Key Takeaways
Anthropic researchers used Claude to map the first 3D structure of a bacterial vault particle derived from a bacteriophage protein.
The newly identified structure contains 96 protein copies and weighs approximately 9.5 megadaltons.
Researchers engineered a larger version, increasing its enclosed volume by approximately 20%.
Claude helped produce the first structural model in 34 hours, although researchers still needed to supervise and correct its work.
Scientists have mapped the first three-dimensional structure of a vault particle linked to bacterial life, uncovering a previously unexplored branch of these mysterious protein assemblies. The discovery could give researchers a simpler way to investigate structures found in human cells. Anthropic’s biology research team used Claude throughout the investigation, from identifying promising proteins to reconstructing their molecular architecture.
Vault particles have puzzled biologists for nearly four decades. Despite their enormous size and widespread presence in complex organisms, researchers still cannot explain their biological purpose. The new findings reveal that related proteins can assemble into similar structures in bacteria and bacteriophages. This discovery could help scientists trace their evolutionary history and understand their role in living cells.
Mystery across life
Leonard Rome and Nancy Kedersha first identified vault particles in 1986. These hollow, barrel-shaped structures rank among the largest protein complexes found in human cells. Mammalian vaults contain 78 copies of a major protein arranged into two symmetrical halves.
Their biological purpose remains uncertain despite decades of investigation. Researchers have proposed roles in cellular transport, drug resistance, and immune defense. However, experiments have yet to establish any of these functions conclusively.
More from AI and Robotics
See AllAI and RoboticsPUDU debuts 8-hour runtime semi-humanoid, Nvidia robot dog, cat-like service robotAI and RoboticsChina’s Tencent Hy4 rivals world’s top frontier models with 7.2% hallucination rateAI and RoboticsVideo: Xiaomi’s humanoid robots sort car parts for eight hours in factory demonstrationAI and RoboticsAnthropic uses cryptography to verify model outputs without exposing weightsAI and RoboticsBoston Dynamics cuts Stretch robot cabling by 81%, speeds up repairs in Gen 2 upgradeThe structures also appear across much of the evolutionary tree. Their presence in organisms ranging from slime molds to humans suggests an important biological role. However, researchers have struggled to investigate them because common laboratory organisms lack vaults.
We’re sharing how our biology research team worked with Claude to map the first 3D structure of a vault particle from bacterial life.
— Anthropic (@AnthropicAI)November 4, 2026
Vault particles are a longstanding mystery. They are barrel-shaped objects, among the largest protein structures found in our cells. They were…
Anthropic’s team searched approximately 15 billion predicted protein sequences for distant relatives. The search identified potential vault proteins across 29 major bacterial groups and four groups of archaea. The researchers selected 44 candidates for laboratory testing.
Inside the bacterial vault
Experiments revealed that seven of the 15 successfully produced proteins assembled into vault-like particles. Cryogenic electron microscopy, or cryo-EM, confirmed the structures of four candidates. Two came from bacteria, while the other two originated from bacteriophages.
The researchers selected a phage-derived protein called L05 for detailed structural analysis. Bacteriophages are viruses that infect bacteria and use their cellular machinery. The L05 protein assembled into a complete structure containing 96 copies of itself.
The resulting particle measures approximately 54 nanometers long and 45 nanometers wide. Its combined molecular mass reaches roughly 9.5 megadaltons. Despite its shorter length, the structure encloses approximately 25 percent more volume than mammalian vaults.
Researchers also modified the protein to investigate how these structures grow. Adding two repeating segments produced an even larger particle. Its enclosed volume increased by approximately 20 percent.
These experiments suggest protein duplication could have helped vaults evolve different sizes. They also revealed how small structural changes can prevent particles from closing properly.
Claude accelerates discovery
Claude contributed throughout the research process, includingproteinsearches, DNA design, purification, and microscopy analysis. One major breakthrough involved simplifying the particle isolation process.
Traditional purification methods take approximately three days. The team developed a chromatography-based approach that reduced the process to roughly 90 minutes. Claude helped identify suitable equipment and optimize the experimental procedure.
The researchers also used Claude to process cryo-EM data. Their first complete structural model emerged within 34 hours. The team estimates conventional analysis could require several weeks.
However, the project exposed limitations alongside those gains. One experimental protocol introduced an additive that interfered with DNA delivery. That mistake delayed the research by two weeks.Claudealso produced an inaccurate structural map after skipping a standard processing step.
The researchers eventually corrected these problems through closer supervision. They also shared laboratory observations with Claude’s development team to improve future performance.
Despite the structural breakthrough, the central mystery remains unsolved. Researchers have yet to determine what vault particles actually do inside living organisms. Leonard Rome, one of their original discoverers, described the question as enormously challenging. The new findings provide another route toward answering it, but much of the biology remains unexplored.
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Explore Now!By
Aamir KhollamAamir is a seasoned tech journalist with experience at Exhibit Magazine, Republic World, and PR Newswire. With a deep love for all things tech and science, he has spent years decoding the latest innovations and exploring how they shape industries, lifestyles, and the future of humanity.
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- 3Nuclear fusion reactor gets massive 13-ton beam box to achieve 108 million °F
- 4First home-built hydrogen train with 435-mile range set to enter service in Russia
- 5US allies could get over 1,250-mile deep strike capability that can potentially reach Moscow
Key Takeaways
Anthropic researchers used Claude to map the first 3D structure of a bacterial vault particle derived from a bacteriophage protein.
The newly identified structure contains 96 protein copies and weighs approximately 9.5 megadaltons.
Researchers engineered a larger version, increasing its enclosed volume by approximately 20%.
Claude helped produce the first structural model in 34 hours, although researchers still needed to supervise and correct its work.
Scientists have mapped the first three-dimensional structure of a vault particle linked to bacterial life, uncovering a previously unexplored branch of these mysterious protein assemblies. The discovery could give researchers a simpler way to investigate structures found in human cells. Anthropic’s biology research team used Claude throughout the investigation, from identifying promising proteins to reconstructing their molecular architecture.
Vault particles have puzzled biologists for nearly four decades. Despite their enormous size and widespread presence in complex organisms, researchers still cannot explain their biological purpose. The new findings reveal that related proteins can assemble into similar structures in bacteria and bacteriophages. This discovery could help scientists trace their evolutionary history and understand their role in living cells.
Mystery across life
Leonard Rome and Nancy Kedersha first identified vault particles in 1986. These hollow, barrel-shaped structures rank among the largest protein complexes found in human cells. Mammalian vaults contain 78 copies of a major protein arranged into two symmetrical halves.
Their biological purpose remains uncertain despite decades of investigation. Researchers have proposed roles in cellular transport, drug resistance, and immune defense. However, experiments have yet to establish any of these functions conclusively.
More from AI and Robotics
See AllAI and RoboticsPUDU debuts 8-hour runtime semi-humanoid, Nvidia robot dog, cat-like service robotAI and RoboticsChina’s Tencent Hy4 rivals world’s top frontier models with 7.2% hallucination rateAI and RoboticsVideo: Xiaomi’s humanoid robots sort car parts for eight hours in factory demonstrationAI and RoboticsAnthropic uses cryptography to verify model outputs without exposing weightsAI and RoboticsBoston Dynamics cuts Stretch robot cabling by 81%, speeds up repairs in Gen 2 upgradeThe structures also appear across much of the evolutionary tree. Their presence in organisms ranging from slime molds to humans suggests an important biological role. However, researchers have struggled to investigate them because common laboratory organisms lack vaults.
We’re sharing how our biology research team worked with Claude to map the first 3D structure of a vault particle from bacterial life.
— Anthropic (@AnthropicAI)November 4, 2026
Vault particles are a longstanding mystery. They are barrel-shaped objects, among the largest protein structures found in our cells. They were…
Anthropic’s team searched approximately 15 billion predicted protein sequences for distant relatives. The search identified potential vault proteins across 29 major bacterial groups and four groups of archaea. The researchers selected 44 candidates for laboratory testing.
Inside the bacterial vault
Experiments revealed that seven of the 15 successfully produced proteins assembled into vault-like particles. Cryogenic electron microscopy, or cryo-EM, confirmed the structures of four candidates. Two came from bacteria, while the other two originated from bacteriophages.
The researchers selected a phage-derived protein called L05 for detailed structural analysis. Bacteriophages are viruses that infect bacteria and use their cellular machinery. The L05 protein assembled into a complete structure containing 96 copies of itself.
The resulting particle measures approximately 54 nanometers long and 45 nanometers wide. Its combined molecular mass reaches roughly 9.5 megadaltons. Despite its shorter length, the structure encloses approximately 25 percent more volume than mammalian vaults.
Researchers also modified the protein to investigate how these structures grow. Adding two repeating segments produced an even larger particle. Its enclosed volume increased by approximately 20 percent.
These experiments suggest protein duplication could have helped vaults evolve different sizes. They also revealed how small structural changes can prevent particles from closing properly.
Claude accelerates discovery
Claude contributed throughout the research process, includingproteinsearches, DNA design, purification, and microscopy analysis. One major breakthrough involved simplifying the particle isolation process.
Traditional purification methods take approximately three days. The team developed a chromatography-based approach that reduced the process to roughly 90 minutes. Claude helped identify suitable equipment and optimize the experimental procedure.
The researchers also used Claude to process cryo-EM data. Their first complete structural model emerged within 34 hours. The team estimates conventional analysis could require several weeks.
However, the project exposed limitations alongside those gains. One experimental protocol introduced an additive that interfered with DNA delivery. That mistake delayed the research by two weeks.Claudealso produced an inaccurate structural map after skipping a standard processing step.
The researchers eventually corrected these problems through closer supervision. They also shared laboratory observations with Claude’s development team to improve future performance.
Despite the structural breakthrough, the central mystery remains unsolved. Researchers have yet to determine what vault particles actually do inside living organisms. Leonard Rome, one of their original discoverers, described the question as enormously challenging. The new findings provide another route toward answering it, but much of the biology remains unexplored.
Get the latest in engineering, tech, space & science - delivered daily to your inbox.
By subscribing, you agree to our
Terms of Useand
PoliciesYou may unsubscribe at any time.
0
COMMENT
Subscribe to
Today!
Access to exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits.
Explore Now!By
Aamir KhollamAamir is a seasoned tech journalist with experience at Exhibit Magazine, Republic World, and PR Newswire. With a deep love for all things tech and science, he has spent years decoding the latest innovations and exploring how they shape industries, lifestyles, and the future of humanity.
- 1Drone that can travel faster than speed of sound to get major power boost with turbojet engines
- 2US nuclear reactors secure new fuel as Urenco ships first advanced uranium batch
- 3Nuclear fusion reactor gets massive 13-ton beam box to achieve 108 million °F
- 4First home-built hydrogen train with 435-mile range set to enter service in Russia
- 5US allies could get over 1,250-mile deep strike capability that can potentially reach Moscow