Quick and Accurate Measurements of HIV Broadly Neutralizing Antibody Susceptibility
Quick and Accurate Measurements of HIV Broadly Neutralizing Antibody Susceptibility
批准号:
10676422
负责人:
Zizhang Sheng
金额:
$100.24万
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:
2023-04-01 至 2026-03-31
关键词:
AIDS clinical trial groupAddressAffectAlgorithmsAntibodiesArea Under CurveBar CodesBiological AssayClinicalClinical TrialsCloningComputer ModelsConsumptionDNADNA analysisDataDetectionDevelopmentDideoxy Chain Termination DNA SequencingEnrollmentExposure toGeneticGenomeGenomic DNAGenotypeGoalsHIVHIV Envelope Protein gp120HIV InfectionsHIV Vaccine Trials NetworkHIV envelope proteinHumanIgG1IndividualInfectionKnowledgeLaboratoriesLengthLibrariesLinkLiteratureLuciferasesMeasurementMeasuresMedical centerMinorMinorityNeutralization TestsParticipantPatientsPerformancePeripheral Blood Mononuclear CellPersonsPhenotypePredispositionProceduresPropertyProvirus IntegrationResearch PersonnelResistanceRunningSamplingSiteSocietiesSystemTechnologyTestingThird Generation SequencingTimeTrainingUniversitiesValidationVariantViralViral reservoirVirionVirusantiretroviral therapyassay developmentbiobankclinical developmentclinical trial enrollmentearly phase clinical trialenv Genesexperimental studyimprovedmachine learning modelmultiplex assaynanoporeneutralizing antibodynovelparticipant enrollmentpoint of careportabilityprediction algorithmpreventpublic health relevanceresearch clinical testingviral RNA
中文摘要
点击翻译按钮获取中文摘要
英文摘要
PROJECT SUMMARY
HIV-infected individuals harbor viral quasispecies that differ in genetic sequences and susceptibility to broadly
neutralizing antibodies (bNAbs) targeting the HIV envelope (Env). Due to difficulties with current assays in
confirming viral sensitivity to bNAbs, most clinical trials enrolled participants without knowledge of their viral
susceptibility. Thus, an accurate and sensitive assay with quick turnaround (1-2 weeks) is needed. We propose
to approach this aim with two prongs: Aim 1, a phenotypic (Env function) assay for bulk Env neutralization
assessment and Aim 2, a genotypic (Env sequence) algorithm for high-throughput prediction of neutralization
susceptibility. We propose 10 HIV bNAbs targeting 5 distinct gp120 sites for assay development, with 2 non-HIV
human IgG1 antibodies as negative controls. Current assays are difficult because of two labor-intensive and
time-consuming procedures: Env single-genome amplification (SGA) and individual Env cloning. Aim 1 will
address the latter procedure required because the current TZM-bl neutralization assay cannot tease out bulk
Env clones that differ in bNAb susceptibility. Aim 1 will apply DNA barcoding to simultaneously track bNAb
sensitivity of hundreds of Env variants in a high-throughput manner. This will be achieved by a novel Env-
expressing lentiviral system in which each Env is linked to a unique barcode sequence. Aim 2 will address Env
sequencing, for which SGA is necessary because Sanger sequencing cannot sequence bulk templates. We
propose in Aim 2 to apply a third-generation sequencing technology, Nanopore sequencing, for effective bulk
template sequencing and develop machine learning models for a fast and reliable prediction algorithm.
Combining with the ample bNAb neutralization data from literature and Aim 1 of this project, trained
computational models can be fast, accurate, and high-throughput to predict bNAb susceptibility. Since the
detection of a low yield of functional Env sequences and minority variants from participant’s HIV DNA reservoir
is essential, we propose in Aim 3 to investigate whether a virion capture assay could be applied to enrich
functional Envs. We will also apply a DNA analysis to enrich minor variants from the viral reservoir. We have
biospecimens stored onsite and access to a wide distribution of HIV subtypes from the AIDS Clinical Trials Group
(ACTG) and HIV Vaccine Trials Network (HVTN) biorepositories for assay development and validation. All
proposed R61 Aims have clear milestones defined and the R61 assays will be developed with streamlined and
standard operating procedure (SOP) for adaptation to clinical labs. The Columbia Clinical Trials Support
Laboratory is fully equipped and staffed to perform the SOPs and provide input and validation on assay
performance. Successful development of an accurate and sensitive bNAb susceptibility assay with quick
turnaround will alter the enrollment for bNAb trials and greatly improve clinical development of bNAb products.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
海外基金