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Diagnosis and subtype classification on serum peptide fingerprints by mesoporous polydopamine with built-in metal-organic framework

Authors :
Xu, Zixing
Chen, Haolin
Chu, Huimin
Shen, Xizhong
Deng, Chunhui
Sun, Nianrong
Wu, Hao
Source :
Chinese Chemical Letters; May 2023, Vol. 34 Issue: 5
Publication Year :
2023

Abstract

Crohn's disease (CD) as a big issue to public health needs an accurate diagnosis urgently that is the common challenge among internal diseases. Herein, we design a mesoporous polydopamine with built-in metal-organic frameworks (dubbed MMP-b-MOFs) to combine with high-throughput mass spectrometry to extract serum peptide fingerprints from CD and healthy controls (HC). Benefitting by the size-exclusion and strong hydrophilicity of MMP-b-MOFs, the extracted peptide fingerprints present extremely high quality. CD and HC are explicitly discriminated with orthogonal partial least squares discriminant analysis (OPLS-DA), the corresponding area under the curve (AUC) value is 1.000. Moreover, eight peptides with clear identity are screened out and achieve the accurate diagnosis and subtype classification of CD, with all AUC values up to 1.000. Moreover, the unsupervised model is also established to precisely classify HC and CD based on these eight clearly identified peptides. This work brings great benefits for clinical detection especially internal medicine.

Details

Language :
English
ISSN :
10018417
Volume :
34
Issue :
5
Database :
Supplemental Index
Journal :
Chinese Chemical Letters
Publication Type :
Periodical
Accession number :
ejs62599022
Full Text :
https://doi.org/10.1016/j.cclet.2022.107829