arrow
返回

Towards multi-omics synthetic data integration

delete2024-05-06
delete0
delete
OA
AI
K
Kumar Selvarajoo *
S
Sebastian Maurer‐Stroh
DOI:10.1093/bib/bbae213delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
Across many scientific disciplines, the development of computational models and algorithms for generating artificial or synthetic data is gaining momentum. In biology, there is a great opportunity to explore this further as more and more big data at multi-omics level are generated recently. In this opinion, we discuss the latest trends in biological applications based on process-driven and data-driven aspects. Moving ahead, we believe these methodologies can help shape novel multi-omics-scale cellular inferences.
Keyword:
synthetic data
process-driven
data-driven
machine learning
multi-omics
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Briefings in Bioinformatics 封面图
Briefings in Bioinformatics
IF:
7.7
论文数:
5.8K
被引数:
2.7W

机构

A
agency for science technology & research (a*star)
学者数:
2.2W
论文数: 1.9W
被引数: 57
引用论文

引用论文

Enhancing apoptosis in TRAIL-resistant cancer cells using fundamental response rules
err2011-11-07
err28
errOAAI
errPiras, Vincent; Hayashi, Kentaro; Tomita, Masaru; Selvarajoo, Kumar
err分享
err收藏
Deep learning applications in single-cell genomics and transcriptomics data analysis深度学习在单细胞基因组学和转录组学数据分析中的应用
err2023-09-01
err25
errOAAI
errErfanian, Nafiseh; Heydari, A. Ali; Feriz, Adib Miraki; Ianez, Pablo; Derakhshani, Afshin; Ghasemigol, Mohammad; Farahpour, Mohsen; Razavi, Seyyed Mohammad; Nasseri, Saeed; Safarpour, Hossein; Sahebkar, Amirhossein
err分享
err收藏
Systems biology strategy reveals PKCδ is key for sensitizing TRAIL-resistant human fibrosarcoma
err2015-01-05
err16
errOAAI
errHayashi, Kentaro; Tabata, Sho; Piras, Vincent; Tomita, Masaru; Selvarajoo, Kumar
err分享
err收藏
Generation and evaluation of synthetic patient data合成患者数据的生成和评估
err2020-05-07
err189
errOAAI
errGoncalves, Andre; Ray, Priyadip; Soper, Braden; Stevens, Jennifer; Coyle, Linda; Sales, Ana Paula
err分享
err收藏
err分享
err收藏
Explainable artificial intelligence for omics data: a systematic mapping study组学数据的可解释人工智能: 系统映射研究
err2023-12-18
err8
errOAAI
errToussaint, Philipp A.; Leiser, Florian; Thiebes, Scott; Schlesner, Matthias; Brors, Benedikt; Sunyaev, Ali
err分享
err收藏
没有更多内容