cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15493206
title: Data including Temperature, Humidity, Pressure, Azimuth, Pitch, Radial wind, SNR, Spectral Width and Spectral Intensity
DOI: 10.15468/dl.fgn9ht
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peromyscus yucatanicus J.A.Allen & Chapman, 1897",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 121 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015053-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2as9nb
title: Occurrence Download

description: A dataset containing 824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Year 2000-2025"
 ]
}

 The dataset includes 824 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015052-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgcjmn
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Traumatomutilla juvenilis (Gerstaecker, 1874)"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015054-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/noirju
title: Replication Data for: Do Green Human Resource Management and Green Innovation Drive Sustainable Performance? Insights from Delphi and Analytic Hierarchy Process

description: This is dataset for the paper "Do Green Human Resource Management and Green Innovation Drive Sustainable Performance? Insights from Delphi and Analytic Hierarchy Process"
DOI: 10.6084/m9.figshare.29133230
title: Output Conjoint, Descriptive Statistics dan Orthogonal Design Riset THEI Anom H. Suasapha

description: Ini adalah dataset dan hasil analisis Statistik Deskriptif dan Conjoint Riset THEI Anom H. Suasapha
DOI: 10.6084/m9.figshare.29133230.v1
title: Output Conjoint, Descriptive Statistics dan Orthogonal Design Riset THEI Anom H. Suasapha

description: Ini adalah dataset dan hasil analisis Statistik Deskriptif dan Conjoint Riset THEI Anom H. Suasapha
DOI: 10.15468/dl.e3kc4x
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peromyscus zarhynchus Merriam, 1898",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1002 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015058-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27936618
title: <b>Chromatin Dynamics and Transcriptional Regulation of Heat Stress in an Ectothermic Fish</b>

description: Global warming and extreme heat events threaten ectothermic animals, yet the molecular mechanisms of heat stress (HS) on transcriptional regulation, particularly associated chromatin accessibility dynamics, remain unclear. Here, we investigated chromatin accessibility and transcriptional dynamics in the brain, gill, and head kidney of <i>Micropterus salmoides</i> under gradient heat stress. We found significant HS-induced apoptosis in the head kidney. Transcriptome analysis identified key pathways associated with endoplasmic reticulum (ER) stress, ferroptosis, and apoptosis. Integrating <i>cis</i>-regulatory element analysis and transcription factor (TF) binding predictions, we constructed a transcriptional regulatory network (TRN) for ER stress and apoptosis, identifying 259 TFs, including both known and newly discovered transcriptional regulators. Among these, CCCTC-binding factor (CTCF) and activating transcription factor 4 (ATF4) emerged as central regulators, dynamically controlling stress-responsive genes (<i>eif2ak1</i>, <i>hsp90b1</i>, <i>hspa5</i>, and <i>tfr1aI</i>) driving ER stress and apoptosis. Enhanced nuclear expression of CTCF under heat stress, experimentally validated, highlights its pivotal regulatory role. These findings uncover mechanisms of ER stress regulation in fish under HS, positioning CTCF and ATF4 as hub regulatory factors in chromatin remodeling and transcriptional regulation response to heat stress in ectotherms.
DOI: 10.6084/m9.figshare.27936618.v2
title: <b>Chromatin Dynamics and Transcriptional Regulation of Heat Stress in an Ectothermic Fish</b>

description: Global warming and extreme heat events threaten ectothermic animals, yet the molecular mechanisms of heat stress (HS) on transcriptional regulation, particularly associated chromatin accessibility dynamics, remain unclear. Here, we investigated chromatin accessibility and transcriptional dynamics in the brain, gill, and head kidney of <i>Micropterus salmoides</i> under gradient heat stress. We found significant HS-induced apoptosis in the head kidney. Transcriptome analysis identified key pathways associated with endoplasmic reticulum (ER) stress, ferroptosis, and apoptosis. Integrating <i>cis</i>-regulatory element analysis and transcription factor (TF) binding predictions, we constructed a transcriptional regulatory network (TRN) for ER stress and apoptosis, identifying 259 TFs, including both known and newly discovered transcriptional regulators. Among these, CCCTC-binding factor (CTCF) and activating transcription factor 4 (ATF4) emerged as central regulators, dynamically controlling stress-responsive genes (<i>eif2ak1</i>, <i>hsp90b1</i>, <i>hspa5</i>, and <i>tfr1aI</i>) driving ER stress and apoptosis. Enhanced nuclear expression of CTCF under heat stress, experimentally validated, highlights its pivotal regulatory role. These findings uncover mechanisms of ER stress regulation in fish under HS, positioning CTCF and ATF4 as hub regulatory factors in chromatin remodeling and transcriptional regulation response to heat stress in ectotherms.
DOI: 10.6084/m9.figshare.27936618.v3
title: <b>Chromatin Dynamics and Transcriptional Regulation of Heat Stress in an Ectothermic Fish</b>

description: Global warming and extreme heat events threaten ectothermic animals, yet the molecular mechanisms of heat stress (HS) on transcriptional regulation, particularly associated chromatin accessibility dynamics, remain unclear. Here, we investigated chromatin accessibility and transcriptional dynamics in the brain, gill, and head kidney of <i>Micropterus salmoides</i> under gradient heat stress. We found significant HS-induced apoptosis in the head kidney. Transcriptome analysis identified key pathways associated with endoplasmic reticulum (ER) stress, ferroptosis, and apoptosis. Integrating <i>cis</i>-regulatory element analysis and transcription factor (TF) binding predictions, we constructed a transcriptional regulatory network (TRN) for ER stress and apoptosis, identifying 259 TFs, including both known and newly discovered transcriptional regulators. Among these, CCCTC-binding factor (CTCF) and activating transcription factor 4 (ATF4) emerged as central regulators, dynamically controlling stress-responsive genes (<i>eif2ak1</i>, <i>hsp90b1</i>, <i>hspa5</i>, and <i>tfr1aI</i>) driving ER stress and apoptosis. Enhanced nuclear expression of CTCF under heat stress, experimentally validated, highlights its pivotal regulatory role. These findings uncover mechanisms of ER stress regulation in fish under HS, positioning CTCF and ATF4 as hub regulatory factors in chromatin remodeling and transcriptional regulation response to heat stress in ectotherms.
DOI: 10.15468/dl.mrv2x7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erysimum repandum L."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015056-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj9prd
title: Occurrence Download

description: A dataset containing 1645580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 2020-2025"
 ]
}

 The dataset includes 1645580 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015059-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enefge
title: Occurrence Download

description: A dataset containing 2823913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psarocolius bifasciatus (Spix, 1824), Ramphotrigon ruficauda (Spix, 1825), Colaptes rivolii (Boissonneau, 1840), Pteroglossus castanotis Gould, 1834, Pyrrhura melanura (Spix, 1824), Cacicus solitarius (Vieillot, 1816), Eubucco richardsoni (G.R.Gray, 1846), Pipra filicauda Spix, 1825, Cotinga maynana (Linnaeus, 1766), Lipaugus vociferans (Wied-Neuwied, 1820), Celeus flavus (P.L.S.Müller, 1776), Celeus grammicus (Natterer & Malherbe, 1845), Pteroglossus pluricinctus Gould, 1836, Cyanocorax violaceus Du Bus de Gisignies, 1847, Tityra cayana (Linnaeus, 1766), Icterus cayanensis (Linnaeus, 1766), Legatus leucophaius (Vieillot, 1818), Cacicus cela (Linnaeus, 1758), Xenopipo holochlora (P.L.Sclater, 1888), Cissopis leverianus (J.F.Gmelin, 1788), Euphonia laniirostris d'Orbigny & Lafresnaye, 1837, Baryphthengus martii (Spix, 1824), Euphonia minuta Cabanis, 1849, Celeus elegans (P.L.S.Müller, 1776), Dacnis lineata (J.F.Gmelin, 1789), Campephilus melanoleucos (J.F.Gmelin, 1788), Rhytipterna simplex (Lichtenstein, 1823), Melanerpes cruentatus (Boddaert, 1783), Psarocolius angustifrons (Spix, 1824), Hemithraupis flavicollis (Vieillot, 1818), Selenidera reinwardtii (Wagler, 1827), Ramphocelus nigrogularis (Spix, 1825), Tangara velia (Linnaeus, 1758), Tersina viridis (Illiger, 1811), Stilpnia nigrocincta (Bonaparte, 1838), Tyrannus savana Vieillot, 1808, Turdus albicollis Vieillot, 1818, Myrmotherula axillaris (Vieillot, 1817), Penelope jacquacu Spix, 1825, Trogon melanurus Swainson, 1838, Lampronycteris brachyotis (Dobson, 1879), Trinycteris nicefori (Sanborn, 1949), Psarocolius decumanus (Pallas, 1769), Vampyrodes caraccioli (Thomas, 1889), Ara macao (Linnaeus, 1758), Psarocolius viridis (Statius Muller, 1776), Amazona ochrocephala (Gmelin, 1788), Pipra erythrocephala (Linnaeus, 1758), Micronycteris hirsuta (Peters, 1869), Mionectes oleagineus (Lichtenstein, 1823))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2823913 records from 900 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015057-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/rkqlx6
title: Replication Data for "Technological Rivalry and Optimal Dynamic Policy in an Open Economy"

description: This is the replication package for "Technological Rivalry and Optimal Dynamic Policy
In an Open Economy," accepted in 2025 by the Journal of Political Economy Macroeconomics.
DOI: 10.5281/zenodo.4784812
title: ChinaHighPM₂.₅: Hourly 5 km Ground-Level PM₂.₅ Dataset for China (2018)

description: ChinaHighPM2.5 is part of a series of long-term, seamless, high-resolution, and high-quality datasets of air pollutants for China (i.e., ChinaHighAirPollutants, CHAP). It is generated from big data sources (e.g., ground-based measurements, satellite remote sensing products, atmospheric reanalysis, and model simulations) using artificial intelligence, taking into account the spatiotemporal heterogeneity of air pollution.

Here is the satellite-derived hourly 5 km (i.e., H5K) ground-level PM2.5 dataset for Eastern China for the year 2018. This dataset exhibits high quality, with a cross-validation coefficient of determination (CV-R2) of 0.85 and a root-mean-square error (RMSE) of 13.62 on a daily basis.

If you use the ChinaHighPM2.5 dataset in your scientific research, please cite the following references (Wei et al., ACP, 2021):





Wei, J., Li, Z., Pinker, R., Wang, J., Sun, L., Xue, W., Li, R., and Cribb, M. Himawari-8-derived diurnal variations of ground-level PM2.5 pollution across China using the fast space-time Light Gradient Boosting Machine (LightGBM). Atmospheric Chemistry and Physics, 2021, 21, 7863–7880. https://doi.org/10.5194/acp-21-7863-2021



More CHAP datasets for different air pollutants are available at: https://weijing-rs.github.io/product.html
description: Note that the data are recorded in UTC time (i.e., GMT+0). 

This dataset is continuously updated. If you require additional data for related scientific research, please contact us (weijing_rs@163.com or weijing.rs@gmail.com).
DOI: 10.5281/zenodo.4784813
title: ChinaHighPM₂.₅: Hourly 5 km Ground-Level PM₂.₅ Dataset for China (2018)

description: ChinaHighPM2.5 is part of a series of long-term, seamless, high-resolution, and high-quality datasets of air pollutants for China (i.e., ChinaHighAirPollutants, CHAP). It is generated from big data sources (e.g., ground-based measurements, satellite remote sensing products, atmospheric reanalysis, and model simulations) using artificial intelligence, taking into account the spatiotemporal heterogeneity of air pollution.

Here is the satellite-derived hourly 5 km (i.e., H5K) ground-level PM2.5 dataset for Eastern China for the year 2018. This dataset exhibits high quality, with a cross-validation coefficient of determination (CV-R2) of 0.85 and a root-mean-square error (RMSE) of 13.62 on a daily basis.

If you use the ChinaHighPM2.5 dataset in your scientific research, please cite the following references (Wei et al., ACP, 2021):





Wei, J., Li, Z., Pinker, R., Wang, J., Sun, L., Xue, W., Li, R., and Cribb, M. Himawari-8-derived diurnal variations of ground-level PM2.5 pollution across China using the fast space-time Light Gradient Boosting Machine (LightGBM). Atmospheric Chemistry and Physics, 2021, 21, 7863–7880. https://doi.org/10.5194/acp-21-7863-2021



More CHAP datasets for different air pollutants are available at: https://weijing-rs.github.io/product.html
description: Note that the data are recorded in UTC time (i.e., GMT+0). 

This dataset is continuously updated. If you require additional data for related scientific research, please contact us (weijing_rs@163.com or weijing.rs@gmail.com).
DOI: 10.15468/dl.repbe8
title: Occurrence Download

description: A dataset containing 92998466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.2116 12.09419,-102.10318 -74.2001,-80.96281 -80.09168,-21.00734 -58.25818,-32.09737 0.31103,-60.169 24.57047,-96.2116 12.09419))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 92998466 records from 6688 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192256-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.40545.v1/t17
title: "Table 17" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t18
title: "Table 18" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t19
title: "Table 19" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t20
title: "Table 20" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t21
title: "Table 21" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t22
title: "Table 22" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t23
title: "Table 23" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t24
title: "Table 24" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t25
title: "Table 25" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t26
title: "Table 26" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t27
title: "Table 27" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40545.v1/t28
title: "Table 28" of "Differential Cross-Sections of the Neutral Pion Photoproduction from Hydrogen in the Energy Range Between 400-MeV and 950-MeV"

description: No description provided.
description: THE RECOIL PROTON WAS MOMENTUM ANALYZED AND DETECTED IN COINCIDENCE WITH ONE OF THE DECAY PHOTONS.
DOI: 10.17182/hepdata.40547.v1/t1
title: "Table 1" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.17182/hepdata.40547.v1/t2
title: "Table 2" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.17182/hepdata.40547.v1/t3
title: "Table 3" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.17182/hepdata.40547.v1/t4
title: "Table 4" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.17182/hepdata.40547.v1/t5
title: "Table 5" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.17182/hepdata.40547.v1/t6
title: "Table 6" of "High p(T) inclusive hadron production in pi- p collisions at 40-GeV and angles 49-degrees &lt;= theta(cm) &lt;= 93-degrees"

description: Only statistical errors are given.
description: HIGH P(T) INCLUSIVE HADRON PRODUCTION IN PI- P COLLISIONS AT 40-GEV AND ANGLES 49-DEGREES & lt;= THETA(CM) & lt;= 93-DEGREES.
DOI: 10.5281/zenodo.17523238
title: TransMAgent: Dynamizing Transcriptional Regulation Analysis via Multi-omics-Aware AI Agent

description: This file contains only the data component of the TransMAgent system.It includes curated transcriptional regulation datasets used for model development, testing, and demonstration. The datasets cover multiple omics layers such as epigenomic marks, transcription factor binding profiles, gene expression matrices, and enhancer–gene regulatory links.

No executable code, agent logic, or model weights are included in this file.All other modules — including analytical tools, workflow scripts, and large-model integration — can be automatically installed and managed by the TransAgent intelligent agent during runtime.

This data module serves as the foundation for reproducibility and further multi-omics regulatory analysis within the TransAgent environment.
DOI: 10.5281/zenodo.17523239
title: TransMAgent: Dynamizing Transcriptional Regulation Analysis via Multi-omics-Aware AI Agent

description: This file contains only the data component of the TransMAgent system.It includes curated transcriptional regulation datasets used for model development, testing, and demonstration. The datasets cover multiple omics layers such as epigenomic marks, transcription factor binding profiles, gene expression matrices, and enhancer–gene regulatory links.

No executable code, agent logic, or model weights are included in this file.All other modules — including analytical tools, workflow scripts, and large-model integration — can be automatically installed and managed by the TransAgent intelligent agent during runtime.

This data module serves as the foundation for reproducibility and further multi-omics regulatory analysis within the TransAgent environment.