cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15136932
title: Table 5 in The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times

description: Table 5. Morphological synapomorphies of tribes of Oecanthidae
SupertribeTribeState of characterOecanthidiXabeiniCerci shorter than FII83(0)Subapical spurs of TIII absent120(0)oav spur absent135(0)Inner apical spur of tarsomere I of leg III absent144(0)Outer apical spur of tarsomere I of leg III absent146(0)OecanthiniOuter ventral spur of TII absent116(0)Distal projection of ectophallic arc present179(1)HapithidiCearacesaini-HapithiniPsP lateral165(1)PsP connected to pseudepiphallic sclerite166(1)AphonomorphiniEctophallic arc straight178(0)Phyllogryllini-PodoscirtidiTruljaliiniPronotum DD flattened in lateral view74(1)Aphonoidini-PodoscirtiniPseudepiphallic sclerite capsular151(1)ParoecanthidiParoecanthiniStridulatory file (PCu) bisinuous39(2)Harp veins divided into two clusters48(1)TI inflated103PsP strongly reduced162(1)Ectophallic invagination strongly reduced174(1)Neometrypini-
description: Published as part of Campos, Lucas Denadai De, Dias, Pedro Guilherme Barrios De Souza, Audino, Jorge Alves, Desutter-Grandcolas, Laure & Nihei, Silvio Shigueo, 2023, The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times, pp. 1048 in Zoological Journal of the Linnean Society 197 (4) on page 1048, DOI: 10.1093/zoolinnean/zlac066, http://zenodo.org/record/7803427
DOI: 10.5281/zenodo.15136933
title: Table 6 in The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times

description: Table 6. Main differences between Oecanthidae and Gryllidae
Oecanthidae defin. nov.Gryllidae defin. nov.Head- Pubescent - Antennal scape same size or wider than fastigium - Fastigium longer than wide or as long as wide in dorsal view - Median ocellus dorsal - Lateral ocelli dorsal- Generally smooth - Antennal scape narrower than fastigium - Fastigium generally wider than long in dorsal view; - Median ocellus facial - Lateral ocelli generally frontalLegs- TIII iad spur three times or more longer than oad spur - Tarsomeres I and II of legs I and II same-sized - Tarsomere II of legs I and II flattened - Presence of pulvillum- TIII iad spur slightly longer than oad spur - Tarsomere I of legs I and II longer than tarsomere II - Tarsomere II of legs I and II not flattened - Pulvillum absent (except Eneopterinae)Male genitalia- Ectophallic arc not complete (except Cearacesaini) - MedLophi bilobated when present (except Veredatrypa)- Ectophallic arc complete (except Landrevinae) - MedLophi single when present.Ovipositor- Apex of ovipositor with lateral serrulation or projections (except Euscyrtinae)- Apex of ovipositor with smooth laterals, without projectionsHabitat- Different types of vegetation, from grasses to canopies (except some species of the genus group Prognathogryllus)- Vegetation, under barks, litter, ground, cavities
description: Published as part of Campos, Lucas Denadai De, Dias, Pedro Guilherme Barrios De Souza, Audino, Jorge Alves, Desutter-Grandcolas, Laure & Nihei, Silvio Shigueo, 2023, The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times, pp. 1048 in Zoological Journal of the Linnean Society 197 (4) on page 1048, DOI: 10.1093/zoolinnean/zlac066, http://zenodo.org/record/7803427
DOI: 10.5281/zenodo.15136934
title: Table 6 in The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times

description: Table 6. Main differences between Oecanthidae and Gryllidae
Oecanthidae defin. nov.Gryllidae defin. nov.Head- Pubescent - Antennal scape same size or wider than fastigium - Fastigium longer than wide or as long as wide in dorsal view - Median ocellus dorsal - Lateral ocelli dorsal- Generally smooth - Antennal scape narrower than fastigium - Fastigium generally wider than long in dorsal view; - Median ocellus facial - Lateral ocelli generally frontalLegs- TIII iad spur three times or more longer than oad spur - Tarsomeres I and II of legs I and II same-sized - Tarsomere II of legs I and II flattened - Presence of pulvillum- TIII iad spur slightly longer than oad spur - Tarsomere I of legs I and II longer than tarsomere II - Tarsomere II of legs I and II not flattened - Pulvillum absent (except Eneopterinae)Male genitalia- Ectophallic arc not complete (except Cearacesaini) - MedLophi bilobated when present (except Veredatrypa)- Ectophallic arc complete (except Landrevinae) - MedLophi single when present.Ovipositor- Apex of ovipositor with lateral serrulation or projections (except Euscyrtinae)- Apex of ovipositor with smooth laterals, without projectionsHabitat- Different types of vegetation, from grasses to canopies (except some species of the genus group Prognathogryllus)- Vegetation, under barks, litter, ground, cavities
description: Published as part of Campos, Lucas Denadai De, Dias, Pedro Guilherme Barrios De Souza, Audino, Jorge Alves, Desutter-Grandcolas, Laure & Nihei, Silvio Shigueo, 2023, The fifth family of the true crickets (Insecta: Orthoptera: Ensifera: Grylloidea), Oecanthidae defin. nov.: phylogenetic relationships and divergence times, pp. 1048 in Zoological Journal of the Linnean Society 197 (4) on page 1048, DOI: 10.1093/zoolinnean/zlac066, http://zenodo.org/record/7803427
DOI: 10.5281/zenodo.15136959
title: TABLE 1 in A new species of the genus Hoplochaetella Michaelsen 1900 (Clitellata: Octochaetidae) from the Deccan Peninsula Biogeographic Zone, India

description: TABLE 1. Comparisons between new species and closely related species.
Characters/speciesHoplochaetella darwini sp. nov.Hoplochaetella kinneari (Stephenson, 1915)Hoplochaetella stuarti (Bourne, 1886)Length65–125 mm120 mm111–162 mmWidth4–6.5 mm3.5 mm3.5–5 mmSegments64–117116–133110–120Spermathecal poresone pair on segment 7two pairs on segment 8two pairs on segments 7 and 8Genital markingssmall, paired on segment 17 and unpaired in segment 18unpaired on segment 18absentCombined male and prostatic porespaired on segment 17paired on segment 17paired on segments 17 and 19Intestinal caecapresent in segments 25, 26absentpresent 25, 26-28Gizzardin segment 7 (7–8)in segment 6in segment 7 (5/6–9/10)Last pairs of hearts131213Spermathecaeone pair in segment 7two pairs in segment 8two pairs in segments 7 and 8Parietal glandslateral to ectal end of prostatic duct?lateral and median to the ectal ends of prostatic ductsSeminal vesiclesin segments 9,10,12in segments 9,10,12in segments 9,10,12Penial setaeabsent?presentCopulatory setaeon segment 7 and rarely on segment 8on segment 8on segments 7 and 8Copulatory setal glandsfree 6–7 on each side in segment 7, and if present a single in segment 8free 2–3 on each side in segment 8in paired coelomic sac in segments 7 and 8Genital marking glandssessile, oval or slightly elongatedsessileabsent
description: Published as part of Ahmed, Shakoor, Julka, Jatinder Mohan, Banerjee, Dhriti & Marimuthu, Nithyanandam, 2023, A new species of the genus Hoplochaetella Michaelsen 1900 (Clitellata: Octochaetidae) from the Deccan Peninsula Biogeographic Zone, India, pp. 179 in Zootaxa 5346 (2) on page 179, DOI: 10.11646/zootaxa.5346.2.5, http://zenodo.org/record/8354659
DOI: 10.5281/zenodo.15136960
title: TABLE 1 in A new species of the genus Hoplochaetella Michaelsen 1900 (Clitellata: Octochaetidae) from the Deccan Peninsula Biogeographic Zone, India

description: TABLE 1. Comparisons between new species and closely related species.
Characters/speciesHoplochaetella darwini sp. nov.Hoplochaetella kinneari (Stephenson, 1915)Hoplochaetella stuarti (Bourne, 1886)Length65–125 mm120 mm111–162 mmWidth4–6.5 mm3.5 mm3.5–5 mmSegments64–117116–133110–120Spermathecal poresone pair on segment 7two pairs on segment 8two pairs on segments 7 and 8Genital markingssmall, paired on segment 17 and unpaired in segment 18unpaired on segment 18absentCombined male and prostatic porespaired on segment 17paired on segment 17paired on segments 17 and 19Intestinal caecapresent in segments 25, 26absentpresent 25, 26-28Gizzardin segment 7 (7–8)in segment 6in segment 7 (5/6–9/10)Last pairs of hearts131213Spermathecaeone pair in segment 7two pairs in segment 8two pairs in segments 7 and 8Parietal glandslateral to ectal end of prostatic duct?lateral and median to the ectal ends of prostatic ductsSeminal vesiclesin segments 9,10,12in segments 9,10,12in segments 9,10,12Penial setaeabsent?presentCopulatory setaeon segment 7 and rarely on segment 8on segment 8on segments 7 and 8Copulatory setal glandsfree 6–7 on each side in segment 7, and if present a single in segment 8free 2–3 on each side in segment 8in paired coelomic sac in segments 7 and 8Genital marking glandssessile, oval or slightly elongatedsessileabsent
description: Published as part of Ahmed, Shakoor, Julka, Jatinder Mohan, Banerjee, Dhriti & Marimuthu, Nithyanandam, 2023, A new species of the genus Hoplochaetella Michaelsen 1900 (Clitellata: Octochaetidae) from the Deccan Peninsula Biogeographic Zone, India, pp. 179 in Zootaxa 5346 (2) on page 179, DOI: 10.11646/zootaxa.5346.2.5, http://zenodo.org/record/8354659
DOI: 10.5281/zenodo.15136965
title: Tab. 3 in Amélioration des connaissances sur la distribution des Carabidés (Coleoptera: Carabidae) en Suisse: résultats 2018 - 2019 et synthèse finale

description: Tab. 3. Espèces non signalées en Suisse après l’an 2000, avec mention de la dernière année (A).
EspèceAEspèceACarabus variolosus nodulosus1899Ocys harpaloides1981Amara brunnea1902Harpalus flavicornis1982Olisthopus sturmii1938Stenolophus skrimshiranus1983Bembidion laticolle1940Boldoriella tedeschii1985Cymindis angularis1940Bradycellus ruficollis1987Harpalus politus1940Dyschirius gracilis1988Laemostenus insubricus1941Calathus rotundicollis1988Harpalus fuscipalpis1955Cymindis miliaris1988Cicindela sylvatica1956Laemostenus terricola1988Dyschirius politus1959Amara messae1989Dyschirius minutus1959Lebia marginata1990Lophyra flexuosa1960Harpalus flavescens1990Bembidion virens1962Bembidion quadripustulatum1990Cylindera arenaria1964Masoreus wetterhallii1990Acupalpus brunnipes1965Pterostichus macer1992Harpalus servus1966Agonum gracilipes1992Agonum impressum1966Ophonus parallelus1993Philorhizus sigma1969Stomis rostratus1997Bembidion striatum1977Poecilus koyi viaticus1998Badister unipustulatus1981Chlaenius spoliatus1999
description: Published as part of Chittaro, Yannick, Claude, François, Hoess, René, Marggi, Werner, Szallies, Alexander, Straumann, Tobias & Walter, Thomas, 2020, Amélioration des connaissances sur la distribution des Carabidés (Coleoptera: Carabidae) en Suisse: résultats 2018 - 2019 et synthèse finale, pp. 67 in Entomo Helvetica 13 on page 67, DOI: 10.5169/seals-985884, http://zenodo.org/record/8087981
DOI: 10.5281/zenodo.15136966
title: Tab. 3 in Amélioration des connaissances sur la distribution des Carabidés (Coleoptera: Carabidae) en Suisse: résultats 2018 - 2019 et synthèse finale

description: Tab. 3. Espèces non signalées en Suisse après l’an 2000, avec mention de la dernière année (A).
EspèceAEspèceACarabus variolosus nodulosus1899Ocys harpaloides1981Amara brunnea1902Harpalus flavicornis1982Olisthopus sturmii1938Stenolophus skrimshiranus1983Bembidion laticolle1940Boldoriella tedeschii1985Cymindis angularis1940Bradycellus ruficollis1987Harpalus politus1940Dyschirius gracilis1988Laemostenus insubricus1941Calathus rotundicollis1988Harpalus fuscipalpis1955Cymindis miliaris1988Cicindela sylvatica1956Laemostenus terricola1988Dyschirius politus1959Amara messae1989Dyschirius minutus1959Lebia marginata1990Lophyra flexuosa1960Harpalus flavescens1990Bembidion virens1962Bembidion quadripustulatum1990Cylindera arenaria1964Masoreus wetterhallii1990Acupalpus brunnipes1965Pterostichus macer1992Harpalus servus1966Agonum gracilipes1992Agonum impressum1966Ophonus parallelus1993Philorhizus sigma1969Stomis rostratus1997Bembidion striatum1977Poecilus koyi viaticus1998Badister unipustulatus1981Chlaenius spoliatus1999
description: Published as part of Chittaro, Yannick, Claude, François, Hoess, René, Marggi, Werner, Szallies, Alexander, Straumann, Tobias & Walter, Thomas, 2020, Amélioration des connaissances sur la distribution des Carabidés (Coleoptera: Carabidae) en Suisse: résultats 2018 - 2019 et synthèse finale, pp. 67 in Entomo Helvetica 13 on page 67, DOI: 10.5169/seals-985884, http://zenodo.org/record/8087981
DOI: 10.6073/pasta/d63489af723aec3b4a608c54ba7d636d
title: Limno-STOICH a comprehensive database linking the elemental content of organisms with inland, aquatic habitats (2025-12-11)

description: The Limnology Stoichiometric Traits of Organisms In their Chemical Habitats (Limno-STOICH) contains &gt;51,000 observations of organismal elemental content fro &gt;3,100 rivers, lakes, wetlands, and other aquatic ecosystem sites on seven continents. The data are derived from 190+ sources including author contributed collections, novel NEON-related data, and published datasets. The database also includes extensive spatial and temporal metadata to link elemental stoichiometry with ecosystem type, trophic status, etc., and information on organismal data (body size, taxonomic classifications, stable isotope composition) and water physicochemical parameters, as available. Users are encouraged to read the associated manuscript (Corman et al.) for further information.
DOI: 10.34740/kaggle/dsv/14424822
title: BOS Kemdikbud
DOI: 10.15468/dl.ffu3d2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.69985 24.906783, 89.62243100000001 24.901206, 89.54694000000001 24.884614, 89.475251 24.857419, 89.40914600000001 24.820297, 89.350262 24.774171, 89.30005 24.720186, 89.259744 24.65968, 89.230327 24.594152, 89.212509 24.52522, 89.206709 24.454586, 89.213052 24.383991, 89.23136 24.315171, 89.261166 24.249817, 89.301721 24.189532, 89.352019 24.135791, 89.41081800000001 24.08991, 89.47667300000001 24.053009, 89.547972 24.025988, 89.622974 24.009508, 89.69985 24.00397, 89.776726 24.009508, 89.85172799999999 24.025988, 89.923027 24.053009, 89.988882 24.08991, 90.047681 24.135791, 90.097979 24.189532, 90.13853400000001 24.249817, 90.16834 24.315171, 90.18664800000001 24.383991, 90.19299100000001 24.454586, 90.187191 24.52522, 90.16937299999999 24.594152, 90.139956 24.65968, 90.09965 24.720186, 90.04943799999999 24.774171, 89.990554 24.820297, 89.924449 24.857419, 89.85276 24.884614, 89.777269 24.901206, 89.69985 24.906783))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079702-251120083545085/datasets/export for details.
DOI: 10.15468/dl.hv2hkp
title: Occurrence Download

description: A dataset containing 1030446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "Year 1000-2005"
 ]
}

 The dataset includes 1030446 records from 1333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079627-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krf6zw
title: Occurrence Download

description: A dataset containing 21696 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otiorhynchus sulcatus"
 ]
}

 The dataset includes 21696 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011512-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/data/s4soh4
title: Pediatric Snakebite in Sub-Saharan Africa: Clinical Predictors, Outcomes, and Gaps in Care – A Systematic Review [data]

description: This dataset contains study-level aggregated data underlying the systematic review “Pediatric Snakebite in Sub-Saharan Africa: Clinical Predictors, Outcomes, and Gaps in Care.” It includes extracted characteristics of included studies, quality assessment results, search strategies, antivenom use by country, clinical outcomes, prognostic indicators, and summary tables referenced as Supporting Information (S1–S6 Tables) in the manuscript. The data contain no individual patient information and are shared to support transparency, reproducibility, and reuse.
DOI: 10.15468/dl.vbg329
title: Occurrence Download

description: A dataset containing 84429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanocorax chrysops",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 84429 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011455-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18481719
title: CE-MS test data set

description: The CE-MS test file data set consist of two files "CEMS_10ppm.mzML" and "CEMS_25ppm.mzML". The data contains CE-MS runs of a standard mixture that contains e.g. Lysine (at 10 ppm and 25 ppm, respectively) and the neutral EOF marker Paracetamol (50 ppm). The data was acquired on a 7100 capillary electrophoresis system from Agilent Technologies, coupled to an Agilent 6560 IM-QToF-MS. CE Separation was performed using a 80 cm fused silica capillary with an internal diameter of 50 µm and external diameter of 365 µm. The Background Electrolyte was 10 % acetic acid and separation was performed at +30 kV and a constant pressure of 50 mbar. MS detection was performed in positive ionization mode.

The raw data were then converted to an open-source ".mzML" format (Proteowizzard). To reduce data size, the test data was subsequently subset to a retention time range of 400 to 900 seconds and an m/z range from 147.1 to 152.0.
DOI: 10.5281/zenodo.18481720
title: CE-MS test data set

description: The CE-MS test file data set consist of two files "CEMS_10ppm.mzML" and "CEMS_25ppm.mzML". The data contains CE-MS runs of a standard mixture that contains e.g. Lysine (at 10 ppm and 25 ppm, respectively) and the neutral EOF marker Paracetamol (50 ppm). The data was acquired on a 7100 capillary electrophoresis system from Agilent Technologies, coupled to an Agilent 6560 IM-QToF-MS. CE Separation was performed using a 80 cm fused silica capillary with an internal diameter of 50 µm and external diameter of 365 µm. The Background Electrolyte was 10 % acetic acid and separation was performed at +30 kV and a constant pressure of 50 mbar. MS detection was performed in positive ionization mode.

The raw data were then converted to an open-source ".mzML" format (Proteowizzard). To reduce data size, the test data was subsequently subset to a retention time range of 400 to 900 seconds and an m/z range from 147.1 to 152.0.
DOI: 10.15468/dl.53hmwk
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Althaea hirsuta, Althaea hirsuta, Althaea hirsuta)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 233 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011516-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn3z9h
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Knorringia sibirica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 414 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011515-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7887e
title: Occurrence Download

description: A dataset containing 17518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Continent is Europe",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alnus glutinosa"
 ]
}

 The dataset includes 17518 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011513-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9pjfc
title: Occurrence Download

description: A dataset containing 2759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-72.776520 -36.120244, -72.739933 -36.056896, -72.822180 -36.056896, -72.858808 -36.120244, -72.776520 -36.120244))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 2759 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011514-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18481756
title: LINF_320028400

description: LYR domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18481757
title: LINF_320028400

description: LYR domain-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18242287
title: AlphaApta: Single-cell SELEX Dataset and Pretrained Models

description: This repository contains the single-cell SELEX dataset and pretrained model weights for AlphaApta, a foundation model for cell-specific aptamer discovery. The dataset includes multi-modal single-cell data (RNA + Protein expression) from 6 gastric cancer cell lines, along with ~12 million aptamer sequences from SELEX experiments.
description: Please cite the associated publication when using this dataset.
DOI: 10.5281/zenodo.18242288
title: AlphaApta: Single-cell SELEX Dataset and Pretrained Models

description: This repository contains the single-cell SELEX dataset and pretrained model weights for AlphaApta, a foundation model for cell-specific aptamer discovery. The dataset includes multi-modal single-cell data (RNA + Protein expression) from 6 gastric cancer cell lines, along with ~12 million aptamer sequences from SELEX experiments.
description: Please cite the associated publication when using this dataset.
DOI: 10.5281/zenodo.18481572
title: SynthChain: A Synthetic Benchmark and Forensic Analysis of Advanced and Stealthy Software Supply Chain Attacks