Skip to main content
Powered by ShareScore

Find research datasets worth reusing

Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.

115

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

115 results for “trait dataset”

Learn how ShareScore rates datasets ↗
zenodo32/100

Dataset to article "Distinct traits of structural and regulatory evolutional conser-vation of human genes with specific focus on major cancer mo-lecular pathways"

<p>Abstract: Evolution of protein coding genes has both structural and regulatory components. The first can be assessed by measuring the ratio of non-synonymous to synonymous nucleotide sub-stitutions. The second component can be measured as the normalized proportion of transposable elements that used as the regulatory elements. For the first time, we characterized in parallel the regulatory and structural evolutionary profiles for 10,890 human genes and 2,972 molecular pathways. We observed ~0.1 correlation between the structural and regulatory metrics at the gene level, which appeared much higher (~0.4) at the pathway level. We deposited the data in the publicly available database RetroSpect accessible at https://retrospect.oncobox.com. We also analyzed evolutionary dynamics of six cancer pathways of two major axes: Notch/WNT/Hedgehog and AKT/mTOR/EGFR. The Hedgehog pathway had both components slower, whereas the Akt pathway had clearly accelerated structural evolution. In particular, the major hub nodes Akt and beta-catenin showed both components strongly decreased, whereas two major regulators of Akt TCL1 and CTMP had outstandingly high evolutionary rates. We al-so noticed structural conservation of serine/threonine kinases and the genes related to guanosine metabolism in cancer signaling: GPCRs, G proteins, and small regulatory GTPases (Src, Rac, Ras); however, this was compensated by the accelerated regulatory evolution.</p>

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

Dataset for "Population-level transposable element expression dynamics influence trait evolution in a fungal crop pathogen"

<p><strong>Supplementary Tables</strong></p> <p><strong>Supplementary Table S1:&nbsp;</strong>SRA accession list of RNAseq reads.</p> <p><strong>Supplementary Table S2:</strong>&nbsp;Genomic localization of TEs in gene elements and 10 kb windows upstream and downstream of the transcription start site (TSS) in the reference genome IPO323.</p> <p><strong>Supplementary Table S3:</strong>&nbsp;Genome-wide TE insertion polymorphism (TIPs) in the pathogen population. 0 represents TE absence and 1 represents TE presence.</p> <p><strong>Supplementary Table S4:</strong>&nbsp;Gene expression (log-transformed RPKM) values across the population.</p> <p><strong>Supplementary Table S5:</strong>&nbsp;Locus-specific transcript abundance at individual TE loci (FPKM) across individuals.</p> <p><strong>Supplementary Table S6:</strong>&nbsp;Percent of expressed copies within each TE family in the reference genome IPO323 and percent expressed TE copies in each TE family across the population.</p> <p><strong>Supplementary Table S7:</strong>&nbsp;Linkage disequilibrium of TIP in the genome and neighboring SNPs within the 600bp distance from the TE loci.</p> <p><strong>Supplementary Table S8:</strong>&nbsp;Genome-wide association mapping of the virulence-associated trait (PLACP: percent leaf area covered by pycnidia) and TE insertion polymorphisms in the genome.</p> <p><strong>Supplementary Table S9:</strong>&nbsp;TIPs in the genome significantly associated with metabolite peak intensity variation in the pathogen population (filtered by Bonferroni threshold).</p>

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

Datasets and code for "Phylogenetic modeling of enhancer shifts in mole-rats reveals regulatory changes associated with tissue-specific traits"

<p>This archive contains the code and datasets generated in the associated manuscript: &quot;Phylogenetic modeling of enhancer shifts in mole-rats reveals regulatory changes associated with tissue-specific traits&quot;. We provide instructions, environments and scripts to reproduce the presented analyses.</p>

openother-openDec 2022View details →
dryad32/100

Dataset of Rapid adaptive responses of rosette-type macrophyte Vallisneria natans juveniles to varying water depths: The role of leaf trait plasticity

Open the record for dataset details and reuse information.

publicSep 2022View details →
dryad32/100

Data from: Integrating three comprehensive datasets shows that mitochondrial DNA variation is linked to species traits and paleogeographic events in European butterflies.

Open the record for dataset details and reuse information.

publicJul 2019View details →
dryad32/100

Dataset from: Functional traits explain both seedling and adult plant spatial patterns in gypsum annual species

Open the record for dataset details and reuse information.

publicFeb 2023View details →
dryad32/100

Data from: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide

Open the record for dataset details and reuse information.

publicMay 2015View details →
dryad32/100

Dataset for: Heat wave-induced microbial thermal trait adaptation and its reversal in the Subarctic

Open the record for dataset details and reuse information.

publicNov 2023View details →
dryad32/100

Dataset - A complex network of additive and epistatic quantitative trait loci underlies natural variation of Arabidopsis thaliana quantitative disease resistance to Ralstonia solanacearum under heat stress

Open the record for dataset details and reuse information.

publicAug 2020View details →
dryad32/100

Populations of high-value predators reflect the traits of their prey dataset

Open the record for dataset details and reuse information.

publicFeb 2021View details →
dryad32/100

Dataset of distribution and trait of small mammals in Mt. Liangshan

Open the record for dataset details and reuse information.

publicApr 2023View details →
dryad32/100

Thermal performance curves dataset based on <em>Littorina littorea</em> from different locations along a latitudinal gradient: Physiological and life history traits

Open the record for dataset details and reuse information.

publicDec 2025View details →
dryad32/100

Data from: Incomplete datasets obscure associations between traits affecting dispersal ability and geographic range size of reef fishes in the Tropical Eastern Pacific

Open the record for dataset details and reuse information.

publicFeb 2019View details →
zenodo28/100

Supplementary material 3 from: Neves MO, Cabral H, Pedrozo M, Ferreira VL, Moura M, Santana DJ (2020) Dataset of occurrences and ecological traits of amphibians from Upper Paraguay River Basin, central South America. Nature Conservation 41: 71-89. https://doi.org/10.3897/natureconservation.41.54265

References from the citations contained in Suppl. material 2

opencc-zeroSep 2020View details →
zenodo28/100

Supplementary material 2 from: Neves MO, Cabral H, Pedrozo M, Ferreira VL, Moura M, Santana DJ (2020) Dataset of occurrences and ecological traits of amphibians from Upper Paraguay River Basin, central South America. Nature Conservation 41: 71-89. https://doi.org/10.3897/natureconservation.41.54265

Table S2

opencc-zeroSep 2020View details →
zenodo28/100

Supplementary material 1 from: Neves MO, Cabral H, Pedrozo M, Ferreira VL, Moura M, Santana DJ (2020) Dataset of occurrences and ecological traits of amphibians from Upper Paraguay River Basin, central South America. Nature Conservation 41: 71-89. https://doi.org/10.3897/natureconservation.41.54265

Table S1

opencc-zeroSep 2020View details →
zenodo28/100

Dataset: Species presence, trait and philogeny database. Data from: Shift from trait convergence to divergence along old field succession. Journal of Vegetation Science.

<p>This dataset was use in the manuscript &quot;Shift from trait convergence to divergence along old field succession&quot; publish at Journal of Vegetation Science. It contains the data of species presence at three different plots and species trait values (SLA, LDMC, height, seed weight and Phylogeny). We show that at the initial stage of succession, there is a scale-invariant pattern of trait convergence. On the contrary, in the late and intermediate stages of succession we observed that trait divergence became frequent at smaller grains and extents. The trend along the chronosequence is consistent with the theoretical hypothesis that predicts a shift from convergence to divergence along succession.</p>

opencc-by-4.0Jan 2021View details →
zenodo28/100

Dataset for Quantitative Trait Loci Associated with Lodging, Stem Strength, Yield, and Other Important Agronomic Traits in Dry Field Peas with data for 196 markers

<p>Dataset for Quantitative Trait Loci Associated with Lodging, Stem Strength, Yield, and Other Important Agronomic Traits in Dry Field Peas with data for 196 markers. This file is associated with a dissertation on lodging resistance called Quantitative Trait Loci Associated with Lodging, Stem Strength, Yield, and Other Important Agronomic Traits in Dry Field Peas.</p>

opencc-by-4.0Jul 2017View details →
zenodo28/100

MarNemaFunDiv - a first comprehensive dataset of functional traits for marine nematodes

<p><span>Matrix of nematode genera associated with 16 functional traits</span><strong><span> </span></strong></p>

opencc-by-4.0Oct 2024View details →
zenodo28/100

Fig. 2 in A species-level trait dataset of bats in Europe and beyond

Fig. 2 Trait by species matrix illustrating the EuroBaTrait 1.0 dataset completeness.

opennotspecifiedMay 2023View details →

ScienceDex guides

Understand access before you commit

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

ScienceDex for faculty

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.