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

#computer vision Review Sep 2017

Agile Software Development Methods: Review and Analysis

This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.

P. Abrahamsson, O. Salo, Jussi Ronkainen et al. · 727 citations · ⚡54
#computer vision Jun 2008

The impact of agile practices on communication in software development

The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.

M. Pikkarainen, Jukka Haikara, O. Salo et al. · 401 citations · ⚡48
#machine learning Review Open access Oct 2014

Software development in startup companies: A systematic mapping study

The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.

Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al. · 394 citations · ⚡54
#computer vision Review Mar 2008

Agile methods in European embedded software development organisations: a survey on the actual use and usefulness of Extreme Programming and Scrum

The results show that the embedded industry has been able to apply agile methods in its development processes and that the appreciation of the agile methods and their individual practices appears to increase once adopted and applied in practice.

O. Salo, P. Abrahamsson · 238 citations · ⚡9
#computer vision Open access Jul 2017

What happens when software developers are (un)happy

Consequences of happiness and unhappiness that are beneficial and detrimental for developers' mental well-being, the software development process, and the produced artifacts are found.

D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al. · 236 citations · ⚡13
#computer vision Open access Oct 2004

Mobile-D: an agile approach for mobile application development

The Mobile-D approach is briefly outlined here and the experiences gained from four case studies are discussed, which helped develop an agile development approach for mobile application development.

P. Abrahamsson, Antti Hanhineva, H. Hulkko et al. · 225 citations · ⚡18

Related blog posts

GPT-Lab Sep 17, 2026

Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering

AI is making software generation faster, but speed does not remove the need for expertise. As more work is delegated to AI, tacit knowledge may become one of the most important human advantages in software engineering. The post Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering appeared first on GPT-Lab.

MIT News · Artificial Intelligence Aug 17, 2026

Q&A: Rethinking how innovation happens

In his latest book, Professor Eugene Fitzgerald examines the forces that turn breakthroughs into value — and why innovation resists simple formulas.

Microsoft Research Blog Aug 12, 2026

MindTopo reveals VLMs’ spatial reasoning abilities

A path, a fence, a knot. MindTopo sets a new benchmark for testing how AI understands topological relationships and highlights new opportunities to strengthen spatial reasoning and planning. The post MindTopo reveals VLMs’ spatial reasoning abilities appeared first on Microsoft Research.

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