacted by international migration rather than changes in birth rates.

"While births continue to contribute to overall growth, rising net international migration is offsetting the ongoing net domestic outmigration we see in many of these areas," Wilder said.

Dallas-Fort Worth-Arlington was right behind Houston as the third-fastest growing U.S. metro in 2024. The Metroplex gained 177,922 residents last year, and now has a total population of more than 8.34 million.

The top 10 U.S. metros with the highest numeric growth from 2023 to 2024 are:

  • No. 1 – New York-Newark-Jersey City, New York-New Jersey
  • No. 2 – Houston-Pasadena-The Woodlands, Texas
  • No. 3 – Dallas-Fort Worth-Arlington, Texas
  • No. 4 – Miami-Fort Lauderdale-West Palm Beach, Florida
  • No. 5 – Washington-Arlington-Alexandria, D.C.-Virginia-Maryland-West Virginia
  • No. 6 – Phoenix-Mesa-Chandler, Arizona
  • No. 7 – Orlando-Kissimmee-Sanford, Florida
  • No. 8 – Atlanta-Sandy Springs-Roswell, Georgia
  • No. 9 – Chicago-Naperville-Elgin, Illinois-Indiana
  • No. 10 – Seattle-Tacoma-Bellevue, Washington
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