A spatiotemporal atlas of mouse gastrulation and early organogenesis to explore axial patterning and project in vitro models onto in vivo space is a dataset published in Cell Reports (2025). On theSindex it has a DataRank of 0.395, placing it in the top 46.2% of the data-sharing corpus. It has been cited 8 times, with 8 citing works in its 1-hop citation network. Its calibrated FAIR score is 58/100.
Ranks in the top 46% 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.
“DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 .”
The only identifier for the dataset is a URL (https://zenodo.org/records/13977985), which is not a PID scheme string (DOI, Handle, ARK, URN, or repository accession) as defined in the rubric. [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'
“DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 .”
Zenodo is a named data repository (registered in re3data/FAIRsharing) that holds the study's 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
“DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 .”
The dataset identifier (Zenodo URL) appears only in the body text of the Data Availability Statement and Key Resources Table, 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
“Data can be interactively explored at this link: http://shiny.maths.usyd.edu.au/SpatiotemporalMouseAtlas/ . Processed data can be downloaded using the links provided on the front page of the interactive exploration Shiny app above. DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 . All analyses were performed in R (version 4.2.1). Scripts for analysis and figure panels in this manuscript are available at https://github.com/ltgharland/Spatiotemporal-Atlas-of-Mouse-Gastrulation .”
The data availability statement points to a repository record (Zenodo) with a persistent link, satisfying 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
“seqFISH on a total of 20 optical sagittal sections from four embryos (five optical sections/embryo) that were collected at E6.5 and E7.5 (Figures 1A–1E and S1A; Videos S1 and S2). After sample preparation, imaging, cell segmentation, and mRNA dot calling, we computed normalized gene expression levels for 351 genes across 14,794 cells (Figure 1E).”— not found in the paper; verdict downgraded
The dataset's content and extent are described in running prose (number of sections, embryos, genes, cells) but there is no itemised inventory such as a Data Records section or table listing files or variables. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (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'
“DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 .”
The text gives a route to the data (Zenodo download) with no stated precondition such as embargo, registration, or request. [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
“DAPI images, molecules, and segmentation boundaries can be downloaded from Zenodo at https://zenodo.org/records/13977985 .”
The paper describes an action (download from Zenodo) without applying an explicit access-level label, so the access level must be inferred. [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 from mouse embryos, not human subjects, so no gatekeeper is named; the paper does not address sensitive data access.
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 mention any temporal commitment: neither a retention period nor an availability timing.
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 token (open or proprietary) is named for the released data; the paper only describes the data as 'seqFISH images' and 'processed data' without specifying formats.
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 data or metadata standard (e.g., MIAME, MIxS, BIDS, an ontology) is named as being applied to the data; only manuscript reporting guidelines may be present but not 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'
The paper cites external resources (e.g., other atlases, software) but does not provide an identifier (accession, DOI, RRID) for any resource other than the study's own dataset. [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'
The paper does not state any licence for the data; the CC BY-NC licence noted applies to the article, not the dataset.
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 is provided for the dataset; the Zenodo link likely includes versioning but it is not stated in the paper.
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'
“Scripts for analysis and figure panels in this manuscript are available at https://github.com/ltgharland/Spatiotemporal-Atlas-of-Mouse-Gastrulation .”
A machine-resolvable code repository URL (GitHub) is given for the study's own code. [majority verdict 'yes' (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)
“S.G. was supported by a Royal Society Newton International Fellowship (NIF\R1\181950), Australian Research Council DECRA Fellowship (DE220100964), and Chan Zuckerberg Initiative Single Cell Biology Data Insights grant (2022-249319).”
Award numbers are given for the funding. [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
“Imaging was performed using a Leica DMi8 microscope equipped with a Yokogawa CSU-W1 spinning disk, an Andor Zyla 4.2 Plus sCMOS camera, a Leica 63 ×1.40-NA oil objective, a motorized stage (ASI MS2000), and Semrock filters.”
Specific instruments and software are named, providing provenance information. [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
“Table S1 details marker gene information, while Videos S3–S5 illustrate the spatial localization of cell types across seqFISH embryos, alongside imputed gene expression patterns and high-resolution clustering.”
Variable-level definitions (marker gene info) are provided in a supplementary table within the article, but no documentation object (README, codebook) is said to accompany the data deposit. [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
0.330
From this paper's citation signal
Citation Network Contribution
0.0657
From 3 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 8 citers.
German Research Foundation
Grant: EXC 2067/1- 390729940
Wellcome Trust
Grant: 226309/Z/22/Z
Wellcome Trust
Grant: 220379/B/20/Z
Cancer Research UK Cambridge Research Institute
Grant: C9545/A29580
Royal Society
Grant: 181950
Australian Research Council
Grant: 2022-249319
Australian Research Council Centre of Excellence for Mathematical and Statistical Frontiers
Grant: DE220100964
Wellcome Trust
Grant: 226309
NIH HHS
Grant: OT2 OD026673
Wellcome Trust
Grant: 220379
Wellcome Trust
Grant: unidentified
unidentified
National Institutes of Health
Grant: 1OT2OD026673-01
Comprehensive reference map construction, geolocation and data integration for HuBMAP HIVE
Foundation for the National Institutes of Health
Cancer Research UK
National Institutes of Health
Wellcome Trust
The Chan Zuckerberg Initiative
European Molecular Biology Laboratory
University of Cambridge
FWCI
3.37
Citation Percentile
0.9%
Citation Trend
Fields of Study
MeSH Terms
Keywords