技能 数据科学 数据与代码可用性指南

数据与代码可用性指南

v20260724
pnas-data
本指南详细介绍了学术出版物中对研究数据和分析代码的最高可用性标准。它指导用户如何将原始数据(序列、结构、数据集)和代码上传至指定的公共存档库(如GEO, Zenodo),并获取永久识别码(DOI/登录号),以确保研究成果的高度可重复性和透明度。
获取技能
144 次下载
概览

Data & Code Availability (pnas-data)

When to trigger

  • There is no Data Availability Statement, or it says "available on request".
  • Sequences/structures/datasets are not deposited or have no accession numbers.
  • Custom analysis code is not in a public, archived repository.
  • Unique reagents/strains/cell lines have no sharing plan.

PNAS's standard (the bar)

PNAS requires a Data Availability Statement in every research article, and that the data and materials needed to support the conclusions be deposited and available at the time of submission/publication. For data types with an established public repository, deposition is required, and the accession numbers/DOIs go in the Data Availability Statement. "Available upon request" is not sufficient for the primary data underlying the figures and conclusions.

Deposit in approved repositories (with accessions)

Data type Deposit in (examples)
Nucleotide / genome sequences GenBank / ENA / DDBJ
High-throughput sequencing GEO / SRA / ArrayExpress
Protein/macromolecular structures PDB; maps → EMDB
Proteomics PRIDE / ProteomeXchange
Crystallographic data CCDC / CSD
Generic datasets Dryad / Zenodo / Figshare / OSF
Code GitHub/GitLab + archived to Zenodo (DOI)
  • Obtain accession numbers / DOIs before/at submission; cite them in the Data Availability Statement and Materials and Methods.
  • Code that produces the results must be public and archived (a versioned release with a citable DOI; a bare GitHub link is not durable).

Data Availability Statement (template)

All study data are included in the article and/or SI Appendix. [Sequencing data have been deposited in GEO (accession GSEXXXXXX).] [Structures have been deposited in the PDB (XXXX).] [Analysis code has been deposited in Zenodo (DOI: 10.5281/zenodo.XXXXXXX).] [Previously published data used in this work are available at …] [Restricted data (e.g., human-subjects data) are available under … from … subject to …]

Avoid bare "data available on request" for primary data; restricted human/clinical data must state the access procedure and the controlling body.

Where the statement and the data live

  • The Data Availability Statement is a required element of the article (near the end, before/with the references — confirm placement in current guidelines).
  • Datasets too large for a figure but central to the conclusions can go in SI Appendix or, if very large, in an external repository cited by accession/DOI — not "available on request."
  • Reference the deposited data in both the Data Availability Statement and the Materials and Methods, so a reader following the methods can reach the data.

Materials & reagents

  • Unique materials (plasmids, cell lines, strains, antibodies) should be available, e.g., via Addgene/repositories or under an MTA; state how.
  • Identify key reagents with RRIDs where available.

Ethics & compliance (as applicable)

  • Human-subjects: IRB/ethics approval + informed consent statement.
  • Animal work: IACUC/animal-ethics approval and guideline compliance.
  • Field/biodiversity: permits and the Nagoya Protocol where relevant.
  • Dual-use / biosafety: flag if applicable.

Output format

【Data deposited】 type → repository → accession/DOI (list each) | gaps
【Code public + archived DOI】 yes/no (link + DOI)
【Data Availability Statement】 drafted? compliant (no "on request" for primary data)?
【Materials sharing】 plan for unique reagents (Addgene/MTA)
【Ethics approvals】 IRB / IACUC / permits present where needed?
【Next】 pnas-significance

Anti-patterns

  • Do not write "data available on request" for the primary data behind the figures.
  • Do not link only to a personal/lab website (not durable) — use an archival repository with a DOI.
  • Do not forget to make code public and versioned; reviewers may try to run it.
  • Do not submit without accession numbers in hand for deposited data.
信息
Category 数据科学
Name pnas-data
版本 v20260724
大小 4.61KB
更新时间 2026-07-29
语言