Investigate heterogeneous neutrophils in NSCLC
Investigate heterogeneous neutrophils in NSCLC
批准号:
10702813
负责人:
Chen Zhao
金额:
$14.26万
依托单位国家:
美国
项目类别:
财政年份:
--
资助国家:
美国
项目状态:
未结题
起止时间:
至
关键词:
AddressAnesthesia proceduresArtificial IntelligenceBiological AssayBloodBone MarrowBone Marrow AspirationCCRCellsCellular Indexing of Transcriptomes and Epitopes by SequencingChimera organismChromatinDataDefectDevelopmentEpigenetic ProcessExcisionFlow CytometryGenetically Engineered MouseHarvestHematopoiesisImmune systemInformaticsJournalsLung AdenocarcinomaMalignant neoplasm of lungManuscriptsMeasurementMusMyeloid CellsNeutrophilic InfiltrateNon-Small-Cell Lung CarcinomaOperative Surgical ProceduresPathologyPathway AnalysisPatientsPlayPopulationPublishingRUNX1 geneResourcesRoleSamplingSiteSubgroupTransposaseTumor BurdenTumor-DerivedXCL1 geneartificial intelligence algorithmautomated algorithmbasecell typehealthy volunteermouse modelneutrophilperipheral bloodsingle cell analysissingle cell sequencingsingle-cell RNA sequencingtranscription factortumortumor microenvironmenttumor progression
中文摘要
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英文摘要
To target a subgroup of tumor-infiltrating neutrophils (SiglecF+ neutrophils) in the GEM model of NSCLC, we decided to create a mouse model lacking SiglecF expression in neutrophils. Unfortunately, despite multiple attempts, the mouse mode supposed only to lose SiglecF expression in neutrophils has an unforeseen defect: it can't express SiglecF in any cell type, likely due to unknown epigenetic effects. Therefore, we decided to find upstream regulators modulating intratumor neutrophil development and identified RUNX1 as a potential transcription factor based on our single-cell RNA sequencing with single-cell ATAC (Assay for Transposase-Accessible Chromatin) sequencing data. We generated a mouse model lacking RUNX1 only in matured neutrophils (Ly6G-Cre; RUNX1-flox) and discovered a significant increase of SiglecF+ neutrophils in tumor-infiltrating neutrophils. This is the first transcription factor that can regulate tumor-infiltrating neutrophil development, laying the groundwork for understanding the heterogeneous tumor-infiltrating neutrophils. To further study its impact on tumor progression in a GEM model, we have created a bone marrow chimera GEM model with an immune system lacking RUNX1 in matured neutrophils. To have a more precise and unbiased measurement of tumor burden in the GEM model of NSCLC, we collaborated with CCR Artificial Intelligence Resource. We developed an artificial intelligence algorithm for automatic tumor quantification. Our manuscript, "Artificial Intelligence-based Tumor Segmentation in Mouse Models of Lung Adenocarcinoma," was published in the Journal of Pathology Informatics.
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