Systematic dissection of tumor-normal ecosystems at single-cell resolution for identification of immunotherapy targets면역 치료 타겟 발굴을 위한 단일 세포 단위의 체계적인 종양-정상 조직 생태계 분석

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Understanding the complex tumor microenvironment (TME) poses significant challenges in cancer treatment. To comprehensively investigate the tumor-normal ecosystems, I conducted an integrative analysis of 4.9 million single cells from 1,070 tumor and 493 normal samples with pan-cancer 137 spatial transcriptomics, and 1,261 immunotherapy-treated bulk tumors. Using a deep neural network-based algorithm, I identified optimal dual antigen-targets for chimeric antigen receptor therapy in solid tumors. Numerous cell states within the tumor-normal ecosystems were defined and gene signatures related to TME hallmark in different cell types and organs were highlighted. The distinctions between inflammatory fibroblasts marked by AKR1C1 or WNT5A in terms of their interactions and spatial relationships were characterized. Co-occurrence analysis revealed a group of interferon-enriched community states, including components of tertiary lymphoid structure (TLS), which exhibited distinct rewiring patterns in tumor, adjacent normal, and healthy normal tissues. The prognostic power of the interferon-enriched community states was confirmed in immunotherapy-treated patients (n=1,261) across 4 cancer types. Spatial transcriptomes discriminated TLS-enriched from non-enriched cell types among immunotherapy-favorable components and my TLS signature well-captured TLS-enriched cell types across various cancer types. This systematic and detailed examination of tumor-normal ecosystems deepens the understanding of both inter- and intra-tumoral heterogeneity.
Advisors
박종은researcher
Description
한국과학기술원 :의과학대학원,
Publisher
한국과학기술원
Issue Date
2024
Identifier
325007
Language
eng
Description

학위논문(박사) - 한국과학기술원 : 의과학대학원, 2024.2,[iv, 81 p. :]

Keywords

범암 분석▼a단일 세포 유전체 분석▼a면역치료▼a암 생태계; Pan-cancer analysis▼aSingle-cell RNA sequencing▼aImmunotherapy▼aTumor ecosystem

URI
http://hdl.handle.net/10203/322115
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=1099363&flag=dissertation
Appears in Collection
MSE-Theses_Ph.D.(박사논문)
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