基于表面增強(qiáng)拉曼光譜的炎癥性腸病無創(chuàng)診斷
中圖分類號(hào):0657.37 文獻(xiàn)標(biāo)志碼:A
Non-invasive diagnosis of inflammatory bowel disease based on surface-enhanced Raman spectroscopy
ZHENGYuqing1,DU Peng2,WANG Xiaolei2,YANG Huinan1 (1.SchoolofEnergyandPowerEngineering,UniversityofShanghaiforScienceandTechnologyhanghai23,China; 2. Xinhua Hospital Afiliated to Shanghai Jiaotong University School of Medicine,Shanghai 2ooo92, China; 3. Tenth People's Hospital of Tongji University, Shanghai 200o72, China)
Abstract: Inflammatory bowel disease (IBD) includes ulcerative colitis (UC) and Crohn's disease (CD). Most patients with IBD require a combination of invasive endoscopy, clinical and histopathological examination to confirm the diagnosis. There is a lack of convenient and non-invasive diagnostic methods for IBD. In response to this current situation, a non-invasive diagnostic method for IBD based on surface-enhanced Raman spectroscopy (SERS) was developed. The urine samples from 210 IBD patients (127 CD, 83 UC) and 48 healthy controls (HC) were measured based on SERS. By analyzing the average SERS spectra of urine samples from IBD, CD and HC, it was found that there were significant differences in the Raman intensities at several main Raman peaks between IBD, CD and HC. To validate these findings and construct effective diagnostic models, principal component analysis (PCA)-support vector machine (SVM) was used to establish two classification models to distinguish IBD/HC, CD/HC. After leave-one-patient-out cross-validation (LOPOCV), the accuracy of IBD/HC and CD/HC classification models can reach 83.33% and 83.43% , respectively. The metabolic changes of IBD patients and HC could be effectively identified by measuring urine with SERS,and it was expected to develop a non-invasive, rapid and accurate pre-screening method for clinical IBD patients.
Keywords: surface-enhanced Raman spectroscopy: IBD; urine; non-invasive diagnosis; PCA-SVM
炎癥性腸?。╥nflammatorybowel disease,IBD)是一種典型的免疫介導(dǎo)的炎性疾病,包括潰瘍性結(jié)腸炎(ulcerativecolitis,UC)和克羅恩?。–rohn'sdisease,CD),其特點(diǎn)是易反復(fù)發(fā)作。(剩余14303字)
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