SpatialAgent: An autonomous AI agent for spatial biology Article Swipe
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· 2025
· Open Access
·
· DOI: https://doi.org/10.1101/2025.04.03.646459
Advances in AI are transforming scientific discovery, yet spatial biology, a field that deciphers the molecular organization within tissues, remains constrained by labor-intensive workflows. Here, we present SpatialAgent, a fully autonomous AI agent dedicated for spatial-biology research. SpatialAgent integrates large language models with dynamic tool execution and adaptive reasoning. SpatialAgent spans the entire research pipeline, from experimental design to multimodal data analysis and hypothesis generation. Tested on multiple datasets comprising two million cells from human brain, heart, and a mouse colon colitis model, SpatialAgent’s performance surpassed the best computational methods, matched or outperformed human scientists across key tasks, and scaled across tissues and species. By combining autonomy with human collaboration, SpatialAgent establishes a new paradigm for AI-driven discovery in spatial biology.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.1101/2025.04.03.646459
- https://www.biorxiv.org/content/biorxiv/early/2025/04/06/2025.04.03.646459.full.pdf
- OA Status
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- Cited By
- 14
- References
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- Related Works
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- OpenAlex ID
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Raw OpenAlex JSON
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https://openalex.org/W4409201831Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1101/2025.04.03.646459Digital Object Identifier
- Title
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SpatialAgent: An autonomous AI agent for spatial biologyWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-04-06Full publication date if available
- Authors
-
Hanchen Wang, Yichun He, Paula P. Coelho, Mauro Bucci, Arshad Nazir, Bob Chen, Linh Trinh, Serena Zhang, Kexin Huang, Vineethkrishna Chandrasekar, Douglas Chung, Minsheng Hao, Ana Carolina Leote, Yong-Ju Lee, Bo Li, Tianyu Liu, Jin Liu, Romain Lopez, Lucas Tawaun, Mingyu Ma, Nikita Makarov, Lisa McGinnis, Linna Peng, Stephen Ra, Gabriele Scalia, Avtar Singh, Liming Tao, Masatoshi Uehara, Chenyu Wang, Runmin Wei, Ryan Copping, Orit Rozenblatt‐Rosen, Jure Leskovec, Aviv RegevList of authors in order
- Landing page
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https://doi.org/10.1101/2025.04.03.646459Publisher landing page
- PDF URL
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https://www.biorxiv.org/content/biorxiv/early/2025/04/06/2025.04.03.646459.full.pdfDirect link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
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greenOpen access status per OpenAlex
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https://www.biorxiv.org/content/biorxiv/early/2025/04/06/2025.04.03.646459.full.pdfDirect OA link when available
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Computer science, Biology, Computational biology, Artificial intelligenceTop concepts (fields/topics) attached by OpenAlex
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14Total citation count in OpenAlex
- Citations by year (recent)
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2025: 14Per-year citation counts (last 5 years)
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28Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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