Your brain is powered by 400 miles of blood vessels that provide nutrients, clear out waste products, and form a tight protective barrier the blood-brain barrier that controls which molecules can enter or exit. However, it has remained unclear how these brain vascular cells change between brain regions, or in Alzheimers disease, at single-cell resolution.
To address this challenge, a team of scientists from MITs Computer Science and Artificial Intelligence Laboratory (CSAIL), The Picower Institute for Learning and Memory, and The Broad Institute of MIT and Harvard recently unveiled a systematic molecular atlas of human brain vasculature and its changes in Alzheimers disease (AD) across six brain regions, in a paper published June 1 in Nature Neuroscience.
Alzheimer's disease is a leading cause of death, affects one in nine Americans over 65, and leads to debilitating and devastating cognitive decline. Impaired blood-brain barrier (BBB) function has long been associated with Alzheimers and other neurodegenerative diseases, such as Parkinson's and multiple sclerosis. However, the molecular and cellular underpinnings of BBB dysregulation remain ill-defined, particularly at single-cell resolution across multiple brain regions and many donors.
Navigating vascular complexity
Embarking deep into the complexities of our gray matter, the researchers created a molecular atlas of human brain vasculature across 428 donors, including 220 diagnosed with Alzheimer's and 208 controls. They characterized over 22,514 vascular cells from six different brain regions, measuring the expression of thousands of genes for each cell. The resulting datasets unveiled intriguing changes in gene expression across different brain regions, and stark contrasts between individuals afflicted with AD and those without.
Alzheimer's therapy development faces a significant hurdle brain alterations commence decades before cognitive signs make their debut, at which point it might already be too late to intervene effectively, comments MIT CSAIL principal investigator and electrical engineering and computer science (EECS) Professor Manolis Kellis. Our work charts the terrain of vascular changes, one of the earliest markers of Alzheimer's, across multiple brain regions, providing a map to guide biological and therapeutic investigations earlier in disease progression.
Kellis is the study's co-senior author, along with MIT Professor Li-Huei Tsai, director of the Picower Institute and the Picower Professor in the Department of Brain and Cognitive Sciences.
The little cells that could
The threads of our human brain vasculature, and every part of our brain and body, are composed of millions of cells, all sharing the same DNA code, but each expressing a different subset of genes, which define its functional roles and distinct cell type. Using the distinct gene expression signatures of different cerebrovascular cells, the researchers distinguished 11 types of vascular cells.
These included endothelial cells that line the interior surface of blood vessels and control which substances pass through the BBB, pericytes that wrap around small vessels and provide structural support and blood flow control, smooth muscle cells that form the middle layer of large vessels and whose contraction and relaxation regulates blood flow and pressure, fibroblasts that surround blood vessels and hold them in place, and they distinguished arteriole, venule, and capillary veins responsible for the different stages of blood oxygen exchange.
The abundance of these vascular cell types differed between brain regions, with neocortical regions showing more capillary endothelial cells and fewer fibroblasts than subcortical regions, highlighting the regional heterogeneity of the BBB.
Clues and suspects
Armed with these annotations, the next phase was studying how each of these cell types change in AD, revealing 2,676 genes whose expression levels change significantly. They found that capillary endothelial cells, responsible for transport, waste removal, and immune surveillance, showed the most changes in AD, including genes involved in clearance of amyloid beta, one of the pathological hallmarks of AD, providing insights on the potential mechanistic implications of vascular dysregulation on AD pathology.
Other dysregulated processes included immune function, glucose homeostasis, and extracellular matrix organization, which were all shared among multiple vascular cell types, and also cell-type-specific changes, including growth factor receptors in pericytes, and transporter and energy in endothelial cells, and cellular response to amyloid beta in smooth muscle cells. Regulation of insulin sensing and glucose homeostasis in particular suggested important connections between lipid transport and Alzheimers regulated by the vasculature and blood-brain-barrier cells, which could hold promise for new therapeutic clues.
Single-cell RNA sequencing provides an extraordinary microscope to peer into the intricate machinery of life, and see millions of RNA molecules bustling with activity within each cell, says Kellis, who is also a member of the Broad Institute. This level of detail was inconceivable just a few years ago, and the resulting insights can be transformative to comprehend and combat complex psychiatric and neurodegenerative disease."
Maestros of dysregulation
Genes do not act on a whim, and they do not act alone. Cellular processes are governed by a complex cast of regulators, or transcription factors, that dictate which groups of genes should be turned on or off in different conditions, and in different cell types. These regulators are responsible for interpreting our genome, the book of life, and turning it into the myriad of distinct cell types in our bodies and in our brains. These regulators might be responsible when something goes wrong, and they could also be critical in fixing things and restoring healthy cellular states.
With thousands of genes showing altered expression levels in Alzheimers disease, the researchers then sought to find the potential masterminds behind these changes. They asked if common regulatory control proteins target numerous altered genes, which may provide candidate therapeutic targets to restore the expression levels of large numbers of target genes. Indeed, they found several such master controllers, involved in regulating endothelial differentiation, inflammatory response, and epigenetic state, providing potential intervention points for drug targets against AD.
Cellular murmurings
Cells do not function in isolation; rather, they rely on communication with each other to coordinate biological processes. This intercellular communication is particularly complex within the cellular diversity of the brain, given the many factors involved in sensing, memory formation, knowledge integration, and consciousness. In particular, vascular cells have intricate interactions with neurons, microglia, and other brain cells, which take on heightened significance during pathological events, such as in Alzheimer's disease, where dysregulation of this cellular communication can contribute to the progression of the disease.
The researchers found that interactions from capillary endothelial cells to neurons, microglia, and astrocytes were highly increased in AD, while interactions in the reverse direction, from neurons and astrocytes to capillary endothelial cells, were decreased in AD. This asymmetry could provide important cues for potential interventions targeting the vasculature and specifically capillary endothelial cells, with ultimate broad positive impacts on the brain.
The dynamics of vascular cell interactions in AD provide an entry point for brain interventions and potential new therapies, says Na Sun, an EECS graduate student and MIT CSAIL affiliate and first author on the study. As the blood-brain barrier prevents many drugs from influencing the brain, perhaps we could instead manipulate the blood-brain barrier itself, and let it spread beneficiary signals to the rest of the brain. Our work provides a blueprint for cerebrovasculature interventions in Alzheimer's disease, by unraveling how cellular communication can mediate the impact of genetic variants in AD."
Going off script: genetic plot twists
Disease onset in our bodies (and in our brains) is shaped by a combination of genetic predispositions and environmental exposures. On the genetic level, most complex traits are shaped by hundreds of minuscule sequence alterations, known as single-nucleotide polymorphisms (or SNPs, pronounced snips), most of which act through subtle changes in gene expression levels.
No matter how subtle their effects might be, these genetic changes can reveal causal contributors to disease, which can greatly increase the chance of therapeutic success for genetically-supported target genes, compared to targets lacking genetic support.
To understand how genetic differences associated with Alzheimers might act in the vasculature, the researchers then sought to connect genes that showed altered expression in Alzheimers with genetic regions associated with increased Alzheimers risk through genetic studies of thousands of individuals. They linked the genetic variants (SNPs) to candidate target genes using three lines of evidence: physical proximity in the three-dimensional folded genome, genetic variants that affect gene expression, and correlated activity between distant regulatory regions and target genes that go on and off together between different conditions.
This resulted in not just one hit, but 125 genetic regions, where Alzheimers-associated genetic variants were linked to genes with disrupted expression patterns in Alzheimers disease, suggesting they might mediate these causal genetic effects, and thus may be good candidates for therapeutic targeting. Some of these predicted hits were direct, where the genetic variant acted directly on a nearby gene. Others were indirect, when the genetic variant instead affected the expression of a regulator, which then affected expression of its target genes. And yet others were predicted to be indirect through cell-cell communication networks.
ApoE4 and cognitive decline
While most genetic effects are subtle, both in Alzheimers and nearly all complex disorders, exceptions do exist. One such exception is FTO in obesity, that increases obesity risk by one standard deviation. Another one is apolipoprotein E (ApoE) in Alzheimers disease, where the E4 versus E3 allele increases risk more than 10-fold for carriers of two risk alleles those who inherited one unlucky copy from each parent.
With such a strong effect size, the researchers then asked if ApoE4 carriers showed specific changes in vascular cells that were not found in ApoE3 carriers. Indeed, they found abundance changes associated with the ApoE4 genotype, with capillary endothelial cells and pericytes showing extensive down-regulation of transport genes. This has important implications for potentially preventive treatments targeting transport in ApoE4 carriers, especially given the cholesterol transporter roles of ApoE, and the increasingly recognized role of lipid metabolism in Alzheimers disease.
"Unearthing these AD-differential genes gives us a glimpse into how they may be implicated in the deterioration or dysfunction of the brain's protective barrier in Alzheimer's patients, shedding light on the molecular and cellular roots of the disease's development," says Kellis. "They also open several avenues for therapeutic development, hinting at a future where these entry points might be harnessed for new Alzheimer's treatments targeting the blood-brain barrier directly. The possibility of slowing or even halting the disease's progression is truly exciting.
Translating these findings into viable therapeutics will be a journey of exploration, demanding rigorous preclinical and clinical trials. To bring these potential therapies to patients, the scientists need to understand how to target the discovered dysregulated genes safely and effectively, and determine whether modifying their activity can ameliorate or reverse AD symptoms, which requires extensive collaborations between medical doctors and engineers across both academia and industry.
This is a tour de force impressive case series, says Elizabeth Head, vice chair for pathology research and pathology professor at the University of California at Irvine, who was not involved in the research. A novel aspect of this study was also the methodological approach, which left the vasculature intact, as compared to previous work where blood vessel enrichment protocol was applied. Manolis Kellis and his colleagues show clear evidence of neurovascular unit dysregulation in AD and it is exciting to see known and novel pathways being identified that will accelerate discoveries at the protein level. Many DEGs associated with AD are linked to lipid/cholesterol metabolism, to AD genetic risk factors (including ApoE) and inflammation. The potential for the ApoE genotype in mediating cerebrovascular function will also lead to possible new mouse models that will capture the human phenotype more closely with respect to the vascular contributions to dementia in humans. The regional differences in DEGs are fascinating and will guide future neuropathology studies in the human brain and drive novel hypotheses.
"The predominant focus in AD research over the past 10 years has been on studying microglia, the resident macrophage-like cells of the brain, adds Ryan Corces, an assistant professor of neurology at the University of California at San Francisco who was also not involved in the work. While microglia certainly play a key role in disease pathogenesis, it has become increasingly clear through studies such as this one that vascular cells may also be critically involved in the disease. From blood-brain barrier leakage to an enhanced need for debris clearance, the vascular cells of the brain play an important part in this complex disease. This study, and others like it, have begun picking apart the underlying molecular changes that occur in vascular cells, showing which genes appear dysregulated and how those changes may interact to alter vascular cell functions. Together with the mounting evidence of vascular involvement in AD, this work provides an important foundation for guiding therapeutic interventions against blood-brain barrier dysfunction in AD, especially during the preclinical or prodromal stages of the disease, where the blood-brain barrier may be playing a central role.
Sun, Kellis, and Tsai wrote the paper alongside Leyla Anne Akay, Mitchell H. Murdock, Yongjin Park, Fabiola Galiana-Melendez, Adele Bubnys, Kyriaki Galani, Hansruedi Mathys, Xueqiao Jiang, and Ayesha P. Ng of MIT and David A. Bennett of the Rush Alzheimers Disease Center in Chicago. This work was supported, in part, by National Institutes of Health grants, the Cure Alzheimers Foundation CIRCUITS consortium, the JPB Foundation, Robert A. and Renee Belfer, and a Takeda Fellowship from the Takeda Pharmaceutical Company.
Visit link:
Atlas of human brain blood vessels highlights changes in ... - MIT News
- University of California expands list of courses that meet math requirement for admission - EdSource [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Bombshell Betty Race car to be Reengineered and Restored By UVU Students to honor the Legacy of its Owner - GlobeNewswire [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Phyllis Coleman Mouton to receive Trailblazer Award at Women Who Mean Business ceremony - The Advocate [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Fairfield University Partners with Pulse Secure on New Cybersecurity Lab to Prepare the Next Generation of Information Security Professionals -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Global Cloud Identity and Access Management(IAM) Market Segmentation By Top Key Players- IBM Microsoft Oracle Computer Science CA Okta NetIQ Sailpoint... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Stanford supports alliance of universities in diversifying STEM postdocs - The Stanford Daily [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- N.C. A&T Welcomes New and Newly-Appointed Administrators and Faculty - Yes! Weekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Calvin Students Place In Top 10% Of Worldwide Programming Competition - News - Calvin News [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Multiple tenure-track positions in Computer Science & Engineering job with University of Minnesota-Twin Cities Computer Science & Engineering... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- New smartwatch app alerts deaf and hard-of-hearing users to common home-related sounds - National Science Foundation [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- MTRAC Innovation Hub for Advanced Computing awards $270000 to Wayne State University artificial intelligence projects - The South End [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- New study outlines steps higher education should take to prepare a new quantum workforce | College of Science | RIT - RIT University News Services [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Carleton Hosts Herzberg Lecture on Increasing Diversity in Computer Science with Maria Klawe - Carleton Newsroom [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Baylor University Invites Application for McCollum Endowed Chair of Data Science - Analytics Insight [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- CHEN | Put Computer Science in the Common Core - Cornell University The Cornell Daily Sun [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- GCVI's Tremain running to the NCAA on scholarship - GuelphToday [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Faculty, alumni, other members of U of T community named to Order of Canada - News@UofT [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Why 4-year colleges are tapping Amazon to help deliver cloud computing degrees - Education Dive [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Army Teams With Howard University on AI Center MeriTalk - MeriTalk [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- McGrath one of 10 women to earn STEM scholarship - The Riverdale Press [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- This learning platform is proving adults can benefit greatly from learning math and science - iMore [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Artificial Intelligence Is Now Smart Enough to Know When It Can't Be Trusted - ScienceAlert [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Students and schools in the news - Blue Springs Examiner [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Missouri S&T News and Events Missouri S&T faculty honored for outstanding teaching - Missouri S&T News and Research [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- HCCC Offers Opportunities for Adjunct Faculty and Instructors at Virtual Job Fair - The Hudson Reporter [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- 4-H ignites a passion for science and technology in Minnesota youth - Southernminn.com [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- MIT's New Center to Advance Predictive Simulation Research Will Focus on Exascale Simulation of Materials in Hypersonic Flow Environments -... [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Computer scientist James Allen named AAAS fellow - University of Rochester [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Center to advance predictive simulation research established at MIT Schwarzman College of Computing - MIT News [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Setting the pace in computer science education | Opinion - Paragould Daily Press [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Mohammed VI University in Benguerir Launches School of Computer Science - Morocco World News [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Asa Hutchinson: Setting the pace in computer science education - Searcy Daily Citizen [Last Updated On: November 28th, 2020] [Originally Added On: November 28th, 2020]
- Former FX tech person points out the racist trajectory of skin and hair CGI - Boing Boing [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- AI is not yet perfect, but it's on the rise and getting better with computer vision - TechRepublic [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Philosophy Threatened at University of Evansville - Daily Nous [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Two Maryland Teachers Receive National Honors in Math, Science Education - maryland.gov [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Special Scientist Research, Department of Computer Science job with UNIVERSITY OF CYPRUS | 238208 - Times Higher Education (THE) [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Computer science jobs pay well and are growing fast. Why are they out of reach for so many of America's students? - The Conversation US [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Computer science grad finds success and a new academic family in cybersecurity - ASU Now [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- What is Computer Science? in the US - International Student [Last Updated On: December 11th, 2020] [Originally Added On: December 11th, 2020]
- Accurate Neural Network Computer Vision Without The 'Black Box' - Duke Today [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Crick Named Mathematical Sciences Distinguished Alumnus Of The Year - The Chattanoogan [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Nadya's Hot Chocolate Bombs: yummy for the tummy - theday.com [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Trouble hearing in a crowded room? New 'cone of silence' could help - Science Magazine [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- James Fujimoto wins the Visionary Prize from the Greenberg Prize to End Blindness - MIT News [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- To the brain, reading computer code is not the same as reading language - MIT News [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- U of Texas will stop using controversial algorithm to evaluate Ph.D. applicants - Inside Higher Ed [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Gift from Ann S. Bowers '59 creates new college of computing and information science | Cornell Chronicle - Cornell Chronicle [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- NYS Board of Regents adopts first-ever learning standards for computer science and digital fluency - RochesterFirst [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Computer science prof Townsend recognized for educational contributions - DePauw University [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Missouri S&T News and Events New faculty in computer science - Missouri S&T News and Research [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- Retired UW computer science professor embroiled in Twitter spat over AI ethics and cancel culture - GeekWire [Last Updated On: December 19th, 2020] [Originally Added On: December 19th, 2020]
- How UC fought COVID-19 in 2020 - University of California [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Search committee appointed for dean of Princeton's School of Public and International Affairs - Princeton University [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- How Yale economists are informing India's COVID-19 response - Yale News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Top MIT research stories of 2020 - MIT News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- St. Albans City School kids were 'on the case' for Computer Science Week. What mystery did they solve? - St. Albans Messenger [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Cobb Schools receives grant for computer science teacher training - The Catoosa County News [Last Updated On: December 23rd, 2020] [Originally Added On: December 23rd, 2020]
- Scholarship honors the legacy of Terry Arthur's dedication to students - Augusta Free Press [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- This tool helps predict which COVID patients will need hospitalization and which can be sent home - Press-Enterprise [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- Students express concerns over teaching appointment of Jason Mars - The Michigan Daily [Last Updated On: December 24th, 2020] [Originally Added On: December 24th, 2020]
- Prince Mohammad Bin Fahd University hosted the International Conference on Computing, Mobility, and Manufacturing (CMM 2020) - PRNewswire [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- These Are the College Majors That Pay Off the Most - 24/7 Wall St. [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- He Was Going to Close the Family Diner. Then He Got a Sign. - The New York Times [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Members of Several Well-Known Hate Groups Identified at Capitol Riot - FRONTLINE [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Carver Community Center to offer free pampers to mothers, free coding classes for youth - Marshall News Messenger [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- MIT's College of Computing building takes shape as Alexandria and BioMed make moves in Boston - Cambridge Day [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Bylaws of the Department of Computer Science and Engineering - Nevada Today [Last Updated On: January 10th, 2021] [Originally Added On: January 10th, 2021]
- Student-run HPAIR conference goes virtual this year - Harvard Gazette [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- JUST IN: Computer scientists in breakthrough - The Herald [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Optimizing Traffic Signals To Reduce Intersection Wait Times - Texas A&M University Today [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- STEM Majors: Interested in a 1-Credit Course About Teaching Math, Science or Computer Science? - University of Arkansas Newswire [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Stanford AI scholar Fei-Fei Li writes about humility in tech - Fast Company [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Professor in Computer Science - The Voice Online [Last Updated On: January 16th, 2021] [Originally Added On: January 16th, 2021]
- Expansion project to grow computer science learning, research at Algoma University - Northern Ontario Business [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Teacher of Year finalist expanding Walden Grove computer science program - KGUN [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Here's why you should get a master's in computer science - Study International News [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Two UWF teams place in top 5 in national artificial intelligence competition - University of West Florida Newsroom - UWF Newsroom [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]
- WNMU Board of Regents Virtually Sits Down With Legislators, Governor - WNMU News [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]
- Department name change signals broad impact on computer and information technologies - Princeton University [Last Updated On: February 5th, 2021] [Originally Added On: February 5th, 2021]