cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/23e2j-x1j16
title: MEF stably expressing IRE1α-GFP

description: Cryo-CLEM
description: <strong>Tilt Series Date:</strong> 2016-05-06</p>
<strong>Data Taken By:</strong> Stephen Carter</p>
<strong>Species / Specimen:</strong> Mouse Embryonic Fibroblasts</p>
<strong>Strain:</strong> IRE1α-GFP stable expression</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -7.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Peter Walter, Han Tran</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cultured in high glucose DMEM media supplemented with 10% tetracycline-free fetal bovine serum (FBS; Takara Bio), 6 mM L-glutamine, and 100 U/ml penicillin/streptomycin.</p>
<strong>Sample Preparation:</strong> Prior to cell plating, gold Quantifoil London finder grids (EMS R2/2 LF-Au-NH2) were UV treated to sterilize and coated with cell adhesion matrix. For MEFs-IRE1-mNG cell line, grids were coated in droplets of 500 ug/mL Fibronectins (Sigma-Aldrich S5171-.5MG) for 5 minutes on each side, washed in PBS, blotted and air-dried. For U2OS-IRE1-mNG cell line, grids were coated with ~4 mg/mL undiluted Collagen type I (Corning 354236) droplets for 20 minutes, washed in PBS, blotted and air-dried. Cells were seeded at 15% confluence and allowed to adhere for 8 hours and induced with Doxycycline (500 nM) for 6 or 18 hours for MEFs and U-2 OS cell lines, respectively. ER stress was then induced by treatment with 1.5 ug/mL of Tunicamycin for 2 hours.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-05-06-6/rawdata/</p>tomo7.mrc,  Tilt Series (Pixel Size 6.167 nm), 2.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-05-06-6/rawdata/tomo7.mrc"
        > <i class="download icon"></i> Download </a></p>

        tomo7.rec,  Reconstruction (Pixel Size 24.668 nm), 890.9 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-05-06-6/3dimage_102592/tomo7.rec"
        > <i class="download icon"></i> Download </a></p>

        sirt.rec,  Reconstruction (Pixel Size 0.0 nm), 2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-05-06-6/3dimage_118608/sirt.rec"
        > <i class="download icon"></i> Download </a></p>

        tomography7newstack_orig_full.rec,  Reconstruction (Pixel Size 0.0 nm), 666.7 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-05-06-6/3dimage_118609/tomography7newstack_orig_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/6t4q1-8as02
title: JV5460

description: JV5460 Legionella (Superdeletion+CDH)
description: <strong>Tilt Series Date:</strong> 2016-08-13</p>
<strong>Data Taken By:</strong> Debnath Ghosal</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.50°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain sent to us by Joseph P. Vogel, Washington University School of Medicine. Data collected and processed by Debnath Ghosal at Janelia Krios.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in AYE liquid culture with following supplements: ferric nitrate and cysteine hydrochloride (no thymidine). Scrape cells off a plate, dissolve in the media, adjust the cell density to 0.6 and make a dilution series. Start O/N culture with all of them and freeze cells next day from the one in early stationary phase that is OD ~ 3.0.</p>
<strong>Sample Preparation:</strong> 8 grids were frozen for the JV5460 strain at OD~2.9. Vitrobot (MK iv) settings: 100% humidity, 4µl sample, Blot force 6, blot time 3 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200. Add gold to cells prior to freezing: 1ul of gold to 4 ul of cells, freeze.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-11/rawdata/</p>atlas2p0002.mrc,  Tilt Series (Pixel Size 0.42 nm), 2.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-11/rawdata/atlas2p0002.mrc"
        > <i class="download icon"></i> Download </a></p>

        atlas2p0002_full.rec,  Reconstruction (Pixel Size 1.68 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/dga2016-08-13-11/3dimage_77976/atlas2p0002_full.rec"
        > <i class="download icon"></i> Download </a></p>

        dga2016-08-13-11_slicer17279.png,  Weird channel releasing DNA, 750.2 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/Caps/dga2016-08-13-11_slicer17279.png"
        > <i class="download icon"></i> Download </a></p>

        dga2016-08-13-11_slicer17280.png,  Weird channel/extension releasing DNA, 751.0 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/Caps/dga2016-08-13-11_slicer17280.png"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/d5jnm-57v55
title: IRE1α mNeon-Green MEF

description: cryo-CLEM
description: <strong>Tilt Series Date:</strong> 2018-02-22</p>
<strong>Data Taken By:</strong> Stephen Carter</p>
<strong>Species / Specimen:</strong> Mouse Embryonic Fibroblasts</p>
<strong>Strain:</strong> IRE1α-mNeonGreen stable expression</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -10.0 μm,  magnification: 34000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Peter Walter</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Prior to cell plating, gold Quantifoil London finder grids (EMS R2/2 LF-Au-NH2) were UV treated to sterilize and coated with cell adhesion matrix. For MEFs-IRE1-mNG cell line, grids were coated in droplets of 500 ug/mL Fibronectins (Sigma-Aldrich S5171-.5MG) for 5 minutes on each side, washed in PBS, blotted and air-dried. For U2OS-IRE1-mNG cell line, grids were coated with ~4 mg/mL undiluted Collagen type I (Corning 354236) droplets for 20 minutes, washed in PBS, blotted and air-dried. Cells were seeded at 15% confluence and allowed to adhere for 8 hours and induced with Doxycycline (500 nM) for 6 or 18 hours for MEFs and U-2 OS cell lines, respectively. ER stress was then induced by treatment with 1.5 ug/mL of Tunicamycin for 2 hours.</p>
<strong>Sample Preparation:</strong> Manual Blotting</p>
description: Files available via S3 at s://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-02-22-12/rawdata/</p>tomography8.mrc,  Tilt Series (Pixel Size 3.26 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-02-22-12/rawdata/tomography8.mrc"
        > <i class="download icon"></i> Download </a></p>

        tomography8.rec,  Reconstruction (Pixel Size 13.04 nm), 1.8 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-02-22-12/3dimage_117046/tomography8.rec"
        > <i class="download icon"></i> Download </a></p>

        tomography8_full.rec,  Reconstruction (Pixel Size 0.0 nm), 778.6 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-02-22-12/3dimage_118696/tomography8_full.rec"
        > <i class="download icon"></i> Download </a></p>

        sirt.rec.nad,  2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-02-22-12/file_27452/sirt.rec.nad"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.5281/zenodo.16759861
title: Mapping global onshore wind turbines using multi-source remote sensing images and hybrid learning approaches

description: We developed an integrated framework that combines OpenStreetMap (OSM) data with multi-source remote sensing data (Google Earth and Sentinel-1/2) and traditional machine learning models (ResNet-18 and Random Forest) to map global onshore wind turbines. This dataset facilitates essential studies on renewable energy land management, ecological impact analysis, and data-driven energy transition policies.

The dataset includes:

1. A comprehensive global inventory of 379,595 onshore wind turbines in the format of a geospatial shapefile. The dataset includes geolocation coordinates for all wind turbines, along with corresponding nation (Field: 'Nation') and land use classification (Field: 'landtype') for each wind turbine.

2. The dataset comprises 37,285 carefully annotated 256×256 pixel Google Earth image patches, containing both positive (wind turbine) and negative (background) samples, and is organized into folders with training (60%, 22,372 images) and testing sets (20%, 7,457 images) validating sets (20%, 7,456 images). The images could serve as foundational data for training deep learning models in wind turbine classification, segmentation, and detection tasks.

The code file includes:

1. A PyTorch-based ResNet-18 implementation for classifying onshore wind turbines in Google Earth images, including codes for model architecture and pre-trained weights.

2. The GEE-based code for the Random Forest model, including sample point splitting (training/test sets) and model training.
DOI: 10.22002/zqd1x-qxm11
title: IRE1α mNeon-Green USOS

description: cryo-CLEM
description: <strong>Tilt Series Date:</strong> 2018-10-15</p>
<strong>Data Taken By:</strong> Stephen Carter</p>
<strong>Species / Specimen:</strong> U2OS cells</p>
<strong>Strain:</strong> IRE1α-mNeonGreen expression</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -10.0 μm,  magnification: 34000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> Undefined</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Peter Walter</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Prior to cell plating, gold Quantifoil London finder grids (EMS R2/2 LF-Au-NH2) were UV treated to sterilize and coated with cell adhesion matrix. For MEFs-IRE1-mNG cell line, grids were coated in droplets of 500 ug/mL Fibronectins (Sigma-Aldrich S5171-.5MG) for 5 minutes on each side, washed in PBS, blotted and air-dried. For U2OS-IRE1-mNG cell line, grids were coated with ~4 mg/mL undiluted Collagen type I (Corning 354236) droplets for 20 minutes, washed in PBS, blotted and air-dried. Cells were seeded at 15% confluence and allowed to adhere for 8 hours and induced with Doxycycline (500 nM) for 6 or 18 hours for MEFs and U-2 OS cell lines, respectively. ER stress was then induced by treatment with 1.5 ug/mL of Tunicamycin for 2 hours.</p>
<strong>Sample Preparation:</strong> Manual Blotting</p>
description: Files available via S3 at s://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-10-15-7/rawdata/</p>tomography6.mrc,  Tilt Series (Pixel Size 6.52 nm), 838.3 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-10-15-7/rawdata/tomography6.mrc"
        > <i class="download icon"></i> Download </a></p>

        tomography6_part118_27.rec,  Reconstruction (Pixel Size 26.08 nm), 222.7 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-10-15-7/3dimage_118425/tomography6_part118_27.rec"
        > <i class="download icon"></i> Download </a></p>

        tomography6_orig_fullunbinned2019.rec,  Reconstruction (Pixel Size 0.0 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-10-15-7/3dimage_118706/tomography6_orig_fullunbinned2019.rec"
        > <i class="download icon"></i> Download </a></p>

        sirt.rec.nad,  2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2018-10-15-7/file_27454/sirt.rec.nad"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.quzugc
title: Occurrence Download

description: A dataset containing 45159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Tilia americana"
 ]
}

 The dataset includes 45159 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002161-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/gmsav-8nf15
title: S. aureus RN6390 ΔESX

description: Staphylococcus aureus strain RN6390 ΔESX deletion mutant
description: <strong>Tilt Series Date:</strong> 2017-09-27</p>
<strong>Data Taken By:</strong> Georges Chreifi</p>
<strong>Species / Specimen:</strong> Staphylococcus aureus</p>
<strong>Strain:</strong> subsp. aureus str. Newman</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 50.0°), step: 2°, constant angular increment, dosage: 265.0 eV/Å²,  defocus: -8.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> Undefined</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> etomo + manual tracking</p>
<strong>Collaborators and Roles:</strong> Strain provided by Tracy Palmer at the University of Dundee. Data collected and processed by Georges Chreifi</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown in Tryptic Soy Broth (TSB) liquid culture overnight with no supplements. The overnight culture was then used to inoculate fresh TSB, grown until an OD of ~2, and plunge-frozen.</p>
<strong>Sample Preparation:</strong> 4 grids were frozen. Vitrobot (Mark IV) settings: 95% humidity, 2µl sample, Blot force 6, blot time 4 sec. Wait time 0 sec. Drain time 1 sec. Ethane/propane mix. Grid: Quantifoil Cu 2/2 200 mesh. Added 1ul of gold to 4 ul of cells prior to freezing.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2017-09-27-75/rawdata/</p>atlas_10008.mrc,  Tilt Series (Pixel Size 0.39 nm), 363.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2017-09-27-75/rawdata/atlas_10008.mrc"
        > <i class="download icon"></i> Download </a></p>

        atlas_10008.rec,  Reconstruction (Pixel Size 1.56 nm), 222.7 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2017-09-27-75/3dimage_88919/atlas_10008.rec"
        > <i class="download icon"></i> Download </a></p>

        atlas_10008_full.rec,  Reconstruction (Pixel Size 1.615 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2017-09-27-75/3dimage_90278/atlas_10008_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/svmqb-7c629
title: Ecoli_Cojugation

description: These are donor E coli cells (ANB35) and recipient Ecoli cells (ANB24). These are the same  .  cells described in the Science paper (Direct visualization of horizontal gene transfer). The .  cells were mixed on the grid and then plunge frozen and imaged with cryo-ET without CLEM. .  Targets were imaged with cryo-ET randomly.
description: <strong>Tilt Series Date:</strong> 2019-02-28</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 50.0°), step: 1°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -10.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> The cells were sent to the Jensen lab from the lab of Ariel Lindner in Paris. These are the same . cells used in their Science paper (direct visualization of horizontal gene transfer).</p>
<strong>Purification / Growth Conditions / Treatment:</strong> ANB 35 were grown in LB while ANB24 (Recipient) in M9. I followed the same protocol . described in the Science paper described above.</p>
<strong>Sample Preparation:</strong> The donor and recipient cells were mixed on the EM grid, incubated in the vitrobot chamber with . 100% humidity and then blotted and plunge frozen.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-76/rawdata/</p>Ecoli_CONjugation38.mrc,  Tilt Series (Pixel Size 0.541 nm), 2.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-76/rawdata/Ecoli_CONjugation38.mrc"
        > <i class="download icon"></i> Download </a></p>

        Ecoli_CONjugation38_full.rec,  Reconstruction (Pixel Size 2.164 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-76/3dimage_107159/Ecoli_CONjugation38_full.rec"
        > <i class="download icon"></i> Download </a></p>

        Ecoli_CONjugation38.mrc.mdoc,  51.0 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-76/rawdata/Ecoli_CONjugation38.mrc.mdoc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/zv8vv-gt103
title: Ecoli_Cojugation

description: These are donor E coli cells (ANB35) and recipient Ecoli cells (ANB24). These are the same  .  cells described in the Science paper (Direct visualization of horizontal gene transfer). The .  cells were mixed on the grid and then plunge frozen and imaged with cryo-ET without CLEM. .  Targets were imaged with cryo-ET randomly.
description: <strong>Tilt Series Date:</strong> 2019-02-28</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 50.0°), step: 1°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -10.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> The cells were sent to the Jensen lab from the lab of Ariel Lindner in Paris. These are the same . cells used in their Science paper (direct visualization of horizontal gene transfer).</p>
<strong>Purification / Growth Conditions / Treatment:</strong> ANB 35 were grown in LB while ANB24 (Recipient) in M9. I followed the same protocol . described in the Science paper described above.</p>
<strong>Sample Preparation:</strong> The donor and recipient cells were mixed on the EM grid, incubated in the vitrobot chamber with . 100% humidity and then blotted and plunge frozen.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-60/rawdata/</p>Ecoli_CONjugation26.mrc,  Tilt Series (Pixel Size 0.541 nm), 2.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-60/rawdata/Ecoli_CONjugation26.mrc"
        > <i class="download icon"></i> Download </a></p>

        Ecoli_CONjugation26_full.rec,  Reconstruction (Pixel Size 2.164 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-60/3dimage_107127/Ecoli_CONjugation26_full.rec"
        > <i class="download icon"></i> Download </a></p>

        Ecoli_CONjugation26.mrc.mdoc,  50.9 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-02-28-60/rawdata/Ecoli_CONjugation26.mrc.mdoc"
        > <i class="download icon"></i> Download </a></p>