arrow
返回

SpatialData: an open and universal data framework for spatial omics

delete2024-03-20
delete15
delete
OA
AI
L
Luca Marconato
G
Giovanni Palla
K
Kevin A. Yamauchi
I
Isaac Virshup
E
Elyas Heidari
T
Tim Treis
W
Wouter-Michiel Vierdag
M
Marcella Toth
S
Sonja Stockhaus
R
Rahul B. Shrestha
B
Benjamin Rombaut
L
Lotte Pollaris
L
Laurens Lehner
H
Harald Vöhringer
I
Ilia Kats
Y
Yvan Saeys
S
Sinem K. Saka
W
Wolfgang Huber
M
Moritz Gerstung
J
Josh Moore *
F
Fabian J. Theis *
O
Oliver Stegle *
DOI:10.1038/s41592-024-02212-xdelete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
Spatially resolved omics technologies are transforming our understanding of biological tissues. However, the handling of uni- and multimodal spatial omics datasets remains a challenge owing to large data volumes, heterogeneity of data types and the lack of flexible, spatially aware data structures. Here we introduce SpatialData, a framework that establishes a unified and extensible multiplatform file-format, lazy representation of larger-than-memory data, transformations and alignment to common coordinate systems. SpatialData facilitates spatial annotations and cross-modal aggregation and analysis, the utility of which is illustrated in the context of multiple vignettes, including integrative analysis on a multimodal Xenium and Visium breast cancer study. SpatialData is a user-friendly computational framework for exploring, analyzing, annotating, aligning and storing spatial omics data that can seamlessly handle large multimodal datasets.
Keyword:
SINGLE-CELL
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

Nature Methods 封面图
Nature Methods
IF:
32.1
论文数:
7.2K
被引数:
12.7W

机构

E
ETH Zurich
学者数:
3.0W
论文数: 2.4W
被引数: 8.4W
H
Helmholtz Association
学者数:
13.2W
论文数: 10.7W
被引数: 145
E
european molecular biology laboratory (embl)
学者数:
8.3K
论文数: 5.1K
被引数: 31
T
Technical University of Munich
学者数:
5.2W
论文数: 3.9W
被引数: 6.2W
W
wellcome trust sanger institute
学者数:
6.9K
论文数: 4.3K
被引数: 17
学者 查看更多机构
引用论文

引用论文

A single-cell and spatially resolved atlas of human breast cancers人类乳腺癌的单细胞和空间分辨图谱
err2021-09-06
err628
errOAAI
errWu, Sunny Z.; Al-Eryani, Ghamdan; Roden, Daniel Lee; Junankar, Simon; Harvey, Kate; Andersson, Alma; Thennavan, Aatish; Wang, Chenfei; Torpy, James R.; Bartonicek, Nenad; Wang, Taopeng; Larsson, Ludvig; Kaczorowski, Dominik; Weisenfeld, Neil, I; Uytingco, Cedric R.; Chew, Jennifer G.; Bent, Zachary W.; Chan, Chia-Ling; Gnanasambandapillai, Vikkitharan; Dutertre, Charles-Antoine; Gluch, Laurence; Hui, Mun N.; Beith, Jane; Parker, Andrew; Robbins, Elizabeth; Segara, Davendra; Cooper, Caroline; Mak, Cindy; Chan, Belinda; Warrier, Sanjay; Ginhoux, Florent; Millar, Ewan; Powell, Joseph E.; Williams, Stephen R.; Liu, X. Shirley; O'Toole, Sandra; Lim, Elgene; Lundeberg, Joakim; Perou, Charles M.; Swarbrick, Alexander
err分享
err收藏
The scverse project provides a computational ecosystem for single-cell omics data analysisscverse项目为单细胞组学数据分析提供了一个计算生态系统
err2023-04-10
err60
PREAI
errVirshup, Isaac; Bredikhin, Danila; Heumos, Lukas; Palla, Giovanni; Sturm, Gregor; Gayoso, Adam; Kats, Ilia; Koutrouli, Mikaela; Berger, Bonnie; Pe'er, Dana; Regev, Aviv; Teichmann, Sarah; Finotello, Francesca; Wolf, F. Alexander; Yosef, Nir; Stegle, Oliver; Theis, Fabian; Angerer, Philipp; Bergen, Volker; Boyeau, Pierre D.; Buettner, Maren; Eraslan, Gokcen; Fischer, David; Frank, Max C.; Hong, Justin; Klein, Michal; Lange, Marius; Lopez, Romain; Lotfollahi, Mohammad; Luecken, Malte; Ramirez, Fidel A.; Regier, Jeffrey; Rybakov, Sergei; Schaar, Anna; Valiollah Pour Amiri, Valeh; Weiler, Philipp J.; Xing, Galen
err分享
err收藏
Museum of spatial transcriptomics空间转录组学博物馆
err2022-03-10
err419
errOAAI
errMoses, Lambda; Pachter, Lior
err分享
err收藏
Isovector charges of the nucleon from 2+1+1 -flavor lattice QCD
err2018-08-17
err0
errOAAI
errRajan Gupta; Yong-Chull Jang; Boram Yoon; Huey-Wen Lin; Vincenzo Cirigliano; Tanmoy Bhattacharya
err分享
err收藏
Cell2location maps fine-grained cell types in spatial transcriptomicsCell2location在空间转录组学中映射细粒度的细胞类型
err2022-01-13
err378
PREAI
errKleshchevnikov, Vitalii; Shmatko, Artem; Dann, Emma; Aivazidis, Alexander; King, Hamish W.; Li, Tong; Elmentaite, Rasa; Lomakin, Artem; Kedlian, Veronika; Gayoso, Adam; Jain, Mika Sarkin; Park, Jun Sung; Ramona, Lauma; Tuck, Elizabeth; Arutyunyan, Anna; Vento-Tormo, Roser; Gerstung, Moritz; James, Louisa; Stegle, Oliver; Bayraktar, Omer Ali
err分享
err收藏
Methods and applications for single-cell and spatial multi-omics单细胞和空间多组学的方法和应用
err2023-03-02
err344
errOAAI
errVandereyken, Katy; Sifrim, Alejandro; Thienpont, Bernard; Voet, Thierry
err分享
err收藏
Squidpy: a scalable framework for spatial omics analysisSquidpy: 一个可扩展的空间组学分析框架
err2022-01-31
err293
errOAAI
errPalla, Giovanni; Spitzer, Hannah; Klein, Michal; Fischer, David; Schaar, Anna Christina; Kuemmerle, Louis Benedikt; Rybakov, Sergei; Ibarra, Ignacio L.; Holmberg, Olle; Virshup, Isaac; Lotfollahi, Mohammad; Richter, Sabrina; Theis, Fabian J.
err分享
err收藏
A realistic, virtual head for human–computer interaction
err2010-05-01
err0
PREAI
errSamuel Marcos; Jaime Gómez-García-Bermejo; Eduardo Zalama
err分享
err收藏
Spatial components of molecular tissue biology
err2022-02-07
err138
PREAI
errPalla, Giovanni; Fischer, David S.; Regev, Aviv; Theis, Fabian J.
err分享
err收藏
学者 查看更多内容