Smoking habit and long-term colorectal cancer incidence by exome-wide mutational and neoantigen loads: evidence based on the prospective cohort incident-tumour biobank method is a dataset published in BMJ Oncology (2025). On theSindex it has a DataRank of 0.386, placing it in the top 47.1% of the data-sharing corpus. It has been cited 10 times, with 6 citing works in its 1-hop citation network. Its calibrated FAIR score is 4/100.
Ranks in the top 47% 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 string (DOI, Handle, ARK, URN, or repository accession) is given for the dataset.
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'
“"guidelines are available on our website for outside users to access the resources of our study ( http://www.nurseshealthstudy.org/ , http://www.hsph.harvard.edu/hpfs/ )."”— not found in the paper; verdict downgraded
The host is an institutional website, not a curated data repository. [downgraded to 'no' — no verifiable quote from the paper]
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
No identifier or link for the dataset appears anywhere 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 are available on reasonable request.”
The statement exists and points to a person (Colavizza category 1), which is class 2 (partial). [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
“"During 3 473 441 person-years follow-up of 131 140 participants, we documented 3053 colorectal cancer cases including 752 cases with available WES data, which yielded e-TMB (non-synonymous mutation count per megabase; median, 1.6; IQR, 1.0–3.5 and total range, 0–152.0) and neoantigen loads (median, 202; IQR, 137–326 and total range, 0–11,110)."”— not found in the paper; verdict downgraded
The dataset's content is described in running prose, not in an itemised inventory. [downgraded to 'no' — no verifiable quote from the paper]
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 are available on reasonable request."”— not found in the paper; verdict downgraded
The only route offered is a discretionary request to a person, which is not a followable precondition.
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
“"With input from and approval of the External Advisory Committees for the two cohorts (the Nurses’ Health Study (NHS) and the Health Professionals Follow-up Study (HPFS)), we have adopted a data enclave approach to data sharing. Along with a general description of the NHS and HPFS cohorts as well as all questionnaires that have been used since 1976 in the NHS and since 1986 in the HPFS, for both the blood repository and the questionnaire data, guidelines are available on our website for outside users to access the resources of our study ( http://www.nurseshealthstudy.org/ , http://www.hsph.harvard.edu/hpfs/ ). Typically, an outside user prepares a brief proposal that is reviewed by the NHS and HPFS investigator groups to identify a local investigator to assist the outside investigator."”— not found in the paper; verdict downgraded
The text describes an access action (proposal review) but does not label the access level with a standard term. [downgraded to 'no' — no verifiable quote from the paper] [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
“"Typically, an outside user prepares a brief proposal that is reviewed by the NHS and HPFS investigator groups to identify a local investigator to assist the outside investigator."”— not found in the paper; verdict downgraded
An institutional gatekeeper (investigator groups and committees) is named for accessing human-subject data. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 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
Neither a persistence commitment nor an availability timing statement is given for the 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 token of any kind 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, BIDS, an ontology) is named; only molecular pathology markers are used.
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 (accession, DOI, RRID, build ID) for an external resource is provided in the text.
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 or terms document is named for the data; the CC BY 4.0 license applies to the article only.
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 data snapshot; the data are not deposited in a versioned repository.
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 locator (repository URL, DOI, or package identifier) is given; only SAS software is mentioned as a tool, not the study's custom code.
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)
“This work was supported by the US National Institutes of Health (NIH) grants (P01 CA87969 to MJ Stampfer, UM1 CA186107 to MJ Stampfer, P01 CA55075 to WC Willett, UM1 CA167552 to WC Willett, U01 CA167552 to WC Willett and LA Mucci, R50 CA274122 to TU, K07 CA188126 to XZ, P50 CA127003 to CSF, R01 CA118553 to CSF, R01 CA169141 to CSF, R01 CA137178 to ATC, K24 DK098311 to ATC, R35 CA197735 to SO, R01 CA151993 to SO and R01 CA248857 to SO)”
Multiple NIH grant numbers are provided, fulfilling class 1 (award number). [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
“To further filter out spurious single-nucleotide variant calls, we used BWA (Burrows-Wheeler Aligner)-MEM ( http://bio-bwa.sourceforge.net/ ) to realign sequenced reads associated with the mutations to a set of sequences derived from the human reference assembly.”
The text names specific software (BWA-MEM) and also mentions NetMHCpan V.4.1, qualifying as class 1 (proper nouns). [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 (README, codebook) is said to accompany the data, and no variable-definition table exists inside the article.
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
0.360
From this paper's citation signal
Citation Network Contribution
0.0260
From 2 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 6 citers.
NIDDK NIH HHS
Grant: K24 DK098311
NCI NIH HHS
Grant: P01 CA087969
National Institutes of Health
Grant: P01 CA87969
NCI NIH HHS
Grant: R01 CA137178
NCI NIH HHS
Grant: R01 CA151993
NCI NIH HHS
Grant: R50 CA274122
NCI NIH HHS
Grant: U01 CA167552
National Institutes of Health
Grant: P01 CA55075
NCI NIH HHS
Grant: P50 CA127003
NCI NIH HHS
Grant: R01 CA118553
NCI NIH HHS
Grant: R01 CA169141
NCI NIH HHS
Grant: R01 CA285851
NCI NIH HHS
Grant: UM1 CA186107
Cancer Research UK Grand Challenge Award
Grant: C10674/A27140
National Institutes of Health
Grant: K07 CA188126
Bennett Family Fund
Grant: N/A
NCI NIH HHS
Grant: P01 CA055075
The Stand Up to Cancer
Grant: SU2C-AACR-DT22-17
The Dana-Farber Harvard Cancer Center
Grant: Nodal Award (2016-02)
NCI NIH HHS
Grant: R01 CA248857
NCI NIH HHS
Grant: UM1 CA167552
NCI NIH HHS
Grant: R35 CA197735
American Cancer Society
Grant: CRP-24-1185864-01-PROF
NCI NIH HHS
Grant: U01 CA261961
FWCI
5.33
Citation Percentile
1.0%
Citation Trend
Fields of Study
Keywords