دورية أكاديمية

Associating transcription factors to single-cell trajectories with DREAMIT

التفاصيل البيبلوغرافية
العنوان: Associating transcription factors to single-cell trajectories with DREAMIT
المؤلفون: Nathan D. Maulding, Lucas Seninge, Joshua M. Stuart
المصدر: Genome Biology, Vol 25, Iss 1, Pp 1-21 (2024)
بيانات النشر: BMC, 2024.
سنة النشر: 2024
المجموعة: LCC:Biology (General)
LCC:Genetics
مصطلحات موضوعية: Biology (General), QH301-705.5, Genetics, QH426-470
الوصف: Abstract Inferring gene regulatory networks from single-cell RNA-sequencing trajectories has been an active area of research yet methods are still needed to identify regulators governing cell transitions. We developed DREAMIT (Dynamic Regulation of Expression Across Modules in Inferred Trajectories) to annotate transcription-factor activity along single-cell trajectory branches, using ensembles of relations to target genes. Using a benchmark representing several different tissues, as well as external validation with ATAC-Seq and Perturb-Seq data on hematopoietic cells, the method was found to have higher tissue-specific sensitivity and specificity over competing approaches.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1474-760X
Relation: https://doaj.org/toc/1474-760X
DOI: 10.1186/s13059-024-03368-7
URL الوصول: https://doaj.org/article/c61dfb181b57437ebce32fd3a8d7dcec
رقم الأكسشن: edsdoj.61dfb181b57437ebce32fd3a8d7dcec
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:1474760X
DOI:10.1186/s13059-024-03368-7