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BullFrog AI Publishes Whitepaper on AI in Bioinformatics: Turning Complex Data into Actionable Insights

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BullFrog AI (NASDAQ: BFRG) published a whitepaper on Nov 18, 2025 titled “AI in Bioinformatics: Turning Complex Data into Actionable Insights with BullFrog Data Networks.”

The paper describes how bfLEAP and BullFrog Data Networks address three bioinformatics pitfalls: the compositional data trap, misleading feature importance, and generative AI overreach. It highlights causal inference and probabilistic validation to generate reproducible insights across genomics, transcriptomics, proteomics, and clinical data for target ID, biomarker discovery, and patient stratification.

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New publication details how BullFrog Data Networks® and bfLEAP® technology address fundamental AI challenges in drug discovery and development

GAITHERSBURG, Md., Nov. 18, 2025 (GLOBE NEWSWIRE) -- BullFrog AI Holdings, Inc. (NASDAQ: BFRG; BFRGW) ("BullFrog AI" or the "Company"), a technology-enabled drug development company using artificial intelligence (“AI”) and machine learning to enable the successful development of pharmaceuticals and biologics, today announced the publication of a new whitepaper titled “AI in Bioinformatics: Turning Complex Data into Actionable Insights with BullFrog Data Networks®.”

“The life sciences industry has reached an inflection point,” said Vin Singh, CEO of BullFrog AI. “Data abundance is no longer the issue—interpretation is. Our technology is designed to cut through the noise, delivering clarity where other AI tools struggle. This whitepaper shows exactly how we’re doing that with BullFrog Data Networks® and bfLEAP®, helping pharmaceutical partners move from data overload to data advantage. For investors, it underscores our growing leadership in the application of causal AI and bioinformatics, two of the most critical frontiers for value creation in drug development.”

Addressing the Bioinformatics Bottleneck

The whitepaper identifies three major pitfalls in modern bioinformatics: the compositional data trap, the mirage of feature importance, and the overreach of generative AI. Each contributes to the high failure rate in clinical development and the waste of billions in R&D investments annually.

BullFrog AI’s bfLEAP® platform overcomes these challenges through causal inference modeling and probabilistic validation methods originally developed at the Johns Hopkins Applied Physics Laboratory. When integrated into BullFrog Data Networks®, these capabilities enable reproducible insights across multimodal datasets—including genomics, transcriptomics, proteomics, and clinical data—creating a foundation for more reliable target identification, biomarker discovery, and patient stratification.

Positioned for Industry Transformation

The publication reinforces BullFrog AI’s expanding role in solving one of the most pressing problems in drug development: the disconnect between massive data availability and actionable biological understanding. The Company believes its modular, scalable approach—combining bfPREP™, bfLEAP®, and BullFrog Data Networks®—is well positioned to become a cornerstone of AI-enabled R&D infrastructure for global pharmaceutical and biotech organizations.

“Our whitepaper is more than an academic discussion, it’s a roadmap for how AI can finally deliver measurable impact in pharma,” Mr. Singh added. “We are demonstrating that BullFrog AI’s causal and explainable frameworks can make drug development more efficient, predictable, and ultimately, more profitable for our partners and shareholders.”

The full whitepaper is available for download here.

About BullFrog AI

BullFrog AI leverages Artificial Intelligence and machine learning to advance drug discovery and development. Through collaborations with leading research institutions, BullFrog AI uses causal AI in combination with its proprietary bfLEAP® platform to analyze complex biological data, aiming to streamline therapeutics development and reduce failure rates in clinical trials.

For more information visit BullFrog AI at: https://bullfrogai.com

Safe Harbor Statement

This press release contains forward-looking statements. We base these forward-looking statements on our expectations and projections about future events, which we derive from the information currently available to us. Such forward-looking statements relate to future events or our future performance, including: our financial performance and projections; our revenue and earnings; and our business prospects and opportunities. You can identify forward-looking statements by those that are not historical in nature, particularly those that use terminology such as "may," "should," “could,” “will,” "expects," "anticipates," "contemplates," "estimates," "believes," "plans," "projected," "predicts," "potential," or "hopes" or the negative of these or similar terms. In evaluating these forward-looking statements, you should consider various factors, including: our ability to change the direction of the Company; our ability to keep pace with new technology and changing market needs; our and our partners’ ability to market and sell our offerings and services, including BullFrog Data Networks™; our ability to maintain compliance with Nasdaq listing rules; and the competitive environment of our business. These and other factors may cause our actual results to differ materially from any forward-looking statement. Forward-looking statements are only predictions. The forward-looking events discussed in this press release and other statements made from time to time by us or our representatives, may not occur, and actual events and results may differ materially and are subject to risks, uncertainties, and assumptions about us. We are not obligated to publicly update or revise any forward-looking statement, whether as a result of uncertainties and assumptions, the forward-looking events discussed in this press release and other statements made from time to time by us or our representatives might not occur.

Contact:

Investor Relations:

Dave Gentry
RedChip Companies, Inc.
1-407-644-4256
BFRG@redchip.com 

Public Relations:

pr@bullfrogai.com


FAQ

What did BullFrog AI (BFRG) announce on November 18, 2025?

BullFrog AI published a whitepaper explaining how bfLEAP and BullFrog Data Networks address bioinformatics challenges and enable reproducible multimodal insights.

How does BullFrog AI say bfLEAP improves drug discovery for BFRG partners?

The whitepaper states bfLEAP uses causal inference and probabilistic validation to improve target identification, biomarker discovery, and patient stratification.

Which bioinformatics pitfalls does BullFrog AI identify in the BFRG whitepaper?

The paper lists three pitfalls: the compositional data trap, the mirage of feature importance, and the overreach of generative AI.

What data types does BullFrog Data Networks claim to integrate for BFRG?

The company describes integrating genomics, transcriptomics, proteomics, and clinical data to produce reproducible insights.

Where can investors download the BullFrog AI (BFRG) whitepaper published Nov 18, 2025?

The whitepaper is available for download from BullFrog AI's website as noted in the announcement.

Does the whitepaper provide quantified financial or clinical results for BFRG?

No; the announcement describes methodology and capabilities but does not disclose quantified financial or clinical outcomes.
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