Development of ferret immune repertoire reference resources and single-cell-based high-throughput profiling assays is a dataset published in Journal of Virology (2025). On theSindex it has a DataRank of 0.306, placing it in the top 54.4% of the data-sharing corpus. It has been cited 6 times, with 5 citing works in its 1-hop citation network. Its calibrated FAIR score is 63/100.
Ranks in the top 54% 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.
“All ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The paper provides persistent identifiers (BioProject accession PRJNA939558, GEO accession GSE231948) for the data.
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'
“All ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The paper names NCBI (which includes GEO and BioProject) as the repository holding the data.
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
“All ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The dataset identifiers appear only in the body text (data-availability section), not as a reference-list entry.
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
“All ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The data-availability statement points to repository records with accessions, fitting Colavizza category 3. [majority verdict 'yes' (3/5 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
“TABLE 1 Summary of ferret ig and TCR constant regions”
The paper contains an itemised inventory of the dataset in Table 1 (and Table 2), listing constants, variables, and counts. [majority verdict 'yes' (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 ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The data are deposited in public repositories with no stated precondition (embargo, registration, or application) for access.
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 ferret Iso-seq and single-cell RNA-seq data were deposited into NCBI (BioProject accession no. PRJNA939558 and GEO accession no. GSE231948).”
The paper describes the action of depositing data in NCBI/GEO, from which the access level (open) can be inferred, but no explicit access-level label (e.g., 'open access') is applied to the data.
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 from ferrets, not human subjects, so no gatekeeper is named for sensitive human data.
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 when the data become available or how long they will persist. [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'
No file format (open or proprietary) is named for the released data.
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
“All ferret C, V, D, and J sequences are available in the IMGT database under accession numbers”
IMGT is a community-standard database and nomenclature for immunogenetics, registered in FAIRsharing.
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'
“a recent ferret reference genome assembly (NCBI accession no. GCA_011764305.2)”
The paper provides an identifier (GCA_011764305.2) for the external reference genome assembly used. [majority verdict 'yes' (4/5 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'
No reuse licence is named for the data (the CC BY 4.0 licence applies to the article, not 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'
Neither a version token nor a date pins the snapshot of the data.
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'
“Code is available on Github at https://github.com/ncsu-penglab/FerretIgTCR”— not found in the paper; verdict downgraded
A machine-resolvable code repository URL is given for the study's own code. [downgraded to 'partial' — no verifiable quote from the paper]
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)
“Contract No. 75N93019C00052”
An award/grant number (75N93019C00052) is provided for the funding.
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
“IgBLAST (v1.16.0)”
The paper names specific software and tools (e.g., IgBLAST v1.16.0) used to produce the data.
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
“Table S2. Ferret Ig and TCR C-region cDNA consensus sequences, annotations and description of allelic sites, and V, D, J gene annotations on the ferret reference genome assembly.”— not found in the paper; verdict downgraded
Variable and file definitions are provided in a supplementary table inside the article, not as a separate documentation object shipped with the data. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (3/5 passes agreed)]
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
0.292
From this paper's citation signal
Citation Network Contribution
0.0139
From 1 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 5 citers.
National Institutes of Health
Grant: 75N93019C00052
French National Research Agency
Grant: France 2030/ANR-23-IHUA-0009
MeSH Terms
Keywords