Metabolomic and elemental profiling of human tissue in kidney cancer is a dataset published in Metabolomics (2021). On theSindex it has a DataRank of 0.894, placing it in the top 22.6% of the data-sharing corpus. It has been cited 36 times, with 20 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 23% 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.
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
No persistent-identifier string or data URL occurs in the text; the article's DOI is not the data's 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'
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
No repository is named; the data are held by the authors.
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
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
No identifier or link for the dataset appears anywhere in the paper, either 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 The data that support the findings of this study is available from the corresponding author upon reasonable request.”
The statement points at a person (Colavizza category 1), not a repository record.
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
“In this study, we performed the first targeted and untargeted metabolomic and metallomic profiling of 100 human tissue samples using three different analytical platforms: NMR, ICP-OES and LDI MS.”— not found in the paper; verdict downgraded
The dataset's extent is stated in running prose, but there is no itemized inventory (section, table, or list) of files or variables. [downgraded to 'no' — no verifiable quote from the paper] [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'
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
The only route offered is a discretionary request to a person, which is not a followable access route with a defined process.
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
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
The text describes an action (request to the author) but does not apply an explicit access-level label.
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
“Data availability The data that support the findings of this study is available from the corresponding author upon reasonable request.”
The data are human tissue samples, but the only gatekeeper named is the corresponding author (a natural person), not an institutional body.
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
No sentence in the paper states when the data become available or how long they persist.
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 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
No data or metadata community standard (e.g., MIAME, ISA-Tab, an ontology) is explicitly named for the data.
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'
No identifier (DOI, accession, RRID) for an external resource (database, reference genome, code) is provided; only bare citations of papers are given.
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 licence is stated for the data; the CC BY 4.0 footer 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'
No code availability is mentioned; only third-party tools are named.
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)
“Research was supported mainly by National Science Centre (Poland), research project OPUS Number 2016/23/B/ST4/00062.”
A specific grant number is provided with the funder name.
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
“Laser desorption ionization mass spectrometry (LDI MS) experiments were performed with a Bruker Autoflex Speed ToF mass spectrometer in positive-ion reflectron mode.”
Specific instruments and software are named, providing provenance information.
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 pathological and clinical characteristics of the patients are presented in supplementary material table (Table S1).”
Variable definitions exist inside the article (supplementary tables), but no documentation object is said to accompany the data in a repository. [majority verdict 'partial' (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
0.542
From this paper's citation signal
Citation Network Contribution
0.353
From 17 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 20 citers.
Narodowe Centrum Nauki
Grant: 2016/23/B/ST4/00062.
National Institutes of Health
Grant: 1S10RR13878
National Institutes of Health
Grant: 1S10RR026659
The National Science Foundation
Grant: NSF-MRI:DBI-1532078
M.J. Murdock Charitable Trust
Grant: 2015066:MNL
NCRR NIH HHS
Grant: S10 RR026659
National Institutes of Health
Grant: 1S10RR013878-01
SHARED SOLUTION 600 MHZ NMR INSTRUMENT
National Institutes of Health
Grant: 1S10RR026659-01A1
Acquisition of a 600 MHz NMR cryoprobe and 600 MHz spectrometer console upgrade
National Science Foundation
Grant: 1532078
MRI: Acquisition of a cryoprobe- and autosampler-equipped AVANCE III 500 MHz solution NMR
FWCI
1.85
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals