This week's roundup of Houston innovators includes Phillip Yates of Equiliberty, Meagan Pitcher of Bairitone Health, and Moody Heard of Builtforce. Photos courtesy

Editor's note: InnovationMap regularly introduces its readers to a handful of Houston innovators recently making headlines with news of innovative technology, investment activity, and more. Our first January batch includes three innovators across social impact, health care, and more.

Phillip Yates, CEO of Equiliberty

Phillip Yates joins the Houston Innovators Podcast to share why 2025 is the year of launch for Equiliberty. Photo courtesy of Equiliberty

For Phillip Yates, this year will be the year of launch. The attorney-turned-entrepreneur has been working on his fintech platform, Equiliberty, for years now, but come the first half of 2025, it's go time.

"We're going to release our technology in Q2 of this year, and we're looking to commercialize it by the end of this year," Yates says on the Houston Innovators Podcast.

The platform connects users with resources to build wealth. Yates, along with his co-founders, Rachel Howard and Cody Bailey, created the company with the mindset that people with lower financial means can take control of their own financial success — in a way that doesn't take away from anyone else. Continue reading.

Meagan Pitcher, co-founder and CEO of Bairitone Health

Meagan Pitcher, co-founder and CEO of Bairitone Health, joins the Houston Innovators Podcast. Photo courtesy of Bairitone

There's a slew of treatment options for people living with sleep apnea. But, the bigger problem, as Meagan Pitcher realized during her time at the Texas Medical Center's Biodesign program, is that there's no easy way to reliably diagnose and determine a treatment plan for patients.

"We saw all of the companies trying to solve the problem of making the airway collapse less or make the air way wider — it might be surgery, might be medication, or nerve stimulation," Pitcher says on the Houston Innovators Podcast. "One of the things we found was that it was really hard to match a patient with sleep apnea with a good treatment for them. One of the reasons is it's hard to get an understanding of where the individual's site of collapse is as sleep medicine is currently practiced."

As Pitcher went through the TMC Biodesign program, she teamed up with her co-founders — CTO Onur Kilicand and CMO Britt Cross — to find a solution, and together they developed Bairitone Health. The company's technology provides at-home medical imaging using sonar sensing. The non-invasive device has the potential to replace the current standard of care, which is a surgical procedure. Continue reading.

Moody Heard, CEO of BuildForce

Houston-based Buildforce is developing a technology to better connect contractors and the trade professionals they employ. Photo courtesy of Buildforce

Houston-based Buildforce announced it has acquired Ladder, which is a Y Combinator-backed, technology-enabled construction labor marketplace.

The acquisition is part of Buildforce’s expansion plans into the southeastern U.S. and during a time of increased demand for skilled construction talent. Buildforce will work to leverage the Ladder customer base of over 200 customers across six states, as well as its extensive electrician network of over 10,000 pre-screened electricians, which is the largest in the Southeast.

“There are two major problems plaguing the construction labor market,” Moody Heard, co-founder and CEO of Buildforce, says in a news release. “One, the project-based nature of construction work means tradesmen are constantly ‘working themselves out of a job’, meaning high employee turnover. And two, the industry is experiencing a secular decline in the supply of tradesmen relative to surging demand.” Continue reading.

Phillip Yates joins the Houston Innovators Podcast to share why 2025 is the year of launch for Equiliberty. Photo courtesy of Equiliberty

Houston innovator's new platform empowers wealth building for underserved communities

houston innovators podcast episode 269

For Phillip Yates, this year will be the year of launch. The attorney-turned-entrepreneur has been working on his fintech platform, Equiliberty, for years now, but come the first half of 2025, it's go time.

"We're going to release our technology in Q2 of this year, and we're looking to commercialize it by the end of this year," Yates says on the Houston Innovators Podcast.



The platform connects users with resources to build wealth. Yates, along with his co-founders, Rachel Howard and Cody Bailey, created the company with the mindset that people with lower financial means can take control of their own financial success — in a way that doesn't take away from anyone else.

"Really, (this year is) about how can we move into other markets that have seen what we can do if you celebrate culture, celebrate community, celebrate our differences — and more importantly give opportunities to be wealth builders. You can do this without taking from anyone else."

For years, Equiliberty has worked on convening the community in Houston. Yates, who's also the chairman of social impact innovation organization Impact Hub Houston, spearheaded Black Entrepreneurs Week and Latin Entrepreneurs Week — with more in the works.

"We are a fintech platform, and by convening the ecosystem, we are able to use data to tell the story to those financial institutions that want to get in front of their customers," he says. "All of these are bridges for those who may be unseen and overlooked to have a way into the economy ... and to have access to capital and resources they need to build wealth."

Yates shares on the show how he's evolved his legal career as a corporate and bankruptcy lawyer to entrepreneurship. Last fall, Yates won the award for Ecosystem Builder at the Houston Innovation Awards, an achievement he says validates his career to date.

"You can be a good doer in the world and have a heart that wants to solve a problem, but if you don't have the true experience or the resources to be able to invest in someone, I'm not saying you will be a disservice, but it might be counterintuitive," he says. "Through my experience as a lawyer, it's allowed me to be a greater service."

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

2024 Houston Innovation Awards winners named at annual event

drum roll, please...

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.

Clockwise from top left: Jesse Martinez, Adrianne Stone, Phillip Yates, Carlos Estrada, Atul Varadhachary, and Juliana Garaizar. Photos courtesy

Top innovation leaders talk Houston's strengths, weaknesses

finalists weigh in

The six finalists in this year's Ecosystem Builder category for the Houston Innovation Awards shared many reasons why Houston has been a great place for them to launch their startups.

Still, they've seen first-hand how Houston can grow and change to better support founders like themselves. We asked each to share their thoughts on the strengths and weaknesses of the local innovation ecosystem and about the roles they're playing in the scene's evolution. Scroll down to see what each finalist had to say.

Secure your tickets to the November 14 event.


What are the strengths of the Houston innovation ecosystem?

Adrianne Stone, founder of Bayou City Startups: "Outside of our obvious advantages in health care, energy and space technology I would say that our biggest strength is in the diversity of our community. Everyone brings such unique perspectives, experiences, and ideas to the table that it allows Houston to truly think outside of the box when we leverage that superpower."

Atul Varadhachary, managing partner at Fannin Innovation Studio: "The city benefits from its strategic location as a hub for various industries, including energy, aerospace and health care/biotechnology. This diversity of sectors fosters cross-pollination of ideas and expertise, promoting innovation in multiple fields. In the biotechnology field, the Texas Medical Center in Houston, is a major driver of intellectual capital and contributes to a highly skilled workforce. This potential has not been fully leveraged as yet, but I have seen and contributed to much progress over the last three decades."

Carlos Estrada, growth partner at First Bight Ventures and head of venture acceleration at BioWell: "Houston’s strengths lie in its diverse industries, from energy to health care to bioindustrial manufacturing and its academic institutions which nurture talent and innovation. A new wave of startup organizations also provides startups and SMBs with mentorship, funding opportunities, and critical networking connections. This combination of industry diversity, academic excellence and supportive organizations creates an ideal environment for startups to grow."

Jesse Martinez, founder and CEO of invincible: "The Houston innovation ecosystem continues evolving as it naturally pivots and iterates like a startup. We have a number of existing and new stakeholders who deeply care about Houston, as we all work together to make it a global tech hub destination. Through our SDOs, TMC, Houston Methodist, Helix Park, The Ion, NASA, our universities, and startup community leaders, it's all about us helping to connect the dots for our entrepreneurs so they may grow and thrive in Houston."

Juliana Garaizar, founding partner of Energy Tech Nexus: "Houston has the talent, the corporations and the great intersection of industries were innovations happen: energy, medical and space. Houston knows how to do hard things. We are doers, and we know how to build on our key strengths and are resilient when things don't go according to plan. Our geographic situation and our port make us a global hub and the most diverse city in the U.S."

Phillip Yates, CEO of Equiliberty Inc.: "I believe Houston's innovative ecosystem's greatest strengths reside in its diverse group of citizens and our healthy local economy, which includes the energy sector, medical, and aerospace industries."

What are the weaknesses of the Houston innovation ecosystem? Are you helping to make improvements to these weaker aspects of the community and, if so, how?

Stone: "The first thing that comes to mind is a lack of early stage funding for startups, especially for those with founders from underserved backgrounds. And the second thing is the sheer size of our geographic distribution makes it hard for folks to connect and those kismet collisions to occur. I'm working to improve this by inviting investors to our events, networking more broadly outside of the region and inviting folks to come back to visit, and by hosting a predictable recurring meetup every month so folks can get plugged into the broader ecosystem."

Varadhachary: "In the life sciences space, where I primarily play, our biggest challenge is that the early-stage drug development process is complex and requires direct product development experience. At Fannin, I have helped address this challenge by creating one of the largest talent development programs in the U.S., boasting over 350 alumni. I am especially proud of our alumni diversity — about half are women and most are BIPOC. Fannin draws from local institutions and major institutions across the country. Half of our alumni remain in Houston, many of whom, alongside students I’ve taught, have gone on to join or found startups. Other Fannin alumni have joined major companies around the U.S. and have often come back to help support our local ecosystem."

Estrada: "Houston’s biggest challenge is limited early-stage venture capital. To address this, I organized pitch events at WeWork Labs to attract outside investors and guided startups on how to raise funds while keeping their headquarters in Houston. Furthermore at Rice University’s Liu Idea Lab and Rice Alliance, supporting commercialization was key to launching more local scientist-entrepreneur-led startups. Through First Bight Ventures, I also support local startups like Via Fuels and attract outside startups to scale their manufacturing operations in Houston, further growing the ecosystem."

Martinez: "The current weaknesses of our current Houston innovation ecosystem is two-fold: We need true early stage capital (pre-seed and seed) to support our founders. We also need more incubators and accelerators across the Houston area to support our geographically disbursed founders and founders-to-be in The Woodlands, Katy, and Sugar Land, along with more in central Houston. At invincible, we are committed to helping support and champion our Houston-area innovation community by launching a Mom Tech Incubator (HERA), an early-stage fund, and an industry-specific venture studio. Long term, we will need a growth-stage fund to better support our local startups and those expanding here for strategic reasons."

Garaizar: "Although Houston has a lot of later stage capital, access to early stage capital is a weakness that we are trying to overcome with capital activation, formation and innovation finance. Although Houston is the most diverse city in the U.S. it is not the most inclusive and equitable, that is why I studied the gender gap in investing and launched initiatives like Portfolia or the Houston Equitable Energy Transition Initiative and I am part of the City of Houston's Women Commission."

Yates: "Houston has a problem with economic disparities, including income inequality, poverty, and lack of access to resources. These economic indicators create real barriers for some individuals to have meaningful access to the Houston innovative ecosystem.Through my work with Equiliberty and other non-profits, I have provided my time and resources to help build a more equitable ecosystem. Through the work I am doing with Equiliberty, Houston Area Urban League, Impact Hub and others, I believe we're making improvements to ensure that any person with a dream of changing the world can do it right here in Houston, Texas. We are all working towards the day when their ZIP code, education background or financial status will not be a determining factor."

This week's roundup of Houston innovators includes Phillip Yates of Equiliberty, Chris Quintanilla, of Mexcor International, and David Hudson of Circulus. Courtesy photos

3 Houston innovators to know this week

who's who

Editor's note: In this week's roundup of Houston innovators to know, I'm introducing you to three local innovators across industries — from diversity and inclusion tech to sustainable plastics — recently making headlines in Houston innovation.

Phillip Yates, founder of Equiliberty

Phillip Yates joins the Houston Innovators Podcast to discuss two initiatives he's launching to support diverse founders in Houston. Photo courtesy of Equiliberty

Houston is currently celebrating its first Black Entrepreneurship Week, thanks to local entrepreneur and lawyer, Phillip Yates, who founded Equiliberty — a tech company focused on connecting and supporting entrepreneurs of color.

BEW has put on several opportunities — from the Black Market, which will allow people to shop local Black merchants, to a special Giving Tuesday event to support Black-focused nonprofits in Houston. Specifically, Yates wants to target a multi-generational crowd — that's what's goring to drive lasting changes.

"When you have a wealth initiative, you can't just talk to the parents or the youth — you're still going to have a missing link there," Yates says on last week's episode of the Houston Innovators Podcast, explaining the week's wealth challenge that will reinforce this idea. Click here to read more.

Chris Quintanilla, chief sales officer at Mexcor International

This Houston company created its own in-house tech infrastructure — led by Chris Quintanilla — to stay competitive within the alcohol distribution industry. Photo courtesy of Mexcor International

When Chris Quintanilla wasn't happy with his company's software, he built it himself. Mexcor International is a Houston-based importer and distributor of wine, spirits, and other types of alcohol. On his own, Quintanilla has developed 46 dashboards that supply details about things such as wine and beer inventory, contacts for account managers, product catalogs, and key performance indicators (KPIs) for the sales team.

Quintanilla says in-house creation of this system aligns with Mexcor International's culture of "wearing multiple hats" to move the business forward, demanding in-house innovation on the tech front.

"If you want to see something happen, you have to grab the bull by the horns and do it yourself," he says. "We are a medium-sized company. We just hired a true IT person in the last two or three years. We don't have million-dollar budgets for big IT departments. We kind of figure it out as we go." Click here to read more.

David Hudson, founder and CEO of Circulus

Houston-based Circulus, which just received a $100 million credit facility, focuses on innovative plastics recycling. Photo via circulus.com

Circulus Holdings secured a $100 million credit facility from Riverstone Credit Partners, which has an office in Houston. This "green" loan is aimed at supporting environmental sustainability.

David Hudson, founder and CEO of Circulus, says in a news release that the credit facility "enables Circulus to rapidly develop a broad network of facilities and further the company's commitment to sustainable manufacturing. We look forward to supporting green-based jobs and preserving our environment for future generations."

Circulus, a portfolio company of Houston-based private equity firm Ara Partners, recently opened its first plastics recycling facility. The 110,000-square-foot plant is in Riverbank, California, near Modesto. It employs 45 people. So far, other Circulus plants, each of which will be larger than the California facility, are planned for Alabama, Oklahoma, the Midwest, and the Northeast. Click here to read more.

Phillip Yates joins the Houston Innovators Podcast to discuss two initiatives he's launching to support diverse founders in Houston. Photo courtesy of Equiliberty

Houston entrepreneur launches diversity-focused fund, programming to address inequality in tech

HOUSTON INNOVATORS PODCAST EPISODE 111

Phillip Yates is juggling a lot. The Houston lawyer started Equiliberty, a technology company that's part financial resource and part social network, to help diverse communities create lasting wealth. Now, he's also launching Diversity Fund Houston — a $3 million initiative to support diverse tech founders — ahead of the inaugural Black Entrepreneurship Week, which Yates is hosting in Houston starting Saturday, November 27.

While it is a handful, all three initiatives align with Yates's goal to move the needle on improving equity when it comes to access to capital, finding a community, and creating institutional change. Just like most Black professional, he's faced his share of challenges — but he's persevered thanks to his mentors, family, and supportive network.

"Everytime I failed, there was somebody there that made sure I stayed on track," Yates shares on the Houston Innovators Podcast.

Now Yates, across his efforts, wants to help create this same type of support for others. Equaliberty connects users to a hyper-local network and mentor, as well as relationships to financial institutions and key resources.

"We're doing two things — we're creating a new asset class for banks and financial institutions, but then also we're building a group of wealth creators in the community who will take ownership in the geographical region they live in, which isn't happening," Yates says. "We throw the word 'gentrification' around, but we never attack it at the root problem, and a lot of times it's ownership."

Ultimately, Yates says he wants to help to move the needle on eliminating poverty in the United States — it's not going to happen overnight or with him alone. One huge step toward this goal is raising awareness of the issues, and that's what he hopes to do with Black Entrepreneurship Week.

BEW will feature several opportunities — from the Black Market, which will allow people to shop local Black merchants, to a special Giving Tuesday event to support Black-focused nonprofits in Houston. Specifically, Yates wants to target a multi-generational crowd — that's what's goring to drive lasting changes.

"When you have a wealth initiative, you can't just talk to the parents or the youth — you're still going to have a missing link there," Yates says on the show, explaining the week's wealth challenge that will reinforce this idea.

Access to wealth is a key focus for Yates, who announced the launch of Diversity Fund Houston this week co-founded by emerging fund managers Tiffany Williams, Kiley Summers, and Yates and in partnership with Bank of America, Houston Area Urban League, Hello Alice, Impact Hub Houston, Equiliberty, DivInc., and Prairie View A&M University.

The fund will target early-stage companies founded by diverse entrepreneurs — tapping into an underserved community, not just because it's the right thing to do but because there are real opportunities. And now is the time to make these changes, Yates says.

"The Black American community is at a point where millennials are coming into their own," Yates says explaining how he's at the opportune point in his life. "I'm stable enough and still young enough where I can make these contributions — and the same thing with my co-founders. ... Time is of the essence for our community."

Yates shares more on what to expect at BEW and with the new fund on the podcast. Listen to the full interview below — or wherever you stream your podcasts — and subscribe for weekly episodes.


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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.