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Figure 4. A-D, Living holotype male Habrocestum togansangmai. E, Collection site for H in Three new jumping spiders from northeastern India (Araneae: Salticidae: Hasariini: Habrocestum)
Figure 4. A-D, Living holotype male Habrocestum togansangmai. E, Collection site for H. togansangmai (Meghalaya: South West Khasi Hills). F, Collection site for H. emanasakgrensis and H. imilchang (Meghalaya: South Garo Hills District). Photo credit: G. Kadam.
Fig. 17 in XXII. Free-living Nematodes from Greenland, Land and Freshwater.
Fig. 17. Dorylaimus conicaudtus. Hind part of a specimen with more acute tail
Lysosome training dataset for live cell anatomy segmentation
Open the record for dataset details and reuse information.
ER training dataset for live cell anatomy segmentation
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Fig. 1 in Free-living Heterotrophic Flagellates Lakes in Turkey (Protista) from Two Hypersaline
Fig. 1. Map of study sites.
BEHAV3D: A 3D live imaging platform for comprehensive analysis of engineered T cell behavior and tumor response
<p>The use of patient-derived material and immune cell co-cultures in modeling immune-oncology has gained significant interest for understanding and manipulating immune cell tumor targeting in a patient-specific context. However, current protocols have limitations in visualizing and analyzing the dynamic cellular features of these living culture systems. We recently developped a workflow names BEHAV3D, that combines multi-color live 3D imaging and computational tools to analyze cell death dynamics, classify T cell behavior, and generate data-informed 3D images and videos. Here we provide some example pre-processed dataset of videos of two co-culture set ups: breast cancer Patient Derived Organoids with αβ T cells engineered to express a γδ TCR (TEGs) and Acute Lymphoblastic Leukemia cells with CD19 CART cells.</p>
Figure 6 – Live photo A in First records of two non-indigenous tineid species from St Helena Island (Tineioidia: Tineidae)
Figure 6 – Live photo A. siccata, Burnt Rock, on soil (L. Fowler).
Figure 8 – Live photo S in First records of two non-indigenous tineid species from St Helena Island (Tineioidia: Tineidae)
Figure 8 – Live photo S. rutella, wall at Cole's courtyard, Jamestown (T. Karisch)
[Dataset for] Whole-brain meso-vein imaging in living humans using fast 7 T MRI
<p>This dataset is associated with:</p> <ul> <li>Gulban, Stirnberg, Tse, Pizzuti, Koiso, Archila-Melendez, Huber, Bollmann, Goebel, Kay, Ivanov, 2025. Whole-brain meso-vein imaging in living humans using fast 7 T MRI (Preprint).</li> </ul> <p>This dataset is also used in:</p> <ul> <li>Pizzuti, Bazin, Ivanov, Dresbach, Peter, Goebel, Gulban, 2024. Multimodal laminar characterization of visual areas along the cortical hierarchy (Preprint).</li> </ul> <p>More data are going to be be added as we progress with our manuscripts though their publications or upon request (please contact Omer Faruk Gulban).</p>
Table 2 Cycle threshold obtained for the 6 in Investigation on possible transmission of monkeys' Plasmodium to human in a populations living in the equatorial rainforest of the Democratic republic of Congo
<p><b>Table 2</b> Cycle threshold obtained for the 6 plasmodium species.</p><table><tbody><tr><th></th><th>P. falciparum</th><th>P. malaria</th><th>P. ovale</th><th>P. vivax</th><th>P. vinckei</th><th><i>P. berghei</i></th></tr></tbody><tbody><tr><th>1st RT-PCR</th><td>16.98</td><td>26.01</td><td>26.08</td><td>30.15</td><td>15.18</td><td>20.33</td></tr><tr><th>2nd RT-PCR</th><td>18.07</td><td>26.69</td><td>26.66</td><td>30.48</td><td>No signal</td><td>No signal</td></tr></tbody></table>
Table 1 in Investigation on possible transmission of monkeys' Plasmodium to human in a populations living in the equatorial rainforest of the Democratic republic of Congo
<p><b>Table 1</b> Primers and probes sequences for the two RT-PCR.</p><table><tbody><tr><th>RT-PCR</th><th>Forward primer</th><th>Reverse primer</th><th>Probes</th></tr></tbody><tbody><tr><th><i>plasmodiums</i> <i>sp</i></th><td>5Į- GTTAAGGGAGTGAAGACGA TCAGA-3' (Plasmo1)</td><td>5Į- TTATGAGAAATCAAAGTCTTTGGGTT-3' (Plasmo2)</td><td>5Į- FAM-ACCGTCGTAA TCTTAACCAT AAACTATGCC GACTAG-TAMRA- 3' (plasprobe)</td></tr><tr><th><i>Pfal</i></th><td>5Į- CTAGGTGTTGGATG-3Į</td><td></td><td>5Į- FAM-AGCAATCTAAAAGTCACCTCGAAAGATGACT-DQ-3' (Falprobe)</td></tr><tr><th><i>Pova</i></th><td>5Į- CGACTAGGTTTTGGATG-3Į</td><td></td><td>5Į- VIC-CGAAAGGAATTTTCTTATT-DQ-3’ (Ovaprobe)</td></tr><tr><th><i>Pviv</i></th><td>5Į- GACTAGGCTTTGGATG-3Į</td><td></td><td>5Į- VIC-AGCAATCTAAGAATAAACTCCGAAGAGAAAATTCT-DQ-3' (Vivprobe)</td></tr><tr><th><i>Pmal</i></th><td>5Į- GACTAGGTGTTGGATG-3Į</td><td></td><td>5Į- FAM-CTATCTAAAAGAAACACTCAT-DQ-3’ (Malprobe)</td></tr></tbody></table>
MOVMUS-UJI Dataset & ERGOMOVMUS: EMG and kinematics data of the hand in activities of daily living with special interest for ergonomics
<p>A dataset of <strong>human hand kinematics</strong> and <strong>forearm muscle activation</strong> collected during the performance of a wide variety of activities of daily living (ADLs) is presented, with tagged characteristics of products and tasks. A total of <strong>26 participants</strong> performed <strong>161 ADLs</strong>, selected to be representative of common elementary tasks, grasp types, product orientations and performance heights. 105 products were used, being varied regarding shape, dimensions, weight and type (common products and assistive devices).</p> <p>The data were recorded using CyberGlove instrumented gloves on both hands measuring 18 degrees of freedom on each and seven surface EMG sensors per arm recording muscle activity. The products and their arrangement were the same across subjects, and tasks were performed in a guided way. Data of <strong>more than 4100 ADLs</strong> is presented in this dataset as <strong>Matlab structures</strong> with full continuous recordings, which may be used in applications such as machine learning or to characterize healthy human hand behaviour.</p> <p>The dataset is accompanied with a <strong>custom data visualization application (ERGOMOVMUS)</strong> as a tool for ergonomics applications, allowing visualization and calculation of aggregated data from specific task, product and/or subjects’ characteristics.</p> <p> </p> <p><strong>v3.0 includes the following updates:</strong></p> <p>- Statistical summary of the recordings both in .xlsx and .ods file format (v1.1 only included it in .xlsx file format)</p> <p>- Updated experiment details in "MOVMUS-UJI DATASET GUIDE.pdf".</p>
The Impact of User Generated Content (UGC) on Impulsive Buying in Live Streaming Marketing
<p><span>The internet is growing, which affects the business industry's ability to keep up with its development by doing live streaming marketing. Live streaming marketing makes consumers make impulsive purchases because consumers can interact with sellers in real time and see people's reviews through comments, making consumers' buying intentions higher. The aim of this study is to explain how user-generated content in live-streaming marketing acts as an impulsive buying factor. It can also be referred to as user-generated content. Other consumers create user-generated content to give their honest review of a product in a video, photo, or other format. This research uses quantitative methods. The data was collected through a questionnaire distributed in June–September 2024 to 154 customers who buy via live streaming. The data collection method used is purposive sampling; the data is then processed using Structural Equation Modeling (SEM) with Smart PLS as tool. There are six variables in this research, there are:<span> </span>user generated content, content authenticity, social interaction, emotional appeal, pleasure, and impulsive buying with seven hypotheses.<span> </span>The results showed that the value of user-generated content, social interaction, and content authenticity in live-streaming marketing has a significant effect on pleasure and emotional appeal so that it can impact impulsive buying for users.</span></p> <p><span><strong><em><span>Keywords: user generated content, live streaming marketing, impulsive buying, UGC, e-commerce</span></em></strong></span></p>
Live-Cell Imaging of MCF10A Cells Treated individually or in combination with EGF, OSM, or TGFB
<p>MCF10A cell culture and experimental procedures were conducted based on established methodologies (10.1038/s42003-022-03975-9). For routine maintenance and passaging, cells were cultured in a growth medium composed of DMEM/F12 (Invitrogen, #11330-032) supplemented with 5% horse serum (Sigma, #H1138), 20 ng/ml EGF (R&D Systems, #236-EG), 0.5 µg/ml hydrocortisone (Sigma, #H-4001), 100 ng/ml cholera toxin (Sigma, #C8052), 10 µg/ml insulin (Sigma, #I9278), and 1% Penicillin/Streptomycin (Invitrogen, #15070-063). For experiments involving EGF perturbation, a growth factor-free medium was prepared using DMEM/F12, 5% horse serum, 0.5 µg/ml hydrocortisone, 100 ng/ml cholera toxin, and 1% Pen/Strep.</p> <p>Cells were cultured to 50–80% confluency before being detached with 0.05% trypsin-EDTA (Thermo Fisher Scientific, #25300-054). Subsequently, 20,000 cells were seeded into 24-well plates (Thermo Fisher Scientific, #267062) coated with collagen-1 (Cultrex, #3442-050-01) in growth medium.<span>After an 18-hour incubation in the new media, cells were treated with </span><span>single </span><span>ligand</span><span> or </span><span>combinations of ligands</span><span> in fresh growth factor-free media: 10 ng/ml EGF (R&D Systems #236-EG), 10 ng/ml OSM (R&D Systems #8475-OM), and 10 ng/ml TGFβ (R&D Systems #240-B).</span></p> <p>Phenotypic responses to individual and combination treatment with EGF, OSM, and TGFB treatment were assessed through live-cell imaging using the Incucyte S3 microscope (Essen BioScience, #4647), which captured images every 30 minutes over a 24-hour period. The dataset includes an Excel spreadsheet that documents the experimental conditions for each imaged well.</p> <p>Companion RNAseq <span><span>can be accessed from the Gene Expression Omnibus</span><span>: </span><span>GSE282654</span><span>.</span></span><span> </span></p>
(12)-Pereyra2024A-DS0001--0009 – Nine Tribolium castaneum long-term live imaging datasets of embryonic development acquired with light sheet fluorescence microscopy
<p>(12)-Pereyra2024A-DS0001--0009 – Nine <em>Tribolium castaneum</em> long-term live imaging datasets of embryonic development acquired with light sheet fluorescence microscopy</p>
Inter-annual repeatability and age-dependent changes in plasma testosterone levels in a longitudinally monitored free-living passerine bird
<p>While seasonal trends in testosterone levels are known from cross-cohort studies, data on testosterone inter-annual individual repeatability in wild birds are rare. Also, our understanding of hormonal age-dependent changes in testosterone levels is limited. We assessed plasma testosterone levels in 105 samples originating from 49 repeatedly captured free-living great tits (<i>Parus major</i>) sampled during the nesting to investigate their relative long-term repeatability and within-individual changes. Furthermore, we examined the inter-annual repeatability of condition-related traits (carotenoid- and melanin-based plumage ornamentation, ptilochronological feather growth rate, body mass, and haematological heterophil/lymphocyte ratio) and their relationships to testosterone levels. We show that testosterone levels are inter-annually repeatable in females, with a non-significant pattern in males, both in absolute values and individual ranks (indicating the maintenance of relative status in a population). In males, we found a quadratic dependence of testosterone levels on age, with a peak in midlife. In contrast, female testosterone levels showed no age-dependent trends. The inter-annual repeatability of condition<span>-</span>related traits ranged from zero to moderate and was mostly unrelated to plasma testosterone concentrations. However, males with elevated testosterone had significantly higher carotenoid-pigmented yellow plumage brightness, a trait presumably involved in mating. Showing inter-annual repeatability in testosterone levels, this research opens the way to further understanding the causes of variation in condition-related traits. Based on a longitudinal dataset, this study demonstrates that male plasma testosterone undergoes age-related changes that may regulate resource allocation. Our results thus suggest that, unlike females, male birds undergo hormonal senescence similar to mammals.</p>
Live-cell fluorescence microscopy data for: Structural Dynamics of the Functional Nonameric Type III Translocase Export Gate
<p><strong>yuan_t3ss_raw_data.zip:</strong></p> <p>Microscopy data types:<br> <strong>- </strong>Brightfield images<br> - Fluorescence images (514 nm excitation)</p> <p>Microscope:<br> Olympus IX-83 with 1.49NA oil-immersion objective (Olympus UAPON 100x)<br> ET442/514/561 Laser triple band set filtercube (69904, Chroma)</p> <p>Camera:<br> Hamamatsu C9100-13 EM-CCD Camera<br> 80 nm pixel size</p> <p><strong>yuan_t3ss_cell_objects.zip:</strong></p> <p>EPEC and C41 ColiCoords cell objects derived from the raw data. The set contains a total of 24979 individual cells (brightfield, binary, fluorescence and localization datasets for each cell) with corresponding coordinate systems.</p> <p>Code to generate these cell objects from the raw data: https://github.com/Jhsmit/T3SS-paper</p> <p>The data format is .hdf5 and can be read with any HDF5 reader or directly with ColiCoords: https://github.com/Jhsmit/ColiCoords</p> <p><strong>Contact:</strong><br> Jochem Smit</p>
Fig. 2 in Distributional Range Extension and Live Coloration of the Indo-Pacific Deepwater Cardinalfish Ostorhinchus cheni (Perciformes: Apogonidae)
Fig. 2. Preserved specimen of Ostorhinchus cheni. USNM 212791, 104.5 mm SL, Sri Lanka.
Living room environment
<p>An audio-visual model for virtual reality of the living room laboratory at the CvO university Oldenburg. The model has been created for a highly accurate acoustic rendering over loudspeaker arrays and headphones and for visual representation in virtual reality. The package encompasses an accurate spatial geometric model of the living room and adjacent kitchen, which can be used for acoustic simulations, and a visual model for virtual reality. It further includes a definition of two acoustic scenes for the purpose of audiology and hearing research together with the associated measurements of the acoustic impulse responses using a binaural recording system (binaural room impulse responses), a spherical microphone array, and omnidirectional microphones.</p>
WAKE UP AND LIVE - ALEXIS KARPOUZOS
<p>The <a href="https://psychology.fandom.com/wiki/Wisdom">poetic</a> thought of Alexis karpouzos is a expressions of soul's inner experiences, expression of universality. The inspiring visual images and the <a href="https://psychology.fandom.com/wiki/Symbolic_anthropology">symbolic</a> use of <a href="https://psychology.fandom.com/wiki/Language">language</a> offer a description of elevating experiences of consciousness, a glimpse of higher worlds. The philosophy of alexis karpouzos speak to the human experience from a universal perspective, trancending all <a href="https://psychology.fandom.com/wiki/Religions_of_the_world">religions</a>, cultural and national boundaries. Using vivid images and a direct <a href="https://psychology.fandom.com/wiki/Language_development">language</a> that speaks to the <a href="https://psychology.fandom.com/wiki/Heart">heart,</a> his philosophy evokes a sense of deep <a href="https://psychology.fandom.com/wiki/Communication_theory">communication</a> with the <a href="https://psychology.fandom.com/wiki/Collective_unconscious">collective unconscious</a>, a sense of connection to all the creatures of the world, compassion for others, admiration for the beauty of nature, reverence for all life, and an abiding faith in the invisible touch of world. <strong>Alexis karpouzos</strong> thoughts are often terse and paradoxical, challenging us to to break out of the box of limiting beliefs and see things from a new perspective. Above all, alexis karpouzos continually calls to us to wake up and exlpore the mysteries within our own selves, i.e the mysteries of <a href="https://psychology.fandom.com/wiki/Universe">universe</a>.</p>
ScienceDex guides
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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research 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.
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.
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.
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.
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.