cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21410/7e4/kpdyny/vyxt7g
title: messages.po

description: :unav
DOI: 10.21410/7e4/kpdyny/8edp9m
title: update.php

description: :unav
DOI: 10.21410/7e4/kpdyny/bpothr
title: NamedArguments.php

description: :unav
DOI: 10.21410/7e4/kpdyny/phjrqt
title: ExpressionNote.php

description: :unav
DOI: 10.21410/7e4/kpdyny/tchbzw
title: menu-expressioncomparison-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/dzirey
title: Status.php

description: :unav
DOI: 10.21410/7e4/kpdyny/enzgjs
title: Document.php

description: :unav
DOI: 10.21410/7e4/kpdyny/idlaik
title: DocumentNote.php

description: :unav
DOI: 10.21410/7e4/kpdyny/wyvvgw
title: angelfishfavicon.ico

description: :unav
DOI: 10.21410/7e4/kpdyny/bcsd1q
title: noteForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/fjp5y3
title: jquery.autocomplete.css

description: :unav
DOI: 10.21410/7e4/kpdyny/0jktty
title: ajax_processing.php

description: :unav
DOI: 10.21410/7e4/kpdyny/1zxpsx
title: .gitignore

description: :unav
DOI: 10.21410/7e4/kpdyny/qw0sag
title: coral-change.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/olaziq
title: licenseForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/e2eb4w
title: jquery.tooltip.min.js

description: :unav
DOI: 10.21410/7e4/kpdyny/gwbp0s
title: menu-end-on.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/yzka2k
title: attachmentForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/6piwfb
title: arrowdown_sel.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/jzhz8t
title: menu-end-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/vxujrl
title: ajax_forms.php

description: :unav
DOI: 10.21410/7e4/kpdyny/zp00gh
title: menu-end.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/wfwwax
title: menu-licensesinprogress-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/6eqfn2
title: arrowup.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/mfne28
title: LdapPerson.php

description: :unav
DOI: 10.21410/7e4/kpdyny/stxiyn
title: coral-resources.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ynoc9i
title: Utility.php

description: :unav
DOI: 10.21410/7e4/kpdyny/hbr6wi
title: licensingtitle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/z95uod
title: DBService.php

description: :unav
DOI: 10.5281/zenodo.14801715
title: AMYPAD PNHS - Image Derived Phenotypes v202502

description: The Amyloid Imaging to Prevent Alzheimer’s Disease (AMYPAD) Prognostic and Natural History Study (PNHS) is an open-label, prospective, multicentre, cohort study linked to a variety of European Parent Cohorts. AMYPAD PNHS aims to improve disease modelling efforts and individualized risk stratification within the context of Alzheimer's disease, by the additional collection of amyloid burden, measured by positron emission tomography (PET) imaging.

This dataset contains image derived phenotypes (IDPs) extracted from multimodal MRI.
DOI: 10.21410/7e4/kpdyny/lnrlac
title: license.php

description: :unav
DOI: 10.21410/7e4/kpdyny/y5u08r
title: DocumentType.php

description: :unav
DOI: 10.21410/7e4/kpdyny/95olas
title: translate.js

description: :unav
DOI: 10.21410/7e4/kpdyny/izl8gi
title: menu-newlicense.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/jqgtka
title: License.php

description: :unav
DOI: 10.21410/7e4/kpdyny/q1v1ri
title: jquery.tooltip.css

description: :unav
DOI: 10.21410/7e4/kpdyny/ju0r00
title: sfxForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/i5po4z
title: common.js

description: :unav
DOI: 10.21410/7e4/kpdyny/sj7cmr
title: thickbox.css

description: :unav
DOI: 10.21410/7e4/kpdyny/k2jzgk
title: ExpressionQualifierProfile.php

description: :unav
DOI: 10.21410/7e4/kpdyny/diswsu
title: admin.js

description: :unav
DOI: 10.21410/7e4/kpdyny/trbmxw
title: title.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/5tcjgn
title: expressionNotesForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/cdth8p
title: menu-home.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/yyzrqf
title: Contact.php

description: :unav
DOI: 10.21410/7e4/kpdyny/y2ou7v
title: compare.php

description: :unav
DOI: 10.21410/7e4/kpdyny/onntf0
title: picoflogoff.png

description: :unav
DOI: 10.21410/7e4/kpdyny/a9hffl
title: .htaccess

description: :unav
DOI: 10.21410/7e4/kpdyny/khp3tx
title: .gitignore

description: :unav
DOI: 10.21410/7e4/kpdyny/l9nzic
title: configuration_sample.ini

description: :unav
DOI: 10.21410/7e4/kpdyny/aog7ll
title: jquery.tooltip.pack.js

description: :unav
DOI: 10.21410/7e4/kpdyny/qp7zvw
title: in_progress.php

description: :unav
DOI: 10.21410/7e4/kpdyny/tho0qk
title: documentForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/9sx57b
title: Object.php

description: :unav
DOI: 10.21410/7e4/kpdyny/5q1h9o
title: coral-icon.jpg

description: :unav
DOI: 10.21410/7e4/kpdyny/fitm24
title: menu-expressioncomparison.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/cpvpfm
title: contactSubmitForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/x7wvn1
title: menu-end-on.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/dznaay
title: NamedArguments.php

description: :unav
DOI: 10.21410/7e4/kpdyny/nvf3ot
title: menu-admin.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/klqvzq
title: tab.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/vaaudj
title: thickbox.css

description: :unav
DOI: 10.21410/7e4/kpdyny/difuo7
title: User.php

description: :unav
DOI: 10.21410/7e4/kpdyny/dwflfr
title: favicon.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/rkypwv
title: Privilege.php

description: :unav
DOI: 10.21410/7e4/kpdyny/wewwhp
title: menu-home-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/8rwsv8
title: .htaccess

description: :unav
DOI: 10.21410/7e4/kpdyny/ssprby
title: LdapPerson.php

description: :unav
DOI: 10.21410/7e4/kpdyny/e34iuv
title: IssueContact.php

description: :unav
DOI: 10.21410/7e4/kpdyny/13dee8
title: README

description: :unav
DOI: 10.21410/7e4/kpdyny/wtvlqs
title: configuration_sample.ini

description: :unav
DOI: 10.21410/7e4/kpdyny/9ayafp
title: Contact.php

description: :unav
DOI: 10.21410/7e4/kpdyny/2kk3fc
title: CalendarPopup.js

description: :unav
DOI: 10.21410/7e4/kpdyny/zrumce
title: search.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ubb6gl
title: upgrade_1_1.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/5hnpag
title: organizationSubmitForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/blsbeh
title: OrganizationHierarchy.php

description: :unav
DOI: 10.21410/7e4/kpdyny/yfyzun
title: Email.php

description: :unav
DOI: 10.21410/7e4/kpdyny/galany
title: jquery.tooltip.min.js

description: :unav
DOI: 10.21410/7e4/kpdyny/brdsyh
title: ContactRole.php

description: :unav
DOI: 10.21410/7e4/kpdyny/uvk71c
title: loadingAnimation.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/a3gxfe
title: export_downtimes.php

description: :unav
DOI: 10.21410/7e4/kpdyny/4ima0t
title: ExternalLoginType.php

description: :unav
DOI: 10.21410/7e4/kpdyny/hya2pg
title: footer.php

description: :unav
DOI: 10.21410/7e4/kpdyny/wyzqzi
title: datePicker.css

description: :unav
DOI: 10.21410/7e4/kpdyny/kgjjas
title: menu-bar.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/s4wqpd
title: coral-resources.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/jrh84k
title: Downtime.php

description: :unav
DOI: 10.21410/7e4/kpdyny/k1xadi
title: arrowdown.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/c0zezw
title: Alias.php

description: :unav
DOI: 10.21410/7e4/kpdyny/i6ptx7
title: menu-home-on.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/uhxkxp
title: organizationstitle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/vz7lzi
title: arrowup.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/fpsofs
title: coral-licensing.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/y0koan
title: xls.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ytgixd
title: messages.mo

description: :unav
DOI: 10.21410/7e4/kpdyny/iuz34a
title: export_resourceissues.php

description: :unav
DOI: 10.21410/7e4/kpdyny/8ko45f
title: jquery.tooltip.css

description: :unav
DOI: 10.21410/7e4/kpdyny/dum3tb
title: upgrade.php

description: :unav
DOI: 10.21410/7e4/kpdyny/1h2s7q
title: admin.js

description: :unav
DOI: 10.21410/7e4/kpdyny/bl78yu
title: Issue.php

description: :unav
DOI: 10.21410/7e4/kpdyny/5svwcf
title: favicon.ico

description: :unav
DOI: 10.21410/7e4/kpdyny/c8wlxd
title: menu-end.gif

description: :unav
DOI: 10.15468/dl.rpct3s
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amegilla bothai (Friese, 1911)"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011340-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/kpdyny/lqfe7g
title: admin.php

description: :unav
DOI: 10.21410/7e4/kpdyny/velv6w
title: OrganizationRoleProfile.php

description: :unav
DOI: 10.21410/7e4/kpdyny/6yh8pr
title: jquery.autocomplete.css

description: :unav
DOI: 10.21410/7e4/kpdyny/6hm5x4
title: index.php

description: :unav
DOI: 10.21410/7e4/kpdyny/q94kdp
title: menu-admin-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/0qmfeu
title: aliasSubmitForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/68s50c
title: test_create.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/ys39od
title: button-left.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/hxo1qp
title: orgDetail.php

description: :unav
DOI: 10.21410/7e4/kpdyny/sszr0g
title: coral-main.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/wknk4e
title: searchbox.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/4xy1zm
title: Object.php

description: :unav
DOI: 10.21410/7e4/kpdyny/6g5nqg
title: macFFBgHack.png

description: :unav
DOI: 10.21410/7e4/kpdyny/44aclq
title: translate.js

description: :unav
DOI: 10.21410/7e4/kpdyny/fsofai
title: issues_export.php

description: :unav
DOI: 10.21410/7e4/kpdyny/yysl23
title: COPYING

description: :unav
DOI: 10.21410/7e4/kpdyny/nxxgco
title: DynamicObject.php

description: :unav
DOI: 10.21410/7e4/kpdyny/r1bzev
title: turtlefavicon.ico

description: :unav
DOI: 10.21410/7e4/kpdyny/v4mjn8
title: Configuration.php

description: :unav
DOI: 10.21410/7e4/kpdyny/hkg5qn
title: coral-change.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/q4uxm5
title: jquery.datePicker.js

description: :unav
DOI: 10.21410/7e4/kpdyny/qa1mzb
title: user.php

description: :unav
DOI: 10.21410/7e4/kpdyny/xas0sq
title: menu-neworganization-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/e34p2m
title: menu-neworganization.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/kt4dph
title: button-middle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ilskjh
title: setuser.php

description: :unav
DOI: 10.21410/7e4/kpdyny/gqxexu
title: jquery.js

description: :unav
DOI: 10.21410/7e4/kpdyny/90x9xs
title: coral-usage.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/gq2fz8
title: messages.po

description: :unav
DOI: 10.21410/7e4/kpdyny/wmmce4
title: oldturtlefavicon.ico

description: :unav
DOI: 10.21410/7e4/kpdyny/elq8q5
title: button-right.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/t1heap
title: common.js

description: :unav
DOI: 10.21410/7e4/kpdyny/vkdti9
title: externalLoginSubmitForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/sxejas
title: coral-cancellation.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ejs7uw
title: menu-end-over.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/fvf2t6
title: jquery.tooltip.js

description: :unav
DOI: 10.21410/7e4/kpdyny/slbeqa
title: header.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/ozhulh
title: Gettext.js

description: :unav
DOI: 10.21410/7e4/kpdyny/iwxofu
title: issueLogSubmitForm.js

description: :unav
DOI: 10.21410/7e4/kpdyny/xhgh4z
title: summary.php

description: :unav
DOI: 10.21410/7e4/kpdyny/snwsoc
title: manual_upgrade_charset_utf8.txt

description: :unav
DOI: 10.21410/7e4/kpdyny/kdj9zo
title: AliasType.php

description: :unav
DOI: 10.21410/7e4/kpdyny/neohcq
title: Utility.php

description: :unav
DOI: 10.21410/7e4/kpdyny/dcz0z0
title: IssueEmail.php

description: :unav
DOI: 10.21410/7e4/kpdyny/2ggmlo
title: paperclip.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/wab6z2
title: State.php

description: :unav
DOI: 10.21410/7e4/kpdyny/6s684k
title: arrow-up-right.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/8wkune
title: ajax_htmldata.php

description: :unav
DOI: 10.21410/7e4/kpdyny/akzcjy
title: index.js

description: :unav
DOI: 10.21410/7e4/kpdyny/xxvpla
title: Organization.php

description: :unav
DOI: 10.21410/7e4/kpdyny/tvz30d
title: ajax_forms.php

description: :unav
DOI: 10.21410/7e4/kpdyny/m6vvr9
title: edit.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/m9n5nl
title: upgrade_issues_enhancements.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/hzdyjr
title: header.php

description: :unav
DOI: 10.21410/7e4/kpdyny/abefvf
title: update_latin1-to-utf8.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/pypiu4
title: .gitignore

description: :unav
DOI: 10.21410/7e4/kpdyny/7aa3qu
title: style.css

description: :unav
DOI: 10.21410/7e4/kpdyny/amge90
title: date.js

description: :unav
DOI: 10.21410/7e4/kpdyny/rxypve
title: directory.php

description: :unav
DOI: 10.21410/7e4/kpdyny/cz32sl
title: menu-admin-on.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/fqzgkl
title: coral_organizations_data_model.pdf

description: :unav
DOI: 10.21410/7e4/kpdyny/syir3p
title: index.php

description: :unav
DOI: 10.21410/7e4/kpdyny/q5wm9h
title: upgrade_NEXT.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/g3fynu
title: jquery.autocomplete.js

description: :unav
DOI: 10.21410/7e4/kpdyny/fz5qec
title: ajaxupload.3.5.js

description: :unav
DOI: 10.21410/7e4/kpdyny/ydfxbu
title: menu-home.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/hbhizg
title: ContactRoleProfile.php

description: :unav
DOI: 10.21410/7e4/kpdyny/m7a86h
title: DatabaseObject.php

description: :unav
DOI: 10.21410/7e4/kpdyny/6safv4
title: thickbox.js

description: :unav
DOI: 10.21410/7e4/kpdyny/qqhnr9
title: coral-organizations.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/xjyerc
title: circle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/fjwpoq
title: favicon.jpg

description: :unav
DOI: 10.21410/7e4/kpdyny/nyconh
title: IssueLog.php

description: :unav
DOI: 10.21410/7e4/kpdyny/rtcg9o
title: Country.php

description: :unav
DOI: 10.21410/7e4/kpdyny/lxheko
title: LangCodes.php

description: :unav
DOI: 10.21410/7e4/kpdyny/eajmk4
title: title.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/omukq5
title: IssueLogType.php

description: :unav
DOI: 10.21410/7e4/kpdyny/hsc1my
title: DBService.php

description: :unav
DOI: 10.21410/7e4/kpdyny/xsoump
title: UPGRADE_README

description: :unav
DOI: 10.21410/7e4/kpdyny/doonzk
title: calendar.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/gd5b2n
title: .htaccess

description: :unav
DOI: 10.21410/7e4/kpdyny/li5qxu
title: orgDetail.js

description: :unav
DOI: 10.21410/7e4/kpdyny/2vmgwi
title: OrganizationRole.php

description: :unav
DOI: 10.21410/7e4/kpdyny/c9bwqu
title: IssueRelationship.php

description: :unav
DOI: 10.21410/7e4/kpdyny/cf7fax
title: cross.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/iml4z2
title: jquery.tooltip.pack.js

description: :unav
DOI: 10.6084/m9.figshare.26946023
title: Treprostinil palmitil inhalation powder leverages endogenous lung enzymes to provide sustained treprostinil

description: To determine key enzymes enabling treprostinil palmitil (TP) conversion to treprostinil and the main converting sites in the respiratory system. We performed in vitro activity assays to identify lung enzymes hydrolyzing TP, and cell-based assays and immunostainings to establish the likely locations within the lung. Lipoprotein lipase (LPL) had greater activity than the other tested lung enzymes. Excess LPL activity was present both in vitro and at the target TP dose in vivo. LPL is likely the key enzyme enabling TP conversion. The rate-limiting step is likely the accessibility of TP and not the enzyme activity.
DOI: 10.6084/m9.figshare.26946023.v1
title: Treprostinil palmitil inhalation powder leverages endogenous lung enzymes to provide sustained treprostinil

description: To determine key enzymes enabling treprostinil palmitil (TP) conversion to treprostinil and the main converting sites in the respiratory system. We performed in vitro activity assays to identify lung enzymes hydrolyzing TP, and cell-based assays and immunostainings to establish the likely locations within the lung. Lipoprotein lipase (LPL) had greater activity than the other tested lung enzymes. Excess LPL activity was present both in vitro and at the target TP dose in vivo. LPL is likely the key enzyme enabling TP conversion. The rate-limiting step is likely the accessibility of TP and not the enzyme activity.
DOI: 10.21410/7e4/kpdyny/09nyv5
title: ajax_processing.php

description: :unav
DOI: 10.21410/7e4/kpdyny/5josdy
title: create_tables_data.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/syl0oi
title: style.css

description: :unav
DOI: 10.21410/7e4/kpdyny/2f74kg
title: ExternalLogin.php

description: :unav
DOI: 10.21410/7e4/kpdyny/4nccwe
title: UsageStatisticsByTitles.php

description: :unav
DOI: 10.21410/7e4/kpdyny/opxlbz
title: admin-README

description: :unav
DOI: 10.21410/7e4/kpdyny/umf2fv
title: jquery.floatThead.min.js

description: :unav
DOI: 10.21410/7e4/kpdyny/ew2nth
title: reportstitle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/6zhchj
title: configuration_sample.ini

description: :unav
DOI: 10.21410/7e4/kpdyny/i0hkpi
title: UsageStatisticsByProviderPublisher.php

description: :unav
DOI: 10.21410/7e4/kpdyny/rxmg1s
title: header.php

description: :unav
DOI: 10.21410/7e4/kpdyny/uvynyp
title: reportingtitle.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/m8fo2u
title: UsageStatisticsProviderRollupTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/vfhloa
title: .gitignore

description: :unav
DOI: 10.21410/7e4/kpdyny/0bfpra
title: report.js

description: :unav
DOI: 10.21410/7e4/kpdyny/3gllij
title: index.php

description: :unav
DOI: 10.21410/7e4/kpdyny/3wyj85
title: footer.php

description: :unav
DOI: 10.21410/7e4/kpdyny/g04uuv
title: ProviderPublisherParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/hzuc0u
title: FormInputsTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/nc5s6b
title: create_tables_data.sql

description: :unav
DOI: 10.21410/7e4/kpdyny/9f26f9
title: printer.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/rmzp2t
title: ReportNotes.php

description: :unav
DOI: 10.21410/7e4/kpdyny/m5qduj
title: DropdownParameterTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/ba06oq
title: CheckboxParameterTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/biytil
title: directory.php

description: :unav
DOI: 10.21410/7e4/kpdyny/bsazrg
title: search.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/uzqhdp
title: thickbox.css

description: :unav
DOI: 10.21410/7e4/kpdyny/qzz8xh
title: DBResultTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/9tgdyp
title: ReportInterface.php

description: :unav
DOI: 10.21410/7e4/kpdyny/eyt0dp
title: DBServiceTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/bck0n1
title: arrowup_sel.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/lepuhw
title: report.php

description: :unav
DOI: 10.21410/7e4/kpdyny/pmfzui
title: popup.php

description: :unav
DOI: 10.21410/7e4/kpdyny/n5samm
title: seahorsefavicon.ico

description: :unav
DOI: 10.21410/7e4/kpdyny/m2en6z
title: calendar.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/6kbhxf
title: UsageStatisticsByProviderPublisherTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/sfabon
title: .htaccess

description: :unav
DOI: 10.21410/7e4/kpdyny/iivvpj
title: CalendarPopup.js

description: :unav
DOI: 10.21410/7e4/kpdyny/x0ksdf
title: jquery.autocomplete.js

description: :unav
DOI: 10.21410/7e4/kpdyny/frccer
title: header.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/bagdot
title: bootstrap.php

description: :unav
DOI: 10.21410/7e4/kpdyny/oyma1k
title: FormInputs.php

description: :unav
DOI: 10.21410/7e4/kpdyny/muwuvg
title: help.jpg

description: :unav
DOI: 10.21410/7e4/kpdyny/ik7igh
title: UsageStatisticsPublisherRollup.php

description: :unav
DOI: 10.21410/7e4/kpdyny/u9kl7e
title: LimitParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/usbpva
title: PublisherParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/5jk7qc
title: UsageStatisticsYearlyUsageStatistics.php

description: :unav
DOI: 10.21410/7e4/kpdyny/012erj
title: CheckSummaryOnlyParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/rek3ou
title: MultiselectParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/cybr9d
title: print.css

description: :unav
DOI: 10.21410/7e4/kpdyny/jnlbzh
title: upgrade.php

description: :unav
DOI: 10.21410/7e4/kpdyny/rp8myw
title: DropdownParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/xzsnsq
title: paperclip.gif

description: :unav
DOI: 10.21410/7e4/kpdyny/dscu6j
title: jquery.js

description: :unav
DOI: 10.34740/kaggle/dsv/10660688
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.21410/7e4/kpdyny/2ef5j5
title: ParameterTest.php

description: :unav
DOI: 10.21410/7e4/kpdyny/u01nkv
title: UsageStatisticsTopResourceRequests.php

description: :unav
DOI: 10.21410/7e4/kpdyny/jcrgoj
title: DateRangeParameter.php

description: :unav
DOI: 10.17044/scilifelab.12482183
title: LNP drug delivery image data

description: Data to accompany the manuscript "Deep learnings models for lipid-nanoparticle-based drug delivery"<br>Abstract:Large-scale time-lapse microscopy experiments are useful to understand delivery and expression in RNA-based therapeutics. The resulting data has high dimensionality and high (but sparse) information content, making it challenging and costly to store and process. Early prediction of experimental outcome enables intelligent data management and decision making. We start from time-lapse data of HepG2 cells exposed to lipid-nanoparticles loaded with mRNA for expression of green fluorescent protein (GFP). We hypothesize that it is possible to predict if a cell will express GFP or not based on cell morphology at time-points prior to GFP expression. Here we present results on per-cell classification (GFP expression/no GFP expression) and regression (level of GFP expression) using three different approaches. In the first approach we use a convolutional neural network extracting per-cell features at each time point. We then utilize the same features combined with: a long-short-term memory (LSTM) network encoding temporal dynamics (approach 2); and time-series feature extraction using the python package tsfresh followed by principal component analysis and gradient boosting machines (approach 3), to reach a final classification or regression result. Application of the three approaches to a previously unanalyzed test set of cells showed good predictive performance of all three approaches but that accounting for the temporal dynamics via LSTMs or tsfresh led to significantly improved performance. The predictions made by the LSTM and tsfresh applications were not significantly different. The results highlight the benefit of accounting for temporal dynamics when studying drug delivery using high content imaging.<br>Python code:https://github.com/pharmbio/phil_LNP_modelling<br><br><br><br><br><br>
DOI: 10.21410/7e4/kpdyny/zb4kso
title: ProviderParameter.php

description: :unav
DOI: 10.21410/7e4/kpdyny/gw5xgw
title: date.js

description: :unav