A Comprehensive Search of Non-Canonical Proteins in Non-Small Cell Lung Cancer and Their Impact on the Immune Response is a dataset published in International Journal of Molecular Sciences (2022). On theSindex it has a DataRank of 0.380, placing it in the top 47.6% of the data-sharing corpus. It has been cited 5 times, with 5 citing works in its 1-hop citation network. Its calibrated FAIR score is 52/100.
Ranks in the top 48% 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.
“https://github.com/EhsanIrajizad/Cryptoprotein”
The cryptoDB is located at a web address (GitHub URL) that is not a persistent identifier scheme.
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 fasta file of the cryptoDB is available on github”
GitHub is named as the host, but it is not a data repository from the curated list.
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
“The fasta file of the cryptoDB is available on github ( https://github.com/EhsanIrajizad/Cryptoprotein , uploaded April 2021, accessed 10 August 2022).”
The dataset identifier (GitHub URL) appears only in the body text, 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
“Other relevant data supporting the findings of this study are available within the Article or are available from the authors upon reasonable request.”
The statement points to the article and to the authors, not to a repository record (Colavizza category 1/2).
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
“A total of 420 cryptoproteins were identified with PSM ≥ 5 and that were quantifiable in two or more cell lines.”
The dataset's content is described in running prose (a sentence) without an itemised inventory section or table. [majority verdict 'partial' (3/5 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'
“The fasta file of the cryptoDB is available on github ( https://github.com/EhsanIrajizad/Cryptoprotein , uploaded April 2021, accessed 10 August 2022).”
The cryptoDB is hosted on GitHub with no stated precondition, constituting an unconditional access route.
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
“The fasta file of the cryptoDB is available on github ( https://github.com/EhsanIrajizad/Cryptoprotein , uploaded April 2021, accessed 10 August 2022).”
The paper describes the action of accessing the data via a GitHub URL, but no explicit access-level label is applied to the data. [majority verdict 'partial' (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
“Other relevant data supporting the findings of this study are available within the Article or are available from the authors upon reasonable request.”
The data availability statement names the authors (a natural person) as the gatekeeper, not an institutional route. [majority verdict 'partial' (4/5 passes agreed)]
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. [majority verdict 'no' (4/5 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'
“The fasta file of the cryptoDB is available on github”
FASTA is an open, community-standard file format.
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
“The fasta format transcript files from Genome Reference Consortium Human Build 38, release 27 (GRCh38.v27), were downloaded from GENCODE.”
GENCODE and GRCh38 are community standards for genomic data and reference assembly. [majority verdict 'yes' (3/5 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'
“GRCh38.v27”— not found in the paper; verdict downgraded
The paper provides an identifier (GRCh38.v27) for the external reference genome assembly used. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (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 licence or terms of use are stated for the data; the CC BY licence applies only to the article.
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'
“uploaded April 2021, accessed 10 August 2022”
A date (upload and access dates) is given but no explicit version token for the data. [majority verdict 'partial' (4/5 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'
No code repository or DOI is given for the study's custom pipeline; only the data (cryptoDB) is shared, and no code is mentioned. [majority verdict 'no' (3/5 passes agreed)]
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)
“NIH grants P30CA016672 and CCTS UL1TR003167”
Grant numbers (e.g., P30CA016672) are attached to named funders. [majority verdict 'yes' (3/5 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
“Spectra from proteomic analyses of human lung cancer cell lines and immunoglobulin(Ig)-bound plasma proteins were reprocessed through a customized pipeline based on PeptideShaker.”— not found in the paper; verdict downgraded
The paper names the specific software PeptideShaker used in data production. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 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
No README, data dictionary, or codebook is mentioned as accompanying the data. [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
0.269
From this paper's citation signal
Citation Network Contribution
0.111
From 5 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.
NIH
Grant: P30CA016672
NIH
Grant: UL1TR003167
NIH
Grant: RP180505
NIH
Grant: 5R01GM122775
NIH
Grant: P50 CA140388
NIH
Grant: RP160693
National Institutes of Health
Grant: 5P50CA140388-03
Specimen Core
National Institutes of Health
Grant: 5R01GM122775-03
Viral miRs and cellular miRs in sepsis
National Institutes of Health
Grant: 3UL1TR003167-02S4
Center for Clinical and Translational Sciences (CCTS)
National Institutes of Health
Grant: 3P30CA016672-41S4
Cancer Center Support (CORE) Grant
Fields of Study
Keywords
Sustainable Development Goals