In Vitro Toxicity Testing at Massive Scale in Diverse Primary Human Cells
In Vitro Toxicity Testing at Massive Scale in Diverse Primary Human Cells
批准号:
10335850
负责人:
Martin Borch Jensen
金额:
$81.14万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-02-01 至 2025-01-31
关键词:
AcetaminophenAddressAlgorithmsAnimal TestingBar CodesBiological AssayCell modelCell physiologyCellsChemical ExposureChemical StructureChemicalsCollaborationsComputer ModelsDNADataData SetDevelopmentDrug ApprovalDrug CompoundingDrug ExposureDrug toxicityEnvironmental ExposureExposure toFollow-Up StudiesGenesGenetic TranscriptionGenetic VariationGenomicsGenotypeGovernmentHealthHepatocyteHigh-Throughput Nucleotide SequencingHumanImmuneIn VitroIndividualIndividual DifferencesIndustryMetabolismMethodsModelingNational Institute of Environmental Health SciencesNational Research CouncilPatientsPerformancePhasePoliciesPopulationPopulation HeterogeneityProtocols documentationRNAReportingReproducibilityResearch PersonnelRiskRodentRunningSamplingSeveritiesSmall Business Innovation Research GrantSpeedStructureTechniquesTestingTherapeuticToxic effectToxicity TestsUnited States Food and Drug AdministrationVariantVisionWorkcell typecoralcostcost effectivecytotoxicdesigndifferential expressiondrug metabolismexposed human populationgenome sequencinggenotyped patientshigh dimensionalityimprovedin vitro testingindexingindividual variationinnovationinter-individual variationnovelpatient populationpolygenic risk scorepredictive modelingresponsesystemic toxicitywhole genome
中文摘要
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英文摘要
PROJECT SUMMARY—Coral Genomics is combining whole genome sequencing and RNA profiling in cell-
based functional assays to predict human variation in the metabolism and toxicity of compounds encountered in
therapeutic and environmental exposures. RNA profiling before and after exposure provides a high-dimensional
representation of changes in cell function, and the use of rapid, cost-effective profiling could enable toxicity
testing in large, diverse panels of human cells. Thus, to address the need for toxicity testing that better reflects
the genetic diversity of human populations, Coral developed innovative approaches to reduce the cost and
increase the speed of high-throughput sequencing assays. In a successful Phase I SBIR (R43 HG010445), Coral
established protocols for cost-effective sample multiplexing for rapid shallow sequencing of samples, developed
a re-indexing workflow to pool samples into a single sequencing run, and combined streamlined sequencing
solutions with novel functional assays and algorithms to improve the performance of polygenic risk scores (PRS).
In a collaboration with the US Food and Drug Administration (FDA), Coral applied these techniques to predict
patient-specific hepatocyte response profiles to acetaminophen (N = 200) and found significant interindividual
variability in toxicity. Importantly, the findings show that a patient’s genotype predicts a significant portion (AUC
= 0.85) of the interindividual variation, indicating the approach is sensitive to genetic diversity. Preliminary
findings indicate Coral’s approach may be a sensitive means for identifying differences in toxic responses to
compounds across diverse populations. Further development and testing across multiple compounds in a
large, diverse sample has the potential to provide a scalable, high-throughput platform for effective
toxicity testing that is more representative of the diversity of human responses. Coral proposes a Direct
to Phase II SBIR in response to NIEHS’s RFA-ES-20-208 to evaluate these methods in three cell models and
advance at least one model to full-scale testing with 250 patient samples and 100 compounds with known toxicity
profiles. Aim 1. Characterize the interindividual variability of RNA profile shifts in three human cell models (i.e.,
immune, hepatocyte, and embryoid body) exposed to ten compounds with known toxicity profiles. Select
Milestones: 1) 4,500 response profiles; 2) Statistical significance of intraindividual variability vs. interindividual
variability (p<0.001); 3) ≥ 50% of differentially expressed genes associated with exposure observable with < 1
million reads; 4) R2 > 0.3 for FAERS profile and AUC > 0.85 for Tox21 dataset. Aim 2. Using the most predictive
cell model, characterize interindividual variability of sublethal cytotoxic responses to 100 compounds with known
toxicity profiles to develop a robust model for predicting systemic toxicity. Select Milestones: 1) 75,000 response
profiles; 2) Identification of ≥ 5 compounds with high population level variability in toxicity (1-50th percentile
variation >10); 3) R2 > 0.4 using chemical and transcriptional data to predict FAERS profile; 5) R2 at predicting
toxicity profile of an individual across 100 compounds > 0.5.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
DOI:
10.3390/ijerph18052600
发表时间:
2021-03-05
期刊:
International journal of environmental research and public health
影响因子:
--
作者:
[Anastopoulos IN, Herczeg CK, Davis KN, Dixit AC]
通讯作者:
Dixit AC
Modulating Alzheimer's Disease progression by preserving intestinal health.
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批准号:9371845
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项目类别:
-
资助金额:$13.21万
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财政年份:2017
-
负责人:Martin Borch Jensen
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依托单位:
海外基金