From eda9748be6465bbe27dca7792ecc1b691faff3d9 Mon Sep 17 00:00:00 2001 From: olas Date: Tue, 9 Jan 2024 12:22:10 +0000 Subject: [PATCH] deploy: 74a3b3140f12d1de52974a2d85fe5e4392923d3b --- about/index.html | 2 +- blog/10th-profiling-symposium-2020/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- blog/alex-intropres-2017/index.html | 2 +- blog/amelie-joins-team/index.html | 2 +- blog/andreina-new-postdoc/index.html | 2 +- .../index.html | 2 +- blog/bbq2017/index.html | 2 +- blog/bbq2018/index.html | 2 +- blog/bigdata-ssf-grant-2017/index.html | 2 +- blog/blodomloppet2017/index.html | 2 +- blog/cfp-jcheminf-2017/index.html | 2 +- blog/charme-bigdata-2017/index.html | 2 +- blog/christa-mobility-granted/index.html | 2 +- blog/cim2018/index.html | 2 +- blog/cim2021/index.html | 2 +- blog/cloud-beer-2017/index.html | 2 +- blog/copa2017/index.html | 2 +- blog/copa2018-niharika/index.html | 2 +- blog/cp-design-microplates/index.html | 2 +- blog/data-engineer-position-2020/index.html | 2 +- blog/david-joins-team/index.html | 2 +- blog/denbi-conf-2017/index.html | 2 +- blog/dissertation-samuel/index.html | 2 +- blog/ecpc-escience-cancer-workflow/index.html | 2 +- blog/elrig-2022/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- blog/haste-azvisit-2017/index.html | 2 +- .../index.html | 2 +- blog/iccws2017/index.html | 2 +- blog/index.html | 2 +- blog/interview-spjuth-faculty/index.html | 2 +- blog/jon-devfest-siberia/index.html | 2 +- blog/jordi-joins-team/index.html | 2 +- blog/khinsen-pres-2018/index.html | 2 +- blog/laeeq-phd-defence/index.html | 2 +- blog/ldsv2018/index.html | 2 +- blog/marco-phd-defence/index.html | 2 +- blog/marco-spark-summit/index.html | 2 +- blog/neic-glenna-final-meeting/index.html | 2 +- blog/ola-biomedit-video/index.html | 2 +- blog/ola-spjuth-professor/index.html | 2 +- blog/olas-pres-dis2019/index.html | 2 +- blog/olas-pres-slaseurope2019/index.html | 2 +- blog/open-positions-cbcs-node/index.html | 2 +- .../index.html | 2 +- blog/orn-workshop-2017/index.html | 2 +- blog/papers-accepted-copa2019/index.html | 2 +- blog/phdposition2019-cellbio/index.html | 2 +- blog/phenomenal-glenna2/index.html | 2 +- .../index.html | 2 +- blog/phil-starting-2017/index.html | 2 +- .../index.html | 2 +- blog/postdoc-haste-2017/index.html | 2 +- blog/postdoc-pos-ai-decisions-2020/index.html | 2 +- blog/postdoc-pos-ai-haste-2020/index.html | 2 +- .../index.html | 2 +- blog/presenting-at-copa2019/index.html | 2 +- .../index.html | 2 +- blog/recruitment-phd-haste/index.html | 2 +- blog/recruitment-phd-lecturer-2019/index.html | 2 +- blog/retreat2019/index.html | 2 +- blog/roland-pres-ptgs/index.html | 2 +- blog/saml-gostockholm2018/index.html | 2 +- blog/samuel-phd-defence/index.html | 2 +- blog/scilife-covid19-funded/index.html | 2 +- .../index.html | 2 +- blog/spark-vs/index.html | 2 +- .../index.html | 2 +- blog/tryggve2kickoff/index.html | 2 +- .../index.html | 2 +- blog/workshop-halle-2017/index.html | 2 +- categories/index.html | 2 +- education/index.html | 2 +- home/index.html | 2 +- index.html | 16 +-- index.xml | 9 ++ infrastructure/index.html | 2 +- people/abir/index.html | 2 +- people/akshai/index.html | 2 +- people/alex/index.html | 2 +- people/amelie/index.html | 2 +- people/anders/index.html | 2 +- people/andreina/index.html | 2 +- people/anton/index.html | 2 +- people/arvid/index.html | 2 +- people/ash/index.html | 2 +- people/axel/index.html | 2 +- people/ayildirim/index.html | 2 +- people/benjamin/index.html | 2 +- people/christa/index.html | 2 +- people/dahlo/index.html | 2 +- people/dalia/index.html | 2 +- people/dan/index.html | 2 +- people/daniel/index.html | 2 +- people/david/index.html | 2 +- people/davidd/index.html | 2 +- people/ebba/index.html | 2 +- people/erik_p/index.html | 2 +- people/ernst/index.html | 2 +- people/gokce1/index.html | 2 +- people/index.html | 2 +- people/jon/index.html | 2 +- people/jonalv/index.html | 2 +- people/jonne/index.html | 2 +- people/jordi/index.html | 2 +- people/juaninda/index.html | 2 +- people/laeeq/index.html | 2 +- people/laura/index.html | 2 +- people/malin/index.html | 2 +- people/marco/index.html | 2 +- people/maris/index.html | 2 +- people/martin/index.html | 2 +- people/matteo/index.html | 2 +- people/morgan/index.html | 2 +- people/niharika/index.html | 2 +- people/nima/index.html | 2 +- people/olas/index.html | 2 +- people/oliver/index.html | 2 +- people/ovidiu/index.html | 2 +- people/paschalis/index.html | 2 +- people/patrik/index.html | 2 +- people/phil/index.html | 2 +- people/polina/index.html | 2 +- people/rikard/index.html | 2 +- people/saml/index.html | 2 +- people/sebastian/index.html | 2 +- people/star/index.html | 2 +- people/steph/index.html | 2 +- people/tanya/index.html | 2 +- people/ulf/index.html | 2 +- people/valyo/index.html | 2 +- people/victor/index.html | 2 +- people/wes/index.html | 2 +- people/ximeng/index.html | 2 +- people/xinyi/index.html | 2 +- poster/2008-bioclipse2/index.html | 2 +- poster/2013-ecpc/index.html | 2 +- poster/2015-cml/index.html | 2 +- poster/2015-cp-spark/index.html | 2 +- poster/2015-mlindd/index.html | 2 +- poster/2015-sciluigi/index.html | 2 +- poster/2015-screening-spark/index.html | 2 +- poster/2016-bridgedb/index.html | 2 +- poster/2016-easymapreduce/index.html | 2 +- poster/2016-scipipe/index.html | 2 +- poster/2018-infrastructure/index.html | 2 +- poster/2018-mare/index.html | 2 +- poster/2018-metabolic-predictions/index.html | 2 +- poster/2018-transfer-cnn/index.html | 2 +- poster/2019-cloud/index.html | 2 +- poster/2019-dynamic-model/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- poster/index.html | 2 +- presentation/2015-agile-ml-ebi/index.html | 2 +- presentation/2015-ecpc/index.html | 2 +- .../2015-sensitive-data-ebi/index.html | 2 +- presentation/2016-bigdata-medicine/index.html | 2 +- .../2016-cont-modeling-icpb/index.html | 2 +- presentation/2016-opentox/index.html | 2 +- presentation/2016-smwcon-rdfio/index.html | 2 +- .../2017-big-data-training-school/index.html | 2 +- presentation/2017-cloudbeer/index.html | 2 +- .../2017-copa-cross-venn-abers/index.html | 2 +- presentation/2017-denbi/index.html | 2 +- .../2017-pachyderm-big-data/index.html | 2 +- presentation/2017-sparksummit/index.html | 2 +- presentation/2018-copa/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../2018-vendor-agnostic-spark/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- presentation/index.html | 2 +- .../ai-confidence-drugdiscovery/index.html | 2 +- project/autonomous-phenomics/index.html | 2 +- project/haste/index.html | 2 +- project/index.html | 2 +- .../index.html | 2 +- project/phenptypic-drug-discovery/index.html | 2 +- project/rdfio/index.html | 2 +- .../2006-the-lcb-data-warehouse/index.html | 2 +- publication/2007-bioclipse/index.html | 2 +- publication/2008-c1c2/index.html | 2 +- publication/2008-pcm-hiv-protease/index.html | 2 +- publication/2009-bioclipse2/index.html | 2 +- publication/2009-xmpp-iodata/index.html | 2 +- publication/2010-escience-bayes/index.html | 2 +- publication/2010-metaprint2d/index.html | 2 +- .../index.html | 2 +- publication/2010-qsar-ml/index.html | 2 +- publication/2011-bioclipse-ds/index.html | 2 +- publication/2011-bioclipse-opentox/index.html | 2 +- publication/2011-brunn/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2011-hiv-drc/index.html | 2 +- .../index.html | 2 +- publication/2011-rdf-cheminf-pcm/index.html | 2 +- publication/2011-sail/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2012-bioclipse-opendd/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../2013-inchi-cdk-bioclipse/index.html | 2 +- .../index.html | 2 +- publication/2013-mapreduce-vs/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2013-quantmap/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2014-dils-sail/index.html | 2 +- publication/2014-htseq-hadoop/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../2015-benchmarking-data-set/index.html | 2 +- publication/2015-bioimg/index.html | 2 +- publication/2015-cp-interpret/index.html | 2 +- .../index.html | 2 +- publication/2015-modeling-cloud/index.html | 2 +- .../index.html | 2 +- publication/2015-spark-cp/index.html | 2 +- .../index.html | 2 +- publication/2015-wf-bioinfo/index.html | 2 +- .../index.html | 2 +- publication/2016-large-scale-svm/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2016-sciluigi/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../2017-docking-of-macrocycles/index.html | 2 +- .../2017-escience-cancer-screening/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2017-rdfio/index.html | 2 +- .../2017-silver-resistance-genes/index.html | 2 +- .../index.html | 2 +- .../2017-virtual-screening-spark/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2018-galaxy-kubernetes/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2018-ptp/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2019-scipipe/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2021-scconnect/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2023-bf-moa-plos/index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- .../index.html | 2 +- publication/2023-nam-edc-parc/index.html | 2 +- .../index.html | 2 +- .../index.html | 118 ++++++++++++++++++ publication/index.html | 47 ++++++- publication/index.xml | 11 +- rightcol-front/index.html | 2 +- sitemap.xml | 7 +- tags/index.html | 2 +- tool/aros/index.html | 2 +- tool/bioclipse/index.html | 2 +- tool/easymapreduce/index.html | 2 +- tool/flowbase/index.html | 2 +- tool/index.html | 2 +- tool/kubenow/index.html | 2 +- tool/metaprint2d/index.html | 2 +- tool/modelingweb/index.html | 2 +- tool/ndcp/index.html | 2 +- tool/rdfio/index.html | 2 +- tool/sciluigi/index.html | 2 +- tool/scipipe/index.html | 2 +- tool/sparkcp/index.html | 2 +- tool/sparknow/index.html | 2 +- tool/xmetdb/index.html | 2 +- 358 files changed, 549 insertions(+), 363 deletions(-) create mode 100644 publication/2024-insights-drug-cardiotoxicity-biological-chemical-data-dictrank/index.html diff --git a/about/index.html b/about/index.html index 0ca04fec8..4dd623ab2 100644 --- a/about/index.html +++ b/about/index.html @@ -7,7 +7,7 @@ - + + + + + + + + + + +
+
+ +
+
+ +
+
+ +

Insights into Drug Cardiotoxicity from Biological and Chemical Data: The First Public Classifiers for FDA DICTrank

+

← Back to publications

+ +

Published: 2024-01-08

+ +

Formatted citation

+

+ Seal S, Spjuth O, Hosseini-Gerami L, Garcia-Ortegon M, Singh S, Bender A, Carpenter AE.. + Insights into Drug Cardiotoxicity from Biological and Chemical Data: The First Public Classifiers for FDA DICTrank. +
Journal of Chemical Information and Modeling. + Accepted (2024). + + +

+

Abstract

+

Drug-induced cardiotoxicity (DICT) is a major concern in drug development, accounting for 10-14% of postmarket withdrawals. In this study, we explored the capabilities of chemical and biological data to predict cardiotoxicity, using the recently released DICTrank dataset from the United States FDA. We found that such data, including protein targets, especially those related to ion channels (e.g. hERG), physicochemical properties (e.g. electrotopological state) and peak concentration in plasma offer strong predictive ability for DICT. Compounds annotated with mechanisms of action such as cyclooxygenase inhibition could distinguish between most-concern and no-concern DICT. Cell Painting features for ER stress discerned most-concern cardiotoxic from non-toxic compounds. Models based on physicochemical properties provided substantial predictive accuracy (AUCPR = 0.93). With the availability of -omics data in the future, using biological data promises enhanced predictability and deeper mechanistic insights, paving the way for safer drug development.

+ +
+
+ + + + + + + + + diff --git a/publication/index.html b/publication/index.html index 76fb887aa..ea29ce51f 100644 --- a/publication/index.html +++ b/publication/index.html @@ -7,7 +7,7 @@ - +