cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/whl-jyg-vva
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x1f-s7a-vkw
title: Annona roxburghiana Wall.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.9fcu63
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mexico, Guatemala, Honduras, Belize, Nicaragua)",
 "TaxonKey is Laemanctus longipes"
 ]
}

 The dataset includes 222 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035082-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4wf-vfn-ef6
title: Cynoglossum micranthum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9m8-srb-8p3
title: Ajuga genevensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h5j-gjq-gqk
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hdc-ehs-z9c
title: Sambucus ebulus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l5p-wl3-466
title: Cynoglossum officinale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2r0-me2-6dn
title: Sorbus austriaca (Beck) Hedl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rq6-2jk-mhe
title: Ranunculus lingua L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vsl-w9s-b2t
title: Medicago disciformis DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3d4-k4x-ftf
title: Luzula pallescens Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/47z-rzp-6qq
title: Geranium rotundifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cgg-knl-605
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1je-d2e-1qs
title: Colchicum autumnale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/flg-kg8-71f
title: Callianthemum anemonoides (J. Zahlbr.) Endl. ex Heynh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nhl-eab-7ln
title: Cymadothea trifolii (Pers.) F. A. Wolf

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bne-x0j-2bm
title: Festuca ovina subsp. firmula (Hack.) K. Richt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lmb-gjc-aag
title: Guatteria ramosissima Wall.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r1n-60c-dzk
title: Helleborus dumetorum Waldst. & Kit. ex Willd. x Helleborus odorus Waldst. & Kit. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.knf3mp
title: Occurrence Download

description: A dataset containing 133190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "Year is 2019",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 133190 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035041-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j2h-40f-hs5
title: Poa variegata Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mgp-ppg-4ra
title: Juncus atratus Krock.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w6v-bwy-8p6
title: Ranunculus arvensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6vv-klz-epb
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9dz-vad-z1j
title: Barbarea vulgaris W. T. Aiton

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8zs-trj-cad
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hac-lz1-lw5
title: Quercus cerris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9m-36j-1ek
title: Linum tenuifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/39s-a49-k51
title: Myosotis cespitosa var. macrocalyx Fisch. & C. A. Mey.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7xf-0ye-pfh
title: Festuca ovina subsp. firmula (Hack.) K. Richt.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hma-yy5-cz7
title: Najas minor All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5br-1z7-qyw
title: Ursinia merxmuelleri Prassler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qbw-67z-la9
title: Nepeta racemosa Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z0l-9tc-t69
title: Leysera longipes K. Bremer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7e6-8lk-npn
title: Festuca supina Schur

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9mv-qak-9rs
title: Cirsium rivulare (Jacq.) All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/en8-hj4-a99
title: Arenaria leptoclados (Rchb.) Guss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jzx-cxp-ky6
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lrl-yxf-n08
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.17386602
title: Supporting Dataset for "Memorization Bias Impacts Modeling of Alternative Conformational States of Solute Carrier Membrane Proteins with Methods from Deep Learning"

description: Dataset Summary

This Zenodo record provides complete modeling data and analysis outputs for the solute carrier (SLC) transporters described in the publication. The dataset contains 9 individual protein systems: (5OGE, 5I20, 6E9N, 6I1R, 6UKJ, ZnT8, SLC19A1, SLC19A2, SLC35F2)

Each provided as a ZIP archive that includes subfolders for multiple modeling methods and derived analyses.

Each protein folder contains results from:



Modeller



AlphaFold2 baseline predictions



AF2-flipped-template

AF2-notemplate

Flipped-seq





ESMFold


AlphaFold3



AF3-flipped-template

no MSA

mmseq2

jackhammer




Purpose and Methods

The dataset supports an investigation into how memorization bias within deep-learning models influences the ability to model alternative conformational states of SLC membrane proteins.Predictions were generated using modified AlphaFold2 and ESMFold protocols with variations in template usage, MSA composition, and sequence orientation (“flipped-seq”) to sample diverse structural states.

Software and Versions





AlphaFold2: v2.3.0 (modified local implementation)




AlphaFold3




Modeller: v10.3




ESMFold: Hugging Face/Colab (2024)




Python: v3.8+




Supporting tools: Biopython, TM-score, PyMOL (for structure visualization and analysis)





Abstract


This study presents a computational pipeline for identifying alternative conformational states of solute carrier (SLC) transporters using deep learning-based structure prediction. We applied AlphaFold2 and ESMFold with custom input modifications (e.g., flipped sequences, altered templates) to explore conformational variability in pseudo-symmetric SLC proteins. This repository provides model outputs and supporting data for independent analysis and reuse.



Supplemental Tables




Supplemental Table 1:

Supplemental Table 2:
DOI: 10.5281/zenodo.17386603
title: Supporting Dataset for "Memorization Bias Impacts Modeling of Alternative Conformational States of Solute Carrier Membrane Proteins with Methods from Deep Learning"

description: Dataset Summary

This Zenodo record provides complete modeling data and analysis outputs for the solute carrier (SLC) transporters described in the publication. The dataset contains 9 individual protein systems: (5OGE, 5I20, 6E9N, 6I1R, 6UKJ, ZnT8, SLC19A1, SLC19A2, SLC35F2)

Each provided as a ZIP archive that includes subfolders for multiple modeling methods and derived analyses.

Each protein folder contains results from:



Modeller



AlphaFold2 baseline predictions



AF2-flipped-template

AF2-notemplate

Flipped-seq





ESMFold


AlphaFold3



AF3-flipped-template

no MSA

mmseq2

jackhammer




Purpose and Methods

The dataset supports an investigation into how memorization bias within deep-learning models influences the ability to model alternative conformational states of SLC membrane proteins.Predictions were generated using modified AlphaFold2 and ESMFold protocols with variations in template usage, MSA composition, and sequence orientation (“flipped-seq”) to sample diverse structural states.

Software and Versions





AlphaFold2: v2.3.0 (modified local implementation)




AlphaFold3




Modeller: v10.3




ESMFold: Hugging Face/Colab (2024)




Python: v3.8+




Supporting tools: Biopython, TM-score, PyMOL (for structure visualization and analysis)





Abstract


This study presents a computational pipeline for identifying alternative conformational states of solute carrier (SLC) transporters using deep learning-based structure prediction. We applied AlphaFold2 and ESMFold with custom input modifications (e.g., flipped sequences, altered templates) to explore conformational variability in pseudo-symmetric SLC proteins. This repository provides model outputs and supporting data for independent analysis and reuse.



Supplemental Tables




Supplemental Table 1:

Supplemental Table 2:
DOI: 10.3535/0gk-pgj-y7l
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dg2-6ma-snd
title: Lavatera arborea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m7x-6kc-pbz
title: Helleborus multifidus subsp. istriacus (Schiffn.) Merxm. & Podlech

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b7h-4lr-alf
title: Geum rivale L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xe6-v33-g1a
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yv8-2cg-krt
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6w9-ec0-j99
title: Asplenium ruta-muraria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y1p-3bd-8cm
title: Dianthus sylvestris Wulfen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/449-j98-kpf
title: Primula vulgaris subsp. vulgaris Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fms-9xq-v5l
title: Festuca L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r4s-73c-qaf
title: Carduus crispus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0wn-7w8-r57
title: Spergularia salina J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tyk-1s5-6qz
title: Callianthemum anemonoides (J. Zahlbr.) Endl. ex Heynh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zs8-r11-nre
title: Nectandra angustifolia var. falcifolia Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cld-rhs-gcw
title: Dactylorhiza lapponica (Laest. ex Hartm.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cs4-ve4-qa9
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n5b-qqh-0fk
title: Rhamnus orbiculata Bornm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2p8-v2k-jhy
title: Acinos arvensis (Lam.) Dandy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ha0-fwb-xns
title: Cruciata laevipes Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yy0-x4n-lvj
title: Campanula lingulata Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d7x-40x-545
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pzs-cpf-kp0
title: Hieracium bauhinii Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bgx-vph-bm6
title: Astragalus cicer L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hcd-5k0-836
title: Aristolochia pallida Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vvn-yxw-8r2
title: Cynoglossum micranthum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2zp-4rw-wx0
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cnz-jwh-anz
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vgm-f80-ht4
title: Cynoglossum micranthum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k96-p93-yyy
title: Myosotis stenophylla Knaf

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mmk-5ss-88g
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s2v-dpt-q2t
title: Uvaria bracteata Roxb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/npv-96j-6d8
title: Biscutella laevigata subsp. kerneri Mach.-Laur.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v2e-6sk-t5k
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x4d-gke-ab9
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8a2-tzr-vac
title: Xanthium albinum subsp. riparium (Čelak.) Widder & Wagenitz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/daa-w5x-80t
title: Lathyrus venetus (Mill.) Wohlf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f3h-r24-40w
title: Quercus dalechampii Ten.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mvx-6yc-lqf
title: Ranunculus arvensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qcw-3bv-akd
title: Cynoglossum micranthum Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsa-ypg-116
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ll-v31-phz
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5aw-hg7-263
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/30a-0ds-xxy
title: Parietaria officinalis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfg-ngf-xvq
title: Avenella flexuosa subsp. montana (L.) Á. Löve & D. Löve

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sqj-j7v-v7t
title: Campanula lingulata Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/get-6ax-xtb
title: Leycesteria formosa Wall.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tgz-63d-r6l
title: Callianthemum anemonoides (J. Zahlbr.) Endl. ex Heynh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ywx-t6d-y32
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7dg-l3h-4kj
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8l4-v0x-vhj
title: Chondrilla ramosissima Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gbf-1fh-a2f
title: Persicaria bistorta (L.) Samp.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yjq-hw7-gyg
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4ky-thc-qlx
title: Salix repens subsp. rosmarinifolia (L.) Andersson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rcs-8el-hkh
title: Veronica hederifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2xm-kwr-s5r
title: Bromus erectus Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g9q-23m-jlh
title: Silene baccifera (L.) Roth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/njt-nlw-2j0
title: Knautia arvensis (L.) Coult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kqq-yvf-3w7
title: Rosa rubiginosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/peq-w1b-d9h
title: Orchis morio L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q0r-p6x-61g
title: Stipa eriocaulis subsp. austriaca (Beck) Martinovský

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cba-csl-0s9
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/exl-k20-zrq
title: Stellaria nemorum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v0j-a8e-ear
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5rq-zrz-6ly
title: Bromus erectus Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d4x-zhc-8an
title: Dactylorhiza maculata subsp. sudetica (Poech ex Rchb. f.) Vöth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hwl-n3h-lp9
title: Callianthemum coriandrifolium Rchb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0y2-xq6-gdg
title: Lepidium draba L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1m6-5p0-7th
title: Sanguisorba minor subsp. balearica (Bourg. ex Nyman) Muñoz Garm. & C. Navarro

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s19-k1n-gw6
title: Acer campestre L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cpy-gmd-d1p
title: Medicago polymorpha L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fkc-g5g-769
title: Helleborus dumetorum Waldst. & Kit. ex Willd. x Helleborus odorus Waldst. & Kit. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xjc-v14-8pa
title: Dactylis glomerata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/43d-bxf-93z
title: Doronicum columnae Ten.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4rm-yy1-tfx
title: Callianthemum coriandrifolium Rchb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4qc-fqv-njg
title: Poa laxa Haenke

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hbj-n5g-kz3
title: Viola elatior Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pv4-cl7-1q4
title: Spergularia salina J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/66x-exk-kg7
title: Dactylorhiza maculata subsp. sudetica (Poech ex Rchb. f.) Vöth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6z8-ldj-m32
title: Perityle batopilensis A. M. Powell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dy3-de5-28z
title: Veronica chamaedrys L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/atp-9z7-01f
title: Mentha L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wf5-5pt-kff
title: Salix waldsteiniana Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yfl-4v4-4q0
title: Rhinanthus serotinus (Schönh.) Oborny

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6t2-k2x-04z
title: Centaurea scabiosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7j8-dt1-3ac
title: Viola tricolor L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l8m-feb-t49
title: Amaranthus retroflexus var. delilei (Richt. & Loret) Thell.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mvb-3ts-aby
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q3k-170-h84
title: Uvaria polyantha Wall.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0r6-yjz-sps
title: Cotoneaster Medik.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1pp-g7p-r3r
title: Dactylorhiza incarnata (L.) Soó

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