MétaCan
Menu
Back to cohort
Record W4405510695 · doi:10.1186/s40168-024-01991-x

Microbiome testing in Europe: navigating analytical, ethical and regulatory challenges

2024· article· en· W4405510695 on OpenAlexfundno aff
Julie Rodriguez, Magali Cordaillat‐Simmons, Nelly Badalato, Bernard Berger, Raynald de Lahondès, Mélanie Deschasaux, Clara Desvignes, Camille d’Humières, Stephan Kampshoff, Aonghus Lavelle, Amira Metwaly, Narciso M. Quijada, Jos F. M. L. Seegers, Austin Udocor, Hub Zwart, Alessio Fasano, Federica Carraturo, Jonel Trebicka, Yolanda Godoy, Robert Schierwagen, Peer Bork, Anandhi Iyappan, Typas Nassos, Hazenbrink Dienty Hendrina Maria Johanna, Laurence Zitvogel, Lisa Derosa, Carolina Alves Costa Silva, Joël Doré, Hervé M. Blottière, Aïcha Kriaa, Moez Rhimi, Patrick Veiga, Nicolas Pons, Zahra Hassani, Pierre-Louis Prost, Fay Betsou, Céline Druart, Alexander Jarde, Isabelle Boutron, Philippe Ravaud, Aleksander Krag, Mads Israelsen, Ida Falk Villesen, Dirk Haller, R. Paul Ross, Marcus J. Claesson, Raphaela Joos, Colin Hill, Andrey N. Shkoporov, Katy Boucher, Arjun Sarathi, Nicola Segata, Francesco Asnicar, Federica Pinto, Emmanuelle Maguin

Bibliographic record

VenueMicrobiome · 2024
Typearticle
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsnot available
FundersEuropean CommissionAgence Nationale de la RechercheDNA Genotek
KeywordsTransparency (behavior)MicrobiomeHuman Microbiome ProjectIdentification (biology)Human microbiomeBusinessHealth careMarketingBiologyBioinformaticsComputer sciencePolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: In recent years, human microbiome research has flourished and has drawn attention from both healthcare professionals and general consumers as the human microbiome is now recognized as having a significant influence on human health. This has led to the emergence of companies offering microbiome testing services. Some of these services are sold directly to the consumer via companies' websites or via medical laboratory websites. METHODOLOGY: In order to provide an overview of the consumer experience proposed by these microbiome testing services, one single faecal sample was sent to six different companies (five based in Europe and one based in the USA). Two out of the six testing kits were commercialized by medical laboratories, but without any requirement for a medical prescription. The analyses and reports received were discussed with a panel of experts (21 experts from 8 countries) during an online workshop. RESULTS: This workshop led to the identification of several limitations and challenges related to these kits, including over-promising messages from the companies, a lack of transparency in the methodology used for the analysis and a lack of reliability of the results. The experts considered the interpretations and recommendations provided in the different reports to be premature due to the lack of robust scientific evidence and the analyses associated with the reports to be of limited clinical utility. The experts also discussed the grey areas surrounding the regulatory status of these test kits, including their positioning in the European market. The experts recommended a distinction between regulatory requirements based on the intended use or purpose of the kit: on the one hand, test kits developed to satisfy consumer curiosity, with a clear mention of this objective, and no mention of any disease or risk of disease, and on the other hand, in vitro diagnostic (IVD) CE-marked test kits, which could go deeper into the analysis and interpretation of samples, as such a report would be intended for trained healthcare professionals. CONCLUSIONS: Recommendations or actions, specific to the context of use of microbiome testing kits, are listed to improve the quality and the robustness of these test kits to meet expectations of end users (consumers, patients and healthcare professionals). The need for standardization, robust scientific evidence, qualification of microbiome-based biomarkers and a clear regulatory status in Europe are the main issues that will require attention in the near future to align laboratory development with societal needs and thus foster translation into daily health practice.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.299
Threshold uncertainty score0.898

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.059
GPT teacher head0.342
Teacher spread0.284 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations23
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueMicrobiomeSame topicClostridium difficile and Clostridium perfringens researchFrench-language works237,207