A systems analysis of drug tolerance in Mycobacterium tuberculosis
A systems analysis of drug tolerance in Mycobacterium tuberculosis
批准号:
10654540
负责人:
Nitin S Baliga
金额:
$88.63万
依托单位国家:
美国
项目类别:
财政年份:
2016
资助国家:
美国
项目状态:
未结题
起止时间:
2016-12-01 至 2027-06-30
关键词:
AccelerationAdoptedAlgorithmsBiochemical PathwayBioreactorsCRISPR interferenceCause of DeathCellsCessation of lifeCharacteristicsChemicalsClinicalCommunicable DiseasesComplexCuesDevelopmentDiseaseDrug CombinationsDrug TargetingDrug ToleranceDrug resistanceEnvironmentEssential GenesEvolutionExperimental DesignsGene Expression ProfileGeneticGenetic TranscriptionGrowthHeterogeneityInfectionInfectious AgentInterventionMachine LearningMacrophageMalignant NeoplasmsMetabolicModelingMycobacterium tuberculosisOutcomePharmaceutical PreparationsPharmacotherapyPhenotypePhysiologic tolerancePhysiologicalPhysiological AdaptationPopulationPopulation HeterogeneityPredispositionProgress ReportsPublicationsRecurrent diseaseRegimenReportingResistanceResolutionSortingStructureSystemSystems AnalysisSystems BiologyTechniquesTechnologyTestingTimeTuberculosisbiomarker panelcombinatorialdisease heterogeneityemerging antimicrobial resistancenetwork modelsnew technologynew therapeutic targetnovelnovel drug combinationpathogenpromoterresponsesupport networktranscription factortranscriptometreatment durationtuberculosis drugstuberculosis treatment
中文摘要
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英文摘要
PROPOSAL SUMMARY
This project will address the critical need for accelerated development of multidrug regimen to achieve fast and
complete clearance of Mycobacterium tuberculosis (Mtb), thereby lowering the likelihood for the emergence of
antimicrobial resistance. Mtb dynamically adapts to extra- and intracellular host environments by adopting
heterogeneous physiologic states, with varied susceptibility profiles to frontline antitubercular drugs. In the first
four years of the R01, we have made progress towards dissecting this capability of Mtb by developing
technologies to (i) uncover regulatory mechanisms that drive the pathogen into dormant states in host-simulated
environments (controlled bioreactors) and directly within host cells (Path-seq), (ii) sort and characterize at single
cell resolution translationally-dormant persister-like subpopulations within isogenic cultures (PerSort), (iii)
uncover and characterize context-specific vulnerabilities within regulatory and metabolic networks (EGRIN2 and
PRIME), and (iv) rationally formulate novel synergistic drug combinations (DRonA and MLSynergy). Using these
capabilities and their applications reported across sixteen publications, we discovered that heterogeneous drug
tolerant subpopulations co-exist within an isogenic culture of Mtb, even in the absence of drug treatment.
Furthermore, we discovered that stressful environments and treatments activate additional drug tolerance
networks, which may potentiate the emergence of resistance. Based on these findings, we hypothesize that we
can achieve fast and complete clearance of Mtb infection with a combination of drugs that target vulnerabilities
across heterogeneous drug tolerant subpopulations that co-exist in varied combinations and proportions
depending on host- and treatment-contexts. To test this hypothesis, we will mechanistically characterize how the
heterogeneous population structure of Mtb changes dynamically in response to host-relevant environmental cues
and drug treatments. We will then uncover and characterize vulnerabilities within regulatory and metabolic
networks that support and drive transitions to drug tolerant states. Using machine-learning techniques, we will
predict and validate synergistic drug combinations targeting multiple vulnerabilities to cripple heterogeneous
environment- and drug-induced states of Mtb. By performing time kill curves, we will investigate whether
validated combinatorial interventions accomplish complete and faster clearance of heterogeneous Mtb
subpopulations in diverse contexts. Altogether, the proposed activities will identify novel drug targets, and novel
drug combinations for fast and complete clearance of a heterogeneous Mtb population. Given that phenotypic
heterogeneity as a means for tolerating and resisting drugs is a universal phenomenon, the systems biology
framework developed in this project will be generalizable to the discovery of effective multidrug regimen for
diverse infectious diseases and even cancers.
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Inference of Bacterial Small RNA Regulatory Networks and Integration with Transcription Factor-Driven Regulatory Networks.
细菌小RNA调节网络的推断以及与转录因子驱动的调节网络的集成。
DOI:
10.1128/msystems.00057-20
发表时间:
2020-06-02
期刊:
mSystems
影响因子:
6.4
作者:
[Arrieta-Ortiz ML, Hafemeister C, Shuster B, Baliga NS, Bonneau R, Eichenberger P]
通讯作者:
Eichenberger P
DOI:
10.1016/j.celrep.2020.107577
发表时间:
2020-04-28
期刊:
Cell reports
影响因子:
8.8
作者:
[Peterson EJR, Abidi AA, Arrieta-Ortiz ML, Aguilar B, Yurkovich JT, Kaur A, Pan M, Srinivas V, Shmulevich I, Baliga NS]
通讯作者:
Baliga NS
DOI:
10.1016/j.crmeth.2021.100123
发表时间:
2021-12-20
期刊:
Cell reports methods
影响因子:
--
作者:
[Srinivas V, Ruiz RA, Pan M, Immanuel SRC, Peterson EJR, Baliga NS]
通讯作者:
Baliga NS
DOI:
10.1093/nar/gkaa1245
发表时间:
2021-05-21
期刊:
Nucleic acids research
影响因子:
14.9
作者:
[Neal ML, Wei L, Peterson E, Arrieta-Ortiz ML, Danziger SA, Baliga NS, Kaushansky A, Aitchison JD]
通讯作者:
Aitchison JD
Gene regulatory network topology governs resistance and treatment escape in glioma stem-like cells.
基因调控网络拓扑控制神经胶质瘤干细胞样细胞的耐药性和治疗逃避。
DOI:
10.1101/2024.02.02.578510
发表时间:
2024
期刊:
bioRxiv : the preprint server for biology
影响因子:
--
作者:
[Park,JamesH, Hothi,Parvinder, LopezGarciadeLomana,Adrian, Pan,Min, Calder,Rachel, Turkarslan,Serdar, Wu,Wei-Ju, Lee,Hwahyung, Patel,AnoopP, Cobbs,Charles, Huang,Sui, Baliga,NitinS]
通讯作者:
Baliga,NitinS
共 16 条
Systems biology of intratumoral heterogeneity in glioblastoma
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批准号:10366692
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资助金额:$76.58万
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财政年份:2022
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Systems biology of intratumoral heterogeneity in glioblastoma
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A systems approach to manipulate microbial adaptation to structured environments
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A systems approach to manipulate microbial adaptation to structured environments
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财政年份:2019
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依托单位:
A systems approach to manipulate microbial adaptation to structured environments
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批准号:10627994
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项目类别:
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资助金额:$87.11万
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财政年份:2019
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负责人:Nitin S Baliga
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依托单位:
Modeling Core
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批准号:10339372
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项目类别:
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资助金额:$54.87万
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财政年份:2018
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负责人:Nitin S Baliga
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依托单位:
A systems analysis of drug tolerance in Mycobacterium tuberculosis
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批准号:9220609
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项目类别:
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资助金额:$87.16万
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财政年份:2016
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负责人:Nitin S Baliga
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依托单位:
A systems analysis of drug tolerance in Mycobacterium tuberculosis
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批准号:10059161
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项目类别:
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资助金额:$91.35万
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财政年份:2016
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负责人:Nitin S Baliga
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依托单位:
A systems analysis of drug tolerance in Mycobacterium tuberculosis
-
批准号:10367797
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项目类别:
-
资助金额:$90.44万
-
财政年份:2016
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负责人:Nitin S Baliga
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依托单位:
Modeling Core
-
批准号:8577280
-
项目类别:
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资助金额:$77.46万
-
财政年份:2013
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负责人:Nitin S Baliga
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依托单位:
Interrogation of systems level mechanisms controlling DNA repair processes
-
批准号:7317856
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项目类别:
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资助金额:$33.59万
-
财政年份:2007
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负责人:Nitin S Baliga
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依托单位:
Interrogation of systems level mechanisms controlling DNA repair processes
-
批准号:7473118
-
项目类别:
-
资助金额:$33.59万
-
财政年份:2007
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负责人:Nitin S Baliga
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依托单位:
Interrogation of systems level mechanisms controlling DNA repair processes
-
批准号:7896417
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项目类别:
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资助金额:$33.26万
-
财政年份:2007
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负责人:Nitin S Baliga
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依托单位:
Interrogation of systems level mechanisms controlling DNA repair processes
-
批准号:7646234
-
项目类别:
-
资助金额:$33.59万
-
财政年份:2007
-
负责人:Nitin S Baliga
-
依托单位:
Project 1
-
批准号:8539498
-
项目类别:
-
资助金额:$56.92万
-
财政年份:--
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负责人:Nitin S Baliga
-
依托单位:
Project 1
-
批准号:8517249
-
项目类别:
-
资助金额:$50.91万
-
财政年份:--
-
负责人:Nitin S Baliga
-
依托单位:
Modeling Core
-
批准号:8686749
-
项目类别:
-
资助金额:$81.24万
-
财政年份:--
-
负责人:Nitin S Baliga
-
依托单位:
Project 1
-
批准号:8735159
-
项目类别:
-
资助金额:$55.58万
-
财政年份:--
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负责人:Nitin S Baliga
-
依托单位:
Modeling Core
-
批准号:9275354
-
项目类别:
-
资助金额:$58.27万
-
财政年份:--
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负责人:Nitin S Baliga
-
依托单位:
Project 1
-
批准号:9129673
-
项目类别:
-
资助金额:$57.52万
-
财政年份:--
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负责人:Nitin S Baliga
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依托单位:
海外基金