Skip to main content

INFRAFRONTIER quality principles in systemic phenotyping

This article has been updated


Improving reproducibility and replicability in preclinical research is a widely discussed and pertinent topic, especially regarding ethical responsibility in animal research. INFRAFRONTIER, the European Research Infrastructure for the generation, phenotyping, archiving, and distribution of model mammalian genomes, is addressing this issue by developing internal quality principles for its different service areas, that provides a quality framework for its operational activities. This article introduces the INFRAFRONTIER Quality Principles in Systemic Phenotyping of genetically altered mouse models. A total of 11 key principles are included, ranging from general requirements for compliance with guidelines on animal testing, to the need for well-trained personnel and more specific standards such as the exchange of reference lines. Recently established requirements such as the provision of FAIR (Findable, Accessible, Interoperable, Reusable) data are also addressed. For each quality principle, we have outlined the specific context, requirements, further recommendations, and key references.


Low reproducibility in preclinical research is a widely-debated topic. The consequences of irreproducibility are manifold, the most obvious being reduced efficiency in the development of new treatments, the cost in animal lives, the waste of billions of US$ per year in the USA alone (Freedman et al. 2017) as well as the loss of trust in science.

Various efforts have been undertaken to increase reproducibility in animal research. Guidelines for experimental design and reporting have been formulated, e.g. PREPARE (Smith et al. 2018) and ARRIVE guidelines (Kilkenny et al. 2010, Percie du Sert 2020a, b), and funding bodies are actively fostering the sharing of data which is open and FAIR (Findable, Accessible, Interoperable and Reusable; Wilkinson et al. 2016) (European Open Science Cloud in the EU, Science Data Commons in the US).

In addition, large research consortia, such as the International Mouse Phenotyping Consortium (IMPC), which aim to phenotype knockouts for all protein-coding genes in the mouse genome, are driving improvements through standardisation of procedures and sharing of data.

INFRAFRONTIER is the European Research Infrastructure for the generation, phenotyping, archiving and distribution of model mammalian genomes. INFRAFRONTIER provides centralised access to mouse and rat models, data, and scientific platforms and services to study the functional role of the genome in human health and disease. The core services comprise model generation, archiving and distribution of mouse mutant lines by the European Mouse Mutant Archive (EMMA), and systemic phenotyping of mouse mutants in the participating mouse clinics. Systemic phenotyping, as used in the INFRAFRONTIER context, means the systematic analysis of mutant mice through a standardised phenotyping pipeline across a range of biological systems to infer gene function.

The INFRAFRONTIER consortium is currently formed by 29 partners across 14 European countries and Canada, with most of the mouse clinics also being members of the IMPC network. Accordingly, its contribution to enhancing reproducibility in biomedical research is characterised by providing centralised open access to high-quality scientific data, biomedical services and resources, and through the sharing of knowledge. As a large distributed research infrastructure, it is the mission of INFRAFRONTIER to deliver reliable services and reproducible data while advancing animal research in accordance with the 3Rs (Replacement, Reduction, Refinement).

INFRAFRONTIER quality principles in systemic phenotyping

INFRAFRONTIER relies on the development of internal quality principles to provide a quality framework for its operational activities and to guide continuous improvement in response to the needs of users and stakeholders. Incorporating both existing operational standards and common concepts in Quality Management (QM), these principles define internal key quality standards for each INFRAFRONTIER service. In addition, current developments and insights towards enhanced research reproducibility are addressed. These include providing transparent, FAIR and open data, following the ARRIVE and PREPARE guidelines, and using the most advanced experimental approaches. Since INFRAFRONTIER is a consortium of many research institutions across different countries, the Quality Principles recognise that requirements at each of the national nodes may differ and that different strategies may be chosen for the application of the defined standards.

This article provides a complete overview of the INFRAFRONTIER Quality Principles in Systemic Phenotyping. These principles were established by the INFRAFRONTIER Quality Management Network Group, an internal INFRAFRONTIER group composed of representatives of the INFRAFRONTIER partner institutions, who are dedicated to the exchange of current QM topics. The group identified the following 11 principles as crucial for providing reliable, high-quality phenotyping services:

  1. (1)

    We strictly comply to national and international legislation on ethics and animal welfare

  2. (2)

    We promote and apply the 3Rs (Replacement, Reduction, Refinement)

  3. (3)

    We apply good experimental practice

  4. (4)

    We apply Standard Operating Procedures

  5. (5)

    We ensure that our procedures are carried out by competent and well-trained personnel

  6. (6)

    We apply reference ranges where feasible

  7. (7)

    We exchange and analyse reference lines or reference samples where feasible

  8. (8)

    We use appropriate statistical analyses that are fit for purpose

  9. (9)

    We report metadata

  10. (10)

    We advise that the data that we provide is FAIR (Findable, Accessible, Interoperable, Reusable)

  11. (11)

    We maintain and extend the mechanisms (working groups, training, exchange of experience) to constantly improve our data quality (Plan-Do-Check-Act)

In addition, the partners elaborated on context, specific requirements, recommendations, and supporting references sections for each of the 11 principles.

In this respect, the context sections are meant to “set the scene”. They provide information about the underlying background of the principles, for example specific conditions and circumstances which need to be considered. Thus, they point out the relevance of the specific principles for INFRAFRONTIER.

The requirement sections list mandatory points, such as procedures which should be implemented at the nodes to fulfil the needs of the relevant principle.

Additionally, the recommendation section of each principle proposes further procedures and measures which will improve adherence to the principles but are not mandatory.

Finally, the references list relevant regulations and publications, as well as links to webpages which are referred to in the other sections or provide useful information.


By defining crucial quality criteria, the INFRAFRONTIER quality principles establish the basis for reproducible and reliable research results. They provide the participating partners with a sound framework for their operational activities in systemic phenotyping while at the same time providing leeway for the implementation of and adherence to national and local requirements.

Change history

  • 07 August 2021

    The original online version of this article was revised: Supplementary file was replaced and has now been uploaded.


Download references


We would like to thank all the members of the INFRAFRONTIER consortium and especially Helmut Fuchs and Lluis Montoliu for their valuable feedback. Likewise, we would like to thank Nicole Linklater.


This work has been funded by the European Union Research and Innovation programme Horizon 2020 (INFRAFRONTIER2020—Grant Agreement Number 730879). Biomedical Sciences Research Center “Alexander Fleming” acknowledges support of this work by the InfrafrontierGR action, co-funded by Greece and the European Union (European Regional Development Fund), under NSRF 2014–2020, MIS 5002135. CELPHEDIA-PHENOMIN-ICS and CIPHE are supported from French state funds through the "Agence Nationale de la Recherche" under the frame programme Investissements d'Avenir labelled ANR-10-INBS-07 PHENOMIN. The Czech Centre for Phenogenomics is supported by the Czech Academy of Sciences RVO 68378050 and by the project LM2018126 Czech Centre for Phenogenomics provided by Ministry of Education, Youth and Sports of the Czech Republic. The German Mouse Clinic is supported by the German Federal Ministry of Education and Research (Infrafrontier Grant 01KX1012). The MRC Harwell Institute is supported by the UKRI Medical Research Council. The Centre for Phenogenomics is supported by Ontario Genomics with a Genomics Technology Platforms grant and by the Canadian Foundation for Innovation Major Sciences Initiatives Grant 35534. Biocenter Oulu, Transgenic and Tissue Phenotyping Core Facility, University of Oulu is supported by the Biocenter Finland and the Academy of Finland, project 319405.

Author information

Authors and Affiliations



HE, HLC, AMF, IG, AMM, VN, MR, MS, CS, SS, RV, JR, and TS contributed to defining the quality principles and drafting the manuscript. SDMB, YH, RH, MHdA, GK, DK, BM, CM, RS, SEW, and AZ approved the quality principles. All authors read and approved the final manuscript.

Corresponding authors

Correspondence to Jan Rozman or Tania Sorg.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest for this article.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (PDF 438 kb)

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit

Reprints and Permissions

About this article

Verify currency and authenticity via CrossMark

Cite this article

Ehlich, H., Cater, H.L., Flenniken, A.M. et al. INFRAFRONTIER quality principles in systemic phenotyping. Mamm Genome 33, 120–122 (2022).

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: