Outputs
The BeYond-COVID(2021–2024) project aimed to make COVID-19 data accessible to scientists in laboratories but also to anyone who can use it, such as medical staff in hospitals or government officials.
Publications
Provenance of specimen and data – A prerequisite for AI development in computational pathology
In this paper, a framework is presented for recording and publishing provenance information to meet these requirements.
Federated causal inference based on real-world observational data sources: application to a SARS-CoV-2 vaccine effectiveness assessment
The framework provides a systematic approach to address federated cross-national policy-relevant causal research questions based on sensitive population, health and care data in a privacy-preserving and interoperable way.
Preparedness Data Hub
The system is intended to develop the tools (technical implementation) to allow the rapid deployment and configuration of a disease X scenario preparedness Data Hub.
Epidemiological and molecular investigation of the heater–cooler unit (HCU)-related outbreak of invasive mycobacterium chimaera infection occurred in Italy
Here, we report the results of the epidemiological and molecular investigations conducted in Italy after the alarm raised about this epidemic event.
Umbrella Data Management Plans to integrate FAIR data : lessons from the ISIDORe and BY-COVID consortia for pandemic preparedness
Research data can have enduring value, as long as scientists can use, reuse and combine data sets.
"Be Sustainable", Recommendations for FAIR Resources in Life Sciences research: EOSC-Life's Lessons
LifeScience(LS) communities cover multiple scientific domains and carry out a diversity of research, from basic biological studies to applied epidemiological and environmental investigations.
Antibiotic-Resistant ESKAPE Pathogens and COVID-19: The Pandemic beyond the Pandemic
The aim of this review is to highlight the state of the art of antibacterial resistance worldwide, focusing on the most important pathogens, namely Enterobacterales, Acinetobacter baumannii, and Klebsiella pneumoniae, and their resistance to the most common antibiotics.
Systematic detection of co-infection and intra-host recombination in more than 2 million global SARS-CoV-2 samples
Here we present a comprehensive analysis of more than 2 million SARS-CoV-2 raw read datasets submitted to the European COVID-19 Data Portal to identify coinfections and intra-host recombination.
Building a FAIR image data ecosystem for microscopy communities
We outline a wide range of efforts and solutions currently being developed by the microscopy community to address these challenges on the path towards FAIR bioimaging data.
Mpox Knowledge Graph: a comprehensive representation embedding chemical entities and associated biology of Mpox
Using Knowledge Graph (KG) representations we have depicted chemical and biological aspects of MPXV.
Umbrella Data Management Plans to integrate FAIR data : lessons from the ISIDORe and BY-COVID consortia for pandemic preparedness
Research data can have enduring value, as long as scientists can use, reuse and combine data sets.
"Be Sustainable", Recommendations for FAIR Resources in Life Sciences research: EOSC-Life's Lessons
LifeScience(LS) communities cover multiple scientific domains and carry out a diversity of research, from basic biological studies to applied epidemiological and environmental investigations.
Building a FAIR image data ecosystem for microscopy communities
We outline a wide range of efforts and solutions currently being developed by the microscopy community to address these challenges on the path towards FAIR bioimaging data.
Mpox Knowledge Graph: a comprehensive representation embedding chemical entities and associated biology of Mpox
Using Knowledge Graph (KG) representations we have depicted chemical and biological aspects of MPXV.
Toward a common standard for data and specimen provenance in life sciences
We present our effort to provide trustworthy machine-actionable documentation of the data lineage and specimens. Experts from the biotechnology and biomedical fields are invited to further contribute to the standard.
HaploCoV: unsupervised and rapid variant detection
HaploCoV enables the exploration of SARS-CoV-2 genomic diversity through space and time, to identify novel emerging viral variants and prioritize variants of potential epidemiological interest in a rapid and unsupervised manner.
Enabling FAIR data in the Dutch SSH community
A presentation given at the BY-COVID Spring 23 Use Cases Workshop: Integration of socioeconomic data in observational studies on vaccine effectiveness about the DANS Data Station Social Sciences and Humanities (SSH).
Towards increased accuracy and reproducibility in SARS-CoV2 sequence analysis
We examine the impact of sequencing technologies (Illumina and Oxford Nanopore) and 7 different downstream bioinformatic protocols on SARSCoV-2 variant calling as part of the NIH Accelerating COVID-19 Therapeutic Interventions and Vaccines (ACTIV) Tracking Resistance and Coronavirus Evolution (TRACE) initiative.
Identification of mutations in SARS-CoV-2 PCR primer regions
We propose an analysis pipeline to discover genomic variations overlapping the target regions of commonly used PCR primer sets. These are in a publicly available format based on a dataset of more than 1.2 million SARS-CoV-2 samples.
Updating Linked Data practices for FAIR Digital Object principles
We believe that by adopting Linked Data principles, we can accelerate FAIR Digital Object (FDO) and start building practical ways to assist scientists in efficiently answering topical questions based on knowledge graphs.
Creating lightweight FAIR Digital Objects with RO-Crate
RO-Crate is a lightweight method to package research outputs along with their metadata, based on Linked Data principles. We present how we have followed the FAIR Digital Object (FDO) recommendations and turned research outcomes into FDOs by publishing RO-Crates on the Web using HTTP.
Investigating M.chimaera contamination in heater-cooler units
We found highly similar genetic and phenotypic profiles of M. chimaera isolated from heater-cooler units (HCU) used during surgery to thermo-regulate patients' body temperature and from the same hospital tap water, suggesting the need for environmental surveillance and associated control measures.
The FAIR Cookbook - the essential resource for and by FAIR doers
We present the FAIR Cookbook, its creation and content, its value, use and adoptions, as well as the participatory process, collaborative plans for sustainability, and its adoption
Comprehensive Fragment Screening of the SARS-CoV-2 Proteome Explores Novel Chemical Space for Drug Development
The international Covid19-NMR consortium have identified binders targeting the RNA genome of SARS-CoV-2. We provide novel structural and chemical space for structure-based drug design against the SARS-CoV-2 proteome
A lightweight distributed provenance model
We define a lightweight provenance model enabling generation of distributed provenance chains in complex, multi-organizational environments.
COVID-19 vaccine effectiveness assessment - CDM specification
The Common Data Model specification of the BY-COVID project (WP5) on COVID-19 vaccine effectiveness in preventing SARS-CoV-2 infection.
Systemic barriers to pathogen-related data sharing
We report results of a study interviewing data professionals working with COVID-19-relevant data types including social media, mobility, viral genome, testing, infection, hospital admission and deaths.
Clusters of unusual mutational changes in Omicron lineage BA.1
We propose that mutations in three clusters interact to mitigate their individual fitness costs and adaptively alter the function of Spike.
10 Simple Rules for making a software tool workflow-ready
Workflows have become a core part of computational scientific analysis in recent years. This paper presents 10 simple rules for how a software tool can be prepared for workflow use.
Host genomes for SARS-CoV-2 variant leaked into Antarctic soil
We follow up a report of a contaminated metagenomic sample set from Antarctica containing traces of unique SARS-CoV-2 variants. We identify genetic material from mitochondria of Homo sapiens, green monkey and Chinese hamster, the latter two probably originating from cell lines used for studying viruses.
Packaging research artefacts with RO-Crate
The aim of this paper is to introduce RO-Crate (an open, community-driven, and lightweight approach to packaging research artefacts along with their metadata in a machine readable manner) and assess it as a strategy for making multiple types of research artefacts FAIR.
Host genomes for SARS-CoV-2 variant leaked into Antarctic soil
We follow up a report of a contaminated metagenomic sample set from Antarctica containing traces of unique SARS-CoV-2 variants. We identify genetic material from mitochondria of Homo sapiens, green monkey and Chinese hamster, the latter two probably originating from cell lines used for studying viruses.
The response of the scholarly communication system to the COVID-19 pandemic
This paper analyses how the scholarly communication system – involving the production, evaluation, and dissemination of research outputs – has responded to this crisis, focusing on the period until mid-2021.
FAIR, ethical, and coordinated data sharing for COVID-19 response
Data sharing is central to the rapid translation of research into advances in clinical medicine and public health practice. This paper is a review of COVID-19 data sharing platforms and registries.
Ready-to-use public infrastructure for global SARS-CoV-2 monitoring
This paper presents the COVID-19 effort by the Galaxy Project, which pools free worldwide public computational infrastructure, making the analysis of deep sequencing data accessible to anyone while also providing an analytical framework for global pathogen genomic surveillance based on raw sequencing-read data.
Deliverables and Milestones
Outputs are also published on the BY-COVID Zenodo community.
| Code | Due | Description | Responsibility |
|---|---|---|---|
| M7.1 | 10/21 | Branding and communications guidelines | WP7 |
| M7.2 | 11/21 | Launch of project website | WP7 |
| M8.1 | 11/21 | Project mobilised. All governing boards and WPs established | WP8 |
| M8.2 | 02/22 | DMP approved by the relevant project boards before submission | WP8 |
| M1.1 | 03/22 | First support services in operation | WP1 |
| M2.1 | 03/22 | Identified data sources have been registered in the BY-COVID reference catalogue | WP2 |
| M5.1 | 02/22 | Compiled research questions and requirements Workshop 1 | WP5 |
| M6.1 | 03/22 | Stakeholder engagement (initial scoping and draft monitoring approach) | WP6 |
| M5.4 | 09/22 | FAIR open-source pipeline | WP5 |
| M6.2 | 09/22 | Identified training needs and roadmap | WP6 |
| M7.3 | 09/22 | Industry sector mapping report | WP7 |
| M4.1 | 09/22 | Common analysis environment | WP4 |
| M4.2 | 09/22 | Prototype Infectious diseases toolkit | WP4 |
| M2.2 | 01/23 | Identified the preferred mechanisms for data access and use of Real-world data | WP2 |
| M1.2 | 03/23 | First globally comprehensive data set | WP1 |
| M3.1 | 03/23 | Initial set of resources metadata mapped, indexed, and discoverable in COVID-19 Data Portal | WP3 |
| M5.2 | 03/23 | Compiled research questions and requirements Workshop 2 | WP5 |
| M5.5 | 03/23 | Viral variant and health outcomes | WP5 |
| M5.3 | 03/24 | Compiled research questions and requirements Workshop 3 | WP5 |
| M2.3 | 07/24 | Report on upgrade of clinical trial data and metadata | WP2 |