cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16781207
title: NicheSphere reveals Spp1⁺ macrophages as central hubs coordinating fibrotic remodeling in myeloproliferative neoplasms

description: Bone marrow fibrosis in myeloproliferative neoplasms arises from interactions between mutant hematopoietic clones and fibrosis-driving stromal cells. We identify Spp1⁺ macrophages as central “communication hubs” integrating inflammatory and fibrotic programs via spatial proximity, ECM signaling, and cytokine activation. Using dual lineage tracing, single-cell and multiplet RNA sequencing, and  a condition specific cell-colocalization and communication tool named NicheSphere, we show that Spp1⁺ macrophages form core communication hubs with osteoCAR cells, fibroblasts, and megakaryocytes.

This repository contains physically interacting cells datasets related to these results and the code used to produce them.

Final data files are in the "final_data" folder:

adata_singlets_final.h5ad

Singlets data with final cell type names in the metadata "annotation" column (processing done in Python in PIC_data.ipynb) 

adata_singlets_final_imp.h5ad

(MAGIC) Imputated singlets data with final cell type names in the metadata "annotation" column (processing done in Python in PIC_data.ipynb)

adata_doublets_final.h5ad

Doublets data with final doublet cluster annotation in in the metadata "max_pair" column (processing done in Python in PIC_data.ipynb) 

adata_doublets_final_imp.h5ad

(MAGIC) Imputated doublets data with final doublet cluster annotation in the metadata "max_pair" column (processing done in Python in PIC_data.ipynb) 

Phenotype (TPO or EV) is indicated in the metadata "stage" columns for these datasets.

---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Other intermediate data files which were used in the scripts can be found in the folders "rds" and "h5ad" and are described in the README files in each of these folders.

Analysis code is in the "code" folder and resulting data files and images are located in folders "res_data" and "figures" respectively.

Database related files are in the "csv" folder, as well as files related to doublets annotation (BayesPrism deconvolution results).
DOI: 10.3535/w59-khz-z53
title: Fissurella nodosa (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zfd-644-pql
title: Clithon squarrosum (Récluz, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/31y-tlz-xhj
title: Cochlostoma septemspirale septemspirale (Razoumowsky, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gzf-0nd-f9s
title: Trochus maculatus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vdl-1kc-31k
title: Tornidae Sacco, 1896 (1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2l3-5en-wyt
title: Rissoa parva (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r7c-q9t-4g4
title: Dikoleps nitens (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0l3-w14-j3v
title: Nerita maxima Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bg8-da2-nk0
title: Tricolia speciosa (Megerle von Mühlfeld, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4pc-50q-rfk
title: Danilia tinei (Calcara, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwd-5hn-d9e
title: Steromphala pennanti (R. A. Philippi, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2c0-8qh-yhc
title: Peringiella elegans (Locard, 1891)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f9k-3yk-fdy
title: Leptopoma massena (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ney-4ap-akk
title: Tectura virginea (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x0c-wzb-a5j
title: Alvania discors (T. Brown, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ayj-j1c-3pm
title: Pila globosa (Swainson, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/alj-vq3-cxs
title: Amathina tricarinata (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g00-d3k-9sy
title: Venus subrosalina Tomlin, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/syt-h0n-8ed
title: Similipecten similis (Laskey, 1811)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0tp-5ad-64g
title: Tenguella granulata (Duclos, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6dx-8ef-xdw
title: Viviparidae J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4y1-35r-c27
title: Lithopoma caelatum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pk6-2t8-xxl
title: Jujubinus striatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gf3-dc2-snt
title: Bithynia leachii (Sheppard, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tke-cjt-1h3
title: Emmericia patula (Brumati, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1sp-7ca-vb2
title: Turbo Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tfq-gfd-4yr
title: Phasianella australis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cgl-7nf-mf6
title: Rissoa splendida Eichwald, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwz-kpl-kdt
title: Viviparidae J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2b-z16-dcl
title: Clanculus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wxc-h16-sv3
title: Rochia nilotica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxg-32s-9h3
title: Emarginula huzardii Payraudeau, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w2f-whh-st6
title: Haliotis tuberculata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ze-z86-3va
title: Trochidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mgj-7ad-xx4
title: Emarginula tenera Locard, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.5garfb
title: Occurrence Download

description: A dataset containing 1494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bucanetes githagineus",
 "MediaType is Image"
 ]
}

 The dataset includes 1494 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003877-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7m7-xwr-6cz
title: Cochlostoma tessellatum tessellatum (Rossmässler, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0s-hdw-y0z
title: Parvicardium Monterosato, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sa6-8mg-jez
title: Littoraria Gray, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ge6-jyp-1pv
title: Rissoa violacea Desmarest, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yh9-bnj-y2p
title: Rochia nilotica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4k-3mq-blp
title: Alvania cimex (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m8c-mrr-rew
title: Lirularia acuticostata (P. P. Carpenter, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w6m-amq-ph1
title: Turbo argyrostomus argyrostomus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxe-wcv-whm
title: Lunella torquata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwx-szv-21p
title: Baicalia E. von Martens, 1876

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eev-b36-rh5
title: Cenchritis muricatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tna-96l-nkj
title: Littorina littorea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wve-nca-rw2
title: Fissurella fascicularis Lamarck, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4g8-zh1-dnw
title: Patella vulgata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxg-hbg-80g
title: Coptocheilus sumatranus Dohrn, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d27-0lq-026
title: Theobaldius ravidus (W. H. Benson, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j98-ccl-09x
title: Abra longicallus (Scacchi, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/66q-00h-x1e
title: Steromphala pennanti (R. A. Philippi, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lnv-ex4-x57
title: Cyclophorus subcarinatus Möllendorff, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qmv-j7t-djx
title: Clelandella miliaris (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xcj-eg1-8s1
title: Calliostoma picturatum (A. Adams, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dtf-39n-cak
title: Rissoidae Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nz2-4zs-dn2
title: Acicula lineata lineata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cd6-1vt-2tg
title: Rissoa lilacina Récluz, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n76-z0j-5sq
title: Phorcus turbinatus (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29890850
title: Three-dimensional spatial transcriptomics at isotropic resolution enabled by artificial intelligence

description: isoST is a generative model designed to reconstruct 3D spatial transcriptomic profiles with isotropic resolutions from sparsely sampled serial sections. Accurately mapping isotropic-resolution 3D spatial transcriptomes is a major challenge in biology. Current technologies cannot directly achieve full 3D profiling, so tissues are typically sectioned into serial 2D slices for individual profiling. We present <b>isoST</b>, a framework to reconstruct continuous, isotropic-resolution 3D transcriptomic landscapes from sparsely sampled serial sections. Assuming gene expression varies smoothly in 3D space, isoST models expression dynamics along tissue depth using stochastic differential equations (SDEs), producing a continuous 3D field that enables high-fidelity reconstruction from limited slices.
DOI: 10.6084/m9.figshare.29890850.v2
title: Three-dimensional spatial transcriptomics at isotropic resolution enabled by artificial intelligence

description: isoST is a generative model designed to reconstruct 3D spatial transcriptomic profiles with isotropic resolutions from sparsely sampled serial sections. Accurately mapping isotropic-resolution 3D spatial transcriptomes is a major challenge in biology. Current technologies cannot directly achieve full 3D profiling, so tissues are typically sectioned into serial 2D slices for individual profiling. We present <b>isoST</b>, a framework to reconstruct continuous, isotropic-resolution 3D transcriptomic landscapes from sparsely sampled serial sections. Assuming gene expression varies smoothly in 3D space, isoST models expression dynamics along tissue depth using stochastic differential equations (SDEs), producing a continuous 3D field that enables high-fidelity reconstruction from limited slices.
DOI: 10.3535/rfd-bc4-1p5
title: Emarginula huzardii Payraudeau, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/st7-evl-xe4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29890850.v1
title: Three-dimensional spatial transcriptomics at isotropic resolution enabled by artificial intelligence

description: isoST is a generative model designed to reconstruct 3D spatial transcriptomic profiles with isotropic resolutions from sparsely sampled serial sections. Accurately mapping isotropic-resolution 3D spatial transcriptomes is a major challenge in biology. Current technologies cannot directly achieve full 3D profiling, so tissues are typically sectioned into serial 2D slices for individual profiling. We present <b>isoST</b>, a framework to reconstruct continuous, isotropic-resolution 3D transcriptomic landscapes from sparsely sampled serial sections. Assuming gene expression varies smoothly in 3D space, isoST models expression dynamics along tissue depth using stochastic differential equations (SDEs), producing a continuous 3D field that enables high-fidelity reconstruction from limited slices.
DOI: 10.3535/ddl-g7s-2s2
title: Pila scutata (Mousson, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frs-tr4-6s6
title: Venus casina Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/enq-ep8-072
title: Clithon oualaniense (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tz3-49q-l84
title: Leptopoma undatum (Metcalfe, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00e-yhl-w4c
title: Alvania punctura (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wv3-5qx-67a
title: Trochus venetus Reeve, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3y-r3b-bxr
title: Micrelenchus purpureus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/th7-ynh-bkh
title: Tricolia tenuis (Michaud, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jw7-drw-j9m
title: Haliotis tuberculata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qgf-1fl-2ac
title: Caecidae J. E. Gray, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hje-28w-65s
title: Alvania cancellata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/62b-zd3-ek4
title: Alvania lineata Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ln0-ach-q3a
title: Laevicardium crassum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fl7-95n-rkn
title: Viviparus mamillatus (Küster, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kvd-b7s-spd
title: Cochlostoma auritum (Rossmässler, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dqj-s25-r42
title: Nesiocina parvula (Pease, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z7j-qvt-d50
title: Clanculus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/var-g9m-ka4
title: Caecum J. Fleming, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3mt-52q-b2z
title: Turbo setosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9da-q2c-1j2
title: Calliostoma zizyphinum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4hh-yl5-4ch
title: Rissoa albugo R. B. Watson, 1873

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/61q-ekm-1zq
title: Alvania discors (T. Brown, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0cb-148-fej
title: Potamopyrgus antipodarum (J. E. Gray, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hby-hbr-58n
title: Haliotis varia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x3r-h4v-ata
title: Trochus radiatus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2lm-ndq-820
title: Neritina pulligera (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vyk-gs9-q04
title: Timoclea ovata (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3tw-lad-gb7
title: Venus casina Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lr5-7ec-a5w
title: Aequipecten opercularis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tq5-pqy-wsq
title: Papillicardium papillosum (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mcv-m9y-j05
title: Spisula subtruncata (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/trk-hl1-r7p
title: Talochlamys multistriata (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47s-w6f-2pv
title: Viviparus ater ater (De Cristofori & Jan, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ycg-kt2-dpq
title: Iothia fulva (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64b-xgs-ejq
title: Pupina speculum Tapparone Canefri, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/swn-wlr-lnd
title: Bellamya unicolor (Olivier, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyl-hf4-2hj
title: Pusillina radiata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7bj-lyl-g06
title: Alvania discors (T. Brown, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dd9-qnh-5ql
title: Clanculus Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6x-yqv-3eq
title: Hydrobia W. Hartmann, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ls3-b4h-rk1
title: Perrinia stellata (A. Adams, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hsg-18d-7t7
title: Rissoa membranacea (J. Adams, 1800)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6d-x2h-ny1
title: Ovulidae J. Fleming, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wh6-kb3-pqp
title: Peringiella elegans (Locard, 1891)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5e1-6n1-t0h
title: Pusillina philippi (Aradas & Maggiore, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f1p-nxk-nwz
title: Spiraculum nagaense Godwin-Austen & R. H. Beddome, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q8v-8l5-hkw
title: Echinolittorina modesta (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tbq-wk4-wdw
title: Idiopoma dissimilis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxh-5c8-bx8
title: Littoraria conica (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y7v-rnq-nqq
title: Emarginula multistriata Jeffreys, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nj6-kj5-171
title: Acanthocardia tuberculata (Linnaeus, 1758)

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