Evidence map›Paper›PMID 42539087›Full record

ArticlebioRxiv : the preprint server for biology2026

Unifying multimodal single-cell data with a mixture-of-experts

Andrew J Ashford, Trevor Enright, Julia Somers, Olga Nikolova, Emek Demir

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

5 · Who and what money

Authors and funding

5 authors.

Andrew J AshfordDepartment of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR 97239, USA.ORCID 0000-0002-1234-2118
Trevor EnrightComputational Biology Department, Oregon Health & Science University, Portland, OR 97201, USA.ORCID 0009-0006-4367-2386
Julia SomersCancer Early Detection Advanced Research Center (CEDAR), Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA.ORCID 0000-0001-9489-2246
Olga NikolovaCancer Early Detection Advanced Research Center (CEDAR), Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97201, USA.ORCID 0000-0001-8105-2440
Emek DemirDepartment of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR 97239, USA.ORCID 0000-0002-3663-7113

Funding

High Performance Computing and Machine Learning Infrastructure for Oregon Life SciencesS10OD034224 · OD · OREGON HEALTH & SCIENCE UNIVERSITY · PI ELLROTT, KYLE · 2023 to 2023
$2.0M
NIH HHS S10 OD034224
6 · The paper itself

Abstract

Multimodal single-cell assays profile complementary layers of cell state, but integration is complicated by modality mismatch, sparsity, and uneven cohort coverage. We present UniVI (

Indexed as

data integrationmachine learningmultimodalmulti-omicssingle-cellvariational autoencoder

Identifiers

PMID42539087
PMCPMC13419721

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.