Evidence map›Paper›PMID 40606521›Full record

ArticleBME frontiers2025

Label-Free Evaluation of Lung and Heart Transplant Biopsies Using Tissue Autofluorescence-Based Virtual Staining.

Yuzhu Li, Nir Pillar, Tairan Liu, Guangdong Ma, Yuxuan Qi, Kevin Haan, Yijie Zhang, Xilin Yang, Adrian J Correa, Guangqian Xiao and 5 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in BME frontiers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
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

15 authors.

Yuzhu LiElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.ORCID https://orcid.org/0009-0007-1570-0324
Nir PillarElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Tairan LiuElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Guangdong MaElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Yuxuan QiDepartment of Computer Science, University of California, Los Angeles, CA 90095, USA.
Kevin HaanElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Yijie ZhangElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Xilin YangElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.
Adrian J CorreaDepartment of Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
Guangqian XiaoDepartment of Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
Kuang-Yu JenDepartment of Pathology and Laboratory Medicine, School of Medicine, University of California, Davis, Sacramento, CA 95817, USA.
Kenneth A IczkowskiDepartment of Pathology and Laboratory Medicine, School of Medicine, University of California, Davis, Sacramento, CA 95817, USA.
Yulun WuDepartment of Mathematics, University of California, Los Angeles, CA 90095, USA.
William Dean WallaceDepartment of Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
Aydogan OzcanElectrical and Computer Engineering Department, University of California, Los Angeles, CA 90095, USA.ORCID https://orcid.org/0000-0002-0717-683X

Funding

TRD3: Data Analytics and Intelligent Systems (AI-ML-DL-Visualization)P41EB032840 · NIBIB · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Griffith R. Harsh, Laura Marcu · 2022 to 2026
$6.7M
NIBIB NIH HHS P41 EB032840
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40606521
PMCPMC12217214

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.