Prioritization and functional validation of target genes from single-cell transcriptomics studies

被引:0
|
作者
Liliana Sokol
Anne Cuypers
Anh-Co K. Truong
Ann Bouché
Katleen Brepoels
Joris Souffreau
Katerina Rohlenova
Stefan Vinckier
Luc Schoonjans
Guy Eelen
Mieke Dewerchin
Laura P.M.H. de Rooij
Peter Carmeliet
机构
[1] Leuven Cancer Institute (LKI),Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB and Department of Oncology
[2] Aarhus University,Laboratory of Angiogenesis and Vascular Heterogeneity, Department of Biomedicine
[3] Khalifa University of Science and Technology,Center for Biotechnology
[4] BIOCEV,Institute of Biotechnology of the Czech Academy of Sciences
[5] CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences,undefined
来源
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Translation of academic results into clinical practice is a formidable unmet medical need. Single-cell RNA-sequencing (scRNA-seq) studies generate long descriptive ranks of markers with predicted biological function, but without functional validation, it remains challenging to know which markers truly exert the putative function. Given the lengthy/costly nature of validation studies, gene prioritization is required to select candidates. We address these issues by studying tip endothelial cell (EC) marker genes because of their importance for angiogenesis. Here, by tailoring Guidelines On Target Assessment for Innovative Therapeutics, we in silico prioritize previously unreported/poorly described, high-ranking tip EC markers. Notably, functional validation reveals that four of six candidates behave as tip EC genes. We even discover a tip EC function for a gene lacking in-depth functional annotation. Thus, validating prioritized genes from scRNA-seq studies offers opportunities for identifying targets to be considered for possible translation, but not all top-ranked scRNA-seq markers exert the predicted function.
引用
收藏
相关论文
共 50 条
  • [41] Neural cell diversity in the light of single-cell transcriptomics
    Fernandez-Moya, Sandra Maria
    Ganesh, Akshay Jaya
    Plass, Mireya
    TRANSCRIPTION-AUSTIN, 2023, 14 (3-5): : 158 - 176
  • [42] Plant Cell Identity in the Era of Single-Cell Transcriptomics
    Ryu, Kook Hui
    Zhu, Yan
    Schiefelbein, John
    ANNUAL REVIEW OF GENETICS, VOL 55, 2021, 55 : 479 - 496
  • [43] Integrated single-cell and spatial transcriptomics reveals heterogeneity of fibroblast and pivotal genes in psoriasis
    Cong-cong He
    Tian-cong Song
    Rui-qun Qi
    Xing-Hua Gao
    Scientific Reports, 13 (1)
  • [44] Comparative Analysis of the GNAI Family Genes in Glioblastoma through Transcriptomics and Single-Cell Technologies
    Raza, Ahmad
    Yen, Meng-Chi
    Anuraga, Gangga
    Shahzadi, Iram
    Mazhar, Muhammad Waqar
    Ta, Hoang Dang Khoa
    Xuan, Do Thi Minh
    Dey, Sanskriti
    Kumar, Sachin
    Santoso, Adrian Wangsawijaya
    William, Bianca Tobias
    Wang, Chih-Yang
    CANCERS, 2023, 15 (20)
  • [45] Integrated single-cell and spatial transcriptomics reveals heterogeneity of fibroblast and pivotal genes in psoriasis
    He, Cong-cong
    Song, Tian-cong
    Qi, Rui-qun
    Gao, Xing-Hua
    SCIENTIFIC REPORTS, 2023, 13 (01):
  • [46] Renin Cell Development: Insights From Chromatin Accessibility and Single-Cell Transcriptomics
    Martini, Alexandre G.
    Smith, Jason P.
    Medrano, Silvia
    Finer, Gal
    Sheffield, Nathan C.
    Sequeira-Lopez, Maria Luisa S.
    Gomez, R. Ariel
    CIRCULATION RESEARCH, 2023, 133 (04) : 369 - 371
  • [47] Single-cell transcriptomics of avian skin reveals evolutionarily ancient keratinocyte differentiation genes
    Lachner, J.
    Ehrlich, F.
    Wielscher, M.
    Farlik, M.
    Tschachler, E.
    Eckhart, L.
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2021, 141 (10) : S166 - S166
  • [48] Single-cell transcriptomics for the assessment of cardiac disease
    Miranda, Antonio M. A.
    Janbandhu, Vaibhao
    Maatz, Henrike
    Kanemaru, Kazumasa
    Cranley, James
    Teichmann, Sarah A.
    Huebner, Norbert
    Schneider, Michael D.
    Harvey, Richard P.
    Noseda, Michela
    NATURE REVIEWS CARDIOLOGY, 2023, 20 (05) : 289 - 308
  • [49] Single-Cell Transcriptomics Meets Lineage Tracing
    Kester, Lennart
    van Oudenaarden, Alexander
    CELL STEM CELL, 2018, 23 (02) : 166 - 179
  • [50] Redefining intestinal immunity with single-cell transcriptomics
    James, Kylie Renee
    Elmentaite, Rasa
    Teichmann, Sarah Amalia
    Hold, Georgina Louise
    MUCOSAL IMMUNOLOGY, 2022, 15 (04) : 531 - 541