Evidence map›Paper›PMID 42793021›Full record

ArticleGenes2026

Donor-Type-Dependent Heterogeneity of Ischemia-Reperfusion Injury in Lung Transplantation: A Multi-Cohort Transcriptomic Interaction Analysis of DCD Versus DBD Lungs.

Zezhao Ji, Yanbin Peng, Lixin Wang

Abstract read
In one paragraph

Article in Genes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

3 authors.

Zezhao JiDepartment of Pathology, Tongji Hospital, School of Medicine, Tongji University, Shanghai 200065, China.
Yanbin PengDepartment of Integrative Chinese and Western Medicine, Shanghai Pulmonary Hospital, Tongji University, Shanghai 200433, China.
Lixin WangDepartment of Integrative Chinese and Western Medicine, Shanghai Pulmonary Hospital, Tongji University, Shanghai 200433, China.ORCID 0000-0003-4748-3225

Funding

the Shanghai Municipal Key Clinical Discipline of Traditional Chinese Medicine Interdisciplinary Innovation Oncology shzyyzdxk-2024106the Shanghai Tongji Hospital Specialty Discipline ZDTS24-BL
6 · The paper itself

Abstract

backgroundDonation after circulatory death (DCD) and donation after brain death (DBD) donor lungs are widely used in lung transplantation yet managed as equivalent with respect to ischemia-reperfusion injury (IRI), despite fundamentally different ischemic backgrounds: warm ischemia in DCD versus neurogenic-inflammatory priming in DBD donors.

methodsUsing GSE18995 (n = 35) as the core discovery interaction cohort for a 2 × 2 factorial limma model (donor type × reperfusion time), we integrated GSEA of metabolic and programmed cell death pathways, CIBERSORTx immune deconvolution, WGCNA, donor-stratified machine learning prediction of primary graft dysfunction (PGD), and CMap drug repurposing, validated externally in two independent cohorts (n = 153) and two PGD outcome sets (n = 55).

resultsWe identified 623 DCD-specific, 487 DBD-specific, and 1845 shared IRI genes. DCD grafts exhibited suppressed oxidative phosphorylation with compensatory glycolysis, dominant necroptosis and ferroptosis, and robust neutrophil influx, whereas DBD lungs showed mild metabolic disturbance, predominant pyroptosis and apoptosis, and M1 macrophage infiltration. Stratified PGD models (DCD AUC = 0.85; DBD AUC = 0.83) outperformed a universal model (AUC = 0.76).

conclusionsMolecularly distinct IRI signatures support donor-type-aware ex vivo lung perfusion protocols for precision lung transplantation.

Indexed as

Brain DeathLung TransplantationReperfusion InjuryTissue DonorsTranscriptomeFemaleGene Expression ProfilingHumansLungMalePrimary Graft DysfunctionWarm Ischemiabioinformaticscell death programsdonation after brain deathdonation after circulatory deathinteraction analysisischemia–reperfusion injurylung transplantationprimary graft dysfunctiontranscriptomics

Identifiers

PMID42793021
PMCPMC13606646

What Socratic 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 Socratic graph.