cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16738116
title: Dataset of the effect of cold rolling strain on the microstructural evolution in equimolar MoNbTaTiZr refractory complex concentrated alloy: Comprehensive characterization.

description: These data are published as part of the paper: Effect of cold rolling strain on the microstructural evolution in equimolar MoNbTaTiZr refractory complex concentrated alloy: Comprehensive characterization. The structure and organization of the data are outlined in the readme file.
DOI: 10.5281/zenodo.16738117
title: Dataset of the effect of cold rolling strain on the microstructural evolution in equimolar MoNbTaTiZr refractory complex concentrated alloy: Comprehensive characterization.

description: These data are published as part of the paper: Effect of cold rolling strain on the microstructural evolution in equimolar MoNbTaTiZr refractory complex concentrated alloy: Comprehensive characterization. The structure and organization of the data are outlined in the readme file.
DOI: 10.13145/bacdive159750.20251217.10
title: Flavobacterium chryseum

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159751.20250331.9.3
title: Flavobacterium psychroterrae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159751.20251217.10
title: Flavobacterium psychroterrae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159752.20240510.9
title: Agaribacter flavus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.5281/zenodo.17777507
title: Digital Dataset of eight IMRT Dose distributions

description: This dataset is part of the one originally used in the study “A Multicentre Evaluation of Dosiomics Features Reproducibility, Stability, and Sensitivity” (Cancers 2021, 13, 3835) and was employed in “Assessing the Agreement of Radiomic Tools for Dosiomics: A Multi-Software Comparative Study” (Medical Physics 2025, doi: 10.1002/mp.70203) to evaluate software agreement and feature reproducibility across different feature-extraction tools. It is provided here to support further research in dosiomics. Researchers using this dataset are encouraged to cite both studies.

Dataset ContextThe dataset was developed by the Dosiomics Team of the Radiomics Working Group of the Alliance Against Cancer (ACC). A dedicated heterogeneous cylindrical phantom (modified ArcCheck PMMA insert) was scanned using CT (slice thickness 1.25 mm, 140 kV, pixel size 1.269 mm²). Ten Regions of Interest (ROIs) were contoured to emulate a head-and-neck radiotherapy scenario: planning target volume (PTV), left parotid, right parotid, combined parotids, spinal canal, trachea, larynx, spinal canal planning organ-at-risk volume (SC PRV), and two planning-aid RING structures.

Eight IMRT dose distributions included in this dataset were generated by five centres following consistent planning protocols, LINACs, photon energies, beam angles, and TPS (Varian Eclipse-Aria) settings to ensure comparability.

Content of the Dataset





CT.zip: Planning CT of the phantom, used for dose calculation.




RTSTRUCT.zip: DICOM RTSTRUCT file containing the contours of the 10 ROIs.




RTDOSES.zip: The eight IMRT dose distributions.



This dataset provides a resource for evaluating dosiomic feature extraction and reproducibility.
DOI: 10.13145/bacdive159752.20251217.10
title: Agaribacter flavus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.5281/zenodo.17777506
title: Digital Dataset of eight IMRT Dose distributions

description: This dataset is part of the one originally used in the study “A Multicentre Evaluation of Dosiomics Features Reproducibility, Stability, and Sensitivity” (Cancers 2021, 13, 3835) and was employed in “Assessing the Agreement of Radiomic Tools for Dosiomics: A Multi-Software Comparative Study” (Medical Physics 2025, doi: 10.1002/mp.70203) to evaluate software agreement and feature reproducibility across different feature-extraction tools. It is provided here to support further research in dosiomics. Researchers using this dataset are encouraged to cite both studies.

Dataset ContextThe dataset was developed by the Dosiomics Team of the Radiomics Working Group of the Alliance Against Cancer (ACC). A dedicated heterogeneous cylindrical phantom (modified ArcCheck PMMA insert) was scanned using CT (slice thickness 1.25 mm, 140 kV, pixel size 1.269 mm²). Ten Regions of Interest (ROIs) were contoured to emulate a head-and-neck radiotherapy scenario: planning target volume (PTV), left parotid, right parotid, combined parotids, spinal canal, trachea, larynx, spinal canal planning organ-at-risk volume (SC PRV), and two planning-aid RING structures.

Eight IMRT dose distributions included in this dataset were generated by five centres following consistent planning protocols, LINACs, photon energies, beam angles, and TPS (Varian Eclipse-Aria) settings to ensure comparability.

Content of the Dataset





CT.zip: Planning CT of the phantom, used for dose calculation.




RTSTRUCT.zip: DICOM RTSTRUCT file containing the contours of the 10 ROIs.




RTDOSES.zip: The eight IMRT dose distributions.



This dataset provides a resource for evaluating dosiomic feature extraction and reproducibility.
DOI: 10.13145/bacdive159753.20250331.9.3
title: Streptacidiphilus pinicola

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159753.20251217.10
title: Streptacidiphilus pinicola

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159754.20250331.9.3
title: Marinobacter fuscus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159754.20251217.10
title: Marinobacter fuscus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159755.20250331.9.3
title: Thauera hydrothermalis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159755.20251217.10
title: Thauera hydrothermalis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159756.20250331.9.3
title: Primorskyibacter marinus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159756.20251217.10
title: Primorskyibacter marinus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159757.20240510.9
title: Pontibacter terrae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159757.20251217.10
title: Pontibacter terrae

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159758.20250331.9.3
title: Acinetobacter wuhouensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159758.20251217.10
title: Acinetobacter wuhouensis

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159759.20250331.9.3
title: Haloplanus rallus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159759.20251217.10
title: Haloplanus rallus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159760.20250331.9.3
title: Deinococcus irradiatisoli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159760.20251217.10
title: Deinococcus irradiatisoli

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159761.20241212.9.2
title: Dyella halodurans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159761.20251217.10
title: Dyella halodurans

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159762.20241212.9.2
title: Pontibacter silvestris

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.3535/99z-y7h-nr3
title: Thesium parnassi A. DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.25442/hku.31109527
title: Supporting data for "The Role of DOCK7 in Melanoma Invasion: A Novel Transcriptional Axis Involving FOXK1, HIF-1α, and ADAM10"

description: To elucidate the role of DOCK7 in melanoma progression, we conducted both in vitro and in vivo functional assays to investigate DOCK7's function in cell proliferation, colony formation, and invasion. Gene expression was carried out the validate the knockdown efficiency before continuing the subsequent experiments. We also performed mass spectrometry and RNA sequencing analysis for better characterization of the molecular role of DOCK7 in melanoma development. HIF1a and ADAM10 was identified from mass spectrometry and RNA sequencing. The in vitro invasion assay conducted on knockdown of HIF1a and ADAM10 showed remarkable reduction in invasiveness of melanoma cells, underscoring their potential to work with DOCK7 in promoting melanoma invasion.
DOI: 10.25442/hku.31109527.v1
title: Supporting data for "The Role of DOCK7 in Melanoma Invasion: A Novel Transcriptional Axis Involving FOXK1, HIF-1α, and ADAM10"

description: To elucidate the role of DOCK7 in melanoma progression, we conducted both in vitro and in vivo functional assays to investigate DOCK7's function in cell proliferation, colony formation, and invasion. Gene expression was carried out the validate the knockdown efficiency before continuing the subsequent experiments. We also performed mass spectrometry and RNA sequencing analysis for better characterization of the molecular role of DOCK7 in melanoma development. HIF1a and ADAM10 was identified from mass spectrometry and RNA sequencing. The in vitro invasion assay conducted on knockdown of HIF1a and ADAM10 showed remarkable reduction in invasiveness of melanoma cells, underscoring their potential to work with DOCK7 in promoting melanoma invasion.
DOI: 10.15468/dl.tmg85f
title: Occurrence Download

description: A dataset containing 45205157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Australia, Sweden)",
 "TaxonKey is Corvidae"
 ]
}

 The dataset includes 45205157 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072613-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uz8jv
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zehneria bodinieri (H.Lév.) W.J.de Wilde & Duyfjes"
 ]
}

 The dataset includes 223 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236818-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emmrbf
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthella quinquenervis (Hook.) A.Gray",
 "HasCoordinate is true"
 ]
}

 The dataset includes 642 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033819-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pye654
title: Occurrence Download

description: A dataset containing 37942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthemum apenninum (L.) Mill.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37942 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033824-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3gctq
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Corema album (L.) D.Don"
 ]
}

 The dataset includes 657 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008295-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djx7ba
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homocodon brevipes (Hemsl.) D.Y.Hong"
 ]
}

 The dataset includes 68 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236815-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjperu
title: Occurrence Download

description: A dataset containing 17705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cydia pomonella (Linnaeus, 1758)"
 ]
}

 The dataset includes 17705 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025470-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrmx5f
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaeodactylum tricornutum Bohlin, 1897"
 ]
}

 The dataset includes 441 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016622-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smperu
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus atratus Krock.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 730 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041043-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2487ur
title: Occurrence Download

description: A dataset containing 528052 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus pinaster Aiton"
 ]
}

 The dataset includes 528052 records from 507 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236819-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf6356
title: Occurrence Download

description: A dataset containing 2762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters is less than or equal to 1000.0",
 "Country is one of (United States of America, Canada)",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea sitchensis (Bong.) Carrière"
 ]
}

 The dataset includes 2762 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025471-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q344zs
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum fastigiatum Heywood"
 ]
}

 The dataset includes 144 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033849-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nn7mv
title: Occurrence Download

description: A dataset containing 11009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juncus biglumis L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11009 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041052-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpganj
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Pristimantis peruvianus (Melin, 1941)",
 "Year 1980-2022"
 ]
}

 The dataset includes 171 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072623-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk4cjz
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Felis guigna Molina, 1782"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065818-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmc6wz
title: Occurrence Download

description: A dataset containing 1552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum lenense Adams"
 ]
}

 The dataset includes 1552 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033868-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/awt-x56-w99
title: Eurema

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ddt-rcd-7dw
title: Ideopsis juventa (Cramer)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gg4-46s-p7t
title: Deilephila elpenor Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03b-a9l-4qf
title: Chersonesia Distant, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aae-4fs-wnm
title: Pieridae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y79-jgw-b4f
title: Pieridae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/agb-7bq-z9l
title: Sphinx pinastri Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ces-2js-2c7
title: Hemaris tityus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ery-040-27a
title: Pieridae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgp-9af-hjs
title: Vindula deione (Erichson, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hch-bga-3rk
title: Cerura (Cerura) vinula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7lk-ssb-mph
title: Euploea leucostictos (Gmelin, 1790)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v92-qww-e9j
title: Mimas tiliae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l75-ebe-lvh
title: Ideopsis juventa (Cramer)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf8-3cr-7hd
title: Catopsilia pomona (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jnv-6rk-35h
title: Cerura (Cerura) vinula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lqz-f4m-ss2
title: Euploea algea (Godart, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ss8-jc5-v84
title: Danaus Kluk, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/307-8q5-zz4
title: Laothoe populi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8r-0n3-f1d
title: Hyantis hodeva infumata Staudinger, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2e-7vm-cs3
title: Ypthima Hübner, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7p-b98-awq
title: Mimas tiliae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/npa-v1h-4bb
title: Zeuxidia luxerii Hübner, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tnt-tpk-91m
title: Saletara panda (Godart, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1pv-efb-kqa
title: Eurema

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.