Half the Chromosome It Used to Be: Identifying Cancer Treatments Targeting Aneuploid Losses is a dataset published in Genes (2025). On theSindex it has a DataRank of 0.112, placing it in the top 72.1% of the data-sharing corpus. It has been cited 1 time, with 1 citing works in its 1-hop citation network. Its calibrated FAIR score is 46/100.
Ranks in the top 72% 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.
No persistent identifier (DOI, Handle, ARK, repository accession) is given for the paper's own dataset; the supplementary tables are only mentioned by name without a PID scheme string.
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 supporting datasets are supplied in the Supplementary Tables.”— not found in the paper; verdict downgraded
The data are held in the journal's supplementary material, which is a non-repository host (not a curated archive listed in re3data/FAIRsharing). [downgraded to 'no' — no verifiable quote from the paper] [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
The paper's own dataset (the supplementary tables) is not assigned any identifier, and no entry for it appears in the reference list or body text. [majority verdict 'no' (3/5 passes agreed)]
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
“The supporting datasets are supplied in the Supplementary Tables . The code used to prepare and analyze the datasets can be found at https://github.com/jrdelaney/Disharoon_Delaney_Aneuploid_Selectivity_2025/ as of 13 June 2025.”
The statement points to the article's supplementary material, which is Colavizza category 2 (data contained within the article and its supplementary materials). [majority verdict 'partial' (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
The paper does not provide an itemised inventory of the data files or variables; the supplementary tables are mentioned but not described in a structured list, section, or table. [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'
“The supporting datasets are supplied in the Supplementary Tables .”
The statement gives a route to the data with no precondition, as the supplementary tables are part of the open-access article. [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
“The supporting datasets are supplied in the Supplementary Tables .”
The paper describes the access action of the data being in supplementary tables, but does not apply an explicit access-level label, so the artefact is an action description. [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
The data are not sensitive or human-subject derived; the paper states 'Not applicable' for the IRB. No gatekeeper is needed.
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 how long the data will be retained or when they become available (beyond the article's publication).
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 paper does not name any file format for the data (the supplementary tables are likely Excel, but not stated).
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, BIDS, GO) is named as applied to the paper's own data; only manuscript reporting guidelines are absent.
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'
The paper does not provide an identifier in the body text for any resource other than its own dataset; the reference list depmap DOIs are excluded by the scope rule. [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'
“This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license”
The paper applies the CC BY license to the article, which includes the supplementary tables as part of the article, thus licensing the data under an open standard licence. [majority verdict 'yes' (3/5 passes agreed)]
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'
No version token or date is given for the data (the supplementary tables); the code repository has a date but the data are not versioned. [majority verdict 'no' (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 code used to prepare and analyze the datasets can be found at https://github.com/jrdelaney/Disharoon_Delaney_Aneuploid_Selectivity_2025/ as of 13 June 2025.”
A machine-resolvable code repository URL is given for the study's own code. [majority verdict 'yes' (4/5 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)
“grant number DP2CA280626”
An award/grant number (DP2CA280626) is provided alongside the funder name (NIH). [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
“Plotting and analyses were performed using JMP (18 Pro) and Python (3.11). The following python packages (and versions) were used: pandas (2.2.3), numpy (1.25.2), scipy (1.14.1), statsmodels (0.14.4), lifelines (0.29.0), matplotlib (3.9.2), pycirclize (1.7.1), seaborn (0.13.2), requests (2.32.3), and openai (1.43.0).”
The paper names the specific software tools and versions used to produce the analysis results that constitute the data. [majority verdict 'yes' (4/5 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, codebook, or schema file is named as accompanying the data; variable definitions are not provided in a separate documentation object.
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
0.104
From this paper's citation signal
Citation Network Contribution
7.75 × 10⁻³
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 1 citer.
NIH HHS
Grant: 1DP2CA280626-01
NCI NIH HHS
Grant: DP2 CA280626
National Institutes of Health
Grant: 4DP2CA280626-02
Tumor suppressor vulnerability conferred by aneuploid loss of haploinsufficient metallothionein genes
Fields of Study
MeSH Terms
Keywords