Evidence map›Paper›PMID 42305025›Full record

ArticleAnnals of medicine2026

Navigating the diagnostic 'gray zone': prospective evaluation of an integrated MRI-Biomarker model for renal allograft triage.

Zhouyan Liao, Siyuan Ma, Ziyi Liu, Hao Tang, Baodi Deng, Jie Zhang, Ting Yin, Wei Chen, Omar Darwish, Qiuxia Wang and 3 more

Abstract read
In one paragraph

Article in Annals of medicine, 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

13 authors.

Zhouyan LiaoDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0009-0000-6470-0266
Siyuan MaDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0009-0001-1502-1408
Ziyi LiuDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0009-0000-2909-7174
Hao TangDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0000-0003-3387-8226
Baodi DengDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0009-0009-8184-6262
Jie ZhangDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0009-0005-9230-0151
Ting YinMR Research Collaboration Team, Siemens Healthineers Ltd, Shanghai, China.ORCID 0000-0003-2528-1630
Wei ChenMR Research Collaboration Team, Siemens Healthineers Ltd, Shanghai, China.ORCID 0009-0005-2270-3166
Omar DarwishMR Application Predevelopment, Siemens Healthcare, Erlangen, Germany.ORCID 0000-0003-4747-9007
Qiuxia WangDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
Gen ChenDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0000-0002-9268-1311
Jeong Min LeeDepartment of Radiology, Seoul National University Hospital, Seoul, South Korea.ORCID 0000-0003-0561-8777
Zhen LiDepartment of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.ORCID 0000-0001-8037-4245

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundA critical dilemma in post-transplant surveillance is determining when minor functional changes (subtle serum creatinine fluctuations or slow renal function decline) or ambiguous ultrasound findings (including mildly elevated resistive index or cortical echogenicity) warrant invasive biopsy and treatment modification. We aimed to develop a non-invasive integrated tool combining advanced diffusion MRI with functional biomarkers to stratify patients within this diagnostic gray zone. MATERIALS AND

methodsIn this prospective study, 120 renal transplant recipients underwent multi-b-value diffusion-weighted imaging at 3.0 T within 48 h prior to an allograft biopsy. Quantitative parameters of six diffusion MRI models were extracted from renal cortex and medulla. Clinical indicators, including serum HCO

resultsThe cortical distributed diffusion coefficient (DDC) and serum HCO

conclusionThis integrated multiparametric protocol provides promising preliminary decision support for renal allograft surveillance. By noninvasively identifying the potential presence of actionable active pathology, this preliminary model may help optimize biopsy referrals and stratify patients who potentially require treatment modification. However, given the single-centre design, external validation is required before clinical implementation.

Indexed as

AllograftsDiffusion Magnetic Resonance ImagingGraft RejectionKidneyKidney TransplantationTriageAdultBiomarkersBiopsyFemaleGlomerular Filtration RateHumansMaleMiddle AgedProspective StudiesBiomarkersclinical decision supportdiffusion-weighted imagingKidney transplantationstretched exponential modeltriage

Identifiers

PMID42305025
PMCPMC13276818

What OpenQuestion holds

Textmetadata
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.