Single‐cell landscape of sex‐specific drivers of Alzheimer's disease is a dataset published in Alzheimer s & Dementia (2025). On theSindex it has a DataRank of 0.208, placing it in the top 64.8% of the data-sharing corpus. It has been cited 3 times, with 3 citing works in its 1-hop citation network. Its calibrated FAIR score is 42/100.
Ranks in the top 65% 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.
“Raw sequence and processed data of snRNA‐seq from ROS/MAP study are available at Synapse ( https://www.synapse.org/#!Synapse:syn31512863 ).”
The paper provides a URL (https://www.synapse.org/...) rather than a DOI or a recognized repository accession from the listed PID schemes, so the strongest identifier is a web address. [majority verdict 'partial' (3/5 passes agreed)]
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'
“Raw sequence and processed data of snRNA‐seq from ROS/MAP study are available at Synapse ( https://www.synapse.org/#!Synapse:syn31512863 ).”
The paper names Synapse, a data repository listed in re3data, as the holder of the data. [majority verdict 'yes' (3/5 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
“Raw sequence and processed data of snRNA‐seq from ROS/MAP study are available at Synapse ( https://www.synapse.org/#!Synapse:syn31512863 ).”
The dataset identifier (syn31512863) appears only in the body text (data availability statement) and not as a reference-list entry. [majority verdict 'partial' (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
“Raw sequence and processed data of snRNA‐seq from ROS/MAP study are available at Synapse ( https://www.synapse.org/#!Synapse:syn31512863 ).”
The data-availability statement points to a repository record with an accession number, falling into 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
“The post‐quality control (post‐QC) datasets contained 424 unique participants with a median of 3824 sequenced nuclei and 1.64 million nuclei in total.”
The dataset's content is described in running prose (size and number of participants) without an itemized section, table, or list of files. [majority verdict 'partial' (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'
“FASTQ files of SEA‐AD snRNA‐seq are available through controlled access at Sage Bionetworks (accession no. syn26223298).”
The SEA-AD data require controlled access, which is a precondition, so the data are not unconditionally open. [majority verdict 'partial' (2/5 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 paper does not label the access level of its own data. [majority verdict 'no' (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
No gatekeeper is named for the study's own data. [majority verdict 'no' (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 statement about retention or persistence of the study's own 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 is named for the study's own data. [majority verdict 'no' (3/5 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 community standard is applied to the study's own data. [majority verdict 'no' (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'
“syn31512863”
The paper gives identifiers for the source datasets 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 license is named for the study's own 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'
No version token or date is given for the study's own 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'
“All codes used for analysis discussed in the manuscript are available upon request.”
Code is available only upon request, not in a repository.
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)
“R01AG061518”
The paper lists specific grant numbers from NIH.
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
“Nebula R package (version 1.4.2)”
The paper names the specific software version (Nebula 1.4.2) used for association analyses, providing a named tool with version. [majority verdict 'yes' (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 documentation object accompanies the data. [majority verdict 'no' (4/5 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
0.208
From this paper's citation signal
Citation Network Contribution
0
From 0 citing papers with measurable signal
This paper's DataRank is currently driven only by its base citation score. None of the citing papers had measurable citation signal.
Learn more about DataRank methodology →National Institute on Aging, National Institutes of Health
Grant: P30AG072975
NIA NIH HHS
Grant: P50 AG005136
NIA NIH HHS
Grant: R01 AG061518
National Institute on Aging, National Institutes of Health
Grant: U19AG066567
NIA NIH HHS
Grant: R01 AG015819
National Institute on Aging, National Institutes of Health
Grant: P30AG066509
NIA NIH HHS
Grant: RF1 AG057473
NIA NIH HHS
Grant: U01 AG006781
National Institute on Aging, National Institutes of Health
Grant: U01AG61356
National Institute on Aging, National Institutes of Health
Grant: R01AG030146
NIA NIH HHS
Grant: U01 AG046152
National Institute on Aging, National Institutes of Health
Grant: U19AG060909
National Institute on Aging, National Institutes of Health
Grant: R01AG017917
National Institute on Aging, National Institutes of Health
Grant: U01AG46152
NIA NIH HHS
Grant: P30 AG010161
NIA NIH HHS
Grant: U01 AG061356
National Institute on Aging, National Institutes of Health
Grant: P30AG10161
National Institute on Aging, National Institutes of Health
Grant: RF1AG57473
Nancy and Buster Alvord Endowment
the Illinois Department of Public Health
Rush Alzheimer's Disease Center
Rush University Medical Center
UW (University of Washington) ADRC
FWCI
1.23
Citation Percentile
0.8%
Citation Trend
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals