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Profiling human first-trimester neurodevelopment using scATAC-seq and multiomics

116 single cell ATAC runs and 23 single cell multiome (ATAC+RNA) runs on various brain regions during human first-trimester development.

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Human Development Single Cell Sequencing Data Access Poilcy for ATAC-Multiome

DATA ACCESS AGREEMENT These terms and conditions govern access to the managed access dataset (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. Definitions Authorised Personnel: The individuals at the User Institution to whom the Data Access Committee 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 dataset to which the User Institution has requested access. Data Producers: The Data Access Committee and the collaborators listed in Appendix I 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. Data Access Committee: Sten Linnarsson, PhD, Professor of Molecular Systems Biology, Karolinska Institutet, Unit of Molecular Neurobiology, Solnavägen 9, 171 77 Stockholm, Sweden 1. 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 the limitations (if any) set out in Appendix I. 2. The User Institution agrees to preserve, at all times, the confidentiality of these Data. In particular, it undertakes not to use, or attempt to use these Data to compromise or otherwise infringe the confidentiality of information on Research Participants. 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. 3. 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. 4. 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. 5. 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. 6. 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. 7. 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 acknowledgment in all reports or publications resulting from the use of these Data. 8. 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. 9. 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. 10. 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 ). 11. 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. 12. The User Institution will notify the Data Access Committee within 30 days of any changes or departures of Authorised Personnel. 13. The User Institution will notify prior to any significant changes to the protocol for the Project. 14. The User Institution will notify the Data Access Committee as soon as it becomes aware of a breach of the terms or conditions of this agreement. 15. The Data Access Committee 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. 16. 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 the Data Access Committee. 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. 17. 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. 18. 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. 19. 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 Sweden and shall be subject to the exclusive jurisdiction of the Swedish courts. Agreed for User Institution Signature:   Name:   Title:   Date:   Principal Investigator I confirm that I have read and understood this Agreement. Signature:   Name:   Title:   Date:   Agreed for the Data Access Committee Signature:   Name:   Title:   Date:   APPENDIX I – DATASET DETAILS APPENDIX II – PROJECT DETAILS APPENDIX III – PUBLICATION POLICY APPENDIX I – DATASET DETAILS Dataset reference EGAS00001007472 Name of project that created the dataset Human Developmental Cell Atlas (HDCA) Sweden Names of other data producers/collaborators Roger Barker Erik Sundström Danielle Posthuma Specific limitations on areas of research None Minimum protection measures required File access: Data can be held in unencrypted files on an institutional compute system behind a secure firewall with Unix user group read/write access for one or more appropriate groups but not Unix world read/write access. 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) Brief abstract of the Project in which the Data will be used (500 words max) All Individuals of the User Institution to be named as registered users Name of Registered User Email Job Title Supervisor* All Individuals that should have an account created at the EGA Name of Registered User Email Job Title APPENDIX III – PUBLICATION POLICY In keeping with Fort Lauderdale principles, Users may immediately analyze part or all of the Data but should refrain from reporting global analyses until the Data Producers publish their first paper reporting results of global analyses. This allows the Data Producers the opportunity to be the first to present global analyses of their data. Users who have used the Data to analyze one or a few genes within a specific network may present posters, talks, and papers that include these data prior to the first global paper from the Data Producers, as long as the study is not attempting to publish any broad or comprehensive analysis of the Data. Users may also present method development posters, talks, and papers using unpublished Data, as long as those do not include global analyses. The Data must be cited with its EGA Study and Data Accession numbers, and Data Producers should be notified as a courtesy. If in doubt, such secondary Users of the Data should contact the Data Producers to agree upon an appropriate and fair scope for the use of the data in the Users’ study. All the publications using the Data should: 1. In any publications based on these Data, describe how the Data can be accessed, including the name of the EGA database (The European Genome-phenome Archive at the European Bioinformatics Institute) and its accession numbers. 2. Acknowledge the Data Producer generating the dataset. 3. Cite the most recent publications regarding the data release.

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
EGAS00001007472 Epigenetics

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 Located in
EGAF00008201942 bam 123.5 GB
EGAF00008206494 bam 103.0 GB
EGAF00008206495 bam 82.0 GB
EGAF00008206496 bam 52.4 GB
EGAF00008206497 bam 56.2 GB
EGAF00008206498 bam 59.3 GB
EGAF00008206499 bam 105.4 GB
EGAF00008206500 bam 71.4 GB
EGAF00008206501 bam 66.5 GB
EGAF00008206502 bam 60.1 GB
EGAF00008206503 bam 85.4 GB
EGAF00008206504 bam 77.6 GB
EGAF00008206505 bam 77.6 GB
EGAF00008206506 bam 77.5 GB
EGAF00008206507 bam 67.9 GB
EGAF00008206508 bam 96.6 GB
EGAF00008206509 bam 59.9 GB
EGAF00008206510 bam 59.9 GB
EGAF00008206511 bam 97.2 GB
EGAF00008206512 bam 17.6 GB
EGAF00008206513 bam 17.6 GB
EGAF00008206514 bam 73.3 GB
EGAF00008206515 bam 37.7 GB
EGAF00008206516 bam 37.7 GB
EGAF00008206517 bam 29.1 GB
EGAF00008206518 bam 32.6 GB
EGAF00008206519 bam 31.5 GB
EGAF00008206520 bam 31.0 GB
EGAF00008206521 bam 41.5 GB
EGAF00008206522 bam 25.7 GB
EGAF00008206523 bam 25.7 GB
EGAF00008206524 bam 48.5 GB
EGAF00008206525 bam 28.8 GB
EGAF00008206526 bam 28.8 GB
EGAF00008206527 bam 24.6 GB
EGAF00008206528 bam 29.8 GB
EGAF00008206529 bam 26.3 GB
EGAF00008206530 bam 22.5 GB
EGAF00008206531 bam 23.6 GB
EGAF00008206532 bam 10.5 GB
EGAF00008206533 bam 28.9 GB
EGAF00008206534 bam 26.0 GB
EGAF00008206535 bam 36.7 GB
EGAF00008206536 bam 32.9 GB
EGAF00008206537 bam 38.0 GB
EGAF00008206538 bam 31.2 GB
EGAF00008206539 bam 46.0 GB
EGAF00008206540 bam 35.3 GB
EGAF00008206541 bam 30.4 GB
EGAF00008206542 bam 51.5 GB
EGAF00008206543 bam 28.6 GB
EGAF00008206544 bam 27.2 GB
EGAF00008206545 bam 23.4 GB
EGAF00008206546 bam 20.6 GB
EGAF00008206547 bam 20.4 GB
EGAF00008206548 bam 15.8 GB
EGAF00008206549 bam 20.8 GB
EGAF00008206550 bam 13.7 GB
EGAF00008206551 bam 19.7 GB
EGAF00008206552 bam 26.5 GB
EGAF00008206553 bam 11.7 GB
EGAF00008206554 bam 30.3 GB
EGAF00008206555 bam 22.0 GB
EGAF00008206556 bam 17.3 GB
EGAF00008206557 bam 32.9 GB
EGAF00008206558 bam 13.8 GB
EGAF00008206559 bam 29.2 GB
EGAF00008206560 bam 37.4 GB
EGAF00008206561 bam 33.2 GB
EGAF00008206562 bam 38.2 GB
EGAF00008206563 bam 26.1 GB
EGAF00008206564 bam 32.6 GB
EGAF00008206565 bam 28.1 GB
EGAF00008206566 bam 19.5 GB
EGAF00008206567 bam 41.4 GB
EGAF00008206568 bam 65.8 GB
EGAF00008206569 bam 48.3 GB
EGAF00008206570 bam 71.8 GB
EGAF00008206571 bam 64.3 GB
EGAF00008206572 bam 232.8 GB
EGAF00008206573 bam 40.1 GB
EGAF00008206574 bam 40.1 GB
EGAF00008206575 bam 195.7 GB
EGAF00008206576 bam 44.0 GB
EGAF00008206577 bam 44.0 GB
EGAF00008206578 bam 203.9 GB
EGAF00008206579 bam 69.6 GB
EGAF00008206580 bam 69.6 GB
EGAF00008206581 bam 136.1 GB
EGAF00008206582 bam 31.7 GB
EGAF00008206583 bam 31.7 GB
EGAF00008206584 bam 52.6 GB
EGAF00008206585 bam 65.9 GB
EGAF00008206586 bam 135.6 GB
EGAF00008206587 bam 98.9 GB
EGAF00008206588 bam 13.9 GB
EGAF00008206589 bam 17.5 GB
EGAF00008206590 bam 114.3 GB
EGAF00008206591 bam 46.5 GB
EGAF00008206592 bam 46.5 GB
EGAF00008206593 bam 103.5 GB
EGAF00008206594 bam 37.9 GB
EGAF00008206595 bam 37.9 GB
EGAF00008206596 bam 25.3 GB
EGAF00008206597 bam 25.7 GB
EGAF00008206598 bam 7.1 GB
EGAF00008206599 bam 11.5 GB
EGAF00008206600 bam 37.5 GB
EGAF00008206601 bam 24.3 GB
EGAF00008206602 bam 108.1 GB
EGAF00008206603 bam 126.0 GB
EGAF00008206604 bam 95.8 GB
EGAF00008206605 bam 93.0 GB
EGAF00008206606 bam 59.3 GB
EGAF00008206607 bam 46.8 GB
EGAF00008206608 bam 67.2 GB
EGAF00008206609 bam 51.8 GB
EGAF00008206610 bam 49.3 GB
EGAF00008206611 bam 19.2 GB
EGAF00008206612 bam 55.5 GB
EGAF00008206613 bam 33.8 GB
EGAF00008206614 bam 31.1 GB
EGAF00008206615 bam 18.6 GB
EGAF00008206616 bam 35.2 GB
EGAF00008206617 bam 19.0 GB
EGAF00008206618 bam 51.9 GB
EGAF00008206619 bam 9.9 GB
EGAF00008206620 bam 55.7 GB
EGAF00008206621 bam 29.1 GB
EGAF00008206622 bam 47.9 GB
EGAF00008206623 bam 41.8 GB
EGAF00008206624 bam 29.4 GB
EGAF00008206625 bam 27.8 GB
EGAF00008207504 bam 43.3 GB
EGAF00008207505 bam 55.8 GB
EGAF00008207506 bam 43.2 GB
EGAF00008207507 bam 126.0 GB
EGAF00008207508 bam 93.0 GB
EGAF00008207509 bam 46.8 GB
EGAF00008207510 bam 51.8 GB
EGAF00008207511 bam 7.8 GB
EGAF00008207512 bam 5.5 GB
EGAF00008207513 bam 12.5 GB
EGAF00008207514 bam 25.3 GB
EGAF00008207515 bam 14.9 GB
EGAF00008207516 bam 14.5 GB
EGAF00008207517 bam 15.0 GB
EGAF00008207518 bam 19.2 GB
EGAF00008207519 bam 33.8 GB
EGAF00008207520 bam 18.6 GB
EGAF00008207521 bam 19.0 GB
EGAF00008207522 bam 9.9 GB
EGAF00008207523 bam 29.1 GB
EGAF00008207524 bam 41.8 GB
EGAF00008207525 bam 27.8 GB
EGAF00008207526 bam 23.1 GB
EGAF00008207527 bam 38.8 GB
EGAF00008207528 bam 22.1 GB
EGAF00008207529 bam 2.0 GB
EGAF00008207530 bam 7.2 GB
EGAF00008207531 bam 47.5 GB
EGAF00008207532 bam 19.6 GB
162 Files (7.5 TB)