cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9vzx6u
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Placidiopsis custnani (A.Massal.) Körb., Placynthiella oligotropha (J.R.Laundon) Coppins & P.James)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1018 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0359453-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045135
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.pem6vq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porifera",
 "DatasetKey is Heider Bergsee (Brühl)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207979-230224095556074/datasets/export for details.
DOI: 10.15468/dl.64dk57
title: Occurrence Download

description: A dataset containing 10348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND.36_1",
 {
 "or" : [
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "PublishingOrg is 2e167bb0-4441-11db-9ba2-b8a03c50a862",
 "PublishingOrg is 1f00d75c-f6fc-4224-a595-975e82d7689c",
 "PublishingOrg is ff418020-1d67-11d9-8435-b8a03c50a862",
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862",
 "PublishingOrg is 2963d877-8230-45bd-a223-544376275120",
 "PublishingOrg is 4a19e429-8f13-478e-86d7-93adb7534524",
 "PublishingOrg is 62431bdf-fa0c-452b-afce-be14884a47ff",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862"
 ]
 },
 "TaxonKey is Aves"
 ]
}

 The dataset includes 10348 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409747-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7rp65
title: Occurrence Download

description: A dataset containing 1570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pomatorhinus ferruginosus Blyth, 1845)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1570 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112842067
title: Persepolis Fortification Elamite Tablet 1266.101, Fort 1266.101

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 1266.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Broken right edge. Cracks on reverse, some damage on upper edge.
DOI: 10.15468/dl.pumz6h
title: Occurrence Download

description: A dataset containing 584577 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daucus carota L."
 ]
}

 The dataset includes 584577 records from 2625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207963-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uvr2m
title: Occurrence Download

description: A dataset containing 6453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Iriartea deltoidea Ruiz & Pav."
 ]
}

 The dataset includes 6453 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280984-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcqwae
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphaerodactylus molei Boettger, 1894",
 "Year 1980-2022"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135630-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n3u9u
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesanthura protei Kensley, 1980"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124176-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65nqxn
title: Occurrence Download

description: A dataset containing 201058 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbascum thapsus L."
 ]
}

 The dataset includes 201058 records from 1353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280985-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz927c
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is 29ef4f00-20db-41f8-b1ad-b5fd3c557c38"
 ]
}

 The dataset includes 813 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135632-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.przfn3
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littorina arcana Hannaford-Ellis, 1978"
 ]
}

 The dataset's 2 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124170-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/25598157
title: Bias corrected (by using Quantile Delta Mapping method) and raw MMM (multi model mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5

description: This data sets contains monthly bias corrected (by using Quantile Delta Mapping method) and raw MMM (Multi Model Mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5.<br>Multi Model Mean (MMM) includes following models:ACCESS-CM2, BCC-CSM2-MR, CAMS-CSM1-0, CANESM5, CANESM5-CANOE, CESM2, CMCC-CM2-SR5, CMCC-ESM2, CNRM-CM6-1, CNRM-CM6-1-HR, CNRM-ESM2-1, FGOALS-F3-L, FIO-ESM-2-0, GFDL-ESM4, HADGEM3-GC31-LL, HADGEM3-GC31-MM, INM-CM5-0, IPSL-CM6A-LR, KACE-1-0-G, MCM-UA-1-0, MIROC-ES2L, MIROC6, MRI-ESM2-0, NESM3, TAIESM1, and UKESM1-0-LL.MMM historical simulation from 1959.to 2014 for temperature and precipitation is also provided.In addition to MMM outputs, monthly ERA5 data from 1959 to 2022 is also included. ERA5 includes:t2m = 2 metre temperature (unit K) sst = Sea surface temperature (unit K) sp = Surface pressure (unit Pa) tp = Total precipitation (m)
DOI: 10.15468/dl.ejqptv
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta (Thunberg In Schoepff, 1792)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 461 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185748-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/25598157.v2
title: Bias corrected (by using Quantile Delta Mapping method) and raw MMM (multi model mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5

description: This data sets contains monthly bias corrected (by using Quantile Delta Mapping method) and raw MMM (Multi Model Mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5.<br>Multi Model Mean (MMM) includes following models:ACCESS-CM2, BCC-CSM2-MR, CAMS-CSM1-0, CANESM5, CANESM5-CANOE, CESM2, CMCC-CM2-SR5, CMCC-ESM2, CNRM-CM6-1, CNRM-CM6-1-HR, CNRM-ESM2-1, FGOALS-F3-L, FIO-ESM-2-0, GFDL-ESM4, HADGEM3-GC31-LL, HADGEM3-GC31-MM, INM-CM5-0, IPSL-CM6A-LR, KACE-1-0-G, MCM-UA-1-0, MIROC-ES2L, MIROC6, MRI-ESM2-0, NESM3, TAIESM1, and UKESM1-0-LL.MMM historical simulation from 1959.to 2014 for temperature and precipitation is also provided.In addition to MMM outputs, monthly ERA5 data from 1959 to 2022 is also included. ERA5 includes:t2m = 2 metre temperature (unit K) sst = Sea surface temperature (unit K) sp = Surface pressure (unit Pa) tp = Total precipitation (m)
DOI: 10.5522/04/25598157.v1
title: Bias corrected (by using Quantile Delta Mapping method) and raw MMM (multi model mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5

description: This data sets contains monthly bias corrected (by using Quantile Delta Mapping method) and raw MMM (Multi Model Mean) outputs from 2015 to 2099 under SSP1-2.6 and SSP5-8.5.<br>Multi Model Mean (MMM) includes following models:ACCESS-CM2, BCC-CSM2-MR, CAMS-CSM1-0, CANESM5, CANESM5-CANOE, CESM2, CMCC-CM2-SR5, CMCC-ESM2, CNRM-CM6-1, CNRM-CM6-1-HR, CNRM-ESM2-1, FGOALS-F3-L, FIO-ESM-2-0, GFDL-ESM4, HADGEM3-GC31-LL, HADGEM3-GC31-MM, INM-CM5-0, IPSL-CM6A-LR, KACE-1-0-G, MCM-UA-1-0, MIROC-ES2L, MIROC6, MRI-ESM2-0, NESM3, TAIESM1, and UKESM1-0-LL.MMM historical simulation from 1959.to 2014 for temperature and precipitation is also provided.In addition to MMM outputs, monthly ERA5 data from 1959 to 2022 is also included. ERA5 includes:t2m = 2 metre temperature (unit K) sst = Sea surface temperature (unit K) sp = Surface pressure (unit Pa) tp = Total precipitation (m)
DOI: 10.15468/dl.cybc5m
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goniopora burgosi Nemenzo, 1955"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135665-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpqjrd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesanthura hieroglyphica Miller & Menzies, 1952"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124167-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jejeum
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphaerodactylus streptophorus Thomas & Schwartz, 1977",
 "Year 1980-2022"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135654-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3jzcf
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamias sibiricus (Laxmann, 1769)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185752-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzg3zb
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littorina arcana Hannaford-Ellis, 1978"
 ]
}

 The dataset includes 79 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124166-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59eqfw
title: Occurrence Download

description: A dataset containing 1500 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is c8ec76a9-8237-4308-88f2-b6a53c11aad6"
 ]
}

 The dataset includes 1500 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135647-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwx7vj
title: Occurrence Download

description: A dataset containing 87448 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myosoton aquaticum (L.) Moench"
 ]
}

 The dataset includes 87448 records from 749 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170002-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18547668
title: Plate 3.10 Glacier Parameters and Their Changes, 1850–2000
title: Tafel 3.10 Kenngrössen der Gletscher und ihre Veränderungen 1850–2000
title: Planche 3.10 Caractéristiques des glaciers et leurs changements, 1850–2000
title: Tavola 3.10 Grandezze caratteristiche dei ghiacciai e i loro mutamenti 1850–2000

description: Inventories of glaciers in the Swiss Alps dating from around 1850, 1973 and around 2000 provide a comprehensive and unique compilation of data. They have been used as a basis for the characterisation of ice-cover in Switzerland in the present plate, which also shows changes during glacier recession since the maximum extent reached in 1850. According to the data in the inventories there are around 2000 glaciers in the Swiss Alps today.
description: Mit den für die Schweizer Alpen existierenden Gletscherinventaren aus den Jahren um 1850, 1973 und um 2000 liegt eine umfassende und weltweit einzigartige Datendokumentation vor. Darauf aufbauend, werden die Charakteristik der schweizerischen Vergletscherung sowie deren Änderungen in der Schwundperiode seit dem Hochstand von 1850 veranschaulicht. Gemäss der Inventardaten gibt es in den Schweizer Alpen zum gegenwärtigen Zeitpunkt noch rund 2000 registrierte Gletscher.
description: Les inventaires des glaciers des Alpes suisses dressés vers 1850, en 1973 et vers 2000 constituent une source de données riche et unique au monde. Ils ont servi de base à l’élaboration de cette planche, qui décrit les caractéristiques des surfaces englacées de la Suisse ainsi que leurs changements durant la période de retrait depuis le stade maximum de 1850. Actuellement, selon les données de l’inventaire, près de 2000 glaciers sont encore enregistrés dans les Alpes suisses.
description: Gli inventari esistenti sui ghiacciai delle Alpi svizzeri, risalenti agli anni attorno al 1850, al 1973 e attorno al 2000, rappresentano una documentazione completa e unica al mondo. Partendo da essi, sul presente foglio dell’Atlante vengono mostrate le caratteristiche della coprtura di ghiaccio in Svizzera, come pure i loro mutamenti durante il periodo di ritiro iniziato dopo lo stadio di massima espansione del 1850. Secondo i dati degli inventari, al momento attuale nelle Alpi svizzere esistono ancora circa 2000 ghiacciai.
DOI: 10.5281/zenodo.18547669
title: Plate 3.10 Glacier Parameters and Their Changes, 1850–2000
title: Tafel 3.10 Kenngrössen der Gletscher und ihre Veränderungen 1850–2000
title: Planche 3.10 Caractéristiques des glaciers et leurs changements, 1850–2000
title: Tavola 3.10 Grandezze caratteristiche dei ghiacciai e i loro mutamenti 1850–2000

description: Inventories of glaciers in the Swiss Alps dating from around 1850, 1973 and around 2000 provide a comprehensive and unique compilation of data. They have been used as a basis for the characterisation of ice-cover in Switzerland in the present plate, which also shows changes during glacier recession since the maximum extent reached in 1850. According to the data in the inventories there are around 2000 glaciers in the Swiss Alps today.
description: Mit den für die Schweizer Alpen existierenden Gletscherinventaren aus den Jahren um 1850, 1973 und um 2000 liegt eine umfassende und weltweit einzigartige Datendokumentation vor. Darauf aufbauend, werden die Charakteristik der schweizerischen Vergletscherung sowie deren Änderungen in der Schwundperiode seit dem Hochstand von 1850 veranschaulicht. Gemäss der Inventardaten gibt es in den Schweizer Alpen zum gegenwärtigen Zeitpunkt noch rund 2000 registrierte Gletscher.
description: Les inventaires des glaciers des Alpes suisses dressés vers 1850, en 1973 et vers 2000 constituent une source de données riche et unique au monde. Ils ont servi de base à l’élaboration de cette planche, qui décrit les caractéristiques des surfaces englacées de la Suisse ainsi que leurs changements durant la période de retrait depuis le stade maximum de 1850. Actuellement, selon les données de l’inventaire, près de 2000 glaciers sont encore enregistrés dans les Alpes suisses.
description: Gli inventari esistenti sui ghiacciai delle Alpi svizzeri, risalenti agli anni attorno al 1850, al 1973 e attorno al 2000, rappresentano una documentazione completa e unica al mondo. Partendo da essi, sul presente foglio dell’Atlante vengono mostrate le caratteristiche della coprtura di ghiaccio in Svizzera, come pure i loro mutamenti durante il periodo di ritiro iniziato dopo lo stadio di massima espansione del 1850. Secondo i dati degli inventari, al momento attuale nelle Alpi svizzere esistono ancora circa 2000 ghiacciai.
DOI: 10.48804/n1sb9c
title: Replication Data for: Written Parliamentary Questions on EU enlargement to the Western Balkan Countries in the 9th European Parliament (2019-2024)

description: Written parliamentary questions on EU enlargement to the Western Balkan Countries in the 9th European Parliament (2019-2024). Analysis of salience, authorship patterns and structural framing analysis.Consists of 3 separate files: (1) ParliamentaryWrittenQuestions_WB6enlargement201924, (2) ParliamentaryWrittenQuestions_Allcandidatecountries201924 and (3)ParliamentaryWrittenQuestions_CharacteristicsMEPs
description: The dataset contains only publicly available information about members of the European Parliament and does not include any sensitive personal data. All necessary measures have been taken to ensure compliance with data protection requirements regarding the open publication of the dataset.
DOI: 10.5281/zenodo.18547023
title: Nanobody-based ONE imaging dataset for automated Parkinson's disease analysis based on cerebrospinal fluid samples

description: ONE microscopy relies on specific epitope recognition, to determine the presence of specific proteins within samples. It has sufficient resolution to then reveal the structural features of the respective protein assemblies.

To test this, we sought to address a pathology-relevant imaging challenge, focusing on Parkinson disease PD, a neurodegenerative disease characterized by the accumulation of aggregates composed of several proteins, of which α-synuclein (ASYN) is the most prominent. In the cell, ASYN can exist as a monomer or can assemble into species of different sizes, including soluble oligomers and fibrils. 

Importantly, ASYN-containing aggregates are present in the cerebrospinal fluid (CSF) and serum of both persons with PD and controls. Thus, simply identifying aggregates is not useful for diagnostics; being able to reveal the toxic ones, those present specifically in persons with PD, would be much more valuable. 

We analyzed ASYN assemblies in the fluid samples of persons with PD versus controls, labeling ASYN using a previously published nanobody (as in our previous work, Shaib et al., Nat Biotech, 2025, https://www.nature.com/articles/s41587-024-02431-9). Different types of ASYN assemblies could be detected, with different frequencies in different patients.

The attached data represent anonymized analyses of fluid samples, from 8 patients. Their identities and phenotypes are masked, to ensure that a long-term double-blind analysis will be performed correctly. Images were captured using a Leica STED and confocal microscope, in ONE microscopy, as described in the publication named above. 

Each folder contains data from one patient, including an automatically-derived file, termed “all_particles.tif”. The images are then separated into different categories of morphology, which are saved in different folders, including:



Annular: circular objects, of variable diameter

Large: structures that are beyond the oligomer size, and approach fibril size

Multi-single: structures composed of multiple oligomer-like objects

Oligo: simple oligomeric structures, with variable shape

Small oligo: small objects, corresponding to dimers or tetramers of ASYN

Other: all other types of arrangements, typically larger in size than oligomers, but smaller than fibrils


The number of files in each folder indicates the frequency of the different types of oligomers for the respective patients. These data are currently being used to optimize a discrimination procedure for PD.