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.

This year, two Houston innovation leaders will receive recognition as trailblazers at the 2024 Houston Innovation Awards. Photos courtesy

Houston Innovation Awards to honor 2 trailblazers with posthumous recognition

top leaders

Last month, the Houston innovation community suffered the loss of two business leaders who left a significant impact on the ecosystem. In November, both individuals' careers will be recognized with Trailblazer Legacy Awards.

Every year, the Houston Innovation Awards honors a Trailblazer Award recipient for their past and future dedication to startups in Houston, and this year InnovationMap is doing approaching the award differently in light of recent events. Paul Frison, founder of the Houston Technology Center, and Scott Gale, executive director of Halliburton Labs, will receive 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.”

A long-time Houston businessman, Frison founded HTC in 1999 and served as its CEO and president. The organization evolved into Houston Exponential several years ago. Frison remained active within Houston innovation until 2020. Prior to HTC, he served in various executive roles at American Hospital Supply, LifeMark, ComputerCraft, and LifeCell, spending the last 50 of his years in Houston. Born in Glendale, California, he served in the Unites States Coast Guard.

"Houston's vibrant technology entrepreneurship ecosystem is the product of Paul Frison's commitment to innovation, integrity, and growth for our community," says Walter Ulrich, former president and CEO of HTC. "He is the father of Houston's tech ecosystem, CEO of one of Houston's first tech Unicorns, founder of the Houston Technology Center ranked as a top ten technology incubator by Forbes, philanthropist, veteran, and family man."

Gale helped to launch Halliburton Labs in 2020. Prior to that role, he lead global strategy initiatives for Halliburton. A Brigham Young University graduate, he received his MBA from Rice University in 2019, where he co-founded the Jones Student Association for Executives. After his graduation, he served on the the Rice Business Alumni Association Board and the Energy Advisory Board for the Rice Alliance Clean Energy Accelerator. He was also a voice actor and the co-host of two podcasts: Rice University's Owl Have You Know Podcast, which shares experiences of Rice's business community, and the Curiosity podcast, which explored optimism and curiosity with guests and co-host Brad Rossacci.

"We established the Trailblazer Award to recognize the city's innovation leaders, and Scott and Paul both more than deserve to be recognized for their contributions to Houston," Natalie Harms, editor of InnovationMap, says. "My hope is that this year's Trailblazer Legacy Awards pay tribute to their lasting impacts."

The awards will be presented at the November 14 event.


Scott Gale, executive director for Halliburton Labs, has died, leaving behind a legacy of innovation, collaboration, and curiosity. Photo via Rice University

Houston energy, innovation leader dies after hard-fought battle with cancer

'onward'

Houston energy and innovation leader Scott Gale died on September 24 after a years-long fight with cancer. He was 40 years old.

Gale was the inaugural executive director for Halliburton Labs, which launched in 2020. Prior to that role, he lead global strategy initiatives for Halliburton. A Brigham Young University graduate, he received his MBA from Rice University in 2019, where he co-founded the Jones Student Association for Executives. After his graduation, he served on the the Rice Business Alumni Association Board and the Energy Advisory Board for the Rice Alliance Clean Energy Accelerator.

"Scott made an impact with his incredible kindness, energy, and talent," Dale Winger, managing director at Halliburton Labs, tells InnovationMap. "Scott was passionate about his family, his friends, his community, and his work. He provided incredible creativity and drive to bring Halliburton Labs to life within Halliburton, and despite a terrible cancer diagnosis, Scott continued to collaborate and build connections that launched the inaugural Houston Energy and Climate Startup Week. Work and play were always fun with Scott. His generosity and dedication to strengthen the Houston innovation ecosystem will be missed, yet his legacy endures.”

Gale was also a voice actor and the co-host of two podcasts: Rice University's Owl Have You Know Podcast, which shares experiences of Rice's business community, and the Curiosity podcast, which explored optimism and curiosity with guests and co-host Brad Rossacci.

"A rebellious optimist at his core, Scott believed we need a biased toward action, a mission focused belief system, and a healthy dose of rebellion for good measure," Rossacci, who serves as creative director at Accenture, says. "Carving his own path in the universe, Scott discovered his life’s work and unceasingly committed himself to helping humanity deepen their curiosity, building connective tissue across society, and advancing the future of energy on the shoulders of the giants who came before him. Ultimately, fulfilling his infinite ambitions and creating an echo that will reverberate in the cosmos for eternity."

One month ago, he stepped away from his role at Halliburton Labs, sharing his cancer journey in a message shared on LinkedIn. In the post, he encouraged his whole community to "go out and live a life that echoes," and ended with "onward," something Gale regularly imparted when he spoke on progress within energy and innovation.

Earlier this month during the Houston Energy and Climate Startup Week, which Gale was instrumental in creating but unable to attend due to the progression of his illness, the Energy Tech Nexus awarded its Nexus Community Award to Gale, and his father, Andrew Gale, accepted the award on his behalf.

"He is very focused on the community in Houston and the tech industry," Andrew Gale said about his son when accepting the award, "he feels so honored to be given the opportunity to be able to have an influence."

In addition to his father and his mother, JoAnna, Scott is survived by his wife of 18 years, Nicole, and their four children, as well as his seven siblings — Siara, Shanna, Spencer, Seth, Shalya, Sam, and Shane. In honor of his brother, Sam launched a GoFundMe campaign for his nieces and nephew's education, and donations are currently being accepted.

In his obituary, his family shared something Scott regularly said as he battled his cancer with countless hospital visits and experimental treatments: “I’m not a doctor, but I’m pretty sure if you die, the cancer dies at the same time. That’s not a loss. That’s a draw.”

Earlier this year, he joined the Houston Innovators Podcast to discuss Houston Energy and Climate Startup Week and call for collaboration within the ecosystem.


This week's roundup of Houston innovators includes Scott Gale of Halliburton Labs, Amanda Ducach of Ema, and Jon Nordby of Anthropy Partners. Photos courtesy

3 Houston innovators to know this week

who's who

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.

Scott Gale, executive director of Halliburton Labs

Scott Gale, executive director of Halliburton Labs, joins the Houston Innovators Podcast to share his call to action for Houston Energy and Climate Startup Week. Photo courtesy of Halliburton Labs

Scott Gale will be the first to admit that hosting a week of curated events targeted to a group of individuals within the tech and energy space isn't a novel idea — Climate Week NYC has been taking over Manhattan for over a decade. But Gale believes Houston deserves to have its own time to shine.

Earlier this month, Halliburton Labs, Rice Alliance, and Greentown Houston announced the inaugural Houston Energy and Climate Startup Week 2024 to take place in September, but Gale, executive director of Halliburton Labs, says he hopes this is just the beginning of Houston organizations coming together to collaborate on the initiative.

"I think we have a really awesome initial coalition. Whether your the fifth company or organization to raise its hand to do something that week or the 50th — it really doesn't matter," Gale says on the Houston Innovators Podcast. "It really is an open invitation — and I want to make that super clear." Read more.

Amanda Ducach, founder and CEO of ema

Amanda Ducach, founder of ema, has raised funding. Photo courtesy of SocialMama

A Houston-based startup that's improving health and wellness for women with its artificial intelligence-backed platform has raised a bridge round of funding.

Ema closed its latest bridge round, bringing its total funding to nearly $2 million. The company received investment from Kubera's Venture Capital and Victorum Capital, which joined existing investors Hearst Labs, Wormhole Capital, Acumen America, and Techstars.

Ema strives to deliver "personalized, empathetic, and evidence-based support" to its users through its generative AI technology. The platform has more than 100,000 users, and has expanded into the B2B sector with $100,000 in contracts within just 30 days after pivoting to this model, according to the company.

"Ema was born from a deep-seated belief in the transformative power of AI to make women's health care more accessible and effective," Amanda Ducach, CEO of Ema, says in a news release. "Our recent funding and rapid B2B growth validate our approach and enable us to further our mission." Read more.

Jon Nordby, managing partner at Anthropy Partners

Founders with a laser focus on a problem, showed remarkable advantage, says Houston expert Jon Nordby. Photo courtesy

In a new series of guest columna for InnovationMap, Jon Nordby is sharing his observations from years with working with founders.

"My top observation is that the success of founders often hinges on their focus on a specific problem, from the perspective of the problem holder (which is not always their customer) and particularly a problem set they care deeply about," he writes. "This focus is far more impactful than merely having a great idea. Founders with a laser focus on a problem, showed remarkable advantages."

Nordby is the managing partner at Anthropy Partners, a Houston-based investment firm, and professor of entrepreneurship at the University of Houston. Read more.

Scott Gale, executive director of Halliburton Labs, joins the Houston Innovators Podcast to share his call to action for Houston Energy and Climate Startup Week. Photo courtesy of Halliburton Labs

Houston innovator calls for collaboration from energy tech community

HOUSTON INNOVATORS PODCAST EPISODE 226

Scott Gale will be the first to admit that hosting a week of curated events targeted to a group of individuals within the tech and energy space isn't a novel idea — Climate Week NYC has been taking over Manhattan for over a decade. But Gale believes Houston deserves to have its own time to shine.

Earlier this month, Halliburton Labs, Rice Alliance, and Greentown Houston announced the inaugural Houston Energy and Climate Startup Week 2024 to take place in September, but Gale, executive director of Halliburton Labs, says he hopes this is just the beginning of Houston organizations coming together to collaborate on the initiative.

"I think we have a really awesome initial coalition. Whether your the fifth company or organization to raise its hand to do something that week or the 50th — it really doesn't matter," Gale says on the Houston Innovators Podcast. "It really is an open invitation — and I want to make that super clear."



Gale says that he's looked at some of the successful week-long events — like SXSW and others — and the key factors are calendar coordination and cross promotion. Now that Houston has the week set — September 9 to 13, 2024 — it's time for everyone to fill that week with a density of events anywhere around Houston to showcase the city's innovative energy community.

Those interested can learn more or submit their event information online.

The initiative falls in line with how Gale has led Halliburton Labs from its early days in 2020 to now with a focus on community. While the corporate world always needs eyes on its return on investment, supporting the innovation ecosystem has been a bit of a leap of faith – and it always will be.

"There's always this idea of having a line of sight to the outcomes (of your investment). And when you're interfacing with or investing in the startup community, you don't have the benefit of line of sight. A lot of the things that are being solved for are just too early stage. And that can be really hard for corporates to wrap their heads around," Gale says.

"One of the things that we got to was this idea that you can invest in the startup community, and you don't know where the returns will come from, but you know they will come," he continues.

The future energy system will be made up of countless new technologies that are actively being developed and scaled by climate and energy startups around the world. Photo via Getty Images

Amplifying startup success is key for the energy transition, Houston experts say

guest column

The global energy landscape is undergoing unprecedented challenges, influenced by post-pandemic work trends, geopolitical events like the Ukraine crisis, and the urgent need to reduce carbon emissions.

To achieve net-zero goals by 2050 and address climate change, a significant investment of $5 trillion by 2030 to USD $4.5 trillion by 2050 is required, necessitating a rapid transformation in traditional energy production, distribution, storage, and consumption methods.

High-tech energy and climate startups are pivotal for a robust economy, driving innovation, economic growth, and enhanced productivity. These startups foster healthy competition, attract crucial investments, and contribute significantly to job creation, outpacing larger companies in terms of employment generation. The U.S., a startup leader, generated over 3.7 million new jobs in 2022, showcasing the adaptability of startups to market trends. Globally, India, with the third-largest startup ecosystem, has contributed to the creation of860,000 jobs since the stand-up of Startup India, emphasizing the importance of nurturing startups for sustained economic dynamism and innovation.

The future energy system will be made up of countless new technologies that are actively being developed and scaled by climate and energy startups around the world. These founding teams require access to scaling resources to accelerate and amplify their impact. Human talent, financial investment, demonstration opportunities and physical facilities are scaling resources that often require significant time and capital to build from scratch. This inefficient resource deployment can be particularly pronounced for hard-tech entrepreneurs. Startup community participants are organized around providing entrepreneurs with the needed access to these resources.

"Our mission is to enable hydrogen adoption by solving the key challenges in hydrogen storage and transportation," says Ayrton CEO, Natasha Kostenuk. "With Halliburton's strategic engineering and manufacturing support, we can scale our technology, execute pilot demonstrations and accelerate towards commercialization."

Halliburton Labs, is highlighted for its diverse team and the support it provides to global entrepreneurs in sustainable ventures. The future energy system is envisioned to be composed of numerous new technologies developed and scaled by climate and energy startups worldwide. These startups require access to scaling resources mentioned above, where Halliburton Labs serves as a conduit between established practitioners and startup entrepreneurs, accelerating the latter's impact by providing access to these critical resources.

Infosys launched the Infosys Innovation Fund to invest in entrepreneurial ventures around the world. Their investment philosophy is geared toward supporting innovation and purposeful solutions that are relevant to the strategic priorities of their clients. This differentiates the Infosys Innovation Fund from most other venture capital institutions, in that they have a strong motivation to create long term value for the end users of the technology and to the companies building these solutions.

Infosys actively collaborates with emerging technology startups through its Infosys Innovation Fund. Employing a Desirability, Feasibility, Viability (DFV) framework, Infosys strategically selects startups and offers advantages such as market, financial and technical scale. The Infosys Innovation Fund stands out for its motivation to create long-term value for end users and the companies building innovative solutions. Infosys also operates an incubation center called ‘Infosys Center for Emerging Technology Solutions’ (iCETS), focusing on NextGen services and offerings through collaboration with clients, startup partnerships, university collaborations, and more.

Startups working with Infosys benefit from accessing the company's know-how, market knowledge, and strategic advisors from the consulting arm of business, Infosys Consulting, who are focused on creating business value through technology innovation. The combined expertise guides entrepreneurs from idea to qualification, proof-of-concept, prototype, minimum viable product (MVP), scale, and continuous discovery and delivery.

Open innovation and trusted partnerships in the energy transition era

In the energy transition era, open innovation and trusted partnerships are becoming essential components of amplifying success for startups. Collaborative cultures and trusted partnerships with companies like Infosys and Halliburton Labs are crucial for supporting and scaling startups in this rapidly evolving energy landscape. This shift towards ‘open innovation’ reflects a broader trend in the industry toward collaboration and shared expertise as key drivers for success to accelerate and achieve global energy transition aspirations.

___

Scott Gale is the executive director of Halliburton Labs. Jason Till is partner of Experience Transformation & Innovation at Infosys Consulting. Rima Thakkar is principal - Americas Energy Transition at Infosys Consulting. Laura Sacchi, Mandar Joshi, and Sonali Sakhare of Infosys Consulting contributed to this article.

This article originally ran on EnergyCapital.

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