Evidence map›Paper›PMID 41407104›Full record

ArticleAmerican journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons2026

Recipient plasma metabolomics as a predictor of heart transplant severe primary graft dysfunction.

Joshua D Preston, Clayton J Rust, Aubrey C Reed, Supreet S Randhawa, Ailin Tang, Kimberly A Rooney, Mikhael Kozmava, Jaclyn Weinberg, Lucy Avant, Catherine L B McGeoch and 11 more

Abstract read
In one paragraph

Article in American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons, 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

21 authors.

Joshua D PrestonDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA; Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Clayton J RustDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Aubrey C ReedDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Supreet S RandhawaDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Ailin TangDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Kimberly A RooneyDivision of Cardiology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Mikhael KozmavaDivision of Cardiology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Jaclyn WeinbergDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Lucy AvantDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Catherine L B McGeochDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Gustavo A ParrillaDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Jiada ZhanDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
ViLinh TranDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Michael E HalkosDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Muath M BishawiDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Mani A DaneshmandDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA.
Arshed A QuyyumiDivision of Cardiology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Charles D SearlesDivision of Cardiology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Young-Mi GoDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Dean P JonesDivision of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA.
Joshua L ChanDivision of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Georgia, USA. Electronic address: Joshua.Chan@emory.edu.

Funding

Implementing a Maternal health and PRegnancy Outcomes Vision for Everyone (IMPROVE)UL1TR002378 · NCATS · EMORY UNIVERSITY · PI Andres J Garcia, Elizabeth O. Ofili · 2017 to 2026
$92.1M
MEDICAL SCIENTIST TRAINING PROGRAMT32GM008169 · NIGMS · EMORY UNIVERSITY · PI GROSS, ROBERT E · 1987 to 2021
$20.3M
Institutional Career Development CoreKL2TR002381 · NCATS · EMORY UNIVERSITY · PI HENRY M BLUMBERG, Anandi Nayan Sheth · 2017 to 2026
$14.1M
NCATS NIH HHS KL2 TR002381NCATS NIH HHS UL1 TR002378NIGMS NIH HHS T32 GM008169
6 · The paper itself

Abstract

Primary graft dysfunction (PGD) is a leading cause of morbidity and mortality following orthotopic heart transplantation (OHT), yet its biology remains unclear, and metabolomics research is limited. A single-center study was conducted on 62 OHT recipients. Preoperative plasma samples underwent metabolomics analysis via liquid chromatography-mass spectrometry. Metabolic signatures of severe PGD were identified using partial least squares discriminant analysis and pathway enrichment analysis of untargeted data, with additional analysis of annotated and identified metabolites. Partial least squares discriminant analysis of combined mass spectral signals from preoperative plasma showed clustering of patients who developed severe PGD. Pathway enrichment highlighted alterations in arachidonic acid, tryptophan, tyrosine, and branched-chain amino acid metabolism as key preoperative predictors of severe PGD. Preoperative blood levels of 75 metabolites, spanning inflammatory lipids, amino acids, and redox-active species, differed (P < .05) between patients who developed severe PGD and those who did not, although only 3 remained significantly different after correction for multiple comparisons (q < .05). Taken together, these exploratory findings demonstrate that distinct preoperative metabolic profiles exist in OHT recipients who develop severe PGD and support hypothesis generation on candidate metabolic signatures to identify patients at high risk. They suggest that the plasma metabolome may be a powerful tool for studying PGD biology.

Indexed as

BiomarkersHeart TransplantationMetabolomicsPrimary Graft DysfunctionFemaleGeorgiaHumansLiquid Chromatography-Mass SpectrometryMaleMiddle AgedPredictive Value of TestsTransplant RecipientsBiomarkersamino acid metabolismarachidonic acid pathwaypathway enrichment analysisplasma biomarkerspreoperative risk stratificationuntargeted metabolomics

Identifiers

PMID41407104
PMCPMC12931926

What OpenQuestion holds

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Registered trials

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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.