Skip to content
#software testing Review Open access

When tests don’t fit the rules: regulatory challenges for agnostic metagenomic next-generation sequencing in infectious diseases diagnostics

Sep 2026 · Journal of Clinical Microbiology · 0 citations · 54 references
Medicine

TL;DR

This mini-review synthesizes validation and regulatory challenges unique to mNGS-based diagnostics and describes how laboratories and developers currently navigate available pathways, focusing on core analytical and clinical validation challenges.

Abstract

ABSTRACT Metagenomic next-generation sequencing (mNGS) enables agnostic detection of bacteria, viruses, fungi, and parasites from clinical specimens. Patient access is restricted due to their current regulatory classification as Laboratory Developed Tests, which are offered by a limited number of laboratories. While patient access may be expanded through Food and Drug Administration authorization of mNGS-based in vitro diagnostics, some regulatory requirements for achieving this classification can be challenging to apply due to the agnostic nature of mNGS. For example, existing guidelines recommend organism-by-organism performance characterization similar to targeted molecular tests involving fixed analytes with stable detection thresholds. This mini-review synthesizes validation and regulatory challenges unique to mNGS-based diagnostics and describes how laboratories and developers currently navigate available pathways. We focus on core analytical and clinical validation challenges, including discussion on the central role of bioinformatics pipelines and reference databases. We then summarize practical considerations for regulatory engagement, labeling, clinical-facing reporting, and alignment of mNGS assays to existing quality system frameworks. Finally, we outline future oversight considerations, including the need to distinguish mNGS from multiplexed PCR paradigms and the potential value of modular, component-based regulatory approaches that separately evaluate reagents, instruments, software, and databases, enabling system-level oversight rather than organism-by-organism validation. Together, these considerations aim to support risk-appropriate, scalable oversight, and accelerate adoption of mNGS in clinical microbiology.

Read PDF

Similar papers

Review Open access Oct 2026

The regulatory landscape for clinical metagenomics-based diagnostics in Europe: a critical review.

Metagenomic next-generation sequencing (mNGS) enables broad, untargeted pathogen detection and is increasingly used in the diagnosis of central nervous system infections, infections in immunocompromised or post-transplant patients, ICU patients, and sepsis. This growing clinical role makes the regulatory landscape surr...

Tarek Badr, Khaled H. Hatem · 0 citations
Open access Sep 2026

A framework of Microbial Genomic Database for clinical metagenomic pathogen diagnosis: development and multi-cohort evaluation

Introduction Clinical metagenomic next-generation sequencing (mNGS) enables broad, untargeted pathogen detection, but its analytical performance depends on host depletion strategy, reference database composition, and alignment methodology. We developed the Clinical Microbial Genomic Database (CMGD), a clinically focuse...

Han Xia, Yan-Hua Wen, Xu-Ming Li et al. · 0 citations
Open access Aug 2026

Comprehensive evaluation of metagenomic next‐generation sequencing for pathogen identification in patients with suspected infection: Establishment of a standardized validation workflow

Metagenomic next‐generation sequencing (mNGS) enables unbiased identification of pathogens directly from clinical specimens. Despite its growing application in the diagnosis of infectious diseases, comprehensive validation of mNGS performance remains limited. This study systematically evaluated the analytical and c...

Wen Shu, Qiao-Mei Guo, Han Yang et al. · 0 citations
Review Open access Sep 2026

Interpreting antimicrobial resistance from bacterial whole-genome sequencing: prediction tools, database fragmentation, analytical trade-offs, and harmonized reporting

Whole-genome sequencing (WGS) has become a critical component of antimicrobial resistance (AMR) surveillance because it can characterize bacterial lineages, resistance determinants, and, when sequence resolution is sufficient, the mobile genetic elements that mediate dissemination. However, the practical value of WGS-b...

A. A. Alshehri · 0 citations
Review Open access Sep 2026

Strengthening the quality of multigene next-generation sequencing in Latin America: Key learnings from an external quality assessment on diagnostic accuracy and implementation

Background: Multigene next-generation sequencing (NGS) has transformed molecular diagnostics in oncology over the past decade, increasingly replaced single-gene approaches such as Sanger sequencing. Although NGS is now integral to precision oncology, differences in laboratory infrastructure, workflow standardization, a...

F. Milanezi, A. Aristizábal, Ariane Falconi et al. · 0 citations

Related blog posts

Microsoft Research Blog Oct 12, 2026

Simulating student learning for better AI tutoring

StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research.

MIT News · Artificial Intelligence Oct 2, 2026

Documenting the tech worker movement

Writing as a participant and researcher, PhD student JS Tan SM ’22 has co-authored a new book about the rise of tech worker protests and the employer backlash that followed.

MIT News · Artificial Intelligence Oct 2, 2026

Documenting the tech worker movement

Writing as a participant and researcher, PhD student JS Tan SM ’22 has co-authored a new book about the rise of tech worker protests and the employer backlash that followed.

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.