Diverse Taxonomies for Diverse Chemistries: Enhanced Representation of Natural Product Metabolism in UniProtKB is a dataset published in Metabolites (2021). On theSindex it has a DataRank of 0.263, placing it in the top 58.7% of the data-sharing corpus. It has been cited 3 times, with 2 citing works in its 1-hop citation network. Its calibrated FAIR score is 29/100.
Ranks in the top 59% for downstream scientific impact
Linked data & code
DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?
FAIR checklist signals are shown for context only and do not affect DataRank scoring.
Full FAIR picture · advisory
The headline score is computed from the scored criteria — the fact-shaped checks (a repository, an accession, a licence) that two independent models agree on. The advisory criteria below are real FAIR guidance but rest on judgment calls that models read differently, so they inform without moving the number.
The paper does not provide a persistent identifier for the study's own dataset. [majority verdict 'no' (4/5 passes agreed)]
RDA-F1-01D — FAIR Data Maturity Model: 'Data is identified by a persistent identifier' (priorit · RDA-F1-02D — FAIR Data Maturity Model: 'Data is identified by a globally unique identifier' · FsF-F1-02D — F-UJI/FAIRsFAIR: 'Data is assigned a persistent identifier'
The paper does not name a repository for the study's own data; it refers to existing resources analyzed. [majority verdict 'no' (4/5 passes agreed)]
RDA-F4-01M — FAIR Data Maturity Model: metadata is offered so it can be harvested and indexed ( · NIH DMS Policy Element 4 (NOT-OD-21-014) — name the repository where data will be archived · NSTC Desirable Characteristics of Data Repositories (2022) — 'Long-Term Sustainability', 'Reten
No identifier for the study's own dataset appears in the reference list or body text.
FORCE11 Joint Declaration of Data Citation Principles (2014) — data should be cited as a first- · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes · FsF-F3-01M — F-UJI: 'Metadata includes the identifier of the data it describes'
Advisory · not in the published score
“Data Availability Statement: Publicly available datasets were analyzed in this study. This data can be found here: [ www.uniprot.org , www.rhea-db.org and www.ebi.ac.uk/chebi ].”— not found in the paper; verdict downgraded
The statement points to the resources that were analyzed, not to the study's own data; it does not predicate the availability of the study's own data. [majority verdict 'no' (4/5 passes agreed)]
Colavizza, Hrynaszkiewicz, Staden, Whitaker & McGillivray (2020), 'The citation advantage of li · Springer Nature research data policy — Data Availability Statements: standard statement templat · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes
The paper does not provide an itemized inventory of the study's own dataset. [majority verdict 'no' (4/5 passes agreed)]
RDA-F2-01M — 'Rich metadata is provided to allow discovery' (priority Essential) · FsF-F2-01M — F-UJI: 'Metadata includes descriptive core elements to support data findability' · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data'
“All UniProtKB data are freely available for download in a broad range of formats for users to further mine or exploit as an annotation source, to enrich other natural product datasets and databases.”
The paper states that the data are freely available with no stated precondition. [majority verdict 'yes' (3/5 passes agreed)]
RDA-A1.1-01D — 'Data is accessible through a free access protocol' · FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · NSTC Desirable Characteristics of Data Repositories (2022) — 'Free and Easy Access'
Advisory · not in the published score
“All UniProtKB data are freely available for download in a broad range of formats for users to further mine or exploit as an annotation source, to enrich other natural product datasets and databases.”
The paper states that 'All UniProtKB data are freely available for download', which is an explicit access-level label indicating the data are openly accessible. [majority verdict 'yes' (3/5 passes agreed)]
FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · RDA-A1-01M — metadata contains information to enable the user to get access to the data · COAR Controlled Vocabularies — Access Rights v1.0 (open / embargoed / restricted / metadata-onl
The data are not sensitive human-subject data, and no gatekeeper is mentioned.
NIH Genomic Data Sharing Policy (NOT-OD-14-124) — controlled-access via a Data Access Committee · RDA-A1.2-01D — 'Data is accessible through an access protocol that supports authentication and · NIH DMS Policy Element 5 (NOT-OD-21-014) — Access, Distribution, or Reuse Considerations (conse
The paper does not state any retention period or persistence commitment for the data. [majority verdict 'no' (3/5 passes agreed)]
NIH DMS Plan Element 4 (NOT-OD-21-014) — Data Preservation, Access, and Associated Timelines · NSTC Desirable Characteristics (2022), Organizational Infrastructure: 'Retention Policy' · RDA-A2-01M — 'Metadata is guaranteed to remain available after data is no longer available'
“in a broad range of formats including XML, RDF/XML or text (for UniProt entries), FASTA (for UniProt sequences), tab-delimited or excel table (for personalized result lists), and GFF (for sequence features)”— not found in the paper; verdict downgraded
The paper lists open formats such as XML, FASTA, and tab-delimited for the data. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 passes agreed)]
FsF-R1.3-02D — F-UJI: 'Data is available in a file format recommended by the target research co · RDA-R1.3-02D — data is expressed in a machine-understandable community standard · RDA-I1-01D — data uses a knowledge representation expressed in a standardised format
Advisory · not in the published score
No community data standard is named in relation to this study's own data. [majority verdict 'no' (2/5 passes agreed)]
RDA-R1.3-01M — 'Metadata complies with a community standard' (priority Essential) · RDA-R1.3-01D — 'Data complies with a community standard' · RDA-I2-01M — '(Meta)data use vocabularies that follow FAIR principles'
“CHEBI:74926”— not found in the paper; verdict downgraded
The paper provides identifiers such as ChEBI IDs for external resources used. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 passes agreed)]
RDA-I3-01M — '(meta)data include references to other (meta)data' · RDA-I3-03M — 'metadata includes qualified references to other metadata' · FsF-I3-01M — F-UJI: 'Metadata includes links between the data and its related entities'
The paper only states the CC BY license for the article, not for the data.
RDA-R1.1-01M — 'Metadata includes information about the licence under which the data can be reu · RDA-R1.1-02M — 'Metadata refers to a standard reuse licence' · RDA-R1.1-03M — 'Metadata refers to a machine-understandable reuse licence'
“At the time of writing (UniProtKB release 2020_06 of December 2020)”
The paper specifies a release version and date for the data. [majority verdict 'yes' (3/5 passes agreed)]
DataCite Metadata Schema 4.6 — the 'Version' property · RDA-R1.2-01M — provenance information (which version was used is provenance) · NSTC Desirable Characteristics of Data Repositories (2022) — 'Provenance', 'Retention Policy'
The paper does not provide a locator for the study's own code.
NIH DMS Policy Element 2 (NOT-OD-21-014) — 'Related Tools, Software and/or Code' · FAIR4RS Principles v1.0 (Chue Hong et al., 2022; RDA/FORCE11/ReSA) — FAIR Principles for Resear · FORCE11 Software Citation Principles (Smith, Katz & Niemeyer, 2016, PeerJ CS 2:e86)
“National Institutes of Health [U24HG007822]”
The paper provides award numbers alongside funder names. [majority verdict 'yes' (4/5 passes agreed)]
DataCite Metadata Schema 4.6 — 'FundingReference' property (funderName, funderIdentifier, award · Crossref Funder Registry — canonical funder identifiers for funding metadata · RDA-F2-01M — rich metadata provided to allow discovery (funding is part of the descriptive reco
Advisory · not in the published score
No named tools or instruments are described in relation to producing this study's own data. [majority verdict 'no' (2/5 passes agreed)]
RDA-R1.2-01M — 'Metadata includes provenance information according to community- specific standa · FsF-R1.2-01M — F-UJI: 'Metadata includes provenance information about data creation or generati · W3C PROV-O (W3C Recommendation, 2013) — the entity/activity/agent model of provenance
The paper does not describe a documentation object shipped with the data.
RDA-R1-01M — '(Meta)data are richly described with a plurality of accurate and relevant attribu · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data' · NIH DMS Policy Element 3 (NOT-OD-21-014) — Standards (documentation and metadata to accompany t
Calibrated FAIR score — a parallel quality metric, independent of the DataRank citation score. See the full evaluation →
Base Score Contribution
0.208
From this paper's citation signal
Citation Network Contribution
0.0553
From 2 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 2 citers.
National Institutes of Health
Grant: U24HG007822
State Secretariat for Education, Research and Innovation SERI
Grant: XXX
British Heart Foundation
Grant: RG/13/5/30112
Parkinson’s Disease United Kingdom
Grant: G-1307
Alzheimer’s Research UK
Grant: ARUK-NAS2017A-1
NHGRI
Grant: U41HG02273
Biotechnology and Biological Sciences Research Council
Grant: BB/M011674/1
Expanding the knowledge of structures and functional information through the SIFTS resource
National Institute of General Medical Sciences
Grant: R01GM080646 G08LM010720 P20GM103446
National Science Foundation (NSF)
Grant: DBI-1062520
NIGMS NIH HHS
Grant: P20 GM103446
Biotechnology and Biological Sciences Research Council
Grant: BB/T010541/1
NHGRI NIH HHS
Grant: U41 HG002273
Wellcome Trust
Grant: unidentified
unidentified
National Institutes of Health
Grant: 5U24HG007822-12
UniProt: A Protein Sequence and Function Resource for Biomedical Science
National Institutes of Health
Grant: 5R01GM080646-12
PRO: A Protein Ontology in OBO Foundry for Scalable Integration of Biomedical Knowledge
National Institutes of Health
Grant: 4U41HG002273-16
Gene Ontology Consortium
National Institutes of Health
Grant: 5P20GM103446-15
Bioinformatics Core
FWCI
0.45
Citation Percentile
0.6%
Citation Trend
Fields of Study
Keywords
Sustainable Development Goals