cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28853567.v2
title: Complete defect in PA-PLA1α secretion function leading to autosomal recessive woolly hair and hypotrichosis: insights from a novel compound heterozygous LIPH variant study in a Chinese pedigree

description: We identified a novel missense variant (NM_139248.3: c.530T&gt;G: p.Leu177Arg) and a previously reported missense variant (c.742C&gt;A: p.His248Asn) of LIPH in the patient. TA cloning demonstrated that these variants were located on different alleles, supporting an autosomal recessive inheritance pattern. In silico tools predicted the novel variant to be disease-causing, likely reducing the stability of PA-PLA1α, the protein encoded by LIPH. PA-PLA1α, a member of the AB hydrolase superfamily and the lipase family, functions as a secreted protein to perform its hydrolytic and catalytic activities. Through a secretion assay, we observed that the novel missense variant c.530T&gt;G almost abolished the secretion of the variant protein compared to the control (p&lt;0.0001).
DOI: 10.17632/58nfsk397b
title: Data for: Improvement of the Colloidal Stability of Phycocyanin in Acidified Conditions using Whey Protein-Phycocyanin Interactions

description: data
DOI: 10.17632/83jc4yv35h
title: Data for 'Transcriptional responses as biomarkers of general toxicity: a systematic review and meta-analysis on metal-exposed bivalves'

description: Background data and supplementary figures for the paper 'Transcriptional responses as biomarkers of general toxicity: a systematic review and meta-analysis on metal-exposed bivalves'.
Published in Environmental Toxicology and Chemistry.
DOI: 10.1002/etc.5494

ABSTRACT: Through a systematic review and a series of meta-analyses, we evaluated the general responsiveness of putative transcriptional biomarkers of general toxicity and chemical stress. We targeted metal exposures performed on bivalves under controlled laboratory conditions, and selected six transcripts associated with general toxicity for evaluation: catalase (cat), glutathione-S-transferase (gst), heat shock proteins 70 and 90 (hsp70, hsp90), metallothionein (mt) and superoxide dismutase (sod). Transcriptional responses (n = 396) were extracted from published scientific articles (k = 22) and converted to log response ratios (lnRRs). By estimating toxic units (TUs), we normalized different metal exposures to a common scale, as a proxy of concentration. Using Bayesian hierarchical random effect models, we then tested the effects of metal exposure on lnRR, both for metal exposure in general and in meta-regressions using TU and exposure time as independent variables. Corresponding analyses were also repeated with transcript and tissue as additional moderators. Observed patterns were similar for general as for transcript- and tissue-specific responses. The expected overall response to arbitrary metal exposure was a lnRR of 0.50, corresponding to a 65 % increase relative a non-exposed control. However, when accounting for publication bias, the estimated ‘true’ response showed no such effect. Furthermore, expected response magnitude increased slightly with exposure time, but there was little support for general monotonic concentration-dependence with regards to TU. Altogether, this work reveals potential limitations that need consideration prior to applying the selected transcripts as biomarkers in environmental risk assessment.
DOI: 10.17632/cxygw32v67
title: Virtual tourism for older adults living in residential care: A mixed-method feasibility study
DOI: 10.6084/m9.figshare.14700375.v1
title: Data of COVID-19 Patients

description: Data of COVID-19 Patients
DOI: 10.6084/m9.figshare.28406039.v1
title: Supplemental materials_Tu Choi-JDS-2025

description: Media composition for Aspergillus oryzae for antimicrobial production, RNAseq of Listeria response to A. oryzae
DOI: 10.6084/m9.figshare.28491119.v1
title: Research_Data.csv

description: This research investigates the impact of green manuring crops on various soil properties. The data encompasses multiple physical and chemical soil parameters.
DOI: 10.17632/fbm4dfdgx5
title: Supplementary Data

description: Supplemental data for 'Surgical Outcomes of Lymphoepithelioma-Like Carcinoma of the Skin Treated with Mohs Micrographic Surgery and Excision: A Systematic Review'
DOI: 10.17632/njvcdh6mkz
title: Raw Research data

description: Raw data & questionnaire
DOI: 10.6084/m9.figshare.12073278.v3
title: A satellite-derived database for stand-replacing windthrows in boreal forests of the European Russia in 1986–2017

description: The GIS database contains the data of stand-replacing windthrows in the forest zone of the European Russia (ER) for the 1986–2017 period, and the ArcGIS 10.1/10.2 and Qgis 3* projects to view and analyze the data. The database contains three shapefiles (.shp), corresponding to three hierarchical levels of the data: • “Elementary damaged area”, that is a single-part polygon of wind-damaged forest; • “Windthrow”, that represent a group of closely spaced forest disturbances, i.e., a multipart polygon, associated with one storm event; • “Storm event track”, that is a cluster of windthrows with identical direction and having the same date (or date range) of occurrence, which was most likely induced by one convective or non-convective storm. The key fields ID and storm_ID associates each damaged area with the features in the datasets of windthrows and storm event tracks respectively using one-to-many relation. A single value “‒9999” was used for storing NoData in all fields of the attribute table. All data and projects have WGS 1984 coordinate system (without projection). Delineation of windthrows was based on the full archive of Landsat images and two Landsat-derived products on forest cover change, namely the Global Forest Change and the Eastern’ Europe Forest Cover Change. Subsequent verification and analysis of each windthrow was carried out to determine a type of storm events with a degree of event certainty, dates (date ranges) and time (time ranges) of an event, windthrow geometrical characteristics. The database contains 102,747 elementary areas of damaged forest that were combined into 700 windthrows caused by 486 convective or non-convective storm events. The database includes stand-replacing windthrows only, which an area &gt; 5 ha or &gt; 25 ha for events caused by tornadoes or other storms, respectively. Additional information contained weather station reports and event description from media sources is also provided.. The compiled database provides a valuable source of spatial and temporal information on windthrows in the ER and can be successfully used both in forestry and severe storm studies.
DOI: 10.6084/m9.figshare.4212975.v2
title: TropFishR: an R package for fisheries analysis with length-frequency data

description: 1. The R package TropFishR is a new analysis toolbox compiling traditional and advanced single-species stock assessment methods for the analysis of small-scale and data-poor fisheries.2. It includes functions for (i) estimating biological stock characteristics such as growth and mortality parameters, (ii) exploring technical aspects of the fisheries (e.g. exploitation rate and selectivity characteristics), (iii) assessing size and composition of a fish stock by means of Virtual population analysis (VPA), and (iv) assessing stock status with prediction and production models.3. This paper introduces the package and demonstrate its usage for a traditional stock assessment of a data-poor fish stock using a generated length-frequency (LFQ) data set. The simulation study shows the capability of these methods and identifies potential shortcomings of the traditional LFQ assessment.4. This toolbox modernises traditional stock assessment methods by easing application, development, and combination with advanced statistical approaches.
DOI: 10.6084/m9.figshare.6484187.v1
title: CCK8 data

description: In addition, we elevated miR-92b levels in PCI-37A cells and down regulated its expression in PCI-37B cells, then evaluated the cell proliferation abilities by using CCK-8 assay. The results demonstrated that compared with corresponding control groups, cell viability was significantly increased in 37A miR-92b mimics group at 72h after transfection, and clearly restrained at 48h and 72h after cell transfection in 37B miR-92b inhibitor group.
DOI: 10.17632/smzggbnkd2
title: Students Attention Detection Dataset

description: The purpose of the creation of this dataset for analyzing student's attention and behavior based on various visual cues. This dataset is generated using a combination of fundamental modules that enable the extraction of distinct high-level features from video frames. The key components involved in the dataset creation process are face detection, hand tracking, mobile phone detection, and pose estimation. These components collectively produce a set of features that characterize different aspects of student presence and orientation within the observed frames.
The face detection module yields the count of detected faces, along with their coordinates, width, and height. The hand tracking module provides the count of identified hands. The pose estimation component generates head orientation, x-axis rotation, and y-axis rotation. The mobile phone detection module outputs six features: mobile phone presence, phone coordinates, width, height, and detection confidence.
The dataset comprises a total of 17 columns, which consist of 16 feature columns and one label column. In total, there are 4,000 records within the dataset. The features are described as follows:
no_of_face: Indicates the number of faces detected in a frame.
face_x: Represents the x-coordinate of the upper-left corner of a detected face.
face_y: Denotes the y-coordinate of the upper-left corner of a detected face.
face_w: Reflects the width of a detected face in pixels.
face_h: Specifies the height of a detected face in pixels.
face_con: Provides the confidence score for face detection.
no_of_hands: Indicates the number of hands detected in a frame.
pose: Describes the orientation of a detected face (Forward, Left, Right, Down).
pose_x: Represents the x-axis rotation of the detected face's orientation.
pose_y: Represents the y-axis rotation of the detected face's orientation.
phone: Indicates the presence of a mobile phone (0: No phone detected, 1: Phone detected).
phone_x: Specifies the x-coordinate of the upper-left corner of a detected phone.
phone_y: Denotes the y-coordinate of the upper-left corner of a detected phone.
phone_w: Reflects the width of a detected phone in pixels.
phone_h: Specifies the height of a detected phone in pixels.
phone_con: Provides the confidence score for phone detection.
label: Serves as the target column, indicating whether the subject is attentive (0) or inattentive (1).
The features encompass a wide range of factors that contribute to assessing a student's level of attentiveness. The diverse set of features and corresponding label column of the dataset make it a valuable resource for training machine learning models aimed at recognizing and classifying attentive and inattentive behaviors of the student.
DOI: 10.6084/m9.figshare.14377139.v1
title: Primary_protein_sequence

description: protein sequence predicted from primary assembly
DOI: 10.6084/m9.figshare.26870701.v1
title: Influence of drought on the sensitivity of streamflow to precipitation

description: This ZIP file contains the scripts for analysing the sensitivity of streamflow to precipitation during and after drought conditions. These analyses are part of the research conducted for the study titled: <i>"Drought Decreases Streamflow Response to Precipitation, Especially in Arid Regions"</i>, authored by Alessia Matanó, Raed Hamed, Manuela I. Brunner, Marlies H. Barendrecht, and Anne F. Van Loon, submitted to <i>Hydrology and Earth System Sciences (HESS)</i>.
DOI: 10.6084/m9.figshare.28806530.v2
title: Ground Motion Parameters of Himalayan Earthquakes using Transfer learning and Simulation of Time History

description: The research focuses on developing a ground motion model for various ground motion parameters and uses the parameters to simulate ground motions.
DOI: 10.6084/m9.figshare.6818687.v1
title: Experiment 5F-SubjectB-151110-5St-SGLHand

description: Experiment in which subject performed motor imagery of a single hand's 5 finger motions, recorded using standard sampling rate setting of 200 Hz.
DOI: 10.17632/vz39y8mj4b
title: Business model innovation, organizational agility, open innovation and export performance

description: Business model innovation is increasingly considered as crucial driver of firm performance. Since studies examining this relationship in international markets are scarce, the database was created to understand the impact that business model innovation has on export performance, variable widely used to capture success in international markets. In addition, to analyze the role of organizational agility and open innovation as antecedents of business model innovation. Due to the importance of business model innovation in today´s turbulent markets, the empirical study based on this dataset, permits a better understanding of its antecedents and its impact on firms´ export performance what can help guide managers in their decisions.
DOI: 10.25381/cput.25435702.v1
title: Semi structured interview dataset on the use of strategic communication management in black-owned female businesses.

description: Ethical reference No: 217011810/2023/20<br>This dataset showcases how black female South African businesses in the Gauteng region use Strategic Communication Management (SCM) to drive business growth. The primary objective is to explore how these women access and implement SCM strategies to foster long-term survival. In-depth semi-structured interviews were conducted with business owners aged 25-30, recruited via professional networks. Confidentiality and protection of data was ensured, and all questions were tailored for the relevant research question.
DOI: 10.6084/m9.figshare.28899356.v1
title: Anexo 2: Resultados de la evaluación de la calidad metodológica de los textos seleccionados a partir de la aplicación del MMAT (2018)

description: Resultados de la evaluación de la calidad metodológica de los textos seleccionados a partir de la aplicación del MMAT (2018)
DOI: 10.6084/m9.figshare.5120704.v1
title: Supplementary Material for: Interaction Study of the Male Specific Lethal (MSL) Complex and Trans-Acting Dosage Effects in Metafemales of <i>Drosophila melanogaster</i>

description: The effect of ectopic expression of male specific lethal 2 <i>(msl2)</i> on chromatin modification and gene expression was studied in Drosophila diploid females and metafemales (3X;2A). Results show that ectopic expression of MSL2 in transgenic <i>msl2</i> females and metafemales sequesters the MOF histone acetylase to the X, which occurs concordantly with an increase of histone acetylation. Gene expression studies indicate that the X-linked genes are not affected by direct targeting of the MSL complex and the resulting increased H4Lys16 acetylation on the X chromosomes, suggesting one function of the MSL complex is to nullify the effect of a high level of histone acetylation. These results are not consistent with the hypothesis that the presence of the MSL complex conditions a two-fold upregulation. Autosomal gene expression is generally decreased in ectopically expressed MSL2 females, which correlates with the reduced autosomal histone acetylation. Metafemales show dosage compensation of X-linked genes with some autosomal reductions in expression. Interestingly, in metafemales with ectopically expressed MSL2, the autosomal expression is returned to a more normal level. There is a lower autosomal level of histone acetylation compared to the normal metafemales, suggesting a nullifying effect on the negative dosage effect of the X chromosome as previously hypothesized to occur in normal males.
DOI: 10.6084/m9.figshare.7783358.v1
title: What does Brexit mean to you in three words?

description: From September until December 2018, LSE Library held an exhibition of its archives relating to the history of the UK in and out of the EU called "What does Brexit mean to you?" The exhibition was free, unticketed and open to all, and housed right by the entrance to the Library. <br><br>On one of the walls of the exhibition, the question "What does Brexit mean to you in three words?" was printed on a large poster, and visitors were invited to write their responses using post-it notes and stick them to the wall.<br><br>This spreadsheet is a transcription of 664 of those post-it notes. Some changes to spelling/grammar have been made and changed into lowercase. The transcription was not conducted as a full-scale research project but rather as a record of audience participation in an exhibition, so this should be borne in mind when using this spreadsheet. There is no significance to the running number order - each post-it note was assigned a random number when being transcribed. It is possible one person filled out multiple post-it notes so it does not necessarily represent 664 individuals. The original post-it notes are held at LSE Library and are available for consultation there.
DOI: 10.17632/mh8krrtwb5
title: Data for: The cause of the spring strengthening of the Antarctic polar vortex

description: Data of Fig. 1, 3, 4 for this study.
DOI: 10.25415/ujhb.25792587.v1
title: Face recognition scoping article data

description: The data is used in a scoping review of face recognition using CNN architectures. The research seeks to investigate various CNN architectures and their capabilities. The data contains a list of articles that were consulted.
DOI: 10.6084/m9.figshare.14462442.v1
title: Geology of the Macao Special Administrative Region (China)

description: A 1:12,000 geological map of the Macao Special Administrative Region has been produced through detailed field work supported by petrographic, mineralogical, geochronological and geochemical data obtained in previous studies. This map aims to represent a reliable tool to understand the geological evolution of the region and for management of the territory. The geology of Macao is dominated by two groups of Jurassic granitic rocks belonging to an intrusive suite located along the coast of Southeast China: Macao Group I (MGI: 164.5 ± 0.6 to 162.9 ± 0.7 Ma) and Macao Group II (MGII: 156.6 ± 0.2 to 155.5 ± 0.8 Ma), including the associated microgranite, aplite and pegmatite dikes and quartz veins. Remnants of the metasedimentary wall-rock are present as Devonian xenoliths enclosed within the granites. Younger Jurassic to Cretaceous andesite to dacite dikes (150.6 ± 0.6 to &lt;120 Ma) intrude the granitic rocks. Additionally, Quaternary sedimentary deposits cover the older lithologies.
DOI: 10.6084/m9.figshare.19499972.v2
title: patches and local annotations, slide 187, zoom 124x124 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.28625300.v1
title: Dataset Enhancing Innovative Work Behavior through Digital Mastery

description: Innovative work behavior is a crucial matter that determines the competitiveness and sustainability of a business. By utilizing the perspectives of organizational behavior and socio-technical theory, this article attempts to elaborate on the influence of digital mastery and learning agility on innovative work behavior. This article has involved 261 employees from several large electronic manufacturers in Indonesia to test the research model. The perceptual data obtained was processed using the structural equation modeling approach and the SmartPLS version 4.0 application. The results reveals that innovative work behavior is positively and significantly influenced by digital mastery. This article recommends paying attention to the essential role of learning agility. In developing innovative work behavior, combining the development of digital mastery with learning agility has a better outcomes.<i>Keywords</i>: innovative work behavior, learning agility, digital mastery, electronic manufacturer
DOI: 10.26180/14736132.v1
title: Retsch_etal_2021

description: Raw data and script repository for the paper:<br>Retsch, M.H., Jakob, C. & Singh, M.S. (2021), <br>"Identifying Relations Between Deep Convection and the Large-Scale Atmosphere Using Machine Learning Techniques",submitted to<br>Journal of Geophysical Research - Atmospheres<br><br>See readme.txt for further details on how to extract and use the data.
DOI: 10.6084/m9.figshare.11347676.v3
title: RDF datasets for testing keyword search algorithms

description: This repository contains five RDF datasets used to test keyword search algorithms: 1) DBpedia, 2) IMDb, and 3) Mondial, 4) LUBM and 5) BSBM.
DOI: 10.6084/m9.figshare.3830106.v1
title: Intracellular <i>Staphylococcus aureus</i> eludes selective autophagy by activating a host cell kinase

description: Autophagy, a catabolic pathway of lysosomal degradation, acts not only as an efficient recycle and survival mechanism during cellular stress, but also as an anti-infective machinery. The human pathogen <i>Staphylococcus aureus</i> (<i>S. aureus</i>) was originally considered solely as an extracellular bacterium, but is now recognized additionally to invade host cells, which might be crucial for persistence. However, the intracellular fate of <i>S. aureus</i> is incompletely understood. Here, we show for the first time induction of selective autophagy by <i>S. aureus</i> infection, its escape from autophagosomes and proliferation in the cytoplasm using live cell imaging. After invasion, <i>S. aureus</i> becomes ubiquitinated and recognized by receptor proteins such as SQSTM1/p62 leading to phagophore recruitment. Yet, <i>S. aureus</i> evades phagophores and prevents further degradation by a MAPK14/p38α MAP kinase-mediated blockade of autophagy. Our study demonstrates a novel bacterial strategy to block autophagy and secure survival inside the host cell.
DOI: 10.6084/m9.figshare.5435977.v1
title: Alternative types of academic publications

description: Currently, the paradigm of scientific publication involves primarily the model of [peer-reviewed](https://en.wikipedia.org/wiki/Peer_review) publications. Dominated by a few companies and institutions, this model is based on scientific journals that publish in print, on the Internet, or both, works that go through a laborious selection of quality. Initially, an editorial board evaluates the overall quality of submissions, their suitability to the journal editorial line, its apparent scientific soundness, the general design and interest to the audience of the journal. After this highly subjective filter, the unpublished manuscripts are still sent to technical reviewers, usually people with deep knowledge about the area of the submission. At least two of these reviewers are commissioned by the editors. If both accept the task and approve the manuscript, it is submitted for publication.
DOI: 10.6084/m9.figshare.6116141.v1
title: Plasma module

description: Module to process G-EQDSK magnetic equilibrium files. To be used with attached equilibrium file.
DOI: 10.17632/vfrhh37m23
title: Thotagamuwa_etal_Data_2025

description: This data is associated with Thotagamuwa, Russell and Demissie “PLANT NEIGHBORHOOD COMPOSITION DRIVES SPATIAL VARIATION IN WHITE-TAILED DEER (ODOCOILEUS VIRGINIANUS) BROWSING INTENSITY IN XERIC WOODLANDS” in review by Forest Ecology and Management. This dataset contains quantifications of deer browsing damage and data on associated variables at five different spatial scales for 245 oak seedlings collected across the Cross Timbers woodlands in Kansas and Oklahoma. The VariableDescription.csv file provides a guidance on the definitions and units of all variables used in the study. StudySites.csv file contains information about the data collected sites.