Evidence map›Paper›PMID 42277848›Full record

ArticleJournal of nanobiotechnology2026

In silico design of CLDN4-directed peptide-loaded nanobubbles for ultrasound-assisted delivery, photothermal therapy, immune activation, and multimodal imaging in ovarian cancer.

Yi Xu, Yue Hua, Chenyi Zhang, Yusha Zhang, Jiale Wan, Cheng Feng, Enqi Qiao, Wendi Guo, Li Ou, Fang Yang and 1 more

Abstract read
In one paragraph

Article in Journal of nanobiotechnology, 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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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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5 · Who and what money

Authors and funding

11 authors.

Yi Xu *Department of Obstetrics and Gynaecology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China.
Yue Hua *Department of Obstetrics and Gynaecology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China.
Chenyi ZhangState Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 211189, P. R. China.
Yusha ZhangDepartment of Obstetrics and Gynaecology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China.
Jiale WanCenter for Bioinformatics, Biomamba Bioinformatics Base, Nanjing, 211100, China.
Cheng FengCenter of Interventional Radiology & Vascular Surgery, Department of Radiology, Medical School, Zhongda Hospital, Southeast University, Nanjing, China.
Enqi QiaoCenter of Interventional Radiology & Vascular Surgery, Department of Radiology, Medical School, Zhongda Hospital, Southeast University, Nanjing, China.
Wendi GuoSchool of Medicine, Nankai University, Tianjin, 300071, China.
Li OuDepartment of Obstetrics and Gynaecology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China.
Fang YangState Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing, 211189, P. R. China. yangfang2080@seu.edu.cn.
Yang ShenDepartment of Obstetrics and Gynaecology, School of Medicine, Zhongda Hospital, Southeast University, Nanjing, 210009, China. shenyang@seu.edu.cn.

Funding

Beijing Xisike Clinical Oncology Research Foundation Y-Zai2022/MS-0126Nanjing Major Science and Technology Special Project (Life and Health) 202305039National Clinical Key Discipline Construction Funds CZXM-ZK-40National Natural Science Foundation of China 82372126, 82072078Noncommunicable Chronic Diseases-National Science and Technology Major Project 2025ZD0545600Zhongda Hospital, Southeast University; Jiangsu Province High-Level Hospital Programs 2023GSPKY11, GSP-LCYJFH01
6 · The paper itself

Abstract

backgroundOvarian cancer remains among the most lethal gynecologic malignancies, partly because occult peritoneal disease limits complete macroscopic cytoreduction and image-guided intervention. Claudin 4 (CLDN4) is enriched in epithelial ovarian carcinoma but is not tumor-exclusive; therefore, rational CLDN4-directed delivery requires consideration of tumor enrichment, surface accessibility, and ligand engagement. This study aimed to develop a CLDN4-directed peptide-nanobubble phototheranostic platform integrating molecular recognition, ultrasound/fluorescence imaging, ultrasound-associated IP-related delivery/retention, and photothermal treatment.

resultsStructure-guided in silico optimization and surface plasmon resonance validation identified P15 as a CLDN4-binding peptide with nanomolar affinity (steady-state K_D = 11.28 nM). P15 was conjugated with indocyanine green (ICG) to generate an ICG-P15 photothermal conjugate (IP), which was incorporated into sulfur hexafluoride-filled lipid nanobubbles to form IP/NBs. Surface-preserving binding and competition assays, non-permeabilized CLDN4 immunofluorescence, cellular uptake imaging, and patient-derived organoid assays supported CLDN4-associated P15/IP interaction and intratissue penetration in the tested ovarian cancer models. IP/NBs preserved ultrasound visibility and photothermal responsiveness and showed ultrasound-associated changes in IP release and transport-related readouts under the applied acoustic conditions. In vivo imaging demonstrated tumor-associated IP-related fluorescence after IP/NBs administration, with D-NBs serving as a non-targeted dye-loaded nanobubble comparator. Matched post-ultrasound imaging further showed higher tumor-associated fluorescence in the IP/NBs + ultrasound group than in the no-ultrasound group, and an IP/NBs + near-infrared irradiation group without ultrasound showed intermediate tumor suppression compared with the full IP/NBs + ultrasound + near-infrared treatment. The full treatment regimen produced marked tumor suppression and was associated with increased oxidative-stress readouts, calreticulin exposure, ATP/HMGB1 release, cytokine secretion, immune-cell activation, and tumor-associated T-cell infiltration.

conclusionsThis study develops and evaluates a CLDN4-directed, IP-containing nanobubble framework for ovarian cancer phototheranostics. The data support ultrasound-associated enhancement of tumor IP-related delivery/retention, photothermal tumor suppression, and treatment-associated immune activation under the tested workflow, while defining areas for further optimization of peptide stability, nanobubble pharmacology, acoustic dosing, and translational safety.

Indexed as

Claudin-4Ovarian NeoplasmsPeptidesPhotothermal TherapyAnimalsCell Line, TumorComputer SimulationFemaleHumansIndocyanine GreenMiceMultimodal ImagingClaudin-4CLDN4 protein, humanIndocyanine GreenPeptidesCLDN4CLDN4-binding peptideComputer-aided drug designICD-associated danger signalingMultimodal imagingNanobubblesPhotothermal therapy

Identifiers

PMID42277848
PMCPMC13479419

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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.