Evidence map›Paper›PMID 41959140›Full record

ArticlebioRxiv : the preprint server for biology2026

Multimodal spatial alignment and morphology mapping with MOSAICField.

Xinhao Liu, Hongyu Zheng, Peter Halmos, Julian Gold, Erik Storrs, Li Ding, Benjamin J Raphael

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Xinhao LiuDepartment of Computer Science, Princeton University, 35 Olden St, Princeton, NJ 08544, USA.
Hongyu ZhengDepartment of Computer Science, Princeton University, 35 Olden St, Princeton, NJ 08544, USA.
Peter HalmosDepartment of Computer Science, Princeton University, 35 Olden St, Princeton, NJ 08544, USA.
Julian GoldCenter for Statistics and Machine Learning, Princeton University, Princeton, NJ, 08544, USA.
Erik StorrsDepartment of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA.ORCID 0000-0002-8041-0864
Li DingDepartment of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA.
Benjamin J RaphaelDepartment of Computer Science, Princeton University, 35 Olden St, Princeton, NJ 08544, USA.ORCID 0000-0003-1274-048X

Funding

WASHINGTON UNIVERSITY HUMAN TUMOR ATLAS RESEARCH CENTERU2CCA233303 · NCI · WASHINGTON UNIVERSITY · PI DING, LI · 2018 to 2023
$9.7M
Comprehensive and Robust Tools for Analysis of Tumor Heterogeneity and EvolutionU24CA248453 · NCI · PRINCETON UNIVERSITY · PI Benjamin Raphael · 2020 to 2026
$4.7M
NCI NIH HHS U24 CA248453NCI NIH HHS U2C CA233303
6 · The paper itself

Abstract

Recent efforts to build comprehensive tissue and tumor atlases leverage diverse spatial technologies to measure transcriptomic, proteomic, epigenetic, and other modalities with hundreds to thousands of features at thousands to millions of spatially resolved locations in a tissue slice. Integrating such data across spatial technologies that differ in molecular features, spatial resolution, and tissue morphology remains a major challenge. We introduce MultimOdal Spatial Alignment and Integration with Coordinate neural Field (MOSAICField), a unified framework for aligning spatial slices across arbitrary combinations of experimental modalities. MOSAICField computes two types of spatial alignments across multiple slices from the same tissue:

Identifiers

PMID41959140
PMCPMC13060953

What OpenQuestion holds

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LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.