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3,339 results for “heterogeneities”

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zenodo32/100

Mutational topography reflects clinical neuroblastoma heterogeneity

<p>Additional data from the manuscript &quot;Mutational topography reflects clinical neuroblastoma heterogeneity&quot; by Rodriguez-Fos, E et al.</p> <p>All the information required to support the conclusions reported in this manuscript&nbsp;is available in this dataset, including variant calling, mutational signatures activities, reconstruction of complex rearrangements, and unsupervised clustering results.<br> &nbsp;</p> <p>Additional Data 1. Variant calling results from discovery and validation neuroblastoma cohorts.</p> <p>Additional Data 2. Mutational signatures analysis in the discovery and validation cohorts.</p> <p>Additional Data 3. Complex rearrangements analysis in the discovery cohort.</p> <p>Additional Data 4. Unsupervised clustering analysis in the discovery cohort.</p> <p>Additional Data 5. HRR deficiency and driver genes alterations analysis in the discovery cohort.</p> <p>Additional Figure 1. Evaluation of the ranks for the de novo signature extraction for SNV- and SV-based signatures in the validation cohort.</p> <p>&nbsp;</p>

opencc-by-4.0Apr 2023View details →
zenodo32/100

Replication package for "Skill heterogeneity and market labour income inequality"

<p>Medrano-Adan, L., Salas-Fum&aacute;s, V. and S&aacute;nchez-As&iacute;n, J. (2023) &ldquo;Skill heterogeneity and market labour income inequality&rdquo;. <em>SERIEs-Journal of the Spanish Economic Association</em>.</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Spatial Heterogeneity in Hedonic Price Effects for Lake Water Quality

<p>This database provides model results, elasticity estimates, and descriptive statistics for output from&nbsp;Spatial Heterogeneity in Hedonic Price Effects for Lake Water Quality manuscript. DOI:&nbsp;https://doi.org/10.3368/le.100.1.102122-0086R</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Geochemical and provenance heterogeneity of small mountainous river systems in Southeast China

<p>Supplementary Data of the Manuscript titled &#39;Geochemical and provenance heterogeneity of small mountainous river systems in Southeast China&#39;</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Small extrachromosomal circular DNA harboring targeted tumor suppressor gene mutations supports intratumor heterogeneity in mouse liver cancer induced by multiplexed CRISPR/Cas9

<p>These files include raw image data from our study titled &quot;Small extrachromosomal circular DNA containing targeted tumor suppressor mutations supports intratumoral heterogeneity in multiplex CRISPR/Cas9-induced mouse liver cancer&quot;.</p>

opencc-by-4.0Aug 2023View details →
zenodo32/100

Progressive virtual transverse section through a porcine MV leaflet sample to demonstrate the visualization of the heterogeneous organization of the ECM fibers using Hf-WD 1:2 POM-based cryo-CECT

<p>The atrial side is at the top and the ventricular side at the bottom. At the beginning of the video, the yellow and blue arrows indicate the presence of adipocytes and blood vessels, respectively.</p>

opencc-by-4.0Dec 2022View details →
zenodo32/100

MD simulation trajectory for Heterogenous lipid bilayer with no counter-ions

<p>Equilibrated symmetric heterogenous lipid bilayer simulation ran with Gromacs 2020.4, Force field= Charmm36m, 300ns, T=300K, composed of&nbsp;152 POPC, 96 POPE, 20 POPS, 80 CHOL, 36 PSM, and 16 GM1 molecules, no ions, 19606 water (TIP3P)&nbsp;molecules.&nbsp;</p>

opencc-by-4.0Sep 2023View details →
zenodo32/100

MD simulation trajectory for Heterogenous lipid bilayer with 150mM NaCl concentration

<p>Equilibrated symmetric heterogenous lipid bilayer simulation ran with Gromacs 2020.4, Force field= Charmm36m, 300ns, T=300K, composed of&nbsp;152 POPC, 96 POPE, 20 POPS, 80 CHOL, 36 PSM, and 16 GM1 molecules, 92 Na+, 56 Cl- , 19348&nbsp;water (TIP3P)&nbsp;molecules.&nbsp;</p>

opencc-by-4.0Sep 2023View details →
zenodo32/100

MD simulation trajectory for Heterogenous lipid bilayer with 150mM CaCl2 concentration

<p>Equilibrated symmetric heterogenous lipid bilayer simulation ran with Gromacs 2020.4, Force field= Charmm36m, 300ns, T=300K, composed of&nbsp;152 POPC, 96 POPE, 20 POPS, 80 CHOL, 36 PSM, and 16 GM1 molecules, 73&nbsp;Ca2+, 110&nbsp;Cl2- , 18915&nbsp;water (TIP3P)&nbsp;molecules.&nbsp;</p>

opencc-by-4.0Sep 2023View details →
zenodo32/100

MD simulation trajectory for Heterogenous lipid bilayer with 150mM CaCl2 concentration

<p>Equilibrated symmetric heterogenous lipid bilayer simulation ran with Gromacs 2020.4, Force field= Charmm36m, 300ns, T=300K, composed of&nbsp;152 POPC, 96 POPE, 20 POPS, 80 CHOL, 36 PSM, and 16 GM1 molecules, 73&nbsp;Ca2+, 110&nbsp;Cl2- , 18915&nbsp;water (TIP3P)&nbsp;molecules.&nbsp;</p>

opencc-by-4.0Sep 2023View details →
zenodo32/100

Data for: Consistently heterogeneous structures observed at multiple spatial scales across fire-intact reference sites

<p>Geospatial polygons representing fire-suppressed control sites against which fire-intact reference sites were compared in Chamberlain et al. (2023). Control sites represent areas with 1) no record of fire history, 2) no record of late 20th century or early 21st century timber management, and 3) no &quot;Fast Change&quot; detected by the Landscape Change Monitoring System dataset. All sites are predominantly within the yellow pine and mixed-conifer zone of California&#39;s Sierra Nevada, USA. Polygon boundaries were defined using the NHDPlusV2 catchments, and were manually reshaped using aerial imagery to ensure that polygons were &gt; 100 ha, represented primarily forested areas, and excluded major roads, infrastructure, and major rock outcrops.</p> <p>Detailed description of the methods used to produce this dataset provided in:<br> Chamberlain, C.P., Cova, G.R., Cansler, C.A., North, M.P., Meyer, M.D., Jeronimo, S.M.A., Kane, V.R., 2023. Consistently heterogeneous structures observed at multiple spatial scales across fire-intact reference sites. Forest Ecology and Management.</p>

opencc-by-4.0Dec 2022View details →
zenodo32/100

Data for Overestimation of Black Carbon Light Absorption due to Mixing State Heterogeneity.

<p>Data for&nbsp;Overestimation of Black Carbon Light Absorption due to Mixing State Heterogeneity.&nbsp;</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

Additional data - Using a micro-device with a deformable ceiling to probe stiffness heterogeneities within 3D cell aggregates

<p>Additional data for the article <em>&quot;Using a micro-device with a deformable ceiling to probe stiffness heterogeneities within 3D cell aggregates&quot;&nbsp;</em>by Jain, Belkadi et al.</p> <p><strong>additionaldata_jain-belkadi_2023/data_fig_3/data_fig_3_bc:</strong>&nbsp;One .tif file per spheroid shown in Fig 3b,c. the air cavity pressure levels are the following (respectively for each frame): 0 (mbar), -50, -100, -150, -200, -250, -300, -450, -500, 0</p> <p><strong>additionaldata_jain-belkadi_2023/data_fig_3/data_fig_3_def: </strong>One .tif file for the cyclic compression of the spheroids.</p> <p><strong>additionaldata_jain-belkadi_2023/data_fig_4_d:&nbsp;</strong>One folder per spheroid. See readme.txt</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

A carbon, nitrogen, and multi-isotope study of basalt glasses near 14°N on the Mid-Atlantic Ridge. Part B: Mantle source heterogeneities

<p>All data appearing in the manuscript and any supplementary documents, figures, or tables of the paper "A carbon, nitrogen, and multi-isotope study of basalt glasses near 14°N on the Mid-Atlantic Ridge.<strong> </strong>Part B: Mantle source heterogeneities"<strong> </strong>at Geochimica et Cosmochimica Acta<strong> </strong>by<strong> </strong>Bekaert et al., are available through this open access data repository.</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

Dataset, models and code for "Automating global landslide detection with heterogeneous ensemble deep-learning classification"

Open the record for dataset details and reuse information.

opencc-by-4.0Aug 2024View details →
ClinicalTrials.gov32/100

Biomarkers of Heterogeneity in Type 1 Diabetes

ClinicalTrials.gov study NCT04977635. IPD Sharing: UNDECIDED. Countries: 1. Publications: 2.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov32/100

Testing of NBIA Genes: Analysis of Genetic Heterogeneity and Validation of Mitochondrial Markers for Assessing Causality of Sequence Variants.

ClinicalTrials.gov study NCT05615571. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Research on the Heterogeneity of Taiwanese Breast Cancer Patients by Next Generation Sequencing (NGS) Tools

ClinicalTrials.gov study NCT04626440. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

In Situ Clonal Heterogeneity in Prostatic Diagnostic Biopsies

ClinicalTrials.gov study NCT04873427. IPD Sharing: NO. Countries: 1. Publications: 22.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov32/100

Prognostic Value of Myocardial Perfusion Heterogeneity in Normal SPECT Studies

ClinicalTrials.gov study NCT02576704. IPD Sharing: Not stated. Countries: 1. Publications: 5.

restrictedIPD-UNDECIDEDFeb 2026View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.