BullFrog AI and Lieber Institute for Brain Development Collaboration Identifies Novel Drug Targets for Neuropsychiatric Disorders
BullFrog AI and the Lieber Institute for Brain Development (LIBD) announced significant progress in their collaboration to identify novel drug targets for neuropsychiatric disorders. Using AI and machine learning, they have discovered patient subgroups within conditions like major depression, schizophrenia, and bipolar disorder. This approach led to identifying key genes that present new potential drug targets. BullFrog AI is applying Causal AI to validate these targets, aiming to develop targeted treatments for psychiatric disorders. The collaboration has also started engagements with pharmaceutical companies for strategic partnerships.
- Identification of novel drug targets for multiple neuropsychiatric conditions, including major depression, schizophrenia, and bipolar disorder.
- Successful clustering of patients by expression levels of gene isoforms across multiple brain regions.
- Unprecedented insights into the biology of neuropsychiatric disorders through the identification of dozens of patient clusters.
- Potential for more precise treatment of psychiatric disorders.
- Application of Causal AI for prioritizing and validating therapeutic targets.
- Engagements with pharmaceutical companies for strategic partnerships.
- Three-year exclusive access to LIBD's comprehensive brain data.
- Potential to commercialize products or services derived from the collaboration.
- No immediate revenue or profit from the collaboration is mentioned, indicating potential long-term financial uncertainty.
- The success of the identified drug targets depends on further validation and clinical trials, which could face delays or failures.
- Exclusive access to LIBD's data is to three years, potentially restricting long-term benefits.
Insights
BullFrog AI's collaboration with the Lieber Institute for Brain Development (LIBD) demonstrates a significant advancement in the field of neuropsychiatric research. From a financial perspective, the identification of novel drug targets for major depression, schizophrenia and bipolar disorder indicates potential new revenue streams for BullFrog AI. The engagement with pharmaceutical companies to secure strategic partnerships could translate into
Investors should consider the long-term financial benefits of these partnerships, as successful drug development and commercialization could lead to significant revenue inflows. However, it is essential to note that the drug development process is inherently risky and lengthy, often requiring extensive clinical trials and regulatory approvals before any financial returns are realized. Hence, while the news is promising, it should be balanced with an understanding of the industry's timelines and risks.
Overall, this collaboration could enhance BullFrog AI's financial stability and growth prospects, particularly if they can capitalize on their AI-driven platform's capabilities to secure lucrative partnerships.
The use of ensemble machine learning, generative AI and graph analytics by BullFrog AI to identify novel drug targets for neuropsychiatric disorders is a remarkable achievement. This approach allows for a more precise treatment of these conditions by identifying biological subtypes within disorders. This precision could lead to the development of more effective and personalized therapeutics, which represent a significant advancement over the current one-size-fits-all treatment paradigms.
Causal AI's application to prioritize genes for wet lab validation is a critical step in confirming the therapeutic potential of the identified targets. This could expedite the transition from discovery to practical application, potentially reducing the time and costs associated with developing new drugs. Moreover, the partnership with LIBD provides BullFrog AI with access to extensive brain data, enhancing the robustness and reliability of their findings.
This collaboration could set a new standard in neuropsychiatric research, potentially leading to improved patient outcomes and a better understanding of these complex disorders.
GAITHERSBURG, Md., May 16, 2024 (GLOBE NEWSWIRE) -- BullFrog AI Holdings, Inc. (NASDAQ: BFRG; BFRGW) ("BullFrog AI" or the "Company"), a technology-enabled drug discovery company using artificial intelligence (AI) and machine learning to enable the successful discovery and development of pharmaceuticals and biologics, today announced significant advancements in its collaboration with the Lieber Institute for Brain Development (LIBD), including the identification of potential drug targets for multiple neuropsychiatric conditions.
BullFrog AI and LIBD have made remarkable progress in identifying novel subgroups between and within neuropsychiatric disorders, including major depression, schizophrenia, and bipolar disorder. Utilizing a combination of ensemble machine learning, generative AI, and graph analytics, the team has successfully clustered patients by expression levels of gene isoforms across multiple brain regions. This innovative approach led to the identification of dozens of clusters of patients, each exhibiting differential enrichment of neuropsychiatric conditions, providing unprecedented insights into the biology of these disorders. These biological subtypes could ultimately lead to targeted therapeutics for a more precise treatment of psychiatric disorders.
For each identified cluster, key genes have been pinpointed that explain cluster membership. These genes present new potential drug targets by revealing unique molecular mechanisms and pathways associated with each cluster. To prioritize these genes for wet lab validation, BullFrog AI is now applying Causal AI, a crucial step for confirming the therapeutic potential of the identified targets.
“This collaboration continues to yield transformative insights into the biological underpinnings of neuropsychiatric disorders,” said Vin Singh, CEO of BullFrog AI. “The identification of these novel subgroups and key genes is a testament to the power of AI in advancing precision medicine. Importantly, our proprietary bfLEAP™ platform, combined with LIBD’s unparalleled brain data, is paving the way for the development of targeted and effective treatments, and we have initiated engagement with pharmaceutical companies with an objective of securing multiple strategic partnerships in the coming quarters.”
Daniel R. Weinberger, M.D., Director and CEO of LIBD, added, “Our partnership with BullFrog AI has unlocked new pathways for understanding the complexities of brain disorders. These findings not only advance our scientific knowledge but also open new avenues for developing targeted therapies that can improve patient outcomes. We are excited about the potential impact this collaboration holds for the future of neuropsychiatric treatments.”
The collaboration between BullFrog AI and LIBD, announced in September 2023, leverages the bfLEAP™ platform to mine LIBD’s comprehensive brain data. This data includes transcriptomic, genomic, DNA methylation, cell-line, clinical, and imaging data from over 2,800 brain samples. Early results announced in January 2024 highlighted the ability to stratify brain expression data, revealing biological subtypes within psychiatric disorders.
The potential for new treatments for psychiatric disorders is vast and underserved. With increasing global awareness and demand for mental health solutions, this breakthrough presents a potential paradigm shift in treatment approaches. By identifying possible biological subtypes within disorders, BullFrog AI and LIBD are not only advancing scientific understanding, but also opening doors to novel therapeutic pathways and personalized treatment strategies.
The three-year agreement between the organizations granted BullFrog AI a period of exclusive access to LIBD’s brain data with the potential to commercialize products or services derived from the collaboration. The partnership represents a unique synergy between AI-driven analyses and world-class neuropsychiatric research data, setting a new standard in the pursuit of effective treatments for brain disorders.
About the Lieber Institute for Brain Development (LIBD)
The mission of the Lieber Institute for Brain Development and the Maltz Research Laboratories is to translate the understanding of basic genetic and molecular mechanisms of schizophrenia and related developmental brain disorders into clinical advances that change the lives of affected individuals. LIBD is an independent, not-for-profit 501(c)(3) organization and a Maryland tax-exempt medical research institute. The Lieber Institute’s brain repository of more than 4,000 human brains is the largest collection of postmortem brains for the study of neuropsychiatric disorders in the world.
About BullFrog AI
BullFrog AI is a technology-enabled drug development company using Artificial Intelligence and machine learning to enable the successful development of pharmaceuticals and biologics. Through its collaborations with leading research institutions, BullFrog AI is at the forefront of AI-driven drug development using its proprietary bfLEAP™ artificial intelligence platform to create and analyze networks of biological, clinical, and real-world data spanning from early discovery to late-stage clinical trials. BullFrog AI is deploying bfLEAP™ for use at several critical stages of development with the intention of streamlining data analytics in therapeutics development, decreasing the overall development costs by decreasing failure rates for new therapeutics.
For more information visit BullFrog AI at:
Website: https://bullfrogai.com
LinkedIn: https://www.linkedin.com/company/bullfrogai/
Safe Harbor Statement
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SOURCE: BullFrog AI Holdings, Inc.
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