cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15296475
title: An artificial intelligence-driven algorithm predicts immunotherapy and targeted therapy outcomes in clear cell renal cell carcinoma

description: Treatment for metastatic clear cell renal cell carcinoma (ccRCC) has dramatically advanced with tyrosine kinase inhibitor (TKI) and immune checkpoint inhibitor (ICI) administration. However, most patients eventually succumb to their disease, and toxicities associated with individual treatment modalities are significant. Multiple transcriptomic signatures were previously developed using clinical trial datasets to predict treatment response, yielding insightful yet inconsistent results when applied to independent cohorts. By unifying transcriptomic data from 14 cohorts (total n=3,621), we uncovered harmonized immune tumor microenvironment (HiTME) subtypes and  examined them using multiplex immunofluorescence. A machine learning-based multiparametric approach was applied to harmonize genomic, transcriptomic, and TME features to predict ICI and TKI therapy response. Retrospective analyses support the clinical utility of this approach for therapy selection.
description: This dataset contains genomic and transcriptomic profiles from the WU (Washington University) ccRCC cohort. The cohort includes 193 patients, with available RNA-Seq data for 157 samples and DNA-Seq data for 177 samples.

The archive includes:



Gene expression data in TPM (Transcripts Per Million) format for the 157 RNA-Seq samples, provided as a TSV file.

Somatic mutation data for 177 samples in MAF format.
DOI: 10.6084/m9.figshare.29382104
title: Section 4.2.2. The NSFNet topology - Experiment 2

description: The file contains all (69, T)-MPs for all attainable transmission times T ∈{31, 33, 36, 37, 40, 41, 42, 43, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64,65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 80, 81, 82, 83, 85, 88, 91, 92, 93, 97, 98, 100, 101, 107, 108, 109, 110, 116, 117, 119, 126, 127} determined by my dictionary (d, T, b)-MPs algorithm for the solution of the generalized quickest path reliability problem in theNSFNet topology with parameters described in Section 4.2.2
DOI: 10.6084/m9.figshare.29382104.v1
title: Section 4.2.2. The NSFNet topology - Experiment 2

description: The file contains all (69, T)-MPs for all attainable transmission times T ∈{31, 33, 36, 37, 40, 41, 42, 43, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64,65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 80, 81, 82, 83, 85, 88, 91, 92, 93, 97, 98, 100, 101, 107, 108, 109, 110, 116, 117, 119, 126, 127} determined by my dictionary (d, T, b)-MPs algorithm for the solution of the generalized quickest path reliability problem in theNSFNet topology with parameters described in Section 4.2.2
DOI: 10.15468/dl.3pkjb6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymbella mesiana Cholnoky, 1955",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064897-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15587564
title: AI-driven multimodal algorithm predicts immunotherapy and targeted therapy outcomes in clear cell renal cell carcinoma

description: Treatment for metastatic clear cell renal cell carcinoma (ccRCC) has dramatically advanced with tyrosine kinase inhibitor (TKI) and immune checkpoint inhibitor (ICI) administration. However, most patients eventually succumb to their disease, and toxicities associated with individual treatment modalities are significant. Multiple transcriptomic signatures were previously developed using clinical trial datasets to predict treatment response, yielding insightful yet inconsistent results when applied to independent cohorts. By unifying transcriptomic data from 14 cohorts (total n=3,621), we uncovered harmonized immune tumor microenvironment (HiTME) subtypes and  examined them using multiplex immunofluorescence. A machine learning-based multiparametric approach was applied to harmonize genomic, transcriptomic, and TME features to predict ICI and TKI therapy response. Retrospective analyses support the clinical utility of this approach for therapy selection.
description: This dataset contains genomic and transcriptomic profiles from the WU (Washington University) ccRCC cohort. The cohort includes 193 patients, with available RNA-Seq data for 157 samples and DNA-Seq data for 177 samples.

The archive includes:



Gene expression data in TPM (Transcripts Per Million) format for the 157 RNA-Seq samples, provided as a TSV file.

Somatic mutation data for 177 samples in MAF format.

Cell contours colored by cell type for 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.

Cell contours colored by cell type, with an added blood vessel mask for 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.

Cell contours colored by community cluster for the same 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.
DOI: 10.5281/zenodo.15296474
title: AI-driven multimodal algorithm predicts immunotherapy and targeted therapy outcomes in clear cell renal cell carcinoma

description: Treatment for metastatic clear cell renal cell carcinoma (ccRCC) has dramatically advanced with tyrosine kinase inhibitor (TKI) and immune checkpoint inhibitor (ICI) administration. However, most patients eventually succumb to their disease, and toxicities associated with individual treatment modalities are significant. Multiple transcriptomic signatures were previously developed using clinical trial datasets to predict treatment response, yielding insightful yet inconsistent results when applied to independent cohorts. By unifying transcriptomic data from 14 cohorts (total n=3,621), we uncovered harmonized immune tumor microenvironment (HiTME) subtypes and  examined them using multiplex immunofluorescence. A machine learning-based multiparametric approach was applied to harmonize genomic, transcriptomic, and TME features to predict ICI and TKI therapy response. Retrospective analyses support the clinical utility of this approach for therapy selection.
description: This dataset contains genomic and transcriptomic profiles from the WU (Washington University) ccRCC cohort. The cohort includes 193 patients, with available RNA-Seq data for 157 samples and DNA-Seq data for 177 samples.

The archive includes:



Gene expression data in TPM (Transcripts Per Million) format for the 157 RNA-Seq samples, provided as a TSV file.

Somatic mutation data for 177 samples in MAF format.

Cell contours colored by cell type for 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.

Cell contours colored by cell type, with an added blood vessel mask for 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.

Cell contours colored by community cluster for the same 34 samples, with 2–15 regions of interest (ROIs) per patient, as PNG files.
DOI: 10.15468/dl.3y9jdg
title: Occurrence Download

description: A dataset containing 574232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Athene noctua (Scopoli, 1769)"
 ]
}

 The dataset includes 574232 records from 1633 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064874-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tz63jr
title: Occurrence Download

description: A dataset containing 80668 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-5.11534 36.65934,-4.93077 36.65934,-4.93077 36.78871,-5.11534 36.78871,-5.11534 36.65934))"
 ]
}

 The dataset includes 80668 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230603-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h3sng
title: Occurrence Download

description: A dataset containing 802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nonea caspica (Willd.) G.Don",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 802 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261218-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvwn95
title: Occurrence Download

description: A dataset containing 130955603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000",
 "GadmGid is one of (ITA, FRA, SVN)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 130955603 records from 16819 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006962-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/64h-nc1-deh
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bh3-zzc-f9c
title: Festuca altissima All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xk8-6yy-ynk
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4yd-69l-gyl
title: Sesleria Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qrz-f06-33a
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zxv-hfd-tsy
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/27b-1ah-5pn
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/99m-5xy-fke
title: Avenula pratensis (L.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ys3-h9z-w61
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3v1-q7q-64g
title: Carpinus orientalis Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h74-z2y-jc9
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rls-zne-sek
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/klt-nhz-pz3
title: Festuca arundinacea Schreb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sgj-qmx-xkg
title: Triticum aestivum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vd0-7tw-539
title: Carpinus orientalis Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7ay-8e8-tsv
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yvj-rlw-x9l
title: Festuca altissima All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6cp-h4p-txt
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/av5-t9q-wyz
title: Avenula pratensis (L.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nf4-ht2-079
title: Festuca altissima All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qrg-r99-kvl
title: Stipa pennata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j13-qln-x9s
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jkl-j3w-qfn
title: Festuca amethystina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l3d-cyk-30w
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dhf-8ce-v63
title: Prunella grandiflora (L.) Scholler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ek9-0kl-7zl
title: Oxyria digyna (L.) Hill

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9mp-jkp-h2m
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yqz-7bw-ptg
title: Carpinus orientalis Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zjd-wbt-7ly
title: Sesleria sphaerocephala subsp. leucocephala (DC.) K. Richt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mqk-ms7-221
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n76-bn5-tga
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nl6-gah-bsy
title: Galium eruptivum Krendl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vdf-sf0-zbq
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2vw-wbw-88s
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ex-kcc-th3
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3zf-azb-bqh
title: Fritillaria meleagris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.dsjqrm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 -30,82.5 -30,82.5 -22.5,75 -22.5,75 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036026-251009101135966/datasets/export for details.
DOI: 10.3535/1e8-rm6-kkv
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wdl-xn2-g99
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xm4-jzr-dhw
title: Sesleria Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/16c-58c-j34
title: Arrhenatherum elatius (L.) P. Beauv. ex J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aqh-0kv-dhr
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z00-d5w-3vx
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/83n-03f-8fy
title: Sclerochloa dura (L.) P. Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hqr-l32-nfr
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l2f-sam-rlr
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pek-5r6-23n
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0pv-sd6-tap
title: Galium eruptivum Krendl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mkv-zx0-6qz
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s4l-487-s23
title: Delphinium austriacum subsp. stiriacum (Pawł.) Starm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4vy-32w-ltq
title: Salix alpina Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6lb-vtv-lgj
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kpy-pm7-qkz
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4dn-tp3-ypg
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lq6-x61-ygf
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rpv-1mx-0j3
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3w5-0wq-gmq
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t8n-rt0-9dr
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y26-zfg-y4f
title: Festuca amethystina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c6e-wee-sm4
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/chv-b75-345
title: Clematis integrifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lyv-eac-dmf
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/994-h1y-m6h
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kh1-qvz-v5y
title: Festuca altissima All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ynw-mv3-glm
title: Sclerochloa dura (L.) P. Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/218-fcp-n7p
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4j6-gmj-qq1
title: Salix wilhelmsiana M. Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0j-23y-ybv
title: Quercus pubescens Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b95-5d9-h75
title: Epipactis helleborine subsp. orbicularis (K. Richt.) E. Klein

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fbs-rdp-9nc
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x85-76d-rfp
title: Galium eruptivum Krendl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6k4-gsh-sja
title: Avenula pubescens (Huds.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9ne-xh4-szf
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzt-jbw-xva
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n2e-prg-pj5
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nwj-xkb-qm3
title: Fritillaria meleagris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qm8-4dl-csh
title: Festuca altissima All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xrubux
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 52.5,-22.5 52.5,-22.5 60,-30 60,-30 52.5))"
 ]
}

 The dataset includes 759 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036025-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5at-x0e-2t6
title: Sesleria Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mmz-ceb-c5y
title: Clematis integrifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w60-92a-281
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j0k-2ym-pfb
title: Sorghum bicolor (L.) Moench

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kj3-agp-nln
title: Salix repens subsp. arenaria (L.) Hiitonen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rap-25n-ezk
title: Salix daphnoides Vill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aby-k64-4pf
title: Galium eruptivum Krendl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h48-5th-mjp
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jv6-ytz-57a
title: Salix hastata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fsk-r9b-vp3
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r3r-1bb-v3p
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s82-qhd-clz
title: Galium asparagifolium Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1ga-h1v-bz6
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6t6-dq5-y8g
title: Avenula versicolor (Vill.) M. Laínz

description: Digital Specimen for the physical specimen hosted at University of Graz.