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Deciphering Intratumoral Molecular Heterogeneity in Clear Cell Renal Cell Carcinoma with a Radiogenomics Platform

We used 200 ccRCC samples from 51 tumors to simultaneously isolate DNA, RNA, and protein according to established protocol. RNA quality was assessed using an Agilent Bioanalyzer, and total RNA with RIN>7 was used for further RNA sequencing. 184 ccRCC samples from 49 tumors passing initial quality control underwent RNA sequencing at Admera Health Inc. (Genohub Inc., Austin, TX). RNA sequencing libraries were prepared using the Illumina TruSeq Stranded mRNA high throughput (HT) sample preparation kit following the manufacturers’ protocol. Pair-end RNA Seq data was deposited in this cohort.

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Intratumoral heterogeneity (ITH) challenges the molecular characterization of clear cell renal cell Carcinoma (ccRCC) with percutaneous biopsies and is a confounding factor in selection of molecular-targeted versus immune-based therapy. Magnetic Resonance (MR) Imaging can noninvasively assess the spatial landscape of the entire tumor. To validate MRI for ITH assessment, we implemented a radiogenomic platform through a systematic imaging based co-localization approach for multi region tissue acquisition from single tumors. We investigated if the spatial changes in imaging can predict the molecular changes using transcriptome and histopathological correlatives. Our study confirmed imaging heterogeneity as a predictor of molecular heterogeneity in ccRCC.

DATA ACCESS AGREEMENT These terms and conditions 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. Definitions Authorised Personnel: The individuals at the User Institution to whom Ivan Pedrosa 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: Ivan Pedrosa and the collaborators listed in Appendix I responsible for the development, organization, 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. XXXXX: Your Institution details here 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 ( ) and the Toronto Statement ( 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. 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) ( ) in conformity with the Organization for Economic Co-operation and Development Guidelines for the Licensing of the Genetic Inventions (2006) ( ). 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 DAC within 30 days of any changes or departures of Authorized Personnel. 13. The User Institution will notify DAC prior to any significant changes to the protocol for the Project. 14. The User Institution will notify DAC as soon as it becomes aware of a breach of the terms or conditions of this agreement. 15. DAC 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. 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 England and Wales and shall be subject to the exclusive jurisdiction of the English 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 Ivan Pedrosa Signature: Name: Ivan Pedrosa Title: Professor Date: Agreed for UTSW authorized official Signature: Name: Title: Date: APPENDIX I – DATASET DETAILS APPENDIX II ––PROJECT DETAILS APPENDIX III –– PUBLICATION POLICY APPENDIX I – DATASET DETAILS (to be completed by the data producer before passing to applicant) Dataset reference (EGA Study ID and Dataset Details) EGAS00001003846 Intratumoral heterogeneity (ITH) challenges the molecular characterization of clear cell renal cell Carcinoma (ccRCC) with percutaneous biopsies and is a confounding factor in selection of molecular-targeted versus immune-based therapy. Magnetic Resonance (MR) Imaging can noninvasively assess the spatial landscape of the entire tumor. To validate MRI for ITH assessment, we implemented a radiogenomic platform through a systematic imaging based co-localization approach for multi region tissue acquisition from single tumors. We investigated if the spatial changes in imaging can predict the molecular changes using transcriptome and histopathological correlatives. Our study confirmed imaging heterogeneity as a predictor of molecular heterogeneity in ccRCC. Name of project that created the dataset Deciphering Intratumoral Molecular Heterogeneity in Clear Cell Renal Cell Carcinoma with a Radiogenomics Platform Names of other data producers/collaborators Ivan Pedrosa, Durga Udayakumar Specific limitations on areas of research Academic research Minimum protection measures required The data should be accessed by only the persons listed in the agreement between User and DAC. The data should be stored on a computer system behind the network firewall and the network to which the computer system storing data is connected should not be exposed the public internet. 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) Details of dataset requested i.e., EGA Study and Dataset Accession Number Brief abstract of the Project in which the Data will be used (500 words max) All Individuals who 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 Ivan Pedrosa and the collaborators listed in Appendix I 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. Ivan Pedrosa and the collaborators listed in Appendix I 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 12 months after these data were first made available on the relevant hosting database, unless DAC has provided written consent to earlier submission. 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 DAC.

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
EGAS00001003846 Other
ID File Type Size Located in
EGAF00002637581 fastq.gz 8.6 GB
EGAF00002637582 fastq.gz 9.5 GB
EGAF00002637583 fastq.gz 7.3 GB
EGAF00002637584 fastq.gz 4.5 GB
EGAF00002637585 fastq.gz 10.0 GB
EGAF00002637586 fastq.gz 10.2 GB
EGAF00002637587 fastq.gz 7.6 GB
EGAF00002637588 fastq.gz 8.5 GB
EGAF00002637589 fastq.gz 5.9 GB
EGAF00002637590 fastq.gz 6.4 GB
EGAF00002637591 fastq.gz 5.4 GB
EGAF00002637592 fastq.gz 6.1 GB
EGAF00002637593 fastq.gz 4.8 GB
EGAF00002637594 fastq.gz 5.5 GB
EGAF00002637595 fastq.gz 11.1 GB
EGAF00002637596 fastq.gz 12.3 GB
EGAF00002637597 fastq.gz 8.5 GB
EGAF00002637598 fastq.gz 5.0 GB
EGAF00002637599 fastq.gz 7.1 GB
EGAF00002637600 fastq.gz 4.2 GB
EGAF00002637601 fastq.gz 6.8 GB
EGAF00002637602 fastq.gz 7.6 GB
EGAF00002637603 fastq.gz 5.4 GB
EGAF00002637604 fastq.gz 6.0 GB
EGAF00002637605 fastq.gz 6.0 GB
EGAF00002637606 fastq.gz 6.8 GB
EGAF00002637607 fastq.gz 6.8 GB
EGAF00002637608 fastq.gz 7.8 GB
EGAF00002637609 fastq.gz 6.0 GB
EGAF00002637610 fastq.gz 6.6 GB
EGAF00002637611 fastq.gz 6.6 GB
EGAF00002637612 fastq.gz 7.4 GB
EGAF00002637613 fastq.gz 5.2 GB
EGAF00002637614 fastq.gz 5.8 GB
EGAF00002637615 fastq.gz 7.1 GB
EGAF00002637616 fastq.gz 8.0 GB
EGAF00002637617 fastq.gz 8.4 GB
EGAF00002637618 fastq.gz 9.6 GB
EGAF00002637619 fastq.gz 5.6 GB
EGAF00002637620 fastq.gz 6.3 GB
EGAF00002637621 fastq.gz 6.8 GB
EGAF00002637622 fastq.gz 4.1 GB
EGAF00002637623 fastq.gz 7.3 GB
EGAF00002637624 fastq.gz 7.9 GB
EGAF00002637625 fastq.gz 6.8 GB
EGAF00002637626 fastq.gz 7.6 GB
EGAF00002637627 fastq.gz 9.4 GB
EGAF00002637628 fastq.gz 10.6 GB
EGAF00002637629 fastq.gz 7.3 GB
EGAF00002637630 fastq.gz 4.4 GB
EGAF00002637631 fastq.gz 17.1 GB
EGAF00002637632 fastq.gz 19.6 GB
EGAF00002637633 fastq.gz 5.1 GB
EGAF00002637634 fastq.gz 5.6 GB
EGAF00002637635 fastq.gz 4.8 GB
EGAF00002637636 fastq.gz 5.2 GB
EGAF00002637637 fastq.gz 8.0 GB
EGAF00002637638 fastq.gz 8.4 GB
EGAF00002637639 fastq.gz 7.2 GB
EGAF00002637640 fastq.gz 4.4 GB
EGAF00002637641 fastq.gz 9.0 GB
EGAF00002637642 fastq.gz 9.1 GB
EGAF00002637643 fastq.gz 7.6 GB
EGAF00002637644 fastq.gz 4.5 GB
EGAF00002637645 fastq.gz 4.6 GB
EGAF00002637646 fastq.gz 5.3 GB
EGAF00002637647 fastq.gz 8.4 GB
EGAF00002637648 fastq.gz 5.0 GB
EGAF00002637649 fastq.gz 7.6 GB
EGAF00002637650 fastq.gz 4.5 GB
EGAF00002637651 fastq.gz 7.4 GB
EGAF00002637652 fastq.gz 8.1 GB
EGAF00002637653 fastq.gz 6.3 GB
EGAF00002637654 fastq.gz 7.2 GB
EGAF00002637655 fastq.gz 5.3 GB
EGAF00002637656 fastq.gz 5.9 GB
EGAF00002637657 fastq.gz 6.2 GB
EGAF00002637658 fastq.gz 3.7 GB
EGAF00002637659 fastq.gz 7.2 GB
EGAF00002637660 fastq.gz 8.1 GB
EGAF00002637661 fastq.gz 6.5 GB
EGAF00002637662 fastq.gz 7.5 GB
EGAF00002637663 fastq.gz 7.5 GB
EGAF00002637664 fastq.gz 4.6 GB
EGAF00002637665 fastq.gz 5.0 GB
EGAF00002637666 fastq.gz 5.4 GB
EGAF00002637667 fastq.gz 6.9 GB
EGAF00002637668 fastq.gz 4.2 GB
EGAF00002637669 fastq.gz 7.7 GB
EGAF00002637670 fastq.gz 8.5 GB
EGAF00002637671 fastq.gz 8.4 GB
EGAF00002637672 fastq.gz 9.4 GB
EGAF00002637673 fastq.gz 5.3 GB
EGAF00002637674 fastq.gz 5.6 GB
EGAF00002637675 fastq.gz 10.6 GB
EGAF00002637676 fastq.gz 11.4 GB
EGAF00002637677 fastq.gz 7.8 GB
EGAF00002637678 fastq.gz 8.5 GB
EGAF00002637679 fastq.gz 10.5 GB
EGAF00002637680 fastq.gz 6.3 GB
EGAF00002637681 fastq.gz 6.6 GB
EGAF00002637682 fastq.gz 6.9 GB
EGAF00002637683 fastq.gz 7.2 GB
EGAF00002637684 fastq.gz 7.8 GB
EGAF00002637685 fastq.gz 6.4 GB
EGAF00002637686 fastq.gz 7.1 GB
EGAF00002637687 fastq.gz 9.1 GB
EGAF00002637688 fastq.gz 10.0 GB
EGAF00002637689 fastq.gz 8.9 GB
EGAF00002637690 fastq.gz 9.9 GB
EGAF00002637691 fastq.gz 6.8 GB
EGAF00002637692 fastq.gz 4.1 GB
EGAF00002637693 fastq.gz 7.3 GB
EGAF00002637694 fastq.gz 4.4 GB
EGAF00002637695 fastq.gz 7.8 GB
EGAF00002637696 fastq.gz 4.7 GB
EGAF00002637697 fastq.gz 6.4 GB
EGAF00002637698 fastq.gz 3.8 GB
EGAF00002637699 fastq.gz 7.2 GB
EGAF00002637700 fastq.gz 7.9 GB
EGAF00002637701 fastq.gz 8.9 GB
EGAF00002637702 fastq.gz 9.8 GB
EGAF00002637703 fastq.gz 4.9 GB
EGAF00002637704 fastq.gz 5.4 GB
EGAF00002637705 fastq.gz 7.0 GB
EGAF00002637706 fastq.gz 7.7 GB
EGAF00002637707 fastq.gz 5.5 GB
EGAF00002637708 fastq.gz 6.2 GB
EGAF00002637709 fastq.gz 8.4 GB
EGAF00002637710 fastq.gz 9.5 GB
EGAF00002637711 fastq.gz 5.3 GB
EGAF00002637712 fastq.gz 5.9 GB
EGAF00002637713 fastq.gz 6.0 GB
EGAF00002637714 fastq.gz 6.7 GB
EGAF00002637715 fastq.gz 5.1 GB
EGAF00002637716 fastq.gz 5.7 GB
EGAF00002637717 fastq.gz 17.1 GB
EGAF00002637718 fastq.gz 19.6 GB
EGAF00002637719 fastq.gz 6.5 GB
EGAF00002637720 fastq.gz 7.5 GB
EGAF00002637721 fastq.gz 5.1 GB
EGAF00002637722 fastq.gz 5.6 GB
EGAF00002637723 fastq.gz 4.8 GB
EGAF00002637724 fastq.gz 5.2 GB
EGAF00002637725 fastq.gz 8.0 GB
EGAF00002637726 fastq.gz 8.4 GB
EGAF00002637727 fastq.gz 6.9 GB
EGAF00002637728 fastq.gz 7.7 GB
EGAF00002637729 fastq.gz 9.0 GB
EGAF00002637730 fastq.gz 9.1 GB
EGAF00002637731 fastq.gz 6.8 GB
EGAF00002637732 fastq.gz 7.9 GB
EGAF00002637733 fastq.gz 6.8 GB
EGAF00002637734 fastq.gz 7.9 GB
EGAF00002637735 fastq.gz 6.8 GB
EGAF00002637736 fastq.gz 7.6 GB
EGAF00002637737 fastq.gz 5.2 GB
EGAF00002637738 fastq.gz 5.9 GB
EGAF00002637739 fastq.gz 5.4 GB
EGAF00002637740 fastq.gz 6.0 GB
EGAF00002637741 fastq.gz 6.5 GB
EGAF00002637742 fastq.gz 3.8 GB
EGAF00002637743 fastq.gz 6.8 GB
EGAF00002637744 fastq.gz 4.1 GB
EGAF00002637745 fastq.gz 9.0 GB
EGAF00002637746 fastq.gz 10.3 GB
EGAF00002637747 fastq.gz 5.0 GB
EGAF00002637748 fastq.gz 5.4 GB
EGAF00002637749 fastq.gz 7.8 GB
EGAF00002637750 fastq.gz 8.7 GB
EGAF00002637751 fastq.gz 5.5 GB
EGAF00002637752 fastq.gz 5.8 GB
EGAF00002637753 fastq.gz 11.3 GB
EGAF00002637754 fastq.gz 12.9 GB
EGAF00002637755 fastq.gz 6.0 GB
EGAF00002637756 fastq.gz 6.7 GB
EGAF00002637757 fastq.gz 6.4 GB
EGAF00002637758 fastq.gz 3.8 GB
EGAF00002637759 fastq.gz 7.6 GB
EGAF00002637760 fastq.gz 8.3 GB
EGAF00002637761 fastq.gz 5.4 GB
EGAF00002637762 fastq.gz 6.2 GB
EGAF00002637763 fastq.gz 5.7 GB
EGAF00002637764 fastq.gz 6.4 GB
EGAF00002637765 fastq.gz 6.9 GB
EGAF00002637766 fastq.gz 4.2 GB
EGAF00002637767 fastq.gz 6.8 GB
EGAF00002637768 fastq.gz 4.1 GB
EGAF00002637769 fastq.gz 7.4 GB
EGAF00002637770 fastq.gz 8.4 GB
EGAF00002637771 fastq.gz 6.8 GB
EGAF00002637772 fastq.gz 7.7 GB
EGAF00002637773 fastq.gz 7.7 GB
EGAF00002637774 fastq.gz 8.7 GB
EGAF00002637775 fastq.gz 6.1 GB
EGAF00002637776 fastq.gz 6.7 GB
EGAF00002637777 fastq.gz 5.3 GB
EGAF00002637778 fastq.gz 3.7 GB
EGAF00002637779 fastq.gz 5.2 GB
EGAF00002637780 fastq.gz 5.6 GB
EGAF00002637781 fastq.gz 7.3 GB
EGAF00002637782 fastq.gz 4.5 GB
EGAF00002637783 fastq.gz 11.3 GB
EGAF00002637784 fastq.gz 12.9 GB
EGAF00002637785 fastq.gz 5.2 GB
EGAF00002637786 fastq.gz 5.5 GB
EGAF00002637787 fastq.gz 5.5 GB
EGAF00002637788 fastq.gz 6.0 GB
EGAF00002637789 fastq.gz 10.0 GB
EGAF00002637790 fastq.gz 10.2 GB
EGAF00002637791 fastq.gz 7.2 GB
EGAF00002637792 fastq.gz 8.1 GB
EGAF00002637793 fastq.gz 6.2 GB
EGAF00002637794 fastq.gz 3.7 GB
EGAF00002637795 fastq.gz 7.6 GB
EGAF00002637796 fastq.gz 8.5 GB
EGAF00002637797 fastq.gz 6.4 GB
EGAF00002637798 fastq.gz 3.8 GB
EGAF00002637799 fastq.gz 6.7 GB
EGAF00002637800 fastq.gz 7.5 GB
EGAF00002637801 fastq.gz 5.9 GB
EGAF00002637802 fastq.gz 6.4 GB
EGAF00002637803 fastq.gz 5.4 GB
EGAF00002637804 fastq.gz 6.1 GB
EGAF00002637805 fastq.gz 4.8 GB
EGAF00002637806 fastq.gz 5.5 GB
EGAF00002637807 fastq.gz 8.2 GB
EGAF00002637808 fastq.gz 4.9 GB
EGAF00002637809 fastq.gz 11.1 GB
EGAF00002637810 fastq.gz 12.3 GB
EGAF00002637811 fastq.gz 4.7 GB
EGAF00002637812 fastq.gz 5.1 GB
EGAF00002637813 fastq.gz 8.8 GB
EGAF00002637814 fastq.gz 9.9 GB
EGAF00002637815 fastq.gz 6.8 GB
EGAF00002637816 fastq.gz 7.8 GB
EGAF00002637817 fastq.gz 6.6 GB
EGAF00002637818 fastq.gz 7.4 GB
EGAF00002637819 fastq.gz 8.7 GB
EGAF00002637820 fastq.gz 8.9 GB
EGAF00002637821 fastq.gz 9.8 GB
EGAF00002637822 fastq.gz 5.9 GB
EGAF00002637823 fastq.gz 5.4 GB
EGAF00002637824 fastq.gz 6.1 GB
EGAF00002637825 fastq.gz 7.6 GB
EGAF00002637826 fastq.gz 4.6 GB
EGAF00002637827 fastq.gz 7.2 GB
EGAF00002637828 fastq.gz 4.3 GB
EGAF00002637829 fastq.gz 9.6 GB
EGAF00002637830 fastq.gz 10.7 GB
EGAF00002637831 fastq.gz 5.9 GB
EGAF00002637832 fastq.gz 3.5 GB
EGAF00002637833 fastq.gz 8.1 GB
EGAF00002637834 fastq.gz 4.8 GB
EGAF00002637835 fastq.gz 6.7 GB
EGAF00002637836 fastq.gz 7.5 GB
EGAF00002637837 fastq.gz 5.8 GB
EGAF00002637838 fastq.gz 6.6 GB
EGAF00002637839 fastq.gz 5.7 GB
EGAF00002637840 fastq.gz 6.5 GB
EGAF00002637841 fastq.gz 7.1 GB
EGAF00002637842 fastq.gz 8.0 GB
EGAF00002637843 fastq.gz 5.0 GB
EGAF00002637844 fastq.gz 5.6 GB
EGAF00002637845 fastq.gz 5.8 GB
EGAF00002637846 fastq.gz 6.5 GB
EGAF00002637847 fastq.gz 7.1 GB
EGAF00002637848 fastq.gz 4.1 GB
EGAF00002637849 fastq.gz 6.2 GB
EGAF00002637850 fastq.gz 6.6 GB
EGAF00002637851 fastq.gz 5.1 GB
EGAF00002637852 fastq.gz 5.5 GB
EGAF00002637853 fastq.gz 8.4 GB
EGAF00002637854 fastq.gz 9.6 GB
EGAF00002637855 fastq.gz 6.3 GB
EGAF00002637856 fastq.gz 7.0 GB
EGAF00002637857 fastq.gz 7.8 GB
EGAF00002637858 fastq.gz 8.7 GB
EGAF00002637859 fastq.gz 10.4 GB
EGAF00002637860 fastq.gz 12.0 GB
EGAF00002637861 fastq.gz 6.8 GB
EGAF00002637862 fastq.gz 4.1 GB
EGAF00002637863 fastq.gz 6.7 GB
EGAF00002637864 fastq.gz 4.1 GB
EGAF00002637865 fastq.gz 7.3 GB
EGAF00002637866 fastq.gz 7.9 GB
EGAF00002637867 fastq.gz 7.2 GB
EGAF00002637868 fastq.gz 4.3 GB
EGAF00002637869 fastq.gz 6.8 GB
EGAF00002637870 fastq.gz 7.6 GB
EGAF00002637871 fastq.gz 9.4 GB
EGAF00002637872 fastq.gz 10.6 GB
EGAF00002637873 fastq.gz 6.8 GB
EGAF00002637874 fastq.gz 7.6 GB
EGAF00002637875 fastq.gz 5.3 GB
EGAF00002637876 fastq.gz 5.9 GB
EGAF00002637877 fastq.gz 6.0 GB
EGAF00002637878 fastq.gz 3.7 GB
EGAF00002637879 fastq.gz 7.0 GB
EGAF00002637880 fastq.gz 4.2 GB
EGAF00002637881 fastq.gz 6.4 GB
EGAF00002637882 fastq.gz 3.8 GB
EGAF00002637883 fastq.gz 6.9 GB
EGAF00002637884 fastq.gz 4.1 GB
EGAF00002637885 fastq.gz 7.7 GB
EGAF00002637886 fastq.gz 8.5 GB
EGAF00002637887 fastq.gz 7.4 GB
EGAF00002637888 fastq.gz 8.0 GB
EGAF00002637889 fastq.gz 10.5 GB
EGAF00002637890 fastq.gz 6.3 GB
EGAF00002637891 fastq.gz 6.6 GB
EGAF00002637892 fastq.gz 6.9 GB
EGAF00002637893 fastq.gz 8.7 GB
EGAF00002637894 fastq.gz 8.9 GB
EGAF00002637895 fastq.gz 4.7 GB
EGAF00002637896 fastq.gz 5.3 GB
EGAF00002637897 fastq.gz 7.2 GB
EGAF00002637898 fastq.gz 7.8 GB
EGAF00002637899 fastq.gz 6.4 GB
EGAF00002637900 fastq.gz 7.1 GB
EGAF00002637901 fastq.gz 8.9 GB
EGAF00002637902 fastq.gz 9.9 GB
EGAF00002637903 fastq.gz 4.9 GB
EGAF00002637904 fastq.gz 5.4 GB
EGAF00002637905 fastq.gz 7.0 GB
EGAF00002637906 fastq.gz 7.7 GB
EGAF00002637907 fastq.gz 5.5 GB
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EGAF00002637909 fastq.gz 8.4 GB
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EGAF00002638293 fastq.gz 16.7 GB
EGAF00002638294 fastq.gz 19.0 GB
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EGAF00002638306 fastq.gz 3.0 GB
EGAF00002640861 fastq.gz 13.7 GB
EGAF00002640862 fastq.gz 15.5 GB
728 Files (5.1 TB)