Year: 2021

  • VALUE-Dx assesses diagnostic accuracy of point-of-care tests in community settings for lower CA-ARTI

    VALUE-Dx assesses diagnostic accuracy of point-of-care tests in community settings for lower CA-ARTI

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    [av_heading heading=’VALUE-Dx assesses diagnostic accuracy of point-of-care tests in community settings for lower CA-ARTI’ tag=’h3′ link_apply=” link=’manually,http://’ link_target=” style=’blockquote modern-quote modern-centered’ size=” subheading_active=’subheading_below’ subheading_size=’15’ margin=” margin_sync=’true’ padding=’10’ color=” custom_font=” av-medium-font-size-title=” av-small-font-size-title=” av-mini-font-size-title=” av-medium-font-size=” av-small-font-size=” av-mini-font-size=” av_uid=’av-kmuasrsj’ custom_class=” admin_preview_bg=”][/av_heading]

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    WP1 successfully concluded a systematic review and meta-analysis to assess the diagnostic accuracy of point-of-care tests (POCTs) in community settings for lower community-acquired, acute respiratory tract infections (CA-ARTI). For this purpose, 11,326 articles were screened and 393 studies were finally analysed. Our results show that the accuracy of stand-alone signs and symptoms or biomarkers is really poor. Interestingly, lung ultrasound, which can be easily implemented with fast training in community settings, shows sensitivity and specificity (90% for both) for the diagnosis of bacterial pneumonia higher than chest-X-ray. Rapid antigen based diagnostic tests for influenza, respiratory syncytial virus, human metapneumovirus, SARS-CoV-2, and Streptococcus pneumoniae have sub-optimal sensitivity (range, 49% – 84%) but high specificity (>80%). As for the molecular test, their diagnostic performance is higher compared to that of rapid diagnostic tests for all the diagnostics and pathogen analysed. These results stratified by age and settings (emergency rooms versus long term care facilities versus community ambulatory) are currently under review for publication. Based on the evidence and applying a machine learning approach the team built clinical algorithms for children and adults assessed in different settings for determining the aetiology of CA-ARTI which is now under validation with real life big database including patients assessed outside the hospitals.

    In addition, WP1 finalised the User Requirement Specification and the first version of the Technical Roadmap for diagnostic of CA-ARI which are currently under international experts and EFPIA assessment and review.

    During the COVID-19 pandemic the team of University of Verona, Rambam Health Care Campus in Haifa and EFPIA contributed to the evidence of diagnostic for CA-ARTI with a systematic review on SARS-CoV-2. 51 studies including more than 10,000 patients show major limitations of molecular diagnostics in SARS-CoV-2 infection and that on average 10% of patients with coronavirus infections might be missed with PCR tests (CMI 2020). The WP1 team also developed, using a multi criteria decision analysis methodology, priority criteria to rapidly identify COVID-19 patients in need of hospitalization in low-resource settings with hospital-bed shortage (IJID 2020).
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  • VALUE-Dx developed sample collection and management manuals for trials

    VALUE-Dx developed sample collection and management manuals for trials

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    WP2 has been working on the set-up of the VALUE-Dx biobank and continuing the optimisation of the protocols in preparation for the imminent start of WP4 clinical trials.

    Thanks to the expertise of LAB-Net members, the sample collection and management manuals for both trials have been developed. These manuals describe in depth how to collect samples for the microbiology sub-studies and how to process and store them until shipment to the VALUE-Dx UA/UZA biobank in Antwerp. Additionally, the preparation of kits to be sent to the sites for the sample collection has begun, starting with kits to store the leftover samples from the diagnostic intervention implemented in the paediatric arm of the ADEQUATE trial.

    Regarding the optimisation of metagenomics protocols, the focus has been on the bioinformatics protocols that will be used to analyse the generated shotgun metagenomics data, as the wet lab protocols for sequencing are optimised for Illumina and PacBio. The pipeline will include tools for quality control and host reads removal, after which taxonomical classification, functional characterisation and assemblies will be performed. Furthermore, antimicrobial resistance genes and mutations will be studied with different tools, and S. pneumoniae serotypes will be identified if present in the sample. Validation of this pipeline is being done in shotgun metagenomics data from other studies, and will be further extended with a metagenome reconstruction step implemented by Bioaster.

    Concerning the biomarker sub-studies, specific manuals for sample collection and processing have been developed. These manuals describe how to collect, process and store plasma (EDTA and heparin) and RNA samples prior to their shipment to the UA/UZA biobank in Antwerp. The kits required for blood collection and processing are being assembled for their subsequent use in the PRUDENCE trial. Additionally, the cytokine and chemokine analysis is being optimised, starting with the selection of the most relevant and promising biomarkers. Cytokine and chemokine panels are currently being designed. Also, we tested and recommended a double-spin plasma separation protocol to be utilised within the PRUDENCE trial, which will improve the quality of collected samples.
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  • Federated Research Data Infrastructure in the fight against AMR

    Federated Research Data Infrastructure in the fight against AMR

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    Good data management is extremely important in clinical research and in the fight against AMR. All relevant data, from diagnostic test results to patient records, must be available and collected from various sources and systems in a timely, accurate and efficient manner. Next to that it needs to be able to be shared with concerned stakeholders, in a standardized and easily accessible way.

    As part of VALUE-Dx WP3, co-lead by the University Medical Center Utrecht and bioMérieux, aims to develop and implement a data management architecture capable for the storage, curation and reporting of the data generated within the project. Interoperability is fundamental in these types of systems. Data is produced in different countries, with different languages and IT systems. In order for it to be aggregated with each other, a common data vocabulary has to be used. In addition, the European GDPR imposes strict constraints on how to handle patient sensitive health data.

    In VALUE-Dx, task 3.4, led by FIND, has innovated and showcased (via a Proof of Concept POC1) the use of federated networks, using the ODHSI open source technology stack. In a federated architecture, the data reside at the data provider location and are queried from a central “observatory” location. This POC showed how interoperability and data analysis can be orchestrated across an international network of participating laboratories, without the need for individual laboratories to share sensitive patient identifiable data. All that is shared is the query (analytical question) and the aggregated result.

    Task 3.4 has exceeded its expectations; not only has it proposed and tested the feasibility of enhancements to ODHSI (in order to allow the platform to work with AMR data) but has also provided an example of the technology working with sample AMR data from different sources.
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