arrow
返回

Super-resolved spatial transcriptomics by deep data fusion

delete2021-11-29
delete66
delete
OA
AI
L
Ludvig Bergenstråhle
B
Bryan He
J
Joseph Bergenstråhle
X
Xesús M. Abalo
R
Reza Mirzazadeh
K
Kim Thrane
A
Andrew L. Ji
A
Alma Andersson
L
Ludvig Larsson
N
Nathalie Stakenborg
G
Guy E. Boeckxstaens
P
Paul A. Khavari
J
James Zou
J
Joakim Lundeberg *
J
Jonas Maaskola
DOI:10.1038/s41587-021-01075-3delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
The low resolution of spatial transcriptomics is substantially improved by including histology images. Current methods for spatial transcriptomics are limited by low spatial resolution. Here we introduce a method that integrates spatial gene expression data with histological image data from the same tissue section to infer higher-resolution expression maps. Using a deep generative model, our method characterizes the transcriptome of micrometer-scale anatomical features and can predict spatial gene expression from histology images alone.
Keyword:
CELL RNA-SEQ
SINGLE-CELL
GENE-EXPRESSION
TISSUE
VISUALIZATION

期刊

Nature Biotechnology 封面图
Nature Biotechnology
IF:
41.7
论文数:
1.2W
被引数:
10.1W

机构

S
scilifelab
学者数:
779
论文数: 413
被引数: 2
S
Stanford Cancer Institute
学者数:
1.6K
论文数: 1.2K
被引数: 2.3K
S
Stanford University
学者数:
9.6W
论文数: 8.2W
被引数: 17.0W
R
Royal Institute of Technology
学者数:
1.8W
论文数: 1.8W
被引数: 25
学者 查看更多机构
引用论文

引用论文

Cost-utility of a new psychosocial goal-setting and manualised support intervention for Independence in Dementia (NIDUS-Family) versus goal-setting and routine care: economic evaluation embedded within a randomised controlled trial
err
IF0
err2024-08-26
err0
errOAAI
errAbdinasir Isaaq; Claudia Cooper; Victoria Vickerstaff; Julie A. Barber; Kate Walters; Iain A. Lang; Penny Rapaport; Vasiliki Orgeta; Kenneth Rockwood; Laurie T Butler; Kathryn Lord; Gill Livingston; Sube Banerjee; Jill Manthorpe; Helen C. Kales; Jessica Budgett; Rachael Hunter; J Hoe
err分享
err收藏
C1q acts in the tumour microenvironment as a cancer-promoting factor independently of complement activation
err2016-02-01
err225
errOAAI
errBulla, Roberta; Tripodo, Claudio; Rami, Damiano; Ling, Guang Sheng; Agostinis, Chiara; Guarnotta, Carla; Zorzet, Sonia; Durigutto, Paolo; Botto, Marina; Tedesco, Francesco
err分享
err收藏
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
High-throughput spatial mapping of single-cell RNA-seq data to tissue of origin单细胞rna-seq数据到原始组织的高通量空间映射
err2015-04-13
err392
errOAAI
errAchim, Kaia; Pettit, Jean-Baptiste; Saraiva, Luis R.; Gavriouchkina, Daria; Larsson, Tomas; Arendt, Detlev; Marioni, John C.
err分享
err收藏
An integrated, multisensor system for the continuous monitoring of water dynamics in rice fields under different irrigation regimes
err2015-08-26
err0
PREAI
errEnrico Antonio Chiaradia; Arianna Facchi; Daniele Masseroni; Daniele Ferrari; Gian Battista Bischetti; Olfa Gharsallah; Sandra Cesari de Maria; Michele Rienzner; Ezio Naldi; Marco Romani; Claudio Gandolfi
err分享
err收藏
学者 查看更多内容