HMN 2025: How Rapid AI-assisted test developed for viral infection screening

Instant AI-assisted test for viral infection
Structure of the herpes virus, nanopore module, and its waveform. Credit: PNAS Nexus (2025). DOI: 10.1093/pnasnexus/pgaf161

A non-DNA based test could identify viral infections in patients in minutes. When a clinician suspects a patient has a viral illness, the presence of specific virus types can be confirmed through a DNA sequencing test. However, the test takes several hours, even if a testing facility is available on site, and the test cannot discern whether the virus is viable.

In a study published in PNAS Nexus, Noriyasu Hashida and colleagues designed a test that confirms the presence of live virus by pushing particles through a nanopore, one at a time, and measuring their electrical conductivity, which varies with size and surface charge as well as the unique molecular structure of the virus.







A 2-?m polystyrene bead passing through a 3-?m diameter pore. Credit: NOK Corporation

Using an AI model, the device can use waveforms to identify viruses and even distinguish viruses within the same family. The system was tested on herpesvirus that infect the eye, which can lead to blindness.

Samples of aqueous humor—the watery fluid around the eye—were analyzed with both PCR and the AI nanopore method. The sensitivity of the AI nanopore method was 100%, and the specificity was 71.4%, improving to over 90% when conditions were adjusted.

According to the authors, as the matures, it could help clinicians catch and treat viral ocular infections—and likely other types of as well.

More information:
Noriyasu Hashida et al, Rapid diagnosis of ocular viral infections via single-virus detection using solid-state nanopore: A diagnostic evaluation study, PNAS Nexus (2025). DOI: 10.1093/pnasnexus/pgaf161

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PNAS Nexus

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