HLS-Cardiac Safety AI Trained Human Heart and Micro Heart Model
HLS-Cardiac Safety AI Trained Human Heart and Micro Heart Model
批准号:
9764845
负责人:
Tetsuro Wakatsuki
金额:
$88.17万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-06-15 至 2021-05-31
关键词:
3-DimensionalAction PotentialsAddressAdultArrhythmiaArtificial IntelligenceBiological AssayBiomedical ResearchBiotechnologyCalciumCardiacCardiac MyocytesCardiotoxicityCellsClinicalClinical TrialsCommunitiesComputer AnalysisComputer SimulationContractsCouplingDNA Sequence AlterationDataDevelopmentDoseDrug CostsDrug IndustryElectrophysiology (science)ExhibitsExpert SystemsFibroblastsGene ExpressionGenerationsGeneticGenetic Predisposition to DiseaseGuidelinesHeartHumanIn VitroIndividualIon ChannelLaboratoriesLibrariesMarketingMeasuresMethodsMichiganMitochondriaModelingPharmaceutical PreparationsPharmacologic SubstancePharmacologyPhasePhenotypePhysiologyPopulation HeterogeneityPreclinical TestingProbabilityProcessProductivityProtocols documentationPublishingPumpReproducibilityRiskRunningSafetySample SizeSamplingScientistShippingShipsSliceSmall Business Innovation Research GrantStatistical Data InterpretationStem cellsSudden DeathSystemTestingTissuesTrainingUniversitiesValidationWashingtonWorkbasecardiac tissue engineeringcommercializationcomputerized toolscostcost effectivedrug candidatedrug developmentdrug discoveryexperimental analysisexperimental studyheart cellheart preservationhigh throughput screeninghuman dataimprovedin vitro Assayinduced pluripotent stem cellmathematical modelnovel therapeuticspersonalized medicineresponsesafety assessmentscreeningside effectsimulationsuccess
中文摘要
点击翻译按钮获取中文摘要
英文摘要
HLS17-12. The US FDA is considering to establish a new cardiac safety assessment approach
defined by a new paradigm called, “Comprehensive in vitro Proarrhythmia Assay (CIPA)”. The
CIPA will 1) assess drug effects on each cardiac ion channel type individually using a high-
throughput assay ion channel assays, 2) compute net effect on repolarization and risks for
torsade pointes (TdP) using a mathematical model, and 3) confirm the computational prediction by
measuring the drug’s effects on action potentials in induced pluripotent stem cell (iPSC) derived
human cardiac myocytes (CMs). This paradigm shift, if successful, could reduce the cost of
cardiac safety analyses by replacing or lowering the requirement to perform an expensive ($2-4
million) thorough QT study during clinical trials. Protecting consumers from drug induced
arrhythmia and sudden deaths is a paramount importance for the regulators and pharmaceutical
companies as well as lowing the cost of drug development.
Many cardiac safety scientists, however, are skeptical about CIPA’s approach since CMs derived
from human iPSCs exhibit a poor excitation-contraction coupling due to their immaturity. In
addition, a proposed CIPA mathematical model was developed to simulate electrophysiology of
human adult CMs, so there is a mismatch between experimental system and computational tool.
To address these concerns, we proposed three specific aims in tw0 phases by following Fast-
Track SBIR processes. Phase I feasibility Aim 1 will measure drug-induced changes in AP and
CaT using human adult heart slices isolated from human donors. Here we will confirm our
successful handling and analyzing human adult heart slices, which will be based on a recently
published protocol by our collaborator, Dr. Igor Efimov, at George Washington University. After this
validation, we will move on to perform the following two studies: Aim 2. Compare drug-induced
changes in AP and CaT in NuHearts generated from adult CMs and cardiac fibroblasts from
same human donor hearts; Aim 3. Validate and improve the computational models and train an
artificial intelligence to predict cardiac safety risks of unknow compounds.
After our successful completion proposed projects, we can establish an unprecedented cardiac
safety assessment platform that can predict safety issues using a well-trained AI without doing
any experiments using human heart slices that are rarely accessible for most of the safety
laboratories or biotech firms.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Diagnostic Tools for Targeted Heart Failure Treatments
-
批准号:10546035
-
项目类别:
-
资助金额:$49.37万
-
财政年份:2022
-
负责人:Tetsuro Wakatsuki
-
依托单位:
An Aging Heart Model for Drug Discovery
-
批准号:9331414
-
项目类别:
-
资助金额:$17.64万
-
财政年份:2016
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered Tissue Based Phenotypic Screening of Mixture based Libraries
-
批准号:9145632
-
项目类别:
-
资助金额:$35.0万
-
财政年份:2015
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered Tissue Based Phenotypic Screening of Mixture based Libraries
-
批准号:9221892
-
项目类别:
-
资助金额:$5.87万
-
财政年份:2015
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered Tissue Based Phenotypic Screening of Mixture based Libraries
-
批准号:9047064
-
项目类别:
-
资助金额:$35.0万
-
财政年份:2015
-
负责人:Tetsuro Wakatsuki
-
依托单位:
MASS PRODUCTION OF PERSONALIZED HUMAN ENGINEERED HEART TISSUES
-
批准号:8927657
-
项目类别:
-
资助金额:$34.94万
-
财政年份:2014
-
负责人:Tetsuro Wakatsuki
-
依托单位:
MASS PRODUCTION OF PERSONALIZED HUMAN ENGINEERED HEART TISSUES
-
批准号:8780580
-
项目类别:
-
资助金额:$35.0万
-
财政年份:2014
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered tissue-based, high-throughput compound profiling
-
批准号:8252293
-
项目类别:
-
资助金额:$16.62万
-
财政年份:2009
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered tissue-based, high-throughput compound profiling
-
批准号:8619035
-
项目类别:
-
资助金额:$88.7万
-
财政年份:2009
-
负责人:Tetsuro Wakatsuki
-
依托单位:
Engineered tissue-based, high-throughput compound profiling
-
批准号:8545867
-
项目类别:
-
资助金额:$103.01万
-
财政年份:2009
-
负责人:Tetsuro Wakatsuki
-
依托单位:
High Throughput Profiling of Plant Extracts Using Engineered Heart Tissues
-
批准号:7222028
-
项目类别:
-
资助金额:$9.15万
-
财政年份:2006
-
负责人:Tetsuro Wakatsuki
-
依托单位:
海外基金