Evidence map›Paper›PMID 41754993›Full record

ReviewPharmaceutics2026

Novel AI-Driven Precision Strategies in Diabetic Wound Healing: Immunomodulation and Advances in Smart Composite Nanocarriers.

Yibin Zheng, Junshan Lan, Qian Huang, Qi Li, Yuting Liu, Bing Li, Xuan Wu, Qianxi Wang, Yongqi Liao, Xing Zhou and 2 more

Abstract readReview
In one paragraph

Review in Pharmaceutics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Review
  5. [Role and mechanism of Wnt9a in human and mouse chronic wound healing].Zhonghua shao shang yu chuang mian xiu fu za zhi · 2026
    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

12 authors.

Yibin ZhengSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Junshan LanSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Qian HuangSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Qi LiSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Yuting LiuSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Bing LiSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Xuan WuSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Qianxi WangSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Yongqi LiaoSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.
Xing ZhouYunnan Key Laboratory of Stem Cell and Regenerative Medicine, School of Rehabilitation, Kunming Medical University, Kunming 650500, China.
Zhipeng TengDepartment of Neurosurgery, Chongqing Hospital of Traditional Chinese Medicine, Chongqing 400011, China.
Jie LouSchool of Pharmacy and Bioengineering, Chongqing University of Technology, Chongqing 400054, China.

Funding

Natural Science Foundation Project of CQ CSTC CSTB2025NSCQ-GPX0233 & CSTB2025NSCQ-GPX0221Science and Technology Research Program of Chongqing Municipal Education Commission KJZD-K202401103 & KJQN202301168
6 · The paper itself

Abstract

Diabetic chronic wounds (CWs) represent a recalcitrant, difficult-to-heal pathological condition characterized by an imbalance of the immune microenvironment. Smart composite nanocarriers for immune regulation enable multi-targeted, spatiotemporally controllable synergistic interventions by responding to pathological signals such as reactive oxygen species (ROS), pH, and abnormal enzyme activity, thereby offering a novel pharmaceutical strategy to overcome the limitations of traditional single-target therapies. Artificial intelligence (AI) integrates clinical and biological data to predict healing risks, optimize treatment plans and nanocarrier design, and dynamically adjust strategies based on patient conditions, ensuring precision and personalized therapies. This paper systematically reviews the immunopathological basis of CWs, summarizes the design rationale and functional evolution of immune-modulating smart composite nanocarriers, and discusses an AI-enabled precision therapy framework from an interdisciplinary perspective. It aims to establish a theoretical foundation and research paradigm for constructing programmable drug delivery systems tailored to complex disease microenvironments, facilitating the transition of smart nanopharmacy from material-oriented to system-regulation-oriented approaches, and accelerating the clinically predictable translation of diabetic wound therapies.

Indexed as

AI-driven precision therapydiabetic chronic woundsimmune microenvironmentreal-time wound monitoringsmart composite nanocarriers

Identifiers

PMID41754993
PMCPMC12944318

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.