# Predictive Utility of ViroFind Detection of Blood and CSF Virome for Viral Presence in Human Brain Tissue

**Authors:** Xin Dang, Barbara A. Hanson, Melissa Lopez, Janet Miller, Millenia Jimenez, Igor J. Koralnik

PMC · DOI: 10.3390/ijms27062789 · International Journal of Molecular Sciences · 2026-03-19

## TL;DR

This study explores whether viruses detected in blood and cerebrospinal fluid can predict their presence in brain tissue, using data from HIV-infected and uninfected individuals.

## Contribution

The study introduces a method to predict brain viral presence using peripheral and CSF viral detection, with insights into virus-specific patterns.

## Key findings

- Blood negativity is more reliable for predicting the absence of viruses in the brain than blood positivity for predicting presence.
- Viral burden in blood moderately to strongly distinguishes brain+ from brain− cases for EBV, parvovirus, and TTV.
- Decision thresholds for viral detection in blood are similar between HIV+ and HIV− individuals for certain viruses.

## Abstract

Viral presence in the brain may contribute to chronic neurologic diseases. However, investigating these associations is limited by the difficulty of directly sampling brain tissue in living individuals. Here, we evaluated whether peripheral viral detection using unbiased target-enrichment next-generation sequencing could inform viral presence in the brain across a diverse set of viral taxa. We applied ViroFind to matched brain, blood (peripheral blood mononuclear cells, spleen, and/or lymph node), and cerebrospinal fluid (CSF) to assess the predictive utility of viral detection in blood and CSF for identifying viral presence in brain samples obtained from the National NeuroAIDS Tissue Consortium, including both HIV-infected (HIV+) and HIV-uninfected (HIV−) individuals without known active viral infection of the brain. Blood negativity was generally more informative for predicting the absence of viruses in the brain than blood positivity for predicting viral presence. CSF viral detection demonstrated limited predictive utility for brain presence across most viral taxa examined. Among blood+ individuals, viral burden differed significantly between brain+ and brain− cases for Epstein–Barr virus (EBV), parvovirus, and torque teno virus (TTV). Blood viral burden showed moderate ability to distinguish brain+ from brain− cases for EBV and parvovirus, and strong discriminatory ability for TTV, with similar decision thresholds across HIV+ and HIV− individuals.

## Full-text entities

- **Diseases:** viral infection of the brain (MESH:D014777), neurologic diseases (MESH:D020271), HIV+ (MESH:D015658)
- **Species:** human gammaherpesvirus 4 (Epstein Barr virus, no rank) [taxon 10376], Protoparvovirus (genus) [taxon 1506574], Homo sapiens (human, species) [taxon 9606], Torque teno virus (species) [taxon 68887]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13026825/full.md

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC13026825/full.md

## References

22 references — full list in the complete paper: https://tomesphere.com/paper/PMC13026825/full.md

---
Source: https://tomesphere.com/paper/PMC13026825