arrow
Return

SpaDiff denoises sequence-based spatial transcriptomics via diffusion process

delete2026-07-17
delete0
delete
OA
AI
J
Jiazhang Cai
Y
Yongkai Chen
L
Luyang Fang
X
Xinyi Liu
W
Wenxuan Zhong *
G
Guo‐Cheng Yuan *
P
Ping Ma *
DOI:10.1016/j.crmeth.2026.101530delete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
• SpaDiff denoises spatial transcriptomics via mass-conserving reverse diffusion • Score-based ODE corrects spot-swapping while preserving total UMI counts exactly • Outperforms five state-of-the-art denoisers on simulated and three real datasets • Sharpens spatial domains without erasing within-region tumor heterogeneity
Keywords:
sequence-based spatial transcriptomics
spatial transcriptomics
data denoising
diffusion process
score-based diffusion
spot swapping
CP: computational biology
CP: systems biology
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Cell Reports Methods cover
Cell Reports Methods
IF:
4.5
Papers:
955
Citations:
2.0K

Organization

H
Harvard University
Scholars:
26.5W
Papers: 22.0W
Citations: 28.7W
I
icahn school of medicine at mount sinai
Scholars:
4.3K
Papers: 1.4K
Citations: 0
U
university of georgia
Scholars:
2.6K
Papers: 1.4K
Citations: 4
researcher View more organizations
Cited Papers

Cited Papers

Transcriptome-scale spatial gene expression in the human dorsolateral prefrontal cortex
err2021-02-08
err0
errOAAI
errKristen R. Maynard; Leonardo Collado-Torres; Lukas M. Weber; Cedric Uytingco; Brianna K. Barry; Stephen R. Williams; Joseph L. Catallini; Matthew N. Tran; Zachary Besich; Madhavi Tippani; Jennifer Chew; Yifeng Yin; Joel E. Kleinman; Thomas M. Hyde; Nikhil Rao; Stephanie C. Hicks; Keri Martinowich; Andrew E. Jaffe
errShare
errSave
Museum of spatial transcriptomics
err2022-03-10
err419
errOAAI
errMoses, Lambda; Pachter, Lior
errShare
errSave
From Louvain to Leiden: guaranteeing well-connected communities
err2019-03-26
err2.5K
errOAAI
errTraag, V. A.; Waltman, L.; van Eck, N. J.
errShare
errSave
Sprod for de-noising spatially resolved transcriptomics data based on position and image information
err2022-08-04
err21
errOAAI
errWang, Yunguan; Song, Bing; Wang, Shidan; Chen, Mingyi; Xie, Yang; Xiao, Guanghua; Wang, Li; Wang, Tao
errShare
errSave
Biology-inspired data-driven quality control for scientific discovery in single-cell transcriptomics
err2022-12-27
err12
errOAAI
errSubramanian, Ayshwarya; Alperovich, Mikhail; Yang, Yiming; Li, Bo
errShare
errSave
Advances in spatial transcriptomic data analysis
err2021-10-01
err128
errOAAI
errDries, Ruben; Chen, Jiaji; Del Rossi, Natalie; Khan, Mohammed Muzamil; Sistig, Adriana; Yuan, Guo-Cheng
errShare
errSave
SAVER: gene expression recovery for single-cell RNA sequencing
err2018-06-25
err500
errOAAI
errHuang, Mo; Wang, Jingshu; Torre, Eduardo; Dueck, Hannah; Shaffer, Sydney; Bonasio, Roberto; Murray, John I.; Raj, Arjun; Li, Mingyao; Zhang, Nancy R.
errShare
errSave
Recovering Gene Interactions from Single-Cell Data Using Data Diffusion
errCell
IF0
err2018-07-01
err0
errOAAI
errDavid van Dijk; Roshan Sharma; Juozas Nainys; Kristina Yim; Pooja Kathail; Ambrose J. Carr; Cassandra Burdziak; Kevin R. Moon; Christine L. Chaffer; Diwakar Pattabiraman; Brian Bierie; Linas Mazutis; Guy Wolf; Smita Krishnaswamy; Dana Pe’er
errShare
errSave
Exploring tissue architecture using spatial transcriptomics
err2021-08-11
err0
errOAAI
errAnjali Rao; Dalia Barkley; Gustavo S. França; Itai Yanai
errShare
errSave
errShare
errSave
researcher View more