cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16747512
title: Validation datasets, code, and plots for the Archipelago method.

description: Archipelago Validation

This directory contains validation studies for the Archipelago method, a framework for integrating single-variant GWAS and variant set association test (VSAT) statistics.

.
├── README.md
├── data
│   ├── 1kg
│   ├── ukbb
│   └── ukbb_phewas
├── output
│   ├── archipelago_plot_1kgeas.png
│   ├── archipelago_plot_1kgeas_enriched_variant_frequencies.png
│   ├── archipelago_plot_ukbb_PheWAS.png
│   ├── archipelago_plot_ukbb_full.png
│   ├── archipelago_plot_ukbb_subset.png
│   ├── archipelago_plot_vsat_raw_1kgeas.png
│   └── archipelago_plot_vsat_raw_ukbb.png
└── src
    ├── 1kg_archipelago.R    ├── 1kg_prep
    ├── ukbb_archipelago_v0.R
    └── ukbb_phewas_archipelago_v0.R

Input

The manuscript included three validation datasets:



data/1kg/ — 1000 Genomes Project (East Asian samples) read GWAS trait and simulated pathway-level trait.

data/panukbb/ — Pan-UK Biobank (platelet distribution width, DeepRVAT) real GWAS and gene-level trait.

data/ukbb_wgs/ — UK Biobank WGS (UTR collapsing PheWAS) real GWAS and gene-level trait.


Each data subdirectory contains its own README with workflow details, source data, and outputs used in the validation studies. For large datasets like raw genotypes in 1KG or large UKBB summary statistics, we provide the direct download link to public the source. The UKBB studies are fully self contained in the R scripts. The 1KG study additionally does the full GWAS prep in the 1kg_prep directory.

Output

The output/ folder contains final plots from the three validation studies:



1KG  - Archipelago Plot: archipelago_plot_1kgeas.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_1kgeas.png

Pan-UKBB  - Archipelago Plot: archipelago_plot_ukbb_full.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_ukbb.png

UKBB WGS  - Archipelago Plot: archipelago_plot_ukbb_wgs.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_ukbb_wgs.png


Additional outputs:

- archipelago_plot_1kgeas_enriched_variant_frequencies.png — enriched variant frequency summary for 1KG- archipelago_plot_ukbb_subset.png — downsampled version of the UKBB plot for display

Scripts

Reproducible plotting scripts are available under `src/`:



`1kg_archipelago.R`

 `panukbb_archipelago_v0.R`

 `ukbb_wgs_archipelago_v0.R`


Additionally, to provide a complete workflow for 1kg we include `src/1kg_prep/` which has the full variant-level GWAS and pathway-level VSAT. The readme provides the tutorial source which matches its directory layout.

These scripts prepare the input data and run the final integrated Archipelago visualisations per study

Citation

For methodology and results, see:

Archipelago method for variant set association test statisticsDylan Lawless, et al.  medRxiv 2025.03.17.25324111  https://doi.org/10.1101/2025.03.17.25324111
DOI: 10.5281/zenodo.16880622
title: Validation datasets, code, and plots for the Archipelago method.

description: Archipelago Validation

This directory contains validation studies for the Archipelago method, a framework for integrating single-variant GWAS and variant set association test (VSAT) statistics.

.
├── README.md
├── data
│   ├── 1kg
│   ├── ukbb
│   └── ukbb_phewas
├── output
│   ├── archipelago_plot_1kgeas.png
│   ├── archipelago_plot_1kgeas_enriched_variant_frequencies.png
│   ├── archipelago_plot_ukbb_PheWAS.png
│   ├── archipelago_plot_ukbb_full.png
│   ├── archipelago_plot_ukbb_subset.png
│   ├── archipelago_plot_vsat_raw_1kgeas.png
│   └── archipelago_plot_vsat_raw_ukbb.png
└── src
    ├── 1kg_archipelago.R    ├── 1kg_prep
    ├── ukbb_archipelago_v0.R
    └── ukbb_phewas_archipelago_v0.R

Input

The manuscript included three validation datasets:



data/1kg/ — 1000 Genomes Project (East Asian samples) read GWAS trait and simulated pathway-level trait.

data/panukbb/ — Pan-UK Biobank (platelet distribution width, DeepRVAT) real GWAS and gene-level trait.

data/ukbb_wgs/ — UK Biobank WGS (UTR collapsing PheWAS) real GWAS and gene-level trait.


Each data subdirectory contains its own README with workflow details, source data, and outputs used in the validation studies. For large datasets like raw genotypes in 1KG or large UKBB summary statistics, we provide the direct download link to public the source. The UKBB studies are fully self contained in the R scripts. The 1KG study additionally does the full GWAS prep in the 1kg_prep directory.

Output

The output/ folder contains final plots from the three validation studies:



1KG  - Archipelago Plot: archipelago_plot_1kgeas.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_1kgeas.png

Pan-UKBB  - Archipelago Plot: archipelago_plot_ukbb_full.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_ukbb.png

UKBB WGS  - Archipelago Plot: archipelago_plot_ukbb_wgs.png  - VSAT Raw Plot: archipelago_plot_vsat_raw_ukbb_wgs.png


Additional outputs:

- archipelago_plot_1kgeas_enriched_variant_frequencies.png — enriched variant frequency summary for 1KG- archipelago_plot_ukbb_subset.png — downsampled version of the UKBB plot for display

Scripts

Reproducible plotting scripts are available under `src/`:



`1kg_archipelago.R`

 `panukbb_archipelago_v0.R`

 `ukbb_wgs_archipelago_v0.R`


Additionally, to provide a complete workflow for 1kg we include `src/1kg_prep/` which has the full variant-level GWAS and pathway-level VSAT. The readme provides the tutorial source which matches its directory layout.

These scripts prepare the input data and run the final integrated Archipelago visualisations per study

Citation

For methodology and results, see:

Archipelago method for variant set association test statisticsDylan Lawless, et al.  medRxiv 2025.03.17.25324111  https://doi.org/10.1101/2025.03.17.25324111
DOI: 10.3535/93k-5z9-cce
title: Vallonia costata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v08-5yf-dby
title: Obesula Jousseaume, 1898

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vqb-ml1-b5p
title: Zospeum Bourguignat, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ehr-zj3-j2r
title: Pyramidula rupestris (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwa-5ae-sdx
title: Alvania cimex (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16880257
title: Comparative Evaluation of AdaBoost and ANN Models for Multitask Prediction in Microfluidics

description: This dataset and associated scripts were used in the study "Comparative Evaluation of AdaBoost and ANN Models for Multitask Prediction in Microfluidics".The repository contains the processed datasets, model training scripts, and evaluation codes used to predict droplet diameter and droplet class from microfluidic channel parameters.Data are provided in CSV format, and Python scripts are compatible with Python 3.9+.These files allow full reproduction of the results reported in the manuscript.
DOI: 10.5281/zenodo.16880258
title: Comparative Evaluation of AdaBoost and ANN Models for Multitask Prediction in Microfluidics

description: This dataset and associated scripts were used in the study "Comparative Evaluation of AdaBoost and ANN Models for Multitask Prediction in Microfluidics".The repository contains the processed datasets, model training scripts, and evaluation codes used to predict droplet diameter and droplet class from microfluidic channel parameters.Data are provided in CSV format, and Python scripts are compatible with Python 3.9+.These files allow full reproduction of the results reported in the manuscript.
DOI: 10.3535/4ga-aak-0ss
title: Mastus hemmeni Maassen, 1995

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nn0-8p9-2eq
title: Odostomia turrita Hanley, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/je1-nwv-7y2
title: Sticteulima jeffreysiana (Brusina, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lj9-8s0-cdn
title: Strigillaria vetusta (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hh0-a7c-ym4
title: Eulimella angeli Peñas & Rolán, 1997

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9zh-ahv-9g1
title: Medora italiana (Küster, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x9j-6bg-msm
title: Drymaeus Albers, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mc-8s8-4wf
title: Chondrina massotiana massotiana (Bourguignat, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m5n-ehl-40b
title: Cochlodina kuesteri (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2hq-753-6bp
title: Cochlicopa lubrica (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5sb-evd-b5f
title: Philine catena (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lb7-y05-mat
title: Cochlodina laminata albanica Jaeckel, 1956

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q12-jyp-7y2
title: Stagnicola palustris (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v7x-z6q-tvh
title: Radix Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lev-1yg-ngf
title: Pyramidula pusilla (Vallot, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8mq-dy1-n1k
title: Physella acuta (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ylw-l6q-29e
title: Granaria variabilis (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hec-dgr-b7b
title: Chondrinidae Steenberg, 1925

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jn5-c0h-0ng
title: Zebrina detrita (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw5-en8-8vt
title: Rupestrella dupotetii (Terver, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/28l-kcw-qn3
title: Cochlicopa lubricella (Porro, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gg-vrf-52j
title: Barcania klaptoczi gahhami Brandt, 1956

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ehz-65f-bj5
title: Delima semirugata (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jqp-sew-w05
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q9x-2nr-4jv
title: Pythia pantherina (A. Adams, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a69-cxg-5sa
title: Aplexa hypnorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zsm-f0r-aks
title: Orcula conica (Rossmässler, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ehc-9cn-r30
title: Pupilla sterrii (Voith, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lal-s7p-b4j
title: Ena montana (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgw-3nd-tv2
title: Gastrocopta barbadensis barbadensis (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vb-rqy-rbz
title: Ancylus fluviatilis O. F. Müller, 1774

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zk7-yl9-308
title: Pyramidula pusilla (Vallot, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nas-6ef-1zj
title: Azorinus chamasolen (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qph-rlj-k5e
title: Talochlamys pusio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3dv-f6m-wgx
title: Chondrina megacheilos megacheilos (De Cristofori & Jan, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p8n-vkl-slh
title: Albinaria contaminata contaminata (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8lq-pnc-3fs
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mw2-tcp-x27
title: Cochlodina laminata laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vc0-lns-daq
title: Syrnola endolamellata (Schander, 1994)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bmc-dkl-3mc
title: Galba obrussa (Say, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qy8-8d7-1t1
title: Radix natalensis (Krauss, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ese-gzy-41q
title: Cavoliniidae J. E. Gray, 1850 (1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8b-kdx-6jx
title: Zebrina detrita (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjn-avg-xj5
title: Abida secale secale (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qe9-dd1-3zq
title: Cochlicopa lubrica (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ry-fgf-e9r
title: Albinaria Vest, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzc-drg-h35
title: Granopupa granum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b2b-4p3-e8f
title: Albinaria brevicollis (L. Pfeiffer, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zjm-fbv-1qh
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vk-ygw-9sy
title: Cochlodina costata ungulata (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzl-hwg-z3c
title: Retusidae Thiele, 1925

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w0n-y45-fx5
title: Auriculella auricula (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dqm-qvj-29z
title: Cochlodina laminata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7x-mp4-xjw
title: Odostomia turrita Hanley, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1gh-ekn-ynw
title: Retusa umbilicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/env-29l-6eb
title: Abida partioti (Saint-Simon, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p37-elg-vsr
title: Abida polyodon (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5vm-ler-58z
title: Plagyostila asturiana P. Fischer, 1872

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h2n-xyl-gz4
title: Plagyrona placida (Shuttleworth, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ea-n36-4rn
title: Siphonaria serrata (Fischer von Waldheim, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3a-2b6-836
title: Vertigo ovata Say, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/38z-v8d-5xn
title: Pyramidella dolabrata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejk-stp-jf5
title: Macrogastra plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l3q-vde-e5k
title: Alopia bielzii (L. Pfeiffer, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e49-8c3-azk
title: Eulimella ventricosa (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q4s-dgn-y5h
title: Pyramidellidae J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0xl-ra3-3ks
title: Zebrina detrita (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e8e-6yr-z7n
title: Styliola subula (Quoy & Gaimard, 1827)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/772-b03-6z3
title: Jaminia quadridens (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hcl-s4r-zdh
title: Charpentieria itala lorinae (Gredler, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1w-m3g-fwd
title: Bulla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ext-17w-qvh
title: Cochlodina comensis comensis (L. Pfeiffer, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhd-l4j-h2z
title: Rupestrella philippii (Cantraine, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15e-rbf-he3
title: Truncatellina callicratis (Scacchi, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/975-p14-p2l
title: Vallonia costata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2x2-ya0-lg2
title: Planorbella tenuis (Dunker, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p9q-hl5-dw3
title: Pyramidula chorismenostoma (Westerlund & Blanc, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xs6-3rn-bmd
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nnw-y9n-w1t
title: Albinaria tenuicostata tenuicostata (L. Pfeiffer, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rxg-yb8-q6f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71q-xe6-qvn
title: Siphonaria laciniosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cer-n8s-r2n
title: Weinkauffia macandrewii (E. A. Smith, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5bp-90q-kqy
title: Turbonilla lactea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f7m-rdj-944
title: Aliculastrum cylindricum (Helbling, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qyq-t3q-csx
title: Arionidae Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a9w-80v-pxv
title: †Mareleptopoma minor (Almera & Bofill y Poch, 1898)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jv5-x24-gcv
title: Cylichna cylindracea (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hj5-2wc-avq
title: Albinaria praeclara praeclara (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcn-l46-r6y
title: Albinaria senilis senilis (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4zx-wxd-c2j
title: Achatinellidae Gulick, 1873

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kvl-ad4-vj4
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5t2-xtq-9ww
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k5v-jtr-tq0
title: Gibbula philberti (Récluz, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pzd-tn6-8w8
title: Chondrina avenacea avenacea (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z8r-rb6-fg2
title: Caecum atlantidis R. B. Watson, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gz1-3lh-lj0
title: Albinaria praeclara praeclara (L. Pfeiffer, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3x2-53g-0rs
title: Mastus grandis grandis (Mousson, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6aq-mkp-ler
title: Acteon tornatilis (Linnaeus, 1758)

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