Proteomic Profiling of Idiopathic Pulmonary Fibrosis Progression Trajectory
Proteomic Profiling of Idiopathic Pulmonary Fibrosis Progression Trajectory
批准号:
10708256
负责人:
Justin M Oldham
金额:
$71.65万
依托单位国家:
美国
项目类别:
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-09-01 至 2028-05-31
关键词:
AddressBiologicalBiological MarkersBloodCategoriesCessation of lifeCharacteristicsClinical TrialsCollaborationsCustomDataData ScienceDevelopmentEnsureFibrosisFoundationsFundingGeographyGoalsHeterogeneityInterstitial Lung DiseasesInvestigationKnowledgeLinear RegressionsLung TransplantationMachine LearningMalignant NeoplasmsMediatorMethodologyModelingMolecularNational Heart, Lung, and Blood InstituteOutcomePatientsPharmaceutical PreparationsPhase III Clinical TrialsPhenotypePirfenidonePlasmaPositioning AttributeProgressive DiseaseProteinsProteomicsPublishingPulmonary FibrosisRegistriesResearchResearch PersonnelResourcesSample SizeSpeedTechnologyValidationVital capacityWorkantifibrotic treatmentbiomarker drivenbiomarker identificationbiomarker signatureclinically actionablecohortdrug developmentexperiencefibrotic interstitial lung diseaseidiopathic pulmonary fibrosisinnovationmortalitynew therapeutic targetnintedanibnovelnovel markernovel therapeuticsperformance testspointed proteinprecision medicinepredictive markerprospectiveproteomic signaturepulmonary functionpulmonary function declinerecruittooltreatment effecttreatment group
中文摘要
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英文摘要
Project Summary
Idiopathic pulmonary fibrosis (IPF) is a devastating interstitial lung disease characterized by progressive lung
function decline survival worse than most cancers. Despite high mortality, the trajectory of IPF progression is
highly heterogeneous. This heterogeneity hampers drug development, as large sample sizes are required when
conducting IPF clinical trials to ensure enough patients experience forced vital capacity (FVC) decline to detect
a treatment effect. The ability to predict IPF progression trajectory, however, remains elusive. Emerging
proteomic platforms provide a valuable opportunity to address this gap in knowledge. In Aim 1, we will validate
proteomic biomarkers of IPF progression. Using a high-throughput, semi-quantitative proteomic platform, we
will determine plasma concentration for ~3000 analytes in the UK-based PROFILE cohort (n=550) and perform.
targeted analysis of 258 preliminary biomarkers of one-year categorical IPF progression identified in a discovery
cohort from the Pulmonary Fibrosis Foundation (n=813). In aim 2, we will derive and validate a proteomic
signature of FVC trajectory. Machine learning will be applied to semi-quantitative proteomic data to select
proteins for quantitative signature development. A custom, quantitative platform will be developed and used to
quantify selected proteins, with data used to develop a proteomic signature of one-year FVC trajectory. This
signature will then be assessed in three prospectively recruited IPF cohorts. In aim 3, we will determine whether
anti-fibrotic therapy modulates biomarkers of IPF progression. Quantitative proteomic data will be
generated for 240 treatment-naïve patients and repeated at 12-months after 80 patients each received
pirfenidone, nintedanib or no therapy. Longitudinal change in biomarker concentration and test performance
characteristics will be compared between treatment groups before and after anti-fibrotic initiation. Successful
completion of this proposal will identify novel molecular mediators of IPF progression and result in a highly
significant biomarker signature to predict IPF progression trajectory. This tool has high potential to speed drug
development through clinical trial enrichment, making precision medicine a reality in patients with IPF.
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依托单位:
海外基金