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.

3,878

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

3,878 results for “Molecular Data”

Learn how ShareScore rates datasets ↗
dryad28/100

SNP data: Comparison of molecular surveillance methods to assess changes in the population genetics of Plasmodium falciparum in high-transmission

<p>Genetic diversity and population structure of <em>Plasmodium falciparum</em> are assessed here using three established methods (i) SNP barcoding (panel of 24-biallelic loci), (ii) microsatellite genotyping (panel of 12-multiallelic loci), and (iii) varcoding (fingerprinting var gene diversity, akin to microhaplotyping) to identify changes in parasite population genetics in response to a short-term indoor residual spraying (IRS) intervention. Typical of high seasonal transmission in Africa, multiclonal infections were found in <span>82.3% (median 3; range 1–18) and 57.8% (median 2; range 1–12) of asymptomatic individuals pre- and post-IRS, respectively, in Bongo District, Ghana. </span>Since directly phasing multilocus haplotypes for population genetic analysis is not possible for biallelic SNPs and microsatellites, we chose 200 low-complexity infections for analysis. Each genotyping method presented a different pattern of change in population diversity and structure as a consequence of variability in usable data and the relative polymorphism of the molecular markers (<a>SNPs &lt; microsatellites &lt; var</a>). In terms of neutral variation, the 24-SNP barcode was the least informative, largely due to the bi-allelic nature of SNPs leading to a high proportion of double-allele calls (<a>DACs</a>), whereas multiallelic microsatellites showed high haplotype diversity with ten markers but no measurable change in population structure after IRS. Varcoding provided the most informative and nuanced description of changes in population structure, showing high diversity with a subtle but measurable change to less related var repertoires as a result of the IRS intervention. Relative performance, suitability, and cost-effectiveness of the methods relevant to local malaria elimination in high-transmission endemic areas are discussed. </p>

opencc-zeroOct 2022View details →
zenodo28/100

Supporting data and code for: Investigation on the sensitivity of Plasmopara viticola to amisulbrom and ametoctradin in French vineyards using bioassays and molecular tools

<p>This is a small modification of the first release of the final data and code for the article entitled &quot;Investigation on the sensitivity of Plasmopara viticola to amisulbrom and ametoctradin in French vineyards using bioassays and molecular tools&quot; accepted for publication in Pest Management Science.</p>

openother-openMay 2019View details →
zenodo28/100

FIGURE 7 in A review of species recognition in the Phenacoccus aceris species-group (Hemiptera: Coccomorpha: Pseudococcidae) using molecular and morphological data

FIGURE 7. Habitus photographs of PACE2 (upper) and PACE4B (lower) from different populations.

opennotspecifiedSep 2017View details →
zenodo28/100

Supplementary material 1 from: Radek R, Wurzbacher C, Gisder S, Nilsson RH, Owerfeldt A, Genersch E, Kirk PM, Voigt K (2017) Morphologic and molecular data help adopting the insect-pathogenic nephridiophagids (Nephridiophagidae) among the early diverging fungal lineages, close to the Chytridiomycota. MycoKeys 25: 31-50. https://doi.org/10.3897/mycokeys.25.12446

Figure S1 : Data type: molecular data

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

Supplementary material 2 from: Balakirev A, Abramov A, Rozhnov V (2014) Phylogenetic relationships in the Niviventer-Chiromyscus complex (Rodentia, Muridae) inferred from molecular data, with description of a new species. ZooKeys 451: 109-136. https://doi.org/10.3897/zookeys.451.7210

The list of samples used for combined Cyt b+COI+IRBP+GHR analysis:

opencc-by-4.0Nov 2014View details →
zenodo28/100

Supplementary material 1 from: Balakirev A, Abramov A, Rozhnov V (2014) Phylogenetic relationships in the Niviventer-Chiromyscus complex (Rodentia, Muridae) inferred from molecular data, with description of a new species. ZooKeys 451: 109-136. https://doi.org/10.3897/zookeys.451.7210

Complete list of samples used for phylogenetic reconstructions:

opencc-by-4.0Nov 2014View details →
zenodo28/100

Figures 1-9 from: Radek R, Wurzbacher C, Gisder S, Nilsson RH, Owerfeldt A, Genersch E, Kirk PM, Voigt K (2017) Morphologic and molecular data help adopting the insect-pathogenic nephridiophagids (Nephridiophagidae) among the early diverging fungal lineages, close to the Chytridiomycota. MycoKeys 25: 31-50. https://doi.org/10.3897/mycokeys.25.12446

Figures 1-9 Nephridiophaga maderae, 1, 2, 5–9 bright field 3 phase contrast 4 scanning electron microscopy. 1 Three sporogonial plasmodia with different numbers of included spores. Arrows point to plasma membrane. 2 Merogonial plasmodium with numerous nuclei. 3 Mature spores. 4 The upper surface of the spore possesses a central spore opening (arrow, left spore) while the lower surface of the spore lacks an opening (right spore). 5, 6 Paraffin sections stained with hematoxylin-eosin. Generally, the plasmodia (pl) are found in the lumen of the Malpighian tubule but are often attached to the microvilli (mv) (5). Rarely, aggregates of vegetative plasmodia (arrow) occur in the epithelial cells of the Malpighian tubules (6). n = nuclei of epithelial cells. 7–9 Smears of macerated tubules stained with Giemsa depicting vegetative plasmodia (7), stained young spores (8), and unstained mature spores with residual nuclei (arrows) of the mother sporoplasm. Scale bars: 5 µm (1–4), 50 µm (5), 10 µm (6–9).

opencc-by-4.0Oct 2019View details →
zenodo28/100

Figures 10-14 from: Radek R, Wurzbacher C, Gisder S, Nilsson RH, Owerfeldt A, Genersch E, Kirk PM, Voigt K (2017) Morphologic and molecular data help adopting the insect-pathogenic nephridiophagids (Nephridiophagidae) among the early diverging fungal lineages, close to the Chytridiomycota. MycoKeys 25: 31-50. https://doi.org/10.3897/mycokeys.25.12446

Figures 10-14 Nephridiophaga blattellae, 10–13 transmission electron microscopy, 14 Calcofluor white staining. 10 Meront with several nuclei (n) and mitochondria (mi) in the lumen of Malpighian tubule. Inset: Mitochondrium with tubular to sac-like cristae. 11 Sporogenic plasmodium containing mature spores (sp), mitochondria (mi), and vegetative nuclei (n) in the cytoplasm. The plasmodium is anchored to the microvilli (mv) of epithelial cells (ep) of the tubule. 12 Young spore within the cytoplasm of a sporogenic plasmodium, surrounded by a layer of vesicles. The spore cytoplasm contains one nucleus (n), mitochondria (mi), and endoplasmic reticulum (er). 13 An infectious sporoplasm hatches through the central spore opening, leaving behind the spore wall of the emptying spore (sp). The nucleus (n) is squeezed through the tiny spore opening. 14 Calcofluor white stains the spore wall indicating the presence of chitin (bluish color). Scale bars: 1 µm (10–13), inset 0.1 µm (10), 5 µm (14).

opencc-by-4.0Oct 2019View details →
zenodo28/100

Figure 15 from: Radek R, Wurzbacher C, Gisder S, Nilsson RH, Owerfeldt A, Genersch E, Kirk PM, Voigt K (2017) Morphologic and molecular data help adopting the insect-pathogenic nephridiophagids (Nephridiophagidae) among the early diverging fungal lineages, close to the Chytridiomycota. MycoKeys 25: 31-50. https://doi.org/10.3897/mycokeys.25.12446

Figure 15 - Bayesian phylogenetic tree including major lineages of the Holomycota (Liu et al. 2009; syn.: Nucletmycea, Brown et al. 2009), i.e. Fungi, Cryptomycota, and the basal Nucleariida, together with Holomycota sister clades Choanomonada, Ichthyosporea, and Filasterea (Holozoa; Lang et al. 2002). Nephridiophaga species (star) form a clade together with the flagellate fungi, here indicated as Chytridiomycota s.l. The scale indicates expected changes per site. Branch support is given as Bayesian posterior probabilities above 0.95 (black circles) and maximum likelihood resampling values above 90% (white circles). Filled black circles mark support from both methods.

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

Figure 5 from: Esmaeili-Rineh S, Mirghaffari SA, Sharifi M (2017) The description of a new species of Niphargus from Iran based on morphological and molecular data. Subterranean Biology 22: 43-58. https://doi.org/10.3897/subtbiol.22.11286

Figure 5 - Niphargus hakani sp. n., male 9 mm (holotype, ZCRU Amph.1010). A Pleopod I B Pleopod II C Pleopod III D Uropod I E Uropod II F Uropod III. G Epimeral plates H Telson. Scale bars: 1=0.5 mm (G–H). 2=1 mm (A–E). 3=2mm F.

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

Figure 4 from: Esmaeili-Rineh S, Mirghaffari SA, Sharifi M (2017) The description of a new species of Niphargus from Iran based on morphological and molecular data. Subterranean Biology 22: 43-58. https://doi.org/10.3897/subtbiol.22.11286

Figure 4 - Niphargus hakani sp. n., male 9 mm (holotype, ZCRU Amph.1010). A Pereopod III B Pereopod IV C Pereopod V D Pereopod VI E Pereopod VII. Scale bars: 1mm (A–E).

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

Figure 3 from: Esmaeili-Rineh S, Mirghaffari SA, Sharifi M (2017) The description of a new species of Niphargus from Iran based on morphological and molecular data. Subterranean Biology 22: 43-58. https://doi.org/10.3897/subtbiol.22.11286

Figure 3 - Niphargus hakani sp. n., male 9 mm (holotype, ZCRU Amph.1010). A Gnathopod I B Gnathopod II C Maxilliped D Labium E Maxilla II. Scale bars: 1=0.5 mm (C–E). 2=1 mm (A–B).

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

Figure 2 from: Esmaeili-Rineh S, Mirghaffari SA, Sharifi M (2017) The description of a new species of Niphargus from Iran based on morphological and molecular data. Subterranean Biology 22: 43-58. https://doi.org/10.3897/subtbiol.22.11286

Figure 2 - Niphargus hakani sp. n., male 9 mm (holotype, ZCRU Amph.1010). A Antenna I B Antenna II C Head D–E Maxilla I F Left mandible. G Right mandible. H Mandibular palp. Scale bars: 1=0.25 mm (F–G). 2=0.5 mm (C–E, H). 3=1mm (A–B).

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

Figure 6 from: Esmaeili-Rineh S, Mirghaffari SA, Sharifi M (2017) The description of a new species of Niphargus from Iran based on morphological and molecular data. Subterranean Biology 22: 43-58. https://doi.org/10.3897/subtbiol.22.11286

Figure 6 - Bayesian consensus tree of 49 Niphargus species (48 taxa from Esmaeili-Rineh et al. 2015a, 2016), based on the 28S ribosomal DNA sequences. Species are identified and named according to the valid taxonomic description. Posterior probabilities are indicated on main branches.

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

Data From: Investigating the Effect of GLU283 Protonation State on the Conformational Heterogeneity of CCR5 by Molecular Dynamics Simulations

<p>This dataset contains MD simulation results for CCR5 receptor in different states. There are three states this GPCR could be in: 1.apo state, i.e. not bound to any other protein or ligand 2.holo state, i.e. bound by maraviroc (MRV) 3.GP120 bound state, i.e. bounded to HIV envelope protein GP120 and human receptor CD4.&nbsp;</p> <p>For apo state simulations, three different starting structure were used and the simulation results for them are given in three different folders named after the PDB ID of initial structures.&nbsp;</p> <p>One critical residue of CCR5 receptor, GLU283, was considered in two different protonation state, hence there are two folders for each studied system, GLU283 and GLH283 for differently protonated systems.&nbsp;</p> <p>The MD trajectories of studied systems are in dcd format and due to size issues waters, ions and membrane atoms were removed.&nbsp;</p> <p>For each system, three replica MD simulations were performed, hence, there are three folders with names REPLICA1, REPLICA2, REPLICA3.</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2023View details →
zenodo28/100

Supplementary material 1 from: Xu K-W, Han Y-T, Dong Y-R, Guo J-Q, Mao L-F, Liao W-B (2024) Asplenium guodanum (Aspleniaceae), a distinct new fern species from northern Guangdong, China, based on morphological data and molecular phylogeny. PhytoKeys 241: 191-200. https://doi.org/10.3897/phytokeys.241.122789

List of voucher specimens and Genbank accession numbers used in phylogenetic analyses

opencc-zeroApr 2024View details →
zenodo28/100

Figure 3 from: Xu K-W, Han Y-T, Dong Y-R, Guo J-Q, Mao L-F, Liao W-B (2024) Asplenium guodanum (Aspleniaceae), a distinct new fern species from northern Guangdong, China, based on morphological data and molecular phylogeny. PhytoKeys 241: 191-200. https://doi.org/10.3897/phytokeys.241.122789

Figure 3 Maximum Likelihood phylogeny of the Asplenium bullatum clade, based on six plastid markers (atpB, rbcL, rps4 &amp; rps4-trnS and trnL &amp; trnL-F). The numbers associated with branches are Maximum Likelihood bootstrap support (MLBS) and Bayesian Posterior Probability (BIPP). The asterisk indicates MLBS = 100 or BIPP = 1.00.

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

Figure 1 from: Xu K-W, Han Y-T, Dong Y-R, Guo J-Q, Mao L-F, Liao W-B (2024) Asplenium guodanum (Aspleniaceae), a distinct new fern species from northern Guangdong, China, based on morphological data and molecular phylogeny. PhytoKeys 241: 191-200. https://doi.org/10.3897/phytokeys.241.122789

Figure 1 Macromorphology of Asplenium guodanum sp. nov. A habitat B habit C abaxial lamina D frond E adaxial lamina F rachis G abaxial view of pinna H adaxial view of pinna I reduced pinna base J scales at base stipe K rhizome L fiddlehead.

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

Data For Hybrid Monte-Carlo Molecular Dynamics Methods For Estimation of Solidus and Liquidus Compositions, a Case Study in Cu-Ni and Au-Si

Open the record for dataset details and reuse information.

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

Figure 49. Pachyula crassilabris, AMS B 9961 in A new classification of the family Ariidae (Osteichthyes: Ostariophysi: Siluriformes) based on combined analyses of morphological and molecular data

Figure 49. Pachyula crassilabris, AMS B 9961, New Guinea, type species of the genus.

opennotspecifiedAug 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.