cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31287370
title: Supplementary Material for: Radiomics for the Prediction of Postoperative Chronic Kidney Disease in Renal Tumor Patients undergoing Surgical Resection

description: Objective: Chronic kidney disease (CKD) is a significant concern following renal tumor surgery, impacting long-term renal function and patient outcomes. This study investigates the potential of CT-based radiomics as a quantitative imaging approach to predict postoperative CKD in kidney tumor patients.

Methods: We included adult patients with renal tumor surgery treated at our center between 2012 and 2022. Preoperative retrospective CT-imaging data were analyzed and radiomic features were extracted from tumor lesions and renal parenchyma. Machine learning models were trained to predict postoperative new-onset CKD based on clinical information and radiomics. Model performance was assessed using five-fold cross-validation on training-set (n=65) and on a separate test-set (n=17). Model performance was primarily evaluated using the receiver operating characteristic (ROC) curve, with the area under the curve (AUC) serving as the principal summary metric.

Results: The study cohort comprised n=82 patients of which n=25; 30% developed postoperative new-onset CKD. Best models achieved a mean validation AUC of 0.74 [95% CI 0.60-0.86] for solely radiomics, 0.83 [0.73-0.93] with clinical information only, and 0.80 [0.67-0.91] on radiomics and clinical parameters, respectively (p &gt; 0.05). For the test dataset, AUCs were 0.62 [95% CI 0.29-0.92], 0.77 [0.50-0.98], and 0.80 [0.52-1.00], respectively (p &gt; 0.05). 

Conclusion: Preoperative CT-based radiomic features in combination with clinical information can serve as a non-invasive predictor of postoperative CKD in renal tumor patients undergoing surgical resection. While prospective and external validation is needed, this approach facilitated clinical decision-making and enables personalized treatment strategies in patients with renal tumors.
DOI: 10.6084/m9.figshare.31287370.v1
title: Supplementary Material for: Radiomics for the Prediction of Postoperative Chronic Kidney Disease in Renal Tumor Patients undergoing Surgical Resection

description: Objective: Chronic kidney disease (CKD) is a significant concern following renal tumor surgery, impacting long-term renal function and patient outcomes. This study investigates the potential of CT-based radiomics as a quantitative imaging approach to predict postoperative CKD in kidney tumor patients.

Methods: We included adult patients with renal tumor surgery treated at our center between 2012 and 2022. Preoperative retrospective CT-imaging data were analyzed and radiomic features were extracted from tumor lesions and renal parenchyma. Machine learning models were trained to predict postoperative new-onset CKD based on clinical information and radiomics. Model performance was assessed using five-fold cross-validation on training-set (n=65) and on a separate test-set (n=17). Model performance was primarily evaluated using the receiver operating characteristic (ROC) curve, with the area under the curve (AUC) serving as the principal summary metric.

Results: The study cohort comprised n=82 patients of which n=25; 30% developed postoperative new-onset CKD. Best models achieved a mean validation AUC of 0.74 [95% CI 0.60-0.86] for solely radiomics, 0.83 [0.73-0.93] with clinical information only, and 0.80 [0.67-0.91] on radiomics and clinical parameters, respectively (p &gt; 0.05). For the test dataset, AUCs were 0.62 [95% CI 0.29-0.92], 0.77 [0.50-0.98], and 0.80 [0.52-1.00], respectively (p &gt; 0.05). 

Conclusion: Preoperative CT-based radiomic features in combination with clinical information can serve as a non-invasive predictor of postoperative CKD in renal tumor patients undergoing surgical resection. While prospective and external validation is needed, this approach facilitated clinical decision-making and enables personalized treatment strategies in patients with renal tumors.
DOI: 10.15468/dl.kz6zww
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stichophthalma camadeva"
 ]
}

 The dataset includes 121 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018020-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxppz2
title: Occurrence Download

description: A dataset containing 2306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alloteropsis semialata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2306 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018022-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgg78q
title: Occurrence Download

description: A dataset containing 1143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Graphium macareus"
 ]
}

 The dataset includes 1143 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018023-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5ev3p
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potanthus trachala"
 ]
}

 The dataset includes 261 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018024-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14759779
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.sdn449
title: Occurrence Download

description: A dataset containing 853582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erinaceus europaeus",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 853582 records from 2113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017969-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.292149
title: KELLIA_nb_1991_04378

description: Référence : nb_1991_04378<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/vky-zmg-j3w
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xrq-5sr-z7p
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/df4-8e0-wa9
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dna-t03-60w
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/863-a3c-239
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/krr-0ad-38y
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h05-6tq-0m7
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292150
title: KELLIA_nb_1991_04379

description: Référence : nb_1991_04379<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/eq6-q72-dlb
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/te6-b61-5pv
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4xn-w8f-p3z
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/krg-f1m-hpk
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292151
title: KELLIA_nb_1991_04380

description: Référence : nb_1991_04380<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/042-4ee-bmp
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/smw-c0r-7cc
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.2ga954
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostearius melanopygius (O.Pickard-Cambridge, 1880)",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 189 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110472-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/azh-8jg-jk2
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xcl-ml4-rxa
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292152
title: KELLIA_nb_1991_04381

description: Référence : nb_1991_04381<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/2qa-535-211
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/p84-srt-ycr
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1a2-230-53a
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gde-1er-l27
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292153
title: KELLIA_nb_1991_04382

description: Référence : nb_1991_04382<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/87b-rv5-lpj
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bgb-qs5-v4h
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x23-dwv-kw3
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6hp-vdn-1tp
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x9f-aal-lvq
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f5k-b4l-hdp
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wk9-2lw-enf
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pcg-qp2-e0h
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/63x-ajl-6ps
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dt3-h87-9a3
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.7910/dvn/lt4qsr
title: Replication Data for: Taxation with a Grain of Salt: The Long-term Effect of Extractive Fiscal Institutions on Development

description: Review of Economics and Statistics: Forthcoming.
description: Volume XX, Issue X
DOI: 10.3535/dca-4nq-b9q
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nml-xnf-rrv
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xpk-fmt-t2y
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1rp-x71-lz7
title: Cerastium pumilum Curtis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qxv-3la-p96
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292154
title: KELLIA_nb_1991_04383

description: Référence : nb_1991_04383<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/r10-8p1-6z0
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w2s-4lx-bvm
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a2s-30r-wjq
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292155
title: KELLIA_nb_1991_04384

description: Référence : nb_1991_04384<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/4jc-08d-lly
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bp4-ke7-thy
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xr2-4n2-0a6
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.15848501
title: Heatmap of Differentially Accumulated Metabolites in Sweet Potato Leaves under Drought Stress

description: Supporting dataset for Figure 4b: Hierarchical clustering heatmap of differentially accumulated metabolites (DAMs) in sweet potato leaves under drought stress.

This dataset accompanies the article:

**"Unveiling Stage-Specific Flavonoid Dynamics Underlying Drought Tolerance in Sweet Potato (*Ipomoea batatas* L.) via Integrative Transcriptomic and Metabolomic Analyses"**

Figure 4b visualizes the top 100 significantly differentially accumulated metabolites (DAMs) based on Z-score normalization and hierarchical clustering. Metabolites are annotated by chemical class, and samples are grouped by treatment stage (control, branching-stage drought, expansion-stage drought).

### This dataset includes:- Raw input data (`Clustering_heat_map_metabolomics_data.xlsx`, Sheet 1 and 2)- R script used to generate the heatmap (`Clustering_heat_map_metabolomics_plot.R`)- Output figure (`Clustering_heat_map_metabolomics_plot.pdf`)- Metadata (`README.md`) and reuse license (`LICENSE`)

This resource is intended to ensure full reproducibility of Figure 4b and facilitate public reuse in the context of drought-response metabolomics in sweet potato.

[DOI will be added upon Zenodo release]
DOI: 10.5281/zenodo.15848689
title: Heatmap of Differentially Accumulated Metabolites in Sweet Potato Leaves under Drought Stress

description: Supporting dataset for Figure 4b: Hierarchical clustering heatmap of differentially accumulated metabolites (DAMs) in sweet potato leaves under drought stress.

This dataset accompanies the article:

**"Unveiling Stage-Specific Flavonoid Dynamics Underlying Drought Tolerance in Sweet Potato (*Ipomoea batatas* L.) via Integrative Transcriptomic and Metabolomic Analyses"**

Figure 4b visualizes the top 100 significantly differentially accumulated metabolites (DAMs) based on Z-score normalization and hierarchical clustering. Metabolites are annotated by chemical class, and samples are grouped by treatment stage (control, branching-stage drought, expansion-stage drought).

### This dataset includes:- Raw input data (`Clustering_heat_map_metabolomics_data.xlsx`, Sheet 1 and 2)- R script used to generate the heatmap (`Clustering_heat_map_metabolomics_plot.R`)- Output figure (`Clustering_heat_map_metabolomics_plot.pdf`)- Metadata (`README.md`) and reuse license (`LICENSE`)

This resource is intended to ensure full reproducibility of Figure 4b and facilitate public reuse in the context of drought-response metabolomics in sweet potato.

[DOI will be added upon Zenodo release]
DOI: 10.34816/ifao.archives.292156
title: KELLIA_nb_1991_04385

description: Référence : nb_1991_04385<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/fm6-l62-wpg
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3f1-8h9-g9z
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rtz-x6x-l1w
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pcv-mss-anx
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xwe-aae-c51
title: Chenopodium striatiforme Murr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.34816/ifao.archives.292157
title: KELLIA_nb_1991_04386

description: Référence : nb_1991_04386<br />Site : Kellia<br />Type : photographie<br />
DOI: 10.3535/nmb-tv1-4f8
title: Chenopodium album L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dsr-qr5-c8v
title: Chenopodium striatiforme Murr

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tev-n5l-lnc
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.jgzwp3
title: Occurrence Download

description: A dataset containing 764683 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaenerion Seguier"
 ]
}

 The dataset includes 764683 records from 1887 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110412-250525065834625/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.29610734.v1
title: crip1-salmonella

description: crip1 salmonella
DOI: 10.17632/b6mxcskxdp
title: Signal Mining and Risk Analysis of Montelukast Adverse Events Based on the FAERS Database

description: The study encompassed AE reports associated with montelukast spanning 84 quarters from Q1 2004 to Q4 2024.A total of 18,613,992 patients with 55,357,463 AE reports were collected. After excluding duplicate reports, there were 21,722 cases involving the target drug, with 101,417 drug adverse events recorded.
DOI: 10.15468/dl.8uhstq
title: Occurrence Download

description: A dataset containing 13271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vachellia karroo, Acacia horrida transvaalensis, Acacia inconflagrabilis, Mimosa capensis, Mimosa leucacantha, Mimosa reticulata, Acacia karroo karroo, Acacia hirtella hirtella, Acacia hirtella inermis, Acacia hirtella, Acacia dekindtiana, Acacia karroo, Acacia seyal, Acacia hirtella, Acacia karroo transvaalensis, Acacia capensis, Acacia reticulata, Acacia horrida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 13271 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022633-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b6mxcskxdp.1
title: Signal Mining and Risk Analysis of Montelukast Adverse Events Based on the FAERS Database

description: The study encompassed AE reports associated with montelukast spanning 84 quarters from Q1 2004 to Q4 2024.A total of 18,613,992 patients with 55,357,463 AE reports were collected. After excluding duplicate reports, there were 21,722 cases involving the target drug, with 101,417 drug adverse events recorded.
DOI: 10.15468/dl.un3jq5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Psophia leucoptera)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022634-250717081556266/datasets/export for details.