A compiled dataset of molecular pathways associated with fusion genes identified in pediatric cancers is a dataset published in Data in Brief (2021). On theSindex it has a DataRank of 0, placing it in the top 100% of the data-sharing corpus. Its calibrated FAIR score is 63/100.
Ranks in the top 100% for downstream scientific impact
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.
“Repository name: Mendeley Data identification number: doi: 10.17632/24nnx5w5bj.1”
The paper provides a DOI (10.17632/24nnx5w5bj.1) for its own dataset, which is a persistent identifier.
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'
“Repository name: Mendeley Data”
Mendeley Data is a recognised data repository listed in re3data.
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
“Repository name: Mendeley Data identification number: doi: 10.17632/24nnx5w5bj.1”
The dataset identifier (DOI) appears only in the body text of the paper, not in the reference list.
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 accessibility Representative Figures are provided with the article and the rest of the Figures and Tables are deposited in a data repository. Repository name: Mendeley Data identification number: doi: 10.17632/24nnx5w5bj.1 Direct URL to data: https://data.mendeley.com/datasets/24nnx5w5bj/draft?a=81fcdde3-0e06-4aef-9188-704e42820614”
The data-availability statement points to a repository record with a DOI and direct URL, satisfying Colavizza category 3.
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
“2. Supplementary files (deposited in repository)”
The paper includes an itemised list of supplementary files deposited in the repository, serving as a structural inventory of the dataset.
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'
“Data accessibility Representative Figures are provided with the article and the rest of the Figures and Tables are deposited in a data repository. Repository name: Mendeley Data identification number: doi: 10.17632/24nnx5w5bj.1 Direct URL to data: https://data.mendeley.com/datasets/24nnx5w5bj/draft?a=81fcdde3-0e06-4aef-9188-704e42820614”
The data are deposited in a public repository with a direct URL and no stated precondition such as registration or embargo.
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
“Direct URL to data: https://data.mendeley.com/datasets/24nnx5w5bj/draft?a=81fcdde3-0e06-4aef-9188-704e42820614”
The paper provides a URL to access the data but does not use any standard access-level vocabulary term.
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 compiled from literature and involve no human subjects, so no gatekeeper is needed or 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, availability timing, or persistence commitment for the data.
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 (e.g., CSV, XLSX) is named for the released data; only 'Analyzed Filtered' is given as data format. [majority verdict 'no' (2/4 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 data or metadata community standard (e.g., MIAME, ISA-Tab, ontology) is named as applied to the dataset. [majority verdict 'no' (3/4 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'
“doi: 10.1016/j.canlet.2020.11.015”
The paper references the companion article with a DOI, which is a qualified identifier for a resource the data depend on.
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 license for the data is stated; the CC BY-NC-ND license applies to the article only.
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'
“doi: 10.17632/24nnx5w5bj.1”
The DOI includes a version suffix (.1), which identifies the snapshot. [majority verdict 'yes' (3/4 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 uses third-party software (IPA, ClueGO) and does not provide any custom code or a locator for it.
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 awards [5P20GM103427, 1P30GM127200, 5P30CA036727] and National Science Foundation's EPSCoR Award [Grant No. OIA-1557417]”
The paper lists specific grant numbers from NIH and NSF.
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
“Ingenuity Pathway Analysis (IPA) and ClueGO software programs”
The paper names specific software (IPA, ClueGO) used to produce the data. [majority verdict 'yes' (3/4 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
“2. Supplementary files (deposited in repository)”
The description of supplementary files is provided inside the article, but no separate documentation object (e.g., README) is said to accompany the data. [majority verdict 'partial' (2/4 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 →
National Institutes of Health
Grant: 5P30CA036727-23
CORE--Confocal Microscopy
National Institutes of Health
Grant: 3P20GM103427-23S2
Nebraska Research Network in Functional Genomics
National Institutes of Health
Grant: 5P30GM127200-04
Nebraska Center for Nanomedicine
Fields of Study
Keywords
Sustainable Development Goals