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BCARC spatial transcriptomics platform benchmarking — spatial transcriptomics (10x Visium)

Raw sequencing reads (FASTQ) and Space Ranger-aligned BAMs from 10x Genomics Visium (40 sections: 33 breast tumor, 7 matched uninvolved lymph node) and Visium HD (4 breast tumors). Space Ranger count matrices are available on GEO (GSEXXXXXX). Processed AnnData/SpatialData objects, pathology annotations, and cell type mapping results are on Zenodo (https://doi.org/10.5281/zenodo.18917100). H&E, IHC, and CytAssist images, plus corresponding alignment files, are on the BioImage Archive (https://doi.org/10.6019/S-BIAD3080).

Request Access

The EGA-Garvan DATA ACCESS APPLICATION + AGREEMENT

*Policy URL*: https://tinyurl.com/EGA-Garvan-DATA-ACCESS-HTML To request access to this dataset, applicants must complete the EGA-Garvan Data Access Application + Agreement form *linked above*(Policy URL). After completing the form, applicants should *copy and paste* the generated application summary into the EGA data request comment. *The full policy is available via the *Policy URL* to guide applicants through the data access request process. The complete policy text is also reproduced below for reference. The EGA-Garvan DATA ACCESS APPLICATION + AGREEMENT These terms and conditions are based on the standard EGA Data Access Agreement and govern access to the managed access datasets (details of which are set out in Appendix I) to which the User Institution has requested access. The User Institution agrees to be bound by these terms and conditions. 1. Definitions Authorised Personnel: The individuals at the User Institution to whom Garvan grants access to the Data. This includes the User, the individuals listed in Appendix II and any other individuals for whom the User Institution subsequently requests access to the Data. Details of the initial Authorised Personnel are set out in Appendix II. Data: The managed access datasets to which the User Institution has requested access. Data Producers: Garvan and any collaborators responsible for the development, organisation, and oversight of these Data. External Collaborator: A collaborator of the User, working for an institution other than the User Institution. Project: The project for which the User Institution has requested access to these Data. A description of the Project is set out in Appendix II. Publications: Includes, without limitation, articles published in print journals, electronic journals, reviews, books, posters and other written and verbal presentations of research. Research Participant: An individual whose data form part of these Data. Research Purposes: Shall mean research that is seeking to advance the understanding of genetics and genomics, including the treatment of disorders, and work on statistical methods that may be applied to such research. User: The principal investigator for the Project. User Institution(s): The Institution that has requested access to the Data. Garvan means Garvan Intitute of Medical Research located at 384 Victoria Street, Darlinghurst, Sydney, NSW 2010 Australia. 2. The User Institution agrees to only use these Data for the purpose of the Project (described in Appendix II) and only for Research Purposes. The User Institution further agrees that it will only use these Data for Research Purposes which are within any limitations communicated by Garvan in writing. 3. The User Institution warrants that the Project for which the Data is being sought has been approved by a human research ethics committee. 4. The User Institution agrees to preserve, at all times, the confidentiality of these Data. In particular, it: (a) Must not to use, or attempt to use these Data to compromise or otherwise infringe the confidentiality of information on Research Participants; (b) Without prejudice to the generality of the foregoing, the User Institution agrees to use at least the measures set out in Appendix I to protect these Data; 5. The User Institution agrees to protect the confidentiality of Research Participants in any research papers or publications that they prepare by taking all reasonable care to limit the possibility of identification. 6. The User Institution agrees not to link or combine these Data to other information or archived data available in a way that could re-identify the Research Participants, even if access to that data has been formally granted to the User Institution or is freely available without restriction. 7. The User Institution agrees only to transfer or disclose these Data, in whole or part, or any material derived from these Data, to the Authorised Personnel. Should the User Institution wish to share these Data with an External Collaborator, the External Collaborator must complete a separate application for access to these Data. 8. The User Institution agrees that the Data Producers, and all other parties involved in the creation, funding or protection of these Data: a) make no warranty or representation, express or implied as to the accuracy, quality or comprehensiveness of these Data; b) exclude to the fullest extent permitted by law all liability for actions, claims, proceedings, demands, losses (including but not limited to loss of profit), costs, awards damages and payments made by the Recipient that may arise (whether directly or indirectly) in any way whatsoever from the Recipient’s use of these Data or from the unavailability of, or break in access to, these Data for whatever reason and; c) bear no responsibility for the further analysis or interpretation of these Data. 9. The User Institution agrees to follow the Fort Lauderdale Guidelines (http://www.wellcome.ac.uk/stellent/groups/corporatesite/@policy_communications/documents/web_document/wtd003207.pdf ) and the Toronto Statement (http://www.nature.com/nature/journal/v461/n7261/full/461168a.html). This includes but is not limited to recognising the contribution of the Data Producers and including a proper acknowledgement in all reports or publications resulting from the use of these Data. 10. The User Institution agrees to follow the Publication Policy in Appendix III. This includes respecting the moratorium period for the Data Producers to publish the first peer-reviewed report describing and analysing these Data. 11. The User Institution agrees not to make intellectual property claims on these Data and not to use intellectual property protection in ways that would prevent or block access to, or use of, any element of these Data, or conclusion drawn directly from these Data or any of it. 12. The User Institution must notify Garvan of any patent application filed in respect of the Project, at the time of filing and provide Garvan (or its nominee) with sufficient information to determine whether there has been a breach of clause 11. If there has been a breach of clause 11 then the User Institution must amend its patent application to eliminate the breach or withdraw it. The information provided to Garvan pursuant to this clause will be treated as confidential to the User Institution. 13. The User Institution can elect to perform further research that would add intellectual and resource capital to these data and decide to obtain intellectual property rights on these downstream discoveries. In this case, the User Institution agrees to implement licensing policies that will not obstruct further research and to follow the U.S. National Institutes of Health Best Practices for the Licensing of Genomic Inventions (2005) (https://www.icgc.org/files/daco/NIH_BestPracticesLicensingGenomicInventions_2005_en.pdf ) in conformity with the Organisation for Economic Co-operation and Development Guidelines for the Licensing of the Genetic Inventions (2006) (http://www.oecd.org/science/biotech/36198812.pdf ). 14. The User Institution agrees to destroy/discard the Data held, once it is no longer used for the Project, unless obliged to retain the data for archival purposes in conformity with audit or legal requirements. 15. The User Institution will notify Garvan within 30 days of any changes or departures of Authorised Personnel. 16. The User Institution will notify Garvan prior to any significant changes to the protocol for the Project. 17. The User Institution will notify Garvan immediately as soon as it becomes aware of: (a) any breach of this agreement; (b) any actual, suspected or threatened breach of clause 3 and 4 and any other confidentiality obligations to Garvan. 18. Garvan may terminate this agreement by written notice to the User Institution. If this agreement terminates for any reason, the User Institution will be required to destroy any Data held, including copies and backup copies. This clause does not prevent the User Institution from retaining these data for archival purpose in conformity with audit or legal requirements. 19. The User Institution accepts that it may be necessary for the Data Producers to alter the terms of this agreement from time to time. As an example, this may include specific provisions relating to the Data required by Data Producers other than Garvan. In the event that changes are required, the Data Producers or their appointed agent will contact the User Institution to inform it of the changes and the User Institution may elect to accept the changes or terminate the agreement. 20. If requested, the User Institution will allow data security and management documentation to be inspected to verify that it is complying with the terms of this agreement. 21. The User Institution agrees to distribute a copy of these terms to the Authorised Personnel. The User Institution will procure that the Authorised Personnel comply with the terms of this agreement. 22. This agreement (and any dispute, controversy, proceedings or claim of whatever nature arising out of this agreement or its formation) shall be construed, interpreted and governed by the laws of New South Wales, Australia and shall be subject to the exclusive jurisdiction of the courts that operate in New South Wales without reference to its laws regarding the conflicts of laws. 23. The User Institution agrees that Garvan has absolute discretion as to whether or not to grant access to these Data / to approve the User Institution’s application to access the Data. Agreed for User Institution Signature: Name: Title: Date: Principal Investigator I confirm that I have read and understood this Agreement. Signature: Name: Title: Date: Please see overleaf for: APPENDIX I – DATASET DETAILS APPENDIX II ––PROJECT DETAILS APPENDIX III –– PUBLICATION POLICY APPENDIX I – DATASET DETAILS 1. Dataset reference (EGA Study ID and Dataset Details) 6. Minimum protection measures required File access: Data can be held in unencrypted files on an institutional compute system, with Unix user group read/write access for one or more appropriate groups but not Unix world read/write access behind a secure firewall. Laptops holding these data should have password protected logins and screenlocks (set to lock after 5 min of inactivity). If held on USB keys or other portable hard drives, the data must be encrypted. APPENDIX II – PROJECT DETAILS (to be completed by the Requestor) 1. Details of dataset requested i.e., EGA Study and Dataset Accession Number 2. Brief abstract of the Project in which the Data will be used (500 words max) 3. All Individuals who the User Institution would like named as registered users Name of Registered User Email Job Title Supervisor* 4. All Individuals that should have an account created at the EGA Name of Registered User Email Job Title 5. User Institution Institution Name: Address: Phone: Email: 6. Principal Investigator (User) Name: Address: Phone Email: APPENDIX III – PUBLICATION POLICY 1. Moratorium Garvan intend to publish the results of their analysis of this dataset and do not consider its deposition into public databases to be the equivalent of such publications. Garvan anticipate that the dataset could be useful to other qualified researchers for a variety of purposes. However, some areas of work are subject to a publication moratorium. The publication moratorium covers any publications (including oral communications) that describe the use of the dataset. For research papers, submission for publication should not occur until 6 months after these data were first made available on the relevant hosting database, unless Garvan has provided written consent to earlier submission. 2. Acknowledgement and approvals In any publications based on these data, please describe how the data can be accessed, including the name of the hosting database (e.g., The European Genome-phenome Archive at the European Bioinformatics Institute) and its accession numbers (e.g., EGAS00000000029), and acknowledge its use in a form agreed by the User Institution with Garvan, but at minimum by citing the publication that first describes this dataset. The User Institution is required to include an appropriate acknowledgement (and authorship if deemed necessary) in any Publication that makes use of or reference to a Garvan dataset in accordance with the following terms. Publications that make use of Data will be required to acknowledge Garvan in the acknowledgements section of the Publication. An example of a proper attribution is: "The results <published or shown> here are in whole or part based upon data generated by the Garvan Institute of Medical Research.”

Studies are experimental investigations of a particular phenomenon, e.g., case-control studies on a particular trait or cancer research projects reporting matching cancer normal genomes from patients.

Study ID Study Title Study Type
EGAS00001008520 Other
EGAS00001008558 Other

This table displays only public information pertaining to the files in the dataset. If you wish to access this dataset, please submit a request. If you already have access to these data files, please consult the download documentation.

ID File Type Size Quality Report
Located in
EGAF00009253874 fastq.gz 2.5 GB
EGAF00009253875 fastq.gz 3.9 GB
EGAF00009253877 fastq.gz 1.5 GB
EGAF00009253882 fastq.gz 6.8 GB
EGAF00009253888 fastq.gz 3.6 GB
EGAF00009253892 fastq.gz 5.2 GB
EGAF00009253905 fastq.gz 10.1 GB
EGAF00009253906 fastq.gz 8.2 GB
EGAF00009253907 fastq.gz 3.8 GB
EGAF00009253909 fastq.gz 4.9 GB
EGAF00009253914 fastq.gz 3.2 GB
EGAF00009253916 fastq.gz 4.4 GB
EGAF00009253926 fastq.gz 7.5 GB
EGAF00009253927 fastq.gz 5.5 GB
EGAF00009253933 fastq.gz 9.8 GB
EGAF00009253941 fastq.gz 11.7 GB
EGAF00009253944 fastq.gz 2.7 GB
EGAF00009253955 fastq.gz 9.0 GB
EGAF00009253957 fastq.gz 7.1 GB
EGAF00009253963 fastq.gz 3.1 GB
EGAF00009254000 fastq.gz 1.5 GB
EGAF00009254003 fastq.gz 3.6 GB
EGAF00009254005 fastq.gz 4.0 GB
EGAF00009254007 fastq.gz 3.3 GB
EGAF00009254008 fastq.gz 9.8 GB
EGAF00009254010 fastq.gz 5.5 GB
EGAF00009254024 fastq.gz 1.3 GB
EGAF00009254031 fastq.gz 7.0 GB
EGAF00009254033 fastq.gz 9.0 GB
EGAF00009254037 fastq.gz 3.8 GB
EGAF00009254042 fastq.gz 5.3 GB
EGAF00009254046 fastq.gz 4.5 GB
EGAF00009254051 fastq.gz 3.9 GB
EGAF00009254053 fastq.gz 9.5 GB
EGAF00009254056 fastq.gz 3.6 GB
EGAF00009254058 fastq.gz 3.7 GB
EGAF00009254061 fastq.gz 2.6 GB
EGAF00009254064 fastq.gz 2.8 GB
EGAF00009254070 fastq.gz 3.7 GB
EGAF00009254079 fastq.gz 6.0 GB
EGAF00009254081 fastq.gz 10.9 GB
EGAF00009254104 fastq.gz 3.7 GB
EGAF00009254105 fastq.gz 6.3 GB
EGAF00009254106 fastq.gz 7.3 GB
EGAF00009254109 fastq.gz 7.0 GB
EGAF00009254111 fastq.gz 5.3 GB
EGAF00009254112 fastq.gz 9.9 GB
EGAF00009254114 fastq.gz 4.3 GB
EGAF00009254123 fastq.gz 9.7 GB
EGAF00009254125 fastq.gz 2.6 GB
EGAF00009254127 fastq.gz 3.8 GB
EGAF00009254131 fastq.gz 6.4 GB
EGAF00009254135 fastq.gz 1.4 GB
EGAF00009254143 fastq.gz 9.5 GB
EGAF00009254148 fastq.gz 5.0 GB
EGAF00009254149 fastq.gz 6.4 GB
EGAF00009254156 fastq.gz 12.8 GB
EGAF00009254161 fastq.gz 6.7 GB
EGAF00009254164 fastq.gz 14.0 GB
EGAF00009254178 fastq.gz 5.1 GB
EGAF00009254179 fastq.gz 4.1 GB
EGAF00009254180 fastq.gz 6.6 GB
EGAF00009254189 fastq.gz 7.0 GB
EGAF00009254191 fastq.gz 12.7 GB
EGAF00009254192 fastq.gz 7.0 GB
EGAF00009254195 fastq.gz 3.4 GB
EGAF00009254196 fastq.gz 2.7 GB
EGAF00009254201 fastq.gz 4.0 GB
EGAF00009254202 fastq.gz 10.8 GB
EGAF00009254218 fastq.gz 9.5 GB
EGAF00009254219 fastq.gz 3.6 GB
EGAF00009254228 fastq.gz 5.8 GB
EGAF00009254230 fastq.gz 2.9 GB
EGAF00009254240 fastq.gz 2.7 GB
EGAF00009254241 fastq.gz 2.5 GB
EGAF00009254249 fastq.gz 8.8 GB
EGAF00009254254 fastq.gz 3.8 GB
EGAF00009254268 fastq.gz 6.2 GB
EGAF00009254276 fastq.gz 6.9 GB
EGAF00009254281 fastq.gz 1.8 GB
EGAF00009254297 fastq.gz 2.6 GB
EGAF00009254301 fastq.gz 7.7 GB
EGAF00009254303 fastq.gz 8.6 GB
EGAF00009254304 fastq.gz 10.3 GB
EGAF00009254307 fastq.gz 9.6 GB
EGAF00009254311 fastq.gz 3.4 GB
EGAF00009254327 fastq.gz 3.6 GB
EGAF00009254328 fastq.gz 9.2 GB
EGAF00009254329 fastq.gz 1.3 GB
EGAF00009254333 fastq.gz 6.2 GB
EGAF00009259171 bai 2.4 MB
EGAF00009259172 bai 2.4 MB
EGAF00009259173 bai 2.9 MB
EGAF00009259174 bai 2.8 MB
EGAF00009259175 bai 2.3 MB
EGAF00009259176 bai 2.9 MB
EGAF00009259177 bai 2.6 MB
EGAF00009259178 bai 2.3 MB
EGAF00009259179 bai 2.4 MB
EGAF00009259180 bam 1.8 GB
EGAF00009259181 bai 2.5 MB
EGAF00009259182 bam 6.3 GB
EGAF00009259183 bam 5.3 GB
EGAF00009259184 bai 2.2 MB
EGAF00009259185 bai 2.4 MB
EGAF00009259186 bai 2.6 MB
EGAF00009259187 bam 6.5 GB
EGAF00009259188 bam 5.6 GB
EGAF00009259189 bam 8.3 GB
EGAF00009259190 bai 2.7 MB
EGAF00009259191 bai 3.0 MB
EGAF00009259192 bai 2.2 MB
EGAF00009259193 bai 2.6 MB
EGAF00009259194 bai 2.4 MB
EGAF00009259195 bai 3.3 MB
EGAF00009259196 bam 8.2 GB
EGAF00009259197 bam 11.3 GB
EGAF00009259198 bai 2.4 MB
EGAF00009259199 bai 2.6 MB
EGAF00009259200 bam 18.1 GB
EGAF00009259201 bai 2.4 MB
EGAF00009259202 bam 8.0 GB
EGAF00009259203 bam 1.8 GB
EGAF00009259204 bam 1.6 GB
EGAF00009259205 bam 11.3 GB
EGAF00009259206 bai 2.4 MB
EGAF00009259207 bam 15.9 GB
EGAF00009259208 bai 2.6 MB
EGAF00009259209 bam 18.9 GB
EGAF00009259210 bai 2.3 MB
EGAF00009259211 bai 3.6 MB
EGAF00009259212 bam 8.3 GB
EGAF00009259213 bai 2.5 MB
EGAF00009259214 bam 15.3 GB
EGAF00009259215 bai 2.7 MB
EGAF00009259216 bai 3.0 MB
EGAF00009259217 bam 20.9 GB
EGAF00009259218 bam 11.4 GB
EGAF00009259219 bam 13.9 GB
EGAF00009259220 bam 7.6 GB
EGAF00009259221 bai 2.6 MB
EGAF00009259222 bam 14.5 GB
EGAF00009259223 bai 2.2 MB
EGAF00009259224 bam 6.9 GB
EGAF00009259225 bai 2.5 MB
EGAF00009259226 bai 2.2 MB
EGAF00009259227 bam 9.8 GB
EGAF00009259228 bai 2.4 MB
EGAF00009259229 bam 6.0 GB
EGAF00009259230 bam 1.7 GB
EGAF00009259231 bam 16.4 GB
EGAF00009259232 bai 2.7 MB
EGAF00009259233 bai 2.6 MB
EGAF00009259234 bai 2.7 MB
EGAF00009259235 bai 2.7 MB
EGAF00009259236 bam 24.1 GB
EGAF00009259237 bam 20.7 GB
EGAF00009259238 bam 7.7 GB
EGAF00009259239 bam 33.5 GB
EGAF00009259240 bam 23.3 GB
EGAF00009259241 bam 19.5 GB
EGAF00009259242 bam 6.4 GB
EGAF00009259243 bam 8.7 GB
EGAF00009259244 bam 28.0 GB
EGAF00009259245 bam 6.1 GB
EGAF00009259246 bai 2.5 MB
EGAF00009259247 bai 2.4 MB
EGAF00009259248 bam 20.8 GB
EGAF00009259249 bam 8.0 GB
EGAF00009259250 bam 35.3 GB
EGAF00009269352 fastq.gz 12.1 GB
EGAF00009269357 fastq.gz 12.1 GB
EGAF00009269385 fastq.gz 10.9 GB
EGAF00009269407 fastq.gz 13.6 GB
EGAF00009269469 fastq.gz 12.4 GB
EGAF00009269479 fastq.gz 12.3 GB
EGAF00009269529 fastq.gz 11.1 GB
EGAF00009269567 fastq.gz 10.8 GB
EGAF00009269634 json 23.6 kB
179 Files (1.1 TB)